From 934b449b0eb87f06038413c46b0f695d3bc8961b Mon Sep 17 00:00:00 2001
From: Austin Zielman <austin@abacus.ai>
Date: Thu, 30 May 2024 21:33:21 +0000
Subject: [PATCH] Version 1.3.3

---
 abacusai/__init__.py                          |     2 +-
 abacusai/api_class/__init__.py                |     1 +
 abacusai/api_class/ai_agents.py               |     6 +-
 abacusai/api_class/blob_input.py              |    42 +-
 abacusai/api_class/connectors.py              |     2 +-
 abacusai/api_class/dataset.py                 |     2 +
 abacusai/api_class/enums.py                   |    36 +
 abacusai/api_class/feature_group.py           |   111 +-
 abacusai/api_class/model.py                   |     2 +
 abacusai/chat_message.py                      |    12 +-
 abacusai/client.py                            |    90 +-
 abacusai/deployment_conversation.py           |    17 +-
 abacusai/document_data.py                     |    10 +-
 abacusai/feature_group.py                     |    30 +-
 abacusai/page_data.py                         |    10 +-
 abacusai/project.py                           |    10 +-
 abacusai/project_feature_group.py             |    16 +-
 abacusai/public.pem                           |     6 +-
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 473 files changed, 63592 insertions(+), 132057 deletions(-)

diff --git a/abacusai/__init__.py b/abacusai/__init__.py
index 6df00f519..789751a2e 100644
--- a/abacusai/__init__.py
+++ b/abacusai/__init__.py
@@ -4,4 +4,4 @@
 from .streaming_client import StreamingClient
 
 
-__version__ = "1.3.2"
+__version__ = "1.3.3"
diff --git a/abacusai/api_class/__init__.py b/abacusai/api_class/__init__.py
index 0ce260731..241a33c33 100644
--- a/abacusai/api_class/__init__.py
+++ b/abacusai/api_class/__init__.py
@@ -2,6 +2,7 @@
 from .ai_chat import *
 from .batch_prediction import *
 from .blob_input import *
+from .connectors import *
 from .dataset import *
 from .dataset_application_connector import *
 from .deployment import *
diff --git a/abacusai/api_class/ai_agents.py b/abacusai/api_class/ai_agents.py
index 83f54334c..d2d8107d8 100644
--- a/abacusai/api_class/ai_agents.py
+++ b/abacusai/api_class/ai_agents.py
@@ -28,7 +28,7 @@ class WorkflowNodeInputSchema(ApiClass):
     A react-jsonschema-form conformant schema for workflow node input.
 
     Args:
-        json_schema (dict): The json schema for the input conformant to react-jsonschema-form specification. Must define keys like "title", "type" and "properties". Supported elements - Checkbox, Radio Button, Dropdown, Textarea, Number, Date, File Upload. Not supported - Nested elements, arrays and other complex types.
+        json_schema (dict): The json schema for the input conformant to react-jsonschema-form specification. Must define keys like "title", "type" and "properties". Supported elements - Checkbox, Radio Button, Dropdown, Textarea, Number, Date, file upload. Not supported - Nested elements, arrays and other complex types.
         ui_schema (dict): The ui schema for the input conformant to react-jsonschema-form specification.
     """
     json_schema: dict
@@ -99,6 +99,8 @@ def to_dict(self):
 
     @classmethod
     def from_dict(cls, mapping: dict):
+        if any(field not in mapping for field in ['name', 'variable_type']):
+            raise ValueError('Invalid workflow node input mapping. Must contain keys - name, variable_type')
         return cls(
             name=mapping['name'],
             variable_type=mapping['variable_type'],
@@ -179,6 +181,8 @@ def to_dict(self):
 
     @classmethod
     def from_dict(cls, node: dict):
+        if any(field not in node for field in ['name', 'function_name', 'source_code', 'input_mappings', 'output_mappings']):
+            raise ValueError('Invalid workflow graph node. Must contain keys - name, function_name, source_code, input_mappings, output_mappings.')
         return cls(
             name=node['name'],
             function_name=node['function_name'],
diff --git a/abacusai/api_class/blob_input.py b/abacusai/api_class/blob_input.py
index faaa6621d..6579382b2 100644
--- a/abacusai/api_class/blob_input.py
+++ b/abacusai/api_class/blob_input.py
@@ -5,9 +5,9 @@
 
 
 @dataclasses.dataclass
-class BlobInput(ApiClass):
+class Blob(ApiClass):
     """
-    Binary large object input data.
+    Binary large object data.
 
     Args:
         filename (str): The original filename of the blob.
@@ -20,14 +20,44 @@ class BlobInput(ApiClass):
     mime_type: str
     size: int
 
+    def __init__(self, contents: bytes, mime_type: str = None, filename: str = None, size: int = None):
+        if contents is None or not isinstance(contents, bytes):
+            raise ValueError('contents must be a valid bytes object')
+        if mime_type is None:
+            try:
+                if filename:
+                    mime_type = mimetypes.guess_type(filename)[0]
+                else:
+                    import magic
+                    mime_type = magic.Magic(mime=True).from_buffer(contents)
+            except Exception:
+                pass
+        else:
+            if not isinstance(mime_type, str):
+                raise ValueError('mime_type must be a valid string')
+
+        self.filename = filename
+        self.contents = contents
+        self.mime_type = mime_type
+        self.size = size or len(contents)
+
     @classmethod
-    def from_local_file(cls, file_path: str) -> 'BlobInput':
+    def from_local_file(cls, file_path: str) -> 'Blob':
         with open(file_path, 'rb') as f:
             contents = f.read()
         return cls.from_contents(contents, filename=file_path)
 
     @classmethod
-    def from_contents(cls, contents: bytes, filename: str = None, mime_type: str = None) -> 'BlobInput':
-        if not mime_type and filename:
-            mime_type = mimetypes.guess_type(filename)[0]
+    def from_contents(cls, contents: bytes, filename: str = None, mime_type: str = None) -> 'Blob':
         return cls(filename=filename, contents=contents, mime_type=mime_type, size=len(contents))
+
+
+@dataclasses.dataclass
+class BlobInput(Blob):
+    """
+    Binary large object data.
+    An alias for Blob, used to indicate that this is an input object.
+    """
+
+    def __init__(self, filename: str = None, contents: bytes = None, mime_type: str = None, size: int = None):
+        super().__init__(contents, mime_type, filename, size)
diff --git a/abacusai/api_class/connectors.py b/abacusai/api_class/connectors.py
index 68a9ff5f5..374bc5e94 100644
--- a/abacusai/api_class/connectors.py
+++ b/abacusai/api_class/connectors.py
@@ -28,7 +28,7 @@ class KafkaDatasetConfig(StreamingConnectorDatasetConfig):
     Args:
         topic (str): The kafka topic to consume
     """
-    topic: str
+    topic: str = dataclasses.field(default=None)
 
     def __post_init__(self):
         self.streaming_connector_type = enums.StreamingConnectorType.KAFKA
diff --git a/abacusai/api_class/dataset.py b/abacusai/api_class/dataset.py
index 56af979ba..91c19946e 100644
--- a/abacusai/api_class/dataset.py
+++ b/abacusai/api_class/dataset.py
@@ -42,6 +42,7 @@ class DocumentProcessingConfig(ApiClass):
         remove_header_footer (bool): Whether to remove headers and footers. Defaults to False. This option only takes effect when extract_bounding_boxes is True.
         remove_watermarks (bool): Whether to remove watermarks. By default, it will be decided automatically based on the OCR mode and the document type. This option only takes effect when extract_bounding_boxes is True.
         convert_to_markdown (bool): Whether to convert extracted text to markdown. Defaults to False. This option only takes effect when extract_bounding_boxes is True.
+        return_links (bool): Whether to augment the extracted text with embedded URLs in the PDF. Defaults to False. This option only takes effect when the document is a PDF.
     """
     # NOTE: The defaults should match with clouddb.document_processing_results table defaults
     extract_bounding_boxes: bool = False
@@ -50,6 +51,7 @@ class DocumentProcessingConfig(ApiClass):
     remove_header_footer: bool = False
     remove_watermarks: bool = True
     convert_to_markdown: bool = False
+    return_links: bool = False
 
 
 @dataclasses.dataclass
diff --git a/abacusai/api_class/enums.py b/abacusai/api_class/enums.py
index 721b9ada0..76abc7829 100644
--- a/abacusai/api_class/enums.py
+++ b/abacusai/api_class/enums.py
@@ -128,6 +128,17 @@ class MergeMode(ApiEnum):
     TIME_WINDOW = 'TIME_WINDOW'
 
 
+class OperatorType(ApiEnum):
+    UNPIVOT = 'UNPIVOT'
+    MARKDOWN = 'MARKDOWN'
+    CRAWLER = 'CRAWLER'
+    EXTRACT_DOCUMENT_DATA = 'EXTRACT_DOCUMENT_DATA'
+
+
+class MarkdownOperatorInputType(ApiEnum):
+    HTML = 'HTML'
+
+
 class FillLogic(ApiEnum):
     # back / future
     AVERAGE = 'average'
@@ -406,6 +417,7 @@ class VectorStoreTextEncoder(ApiEnum):
     OPENAI = 'OPENAI'
     SENTENCE_BERT = 'SENTENCE_BERT'
     E5_SMALL = 'E5_SMALL'
+    CODE_BERT = 'CODE_BERT'
 
 
 class LLMName(ApiEnum):
@@ -517,6 +529,7 @@ class OcrMode(ApiEnum):
     COMPREHENSIVE = 'COMPREHENSIVE'
     COMPREHENSIVE_V2 = 'COMPREHENSIVE_V2'
     COMPREHENSIVE_TABLE_MD = 'COMPREHENSIVE_TABLE_MD'
+    TESSERACT_FAST = 'TESSERACT_FAST'
 
 
 class StdDevThresholdType(ApiEnum):
@@ -535,6 +548,7 @@ class DataType(ApiEnum):
     LIST = 'list'
     STRUCT = 'struct'
     NULL = 'null'
+    BINARY = 'binary'
 
 
 class AgentInterface(ApiEnum):
@@ -545,4 +559,26 @@ class AgentInterface(ApiEnum):
 
 class ProjectConfigType(ApiEnum):
     CONSTRAINTS = 'CONSTRAINTS'
+    CHAT_FEEDBACK = 'CHAT_FEEDBACK'
     REVIEW_MODE = 'REVIEW_MODE'
+
+
+class CPUSize(ApiEnum):
+    SMALL = 'small'
+    MEDIUM = 'medium'
+    LARGE = 'large'
+
+
+class MemorySize(ApiEnum):
+    SMALL = 16
+    MEDIUM = 32
+    LARGE = 64
+    XLARGE = 128
+
+    @classmethod
+    def from_value(cls, value):
+        sorted_members = sorted(cls, key=lambda mem: mem.value)
+        for member in sorted_members:
+            if member.value >= value:
+                return member
+        return None
diff --git a/abacusai/api_class/feature_group.py b/abacusai/api_class/feature_group.py
index b7a938751..381ab1300 100644
--- a/abacusai/api_class/feature_group.py
+++ b/abacusai/api_class/feature_group.py
@@ -3,6 +3,7 @@
 
 from . import enums
 from .abstract import ApiClass, _ApiClassFactory
+from .dataset import DocumentProcessingConfig
 
 
 @dataclasses.dataclass
@@ -27,7 +28,6 @@ class NSamplingConfig(SamplingConfig):
     The number of distinct values of the key columns to include in the sample, or number of rows if key columns not specified.
 
     Args:
-        sampling_method (SamplingMethodType): N_SAMPLING
         sample_count (int): The number of rows to include in the sample
         key_columns (List[str]): The feature(s) to use as the key(s) when sampling
     """
@@ -44,7 +44,6 @@ class PercentSamplingConfig(SamplingConfig):
     The fraction of distinct values of the feature group to include in the sample.
 
     Args:
-        sampling_method (SamplingMethodType): PERCENT_SAMPLING
         sample_percent (float): The percentage of the rows to sample
         key_columns (List[str]): The feature(s) to use as the key(s) when sampling
     """
@@ -87,7 +86,6 @@ class LastNMergeConfig(MergeConfig):
     Merge LAST N chunks/versions of an incremental dataset.
 
     Args:
-        merge_mode (MergeMode): LAST_N
         num_versions (int): The number of versions to merge. num_versions == 0 means merge all versions.
         include_version_timestamp_column (bool): If set, include a column with the creation timestamp of source FG versions.
     """
@@ -104,7 +102,6 @@ class TimeWindowMergeConfig(MergeConfig):
     Merge rows within a given timewindow of the most recent timestamp
 
     Args:
-        merge_mode (MergeMode): TIME_WINDOW
         feature_name (str): Time based column to index on
         time_window_size_ms (int): Range of merged rows will be [MAX_TIME - time_window_size_ms, MAX_TIME]
         include_version_timestamp_column (bool): If set, include a column with the creation timestamp of source FG versions.
@@ -125,3 +122,109 @@ class _MergeConfigFactory(_ApiClassFactory):
         enums.MergeMode.LAST_N: LastNMergeConfig,
         enums.MergeMode.TIME_WINDOW: TimeWindowMergeConfig,
     }
+
+
+@dataclasses.dataclass
+class OperatorConfig(ApiClass):
+    """Configuration for a template Feature Group Operation"""
+    operator_type: enums.OperatorType = dataclasses.field(default=None, repr=False, init=False)
+
+    @classmethod
+    def _get_builder(cls):
+        return _OperatorConfigFactory
+
+    def __post_init__(self):
+        if self.__class__ == OperatorConfig:
+            raise TypeError('Cannot instantiate abstract OperatorConfig class.')
+
+
+@dataclasses.dataclass
+class UnpivotConfig(OperatorConfig):
+    """ Unpivot Columns in a FeatureGroup.
+
+    Args:
+        columns (List[str]): Which columns to unpivot.
+        index_column (str): Name of new column containing the unpivoted column names as its values
+        value_column (str): Name of new column containing the row values that were unpivoted.
+        exclude (bool): If True, the unpivoted columns are all the columns EXCEPT the ones in the columns argument. Default is False.
+    """
+
+    columns: List[str] = dataclasses.field(default=None)
+    index_column: str = dataclasses.field(default=None)
+    value_column: str = dataclasses.field(default=None)
+    exclude: bool = dataclasses.field(default=None)
+
+    def __post_init__(self):
+        self.operator_type = enums.OperatorType.UNPIVOT
+
+
+@dataclasses.dataclass
+class MarkdownConfig(OperatorConfig):
+    """ Transform a input column to a markdown column.
+
+    Args:
+        input_column (str): Name of input column to transform.
+        output_column (str): Name of output column to store transformed data.
+        input_column_type (MarkdownOperatorInputType): Type of input column to transform.
+    """
+    input_column: str = dataclasses.field(default=None)
+    output_column: str = dataclasses.field(default=None)
+    input_column_type: enums.MarkdownOperatorInputType = dataclasses.field(default=None)
+
+    def __post_init__(self):
+        self.operator_type = enums.OperatorType.MARKDOWN
+
+
+@dataclasses.dataclass
+class CrawlerTransformConfig(OperatorConfig):
+    """ Transform a input column of urls to html text
+
+    Args:
+        input_column (str): Name of input column to transform.
+        output_column (str): Name of output column to store transformed data.
+        depth_column (str): Increasing depth explores more links, capturing more content
+        disable_host_restriction (bool): If True, will not restrict crawling to the same host.
+        honour_website_rules (bool): If True, will respect robots.txt rules.
+        user_agent (str): If provided, will use this user agent instead of randomly selecting one.
+    """
+    input_column: str = dataclasses.field(default=None)
+    output_column: str = dataclasses.field(default=None)
+    depth_column: str = dataclasses.field(default=None)
+    input_column_type: str = dataclasses.field(default=None, metadata={'deprecated': True})
+    crawl_depth: int = dataclasses.field(default=None, metadata={'deprecated': True})
+    disable_host_restriction: bool = dataclasses.field(default=None)
+    honour_website_rules: bool = dataclasses.field(default=None)
+    user_agent: str = dataclasses.field(default=None)
+
+    def __post_init__(self):
+        self.operator_type = enums.OperatorType.CRAWLER
+
+
+@dataclasses.dataclass
+class ExtractDocumentDataConfig(OperatorConfig):
+    """ Extracts data from documents.
+
+    Args:
+        doc_id_column (str): Name of input document ID column.
+        document_column (str): Name of the input document column which contains the page infos. This column will be transformed to include the document processing config in the output feature group.
+        document_processing_config (DocumentProcessingConfig): Document processing configuration.
+    """
+    doc_id_column: str = dataclasses.field(default=None)
+    document_column: str = dataclasses.field(default=None)
+    document_processing_config: DocumentProcessingConfig = dataclasses.field(default=None)
+
+    def __post_init__(self):
+        self.operator_type = enums.OperatorType.EXTRACT_DOCUMENT_DATA
+
+
+@dataclasses.dataclass
+class _OperatorConfigFactory(_ApiClassFactory):
+    """A class to select and return the the correct type of Operator Config based on a serialized OperatorConfig instance. """
+    config_abstract_class = OperatorConfig
+    config_class_key = 'operator_type'
+    config_class_map = {
+        enums.OperatorType.UNPIVOT: UnpivotConfig,
+        enums.OperatorType.MARKDOWN: MarkdownConfig,
+        enums.OperatorType.CRAWLER: CrawlerTransformConfig,
+        enums.OperatorType.EXTRACT_DOCUMENT_DATA: ExtractDocumentDataConfig,
+    }
diff --git a/abacusai/api_class/model.py b/abacusai/api_class/model.py
index 16d4e0ae4..838dcf275 100644
--- a/abacusai/api_class/model.py
+++ b/abacusai/api_class/model.py
@@ -170,6 +170,7 @@ class RegressionTrainingConfig(TrainingConfig):
         custom_loss_functions (List[str]): Registered custom losses available for selection.
         custom_metrics (List[str]): Registered custom metrics available for selection.
         partial_dependence_analysis (PartialDependenceAnalysis): Specify whether to run partial dependence plots for all features or only some features.
+        do_masked_language_model_pretraining (bool): Specify whether to run a masked language model unsupervised pretraining step before supervized training in certain supported algorithms which use BERT-like backbones.
     """
     objective: enums.RegressionObjective = dataclasses.field(default=None)
     sort_objective: enums.RegressionObjective = dataclasses.field(default=None)
@@ -213,6 +214,7 @@ class RegressionTrainingConfig(TrainingConfig):
     dropout_rate: int = dataclasses.field(default=None)
     pretrained_model_name: str = dataclasses.field(default=None)
     is_multilingual: bool = dataclasses.field(default=None)
+    do_masked_language_model_pretraining: bool = dataclasses.field(default=None)
 
     # loss function
     loss_function: enums.RegressionLossFunction = dataclasses.field(default=None)
diff --git a/abacusai/chat_message.py b/abacusai/chat_message.py
index 5c11ba283..01f61e3e0 100644
--- a/abacusai/chat_message.py
+++ b/abacusai/chat_message.py
@@ -15,9 +15,10 @@ class ChatMessage(AbstractApiClass):
             docIds (list[str]): A list of IDs of the uploaded document if the message has
             hotkeyTitle (str): The title of the hotkey prompt if the message has one
             tasks (list[str]): The list of spawned tasks, if the message was broken down into smaller sub-tasks.
+            keywordArguments (dict): A dict of kwargs used to generate the response.
     """
 
-    def __init__(self, client, role=None, text=None, timestamp=None, isUseful=None, feedback=None, docIds=None, hotkeyTitle=None, tasks=None):
+    def __init__(self, client, role=None, text=None, timestamp=None, isUseful=None, feedback=None, docIds=None, hotkeyTitle=None, tasks=None, keywordArguments=None):
         super().__init__(client, None)
         self.role = role
         self.text = text
@@ -27,11 +28,12 @@ def __init__(self, client, role=None, text=None, timestamp=None, isUseful=None,
         self.doc_ids = docIds
         self.hotkey_title = hotkeyTitle
         self.tasks = tasks
+        self.keyword_arguments = keywordArguments
         self.deprecated_keys = {}
 
     def __repr__(self):
-        repr_dict = {f'role': repr(self.role), f'text': repr(self.text), f'timestamp': repr(self.timestamp), f'is_useful': repr(
-            self.is_useful), f'feedback': repr(self.feedback), f'doc_ids': repr(self.doc_ids), f'hotkey_title': repr(self.hotkey_title), f'tasks': repr(self.tasks)}
+        repr_dict = {f'role': repr(self.role), f'text': repr(self.text), f'timestamp': repr(self.timestamp), f'is_useful': repr(self.is_useful), f'feedback': repr(
+            self.feedback), f'doc_ids': repr(self.doc_ids), f'hotkey_title': repr(self.hotkey_title), f'tasks': repr(self.tasks), f'keyword_arguments': repr(self.keyword_arguments)}
         class_name = "ChatMessage"
         repr_str = ',\n  '.join([f'{key}={value}' for key, value in repr_dict.items(
         ) if getattr(self, key, None) is not None and key not in self.deprecated_keys])
@@ -44,6 +46,6 @@ def to_dict(self):
         Returns:
             dict: The dict value representation of the class parameters
         """
-        resp = {'role': self.role, 'text': self.text, 'timestamp': self.timestamp, 'is_useful': self.is_useful,
-                'feedback': self.feedback, 'doc_ids': self.doc_ids, 'hotkey_title': self.hotkey_title, 'tasks': self.tasks}
+        resp = {'role': self.role, 'text': self.text, 'timestamp': self.timestamp, 'is_useful': self.is_useful, 'feedback': self.feedback,
+                'doc_ids': self.doc_ids, 'hotkey_title': self.hotkey_title, 'tasks': self.tasks, 'keyword_arguments': self.keyword_arguments}
         return {key: value for key, value in resp.items() if value is not None and key not in self.deprecated_keys}
diff --git a/abacusai/client.py b/abacusai/client.py
index e2b7d951d..058065b1c 100644
--- a/abacusai/client.py
+++ b/abacusai/client.py
@@ -33,16 +33,19 @@
 from .annotations_status import AnnotationsStatus
 from .api_class import (
     AgentInterface, AlertActionConfig, AlertConditionConfig, ApiClass, ApiEnum,
-    ApplicationConnectorDatasetConfig, BatchPredictionArgs, BlobInput,
-    DatasetDocumentProcessingConfig, DataType, DocumentProcessingConfig,
-    EvalArtifactType, FeatureGroupExportConfig, ForecastingMonitorConfig,
-    IncrementalDatabaseConnectorConfig, LLMName, MergeConfig, ParsingConfig,
+    ApplicationConnectorDatasetConfig, BatchPredictionArgs, Blob, BlobInput,
+    CPUSize, DatasetDocumentProcessingConfig, DataType,
+    DocumentProcessingConfig, EvalArtifactType, FeatureGroupExportConfig,
+    ForecastingMonitorConfig, IncrementalDatabaseConnectorConfig, LLMName,
+    MemorySize, MergeConfig, OperatorConfig, ParsingConfig,
     PredictionArguments, ProblemType, ProjectFeatureGroupConfig,
-    PythonFunctionType, SamplingConfig, TrainingConfig, VectorStoreConfig,
-    WorkflowGraph, get_clean_function_source_code
+    PythonFunctionType, SamplingConfig, StreamingConnectorDatasetConfig,
+    TrainingConfig, VectorStoreConfig, WorkflowGraph,
+    get_clean_function_source_code
 )
 from .api_class.abstract import get_clean_function_source_code, snake_case
 from .api_class.ai_agents import WorkflowGraph
+from .api_class.blob_input import Blob, BlobInput
 from .api_client_utils import (
     INVALID_PANDAS_COLUMN_NAME_CHARACTERS, StreamingHandler, StreamType,
     clean_column_name, get_object_from_context
@@ -253,25 +256,6 @@ def _discover_service_url(service_discovery_url, client_version, deployment_id,
 _cached_endpoints = {}
 
 
-class Blob:
-
-    def __init__(self, contents: bytes, mime_type: str = None, filename: str = None):
-        if contents is None or not isinstance(contents, bytes):
-            raise Exception(
-                'Contents are required and should be of bytes type')
-        self.filename = filename
-        self.contents = contents
-        if mime_type is None:
-            try:
-                import magic
-                mime_type = magic.Magic(mime=True).from_buffer(contents)
-            except Exception:
-                pass
-        if mime_type is not None and not isinstance(mime_type, str):
-            raise Exception('mime_type should be of string type')
-        self.mime_type = mime_type
-
-
 class AgentResponse:
     """
     Response object for agent to support attachments, section data and normal data
@@ -608,7 +592,7 @@ class BaseApiClient:
         client_options (ClientOptions): Optional API client configurations
         skip_version_check (bool): If true, will skip checking the server's current API version on initializing the client
     """
-    client_version = '1.3.2'
+    client_version = '1.3.3'
 
     def __init__(self, api_key: str = None, server: str = None, client_options: ClientOptions = None, skip_version_check: bool = False):
         self.api_key = api_key
@@ -2527,7 +2511,7 @@ def list_chat_sessions(self, most_recent_per_project: bool = False) -> ChatSessi
             ChatSession: The chat sessions with Data Science Co-pilot"""
         return self._call_api('listChatSessions', 'GET', query_params={'mostRecentPerProject': most_recent_per_project}, parse_type=ChatSession)
 
-    def get_deployment_conversation(self, deployment_conversation_id: str = None, external_session_id: str = None, deployment_id: str = None, deployment_token: str = None, filter_intermediate_conversation_events: bool = True) -> DeploymentConversation:
+    def get_deployment_conversation(self, deployment_conversation_id: str = None, external_session_id: str = None, deployment_id: str = None, deployment_token: str = None, filter_intermediate_conversation_events: bool = True, get_unused_document_uploads: bool = False) -> DeploymentConversation:
         """Gets a deployment conversation.
 
         Args:
@@ -2536,10 +2520,11 @@ def get_deployment_conversation(self, deployment_conversation_id: str = None, ex
             deployment_id (str): The deployment this conversation belongs to. This is required if not logged in.
             deployment_token (str): The deployment token to authenticate access to the deployment. This is required if not logged in.
             filter_intermediate_conversation_events (bool): If true, intermediate conversation events will be filtered out. Default is true.
+            get_unused_document_uploads (bool): If true, unused document uploads will be returned. Default is false.
 
         Returns:
             DeploymentConversation: The deployment conversation."""
-        return self._proxy_request('getDeploymentConversation', 'GET', query_params={'deploymentConversationId': deployment_conversation_id, 'externalSessionId': external_session_id, 'deploymentId': deployment_id, 'deploymentToken': deployment_token, 'filterIntermediateConversationEvents': filter_intermediate_conversation_events}, parse_type=DeploymentConversation, is_sync=True)
+        return self._proxy_request('getDeploymentConversation', 'GET', query_params={'deploymentConversationId': deployment_conversation_id, 'externalSessionId': external_session_id, 'deploymentId': deployment_id, 'deploymentToken': deployment_token, 'filterIntermediateConversationEvents': filter_intermediate_conversation_events, 'getUnusedDocumentUploads': get_unused_document_uploads}, parse_type=DeploymentConversation, is_sync=True)
 
     def list_deployment_conversations(self, deployment_id: str, external_application_id: str = None) -> List[DeploymentConversation]:
         """Lists all conversations for the given deployment and current user.
@@ -3549,7 +3534,7 @@ def get_agent_context_chat_history(self):
         execute function.
 
         Returns:
-            List[ChatMessage]:: The chat history for the current request being processed by the Agent.
+            List[ChatMessage]: The chat history for the current request being processed by the Agent.
         """
         from .chat_message import ChatMessage
         return get_object_from_context(self, _request_context, 'chat_history', List[ChatMessage]) or []
@@ -3673,7 +3658,7 @@ def streaming_evaluate_prompt(self, prompt: str = None, system_message: str = No
             section_key (str): Key to identify output schema section.
 
         Returns:
-            text: The response from the model.
+            text (str): The response from the model.
         """
         caller = self._get_agent_async_app_caller()
         request_id = self._get_agent_app_request_id()
@@ -4444,7 +4429,7 @@ def create_feature_group_from_template(self, table_name: str, feature_group_temp
             FeatureGroup: The created feature group."""
         return self._call_api('createFeatureGroupFromTemplate', 'POST', query_params={}, body={'tableName': table_name, 'featureGroupTemplateId': feature_group_template_id, 'templateBindings': template_bindings, 'shouldAttachFeatureGroupToTemplate': should_attach_feature_group_to_template, 'description': description}, parse_type=FeatureGroup)
 
-    def create_feature_group_from_function(self, table_name: str, function_source_code: str = None, function_name: str = None, input_feature_groups: list = None, description: str = None, cpu_size: str = None, memory: int = None, package_requirements: list = None, use_original_csv_names: bool = False, python_function_name: str = None, python_function_bindings: List = None, use_gpu: bool = None) -> FeatureGroup:
+    def create_feature_group_from_function(self, table_name: str, function_source_code: str = None, function_name: str = None, input_feature_groups: list = None, description: str = None, cpu_size: Union[CPUSize, str] = None, memory: Union[MemorySize, str] = None, package_requirements: list = None, use_original_csv_names: bool = False, python_function_name: str = None, python_function_bindings: List = None, use_gpu: bool = None) -> FeatureGroup:
         """Creates a new feature in a Feature Group from user-provided code. Currently supported code languages are Python.
 
         If a list of input feature groups are supplied, we will provide DataFrames (pandas, in the case of Python) with the materialized feature groups for those input feature groups as arguments to the function.
@@ -4458,8 +4443,8 @@ def create_feature_group_from_function(self, table_name: str, function_source_co
             function_name (str): Name of the function found in the source code that will be executed (on the optional inputs) to materialize this feature group.
             input_feature_groups (list): List of feature group names that are supplied to the function as parameters. Each of the parameters are materialized Dataframes (same type as the functions return value).
             description (str): The description for this feature group.
-            cpu_size (str): Size of the CPU for the feature group function.
-            memory (int): Memory (in GB) for the feature group function.
+            cpu_size (CPUSize): Size of the CPU for the feature group function.
+            memory (MemorySize): Memory (in GB) for the feature group function.
             package_requirements (list): List of package requirements for the feature group function. For example: ['numpy==1.2.3', 'pandas>=1.4.0']
             use_original_csv_names (bool): Defaults to False, if set it uses the original column names for input feature groups from CSV datasets.
             python_function_name (str): Name of Python Function that contains the source code and function arguments.
@@ -4501,13 +4486,13 @@ def create_merge_feature_group(self, source_feature_group_id: str, table_name: s
 Creates a new feature group defined as the union of other feature group versions."""
         return self._call_api('createMergeFeatureGroup', 'POST', query_params={}, body={'sourceFeatureGroupId': source_feature_group_id, 'tableName': table_name, 'mergeConfig': merge_config, 'description': description}, parse_type=FeatureGroup)
 
-    def create_operator_feature_group(self, source_feature_group_id: str, table_name: str, operator_config: dict, description: str = None) -> FeatureGroup:
+    def create_operator_feature_group(self, source_feature_group_id: str, table_name: str, operator_config: Union[dict, OperatorConfig], description: str = None) -> FeatureGroup:
         """Creates a new Feature Group defined by a pre-defined operator applied to another Feature Group.
 
         Args:
             source_feature_group_id (str): Unique string identifier corresponding to the Feature Group to which the operator will be applied.
             table_name (str): Unique string identifier for the operator Feature Group. Can be up to 120 characters long and can only contain alphanumeric characters and underscores.
-            operator_config (dict): JSON object (aka map) defining the operator and its parameters.
+            operator_config (OperatorConfig): The operator config is used to define the operator and its parameters.
             description (str): Human-readable description of the Feature Group.
 
         Returns:
@@ -4559,13 +4544,16 @@ def set_feature_group_merge_config(self, feature_group_id: str, merge_config: Un
             FeatureGroup: The updated FeatureGroup."""
         return self._call_api('setFeatureGroupMergeConfig', 'POST', query_params={}, body={'featureGroupId': feature_group_id, 'mergeConfig': merge_config}, parse_type=FeatureGroup)
 
-    def set_feature_group_operator_config(self, feature_group_id: str, operator_config: dict):
+    def set_feature_group_operator_config(self, feature_group_id: str, operator_config: Union[dict, OperatorConfig]) -> FeatureGroup:
         """Set a OperatorFeatureGroup’s operator config to the values provided.
 
         Args:
             feature_group_id (str): A unique string identifier associated with the feature group.
-            operator_config (dict): A dictionary object specifying the pre-defined operations."""
-        return self._call_api('setFeatureGroupOperatorConfig', 'POST', query_params={}, body={'featureGroupId': feature_group_id, 'operatorConfig': operator_config})
+            operator_config (OperatorConfig): A dictionary object specifying the pre-defined operations.
+
+        Returns:
+            FeatureGroup: The updated FeatureGroup."""
+        return self._call_api('setFeatureGroupOperatorConfig', 'POST', query_params={}, body={'featureGroupId': feature_group_id, 'operatorConfig': operator_config}, parse_type=FeatureGroup)
 
     def set_feature_group_schema(self, feature_group_id: str, schema: list):
         """Creates a new schema and points the feature group to the new feature group schema ID.
@@ -4982,7 +4970,7 @@ def update_feature_group_python_function_bindings(self, feature_group_id: str, p
             python_function_bindings (List): List of python function arguments."""
         return self._call_api('updateFeatureGroupPythonFunctionBindings', 'PATCH', query_params={}, body={'featureGroupId': feature_group_id, 'pythonFunctionBindings': python_function_bindings})
 
-    def update_feature_group_python_function(self, feature_group_id: str, python_function_name: str, python_function_bindings: List = None, cpu_size: str = None, memory: int = None, use_gpu: bool = None, use_original_csv_names: bool = None):
+    def update_feature_group_python_function(self, feature_group_id: str, python_function_name: str, python_function_bindings: List = None, cpu_size: Union[CPUSize, str] = None, memory: Union[MemorySize, str] = None, use_gpu: bool = None, use_original_csv_names: bool = None):
         """Updates an existing Feature Group's python function from a user provided Python Function. If a list of feature groups are supplied within the python function
 
         bindings, we will provide as arguments to the function DataFrame's (pandas in the case of Python) with the materialized
@@ -4993,8 +4981,8 @@ def update_feature_group_python_function(self, feature_group_id: str, python_fun
             feature_group_id (str): The unique ID associated with the feature group.
             python_function_name (str): The name of the python function to be associated with the feature group.
             python_function_bindings (List): List of python function arguments.
-            cpu_size (str): Size of the CPU for the feature group python function.
-            memory (int): Memory (in GB) for the feature group python function.
+            cpu_size (CPUSize): Size of the CPU for the feature group python function.
+            memory (MemorySize): Memory (in GB) for the feature group python function.
             use_gpu (bool): Whether the feature group needs a gpu or not. Otherwise default to CPU.
             use_original_csv_names (bool): If enabled, it uses the original column names for input feature groups from CSV datasets."""
         return self._call_api('updateFeatureGroupPythonFunction', 'PATCH', query_params={}, body={'featureGroupId': feature_group_id, 'pythonFunctionName': python_function_name, 'pythonFunctionBindings': python_function_bindings, 'cpuSize': cpu_size, 'memory': memory, 'useGpu': use_gpu, 'useOriginalCsvNames': use_original_csv_names})
@@ -5394,18 +5382,18 @@ def set_dataset_column_data_type(self, dataset_id: str, column: str, data_type:
             Dataset: The dataset and schema after the data type has been set."""
         return self._call_api('setDatasetColumnDataType', 'POST', query_params={'datasetId': dataset_id}, body={'column': column, 'dataType': data_type}, parse_type=Dataset)
 
-    def create_dataset_from_streaming_connector(self, table_name: str, streaming_connector_id: str, streaming_args: dict = None, refresh_schedule: str = None) -> Dataset:
+    def create_dataset_from_streaming_connector(self, table_name: str, streaming_connector_id: str, dataset_config: Union[dict, StreamingConnectorDatasetConfig] = None, refresh_schedule: str = None) -> Dataset:
         """Creates a dataset from a Streaming Connector
 
         Args:
             table_name (str): Organization-unique table name
             streaming_connector_id (str): Unique String Identifier for the Streaming Connector to import the dataset from
-            streaming_args (dict): Dictionary of arguments to read data from the streaming connector
+            dataset_config (StreamingConnectorDatasetConfig): Streaming dataset config
             refresh_schedule (str): Cron time string format that describes a schedule to retrieve the latest version of the imported dataset. Time is specified in UTC.
 
         Returns:
             Dataset: The created dataset."""
-        return self._call_api('createDatasetFromStreamingConnector', 'POST', query_params={}, body={'tableName': table_name, 'streamingConnectorId': streaming_connector_id, 'streamingArgs': streaming_args, 'refreshSchedule': refresh_schedule}, parse_type=Dataset)
+        return self._call_api('createDatasetFromStreamingConnector', 'POST', query_params={}, body={'tableName': table_name, 'streamingConnectorId': streaming_connector_id, 'datasetConfig': dataset_config, 'refreshSchedule': refresh_schedule}, parse_type=Dataset)
 
     def set_streaming_retention_policy(self, dataset_id: str, retention_hours: int = None, retention_row_count: int = None, ignore_records_before_timestamp: int = None):
         """Sets the streaming retention policy.
@@ -5841,7 +5829,7 @@ def export_custom_model_version(self, model_version: str, output_location: str,
             ModelArtifactsExport: Object describing the export and its status."""
         return self._call_api('exportCustomModelVersion', 'POST', query_params={}, body={'modelVersion': model_version, 'outputLocation': output_location, 'algorithm': algorithm}, parse_type=ModelArtifactsExport)
 
-    def create_model_monitor(self, project_id: str, prediction_feature_group_id: str, training_feature_group_id: str = None, name: str = None, refresh_schedule: str = None, target_value: str = None, target_value_bias: str = None, target_value_performance: str = None, feature_mappings: dict = None, model_id: str = None, training_feature_mappings: dict = None, feature_group_base_monitor_config: dict = None, feature_group_comparison_monitor_config: dict = None, include_interactive_performance_analysis: bool = False) -> ModelMonitor:
+    def create_model_monitor(self, project_id: str, prediction_feature_group_id: str, training_feature_group_id: str = None, name: str = None, refresh_schedule: str = None, target_value: str = None, target_value_bias: str = None, target_value_performance: str = None, feature_mappings: dict = None, model_id: str = None, training_feature_mappings: dict = None, feature_group_base_monitor_config: dict = None, feature_group_comparison_monitor_config: dict = None, exclude_interactive_performance_analysis: bool = True, exclude_bias_analysis: bool = None, exclude_performance_analysis: bool = None, exclude_feature_drift_analysis: bool = None, exclude_data_integrity_analysis: bool = None) -> ModelMonitor:
         """Runs a model monitor for the specified project.
 
         Args:
@@ -5858,11 +5846,15 @@ def create_model_monitor(self, project_id: str, prediction_feature_group_id: str
             training_feature_mappings (dict): A JSON map to override features for training_fature_group, where keys are column names and the values are feature data use types.
             feature_group_base_monitor_config (dict): Selection strategy for the feature_group 1 with the feature group version if selected.
             feature_group_comparison_monitor_config (dict): Selection strategy for the feature_group 1 with the feature group version if selected.
-            include_interactive_performance_analysis (bool): Whether to include interactive performance analysis.
+            exclude_interactive_performance_analysis (bool): Whether to exclude interactive performance analysis. Defaults to True if not provided.
+            exclude_bias_analysis (bool): Whether to exclude bias analysis in the model monitor. For default value bias analysis is included.
+            exclude_performance_analysis (bool): Whether to exclude performance analysis in the model monitor. For default value performance analysis is included.
+            exclude_feature_drift_analysis (bool): Whether to exclude feature drift analysis in the model monitor. For default value feature drift analysis is included.
+            exclude_data_integrity_analysis (bool): Whether to exclude data integrity analysis in the model monitor. For default value data integrity analysis is included.
 
         Returns:
             ModelMonitor: The new model monitor that was created."""
-        return self._call_api('createModelMonitor', 'POST', query_params={}, body={'projectId': project_id, 'predictionFeatureGroupId': prediction_feature_group_id, 'trainingFeatureGroupId': training_feature_group_id, 'name': name, 'refreshSchedule': refresh_schedule, 'targetValue': target_value, 'targetValueBias': target_value_bias, 'targetValuePerformance': target_value_performance, 'featureMappings': feature_mappings, 'modelId': model_id, 'trainingFeatureMappings': training_feature_mappings, 'featureGroupBaseMonitorConfig': feature_group_base_monitor_config, 'featureGroupComparisonMonitorConfig': feature_group_comparison_monitor_config, 'includeInteractivePerformanceAnalysis': include_interactive_performance_analysis}, parse_type=ModelMonitor)
+        return self._call_api('createModelMonitor', 'POST', query_params={}, body={'projectId': project_id, 'predictionFeatureGroupId': prediction_feature_group_id, 'trainingFeatureGroupId': training_feature_group_id, 'name': name, 'refreshSchedule': refresh_schedule, 'targetValue': target_value, 'targetValueBias': target_value_bias, 'targetValuePerformance': target_value_performance, 'featureMappings': feature_mappings, 'modelId': model_id, 'trainingFeatureMappings': training_feature_mappings, 'featureGroupBaseMonitorConfig': feature_group_base_monitor_config, 'featureGroupComparisonMonitorConfig': feature_group_comparison_monitor_config, 'excludeInteractivePerformanceAnalysis': exclude_interactive_performance_analysis, 'excludeBiasAnalysis': exclude_bias_analysis, 'excludePerformanceAnalysis': exclude_performance_analysis, 'excludeFeatureDriftAnalysis': exclude_feature_drift_analysis, 'excludeDataIntegrityAnalysis': exclude_data_integrity_analysis}, parse_type=ModelMonitor)
 
     def rerun_model_monitor(self, model_monitor_id: str) -> ModelMonitor:
         """Re-runs the specified model monitor.
@@ -8155,7 +8147,7 @@ def evaluate_prompt(self, prompt: str = None, system_message: str = None, llm_na
             LlmResponse: The response from the model, raw text and parsed components."""
         return self._proxy_request('EvaluatePrompt', 'POST', query_params={}, body={'prompt': prompt, 'systemMessage': system_message, 'llmName': llm_name, 'maxTokens': max_tokens, 'temperature': temperature, 'messages': messages, 'responseType': response_type, 'jsonResponseSchema': json_response_schema}, parse_type=LlmResponse)
 
-    def render_feature_groups_for_llm(self, feature_group_ids: List, token_budget: int = None, include_definition: bool = True) -> LlmInput:
+    def render_feature_groups_for_llm(self, feature_group_ids: List, token_budget: int = None, include_definition: bool = True) -> List[LlmInput]:
         """Encode feature groups as language model inputs.
 
         Args:
@@ -8164,7 +8156,7 @@ def render_feature_groups_for_llm(self, feature_group_ids: List, token_budget: i
             include_definition (bool): Include the definition of the feature group in the encoding.
 
         Returns:
-            LlmInput: LLM input object comprising of information about the feature groups with given IDs."""
+            list[LlmInput]: LLM input object comprising of information about the feature groups with given IDs."""
         return self._call_api('renderFeatureGroupsForLLM', 'POST', query_params={}, body={'featureGroupIds': feature_group_ids, 'tokenBudget': token_budget, 'includeDefinition': include_definition}, parse_type=LlmInput)
 
     def generate_code_for_data_query_using_llm(self, query: str, feature_group_ids: List = None, external_database_schemas: List = None, prompt_context: str = None, llm_name: Union[LLMName, str] = None, temperature: float = None, sql_dialect: str = 'Spark') -> LlmGeneratedCode:
diff --git a/abacusai/deployment_conversation.py b/abacusai/deployment_conversation.py
index 786a18242..4674cf3d5 100644
--- a/abacusai/deployment_conversation.py
+++ b/abacusai/deployment_conversation.py
@@ -16,10 +16,11 @@ class DeploymentConversation(AbstractApiClass):
             externalSessionId (str): The external session id associated with the deployment conversation.
             regenerateAttempt (int): The sequence number of regeneration. Not regenerated if 0.
             externalApplicationId (str): The external application id associated with the deployment conversation.
+            unusedDocumentUploadIds (list[str]): The list of unused document upload ids associated with the deployment conversation.
             history (DeploymentConversationEvent): The history of the deployment conversation.
     """
 
-    def __init__(self, client, deploymentConversationId=None, name=None, deploymentId=None, createdAt=None, lastEventCreatedAt=None, externalSessionId=None, regenerateAttempt=None, externalApplicationId=None, history={}):
+    def __init__(self, client, deploymentConversationId=None, name=None, deploymentId=None, createdAt=None, lastEventCreatedAt=None, externalSessionId=None, regenerateAttempt=None, externalApplicationId=None, unusedDocumentUploadIds=None, history={}):
         super().__init__(client, deploymentConversationId)
         self.deployment_conversation_id = deploymentConversationId
         self.name = name
@@ -29,13 +30,14 @@ def __init__(self, client, deploymentConversationId=None, name=None, deploymentI
         self.external_session_id = externalSessionId
         self.regenerate_attempt = regenerateAttempt
         self.external_application_id = externalApplicationId
+        self.unused_document_upload_ids = unusedDocumentUploadIds
         self.history = client._build_class(
             DeploymentConversationEvent, history)
         self.deprecated_keys = {}
 
     def __repr__(self):
-        repr_dict = {f'deployment_conversation_id': repr(self.deployment_conversation_id), f'name': repr(self.name), f'deployment_id': repr(self.deployment_id), f'created_at': repr(self.created_at), f'last_event_created_at': repr(
-            self.last_event_created_at), f'external_session_id': repr(self.external_session_id), f'regenerate_attempt': repr(self.regenerate_attempt), f'external_application_id': repr(self.external_application_id), f'history': repr(self.history)}
+        repr_dict = {f'deployment_conversation_id': repr(self.deployment_conversation_id), f'name': repr(self.name), f'deployment_id': repr(self.deployment_id), f'created_at': repr(self.created_at), f'last_event_created_at': repr(self.last_event_created_at), f'external_session_id': repr(
+            self.external_session_id), f'regenerate_attempt': repr(self.regenerate_attempt), f'external_application_id': repr(self.external_application_id), f'unused_document_upload_ids': repr(self.unused_document_upload_ids), f'history': repr(self.history)}
         class_name = "DeploymentConversation"
         repr_str = ',\n  '.join([f'{key}={value}' for key, value in repr_dict.items(
         ) if getattr(self, key, None) is not None and key not in self.deprecated_keys])
@@ -48,11 +50,11 @@ def to_dict(self):
         Returns:
             dict: The dict value representation of the class parameters
         """
-        resp = {'deployment_conversation_id': self.deployment_conversation_id, 'name': self.name, 'deployment_id': self.deployment_id, 'created_at': self.created_at, 'last_event_created_at': self.last_event_created_at,
-                'external_session_id': self.external_session_id, 'regenerate_attempt': self.regenerate_attempt, 'external_application_id': self.external_application_id, 'history': self._get_attribute_as_dict(self.history)}
+        resp = {'deployment_conversation_id': self.deployment_conversation_id, 'name': self.name, 'deployment_id': self.deployment_id, 'created_at': self.created_at, 'last_event_created_at': self.last_event_created_at, 'external_session_id': self.external_session_id,
+                'regenerate_attempt': self.regenerate_attempt, 'external_application_id': self.external_application_id, 'unused_document_upload_ids': self.unused_document_upload_ids, 'history': self._get_attribute_as_dict(self.history)}
         return {key: value for key, value in resp.items() if value is not None and key not in self.deprecated_keys}
 
-    def get(self, external_session_id: str = None, deployment_id: str = None, deployment_token: str = None, filter_intermediate_conversation_events: bool = True):
+    def get(self, external_session_id: str = None, deployment_id: str = None, deployment_token: str = None, filter_intermediate_conversation_events: bool = True, get_unused_document_uploads: bool = False):
         """
         Gets a deployment conversation.
 
@@ -61,11 +63,12 @@ def get(self, external_session_id: str = None, deployment_id: str = None, deploy
             deployment_id (str): The deployment this conversation belongs to. This is required if not logged in.
             deployment_token (str): The deployment token to authenticate access to the deployment. This is required if not logged in.
             filter_intermediate_conversation_events (bool): If true, intermediate conversation events will be filtered out. Default is true.
+            get_unused_document_uploads (bool): If true, unused document uploads will be returned. Default is false.
 
         Returns:
             DeploymentConversation: The deployment conversation.
         """
-        return self.client.get_deployment_conversation(self.deployment_conversation_id, external_session_id, deployment_id, deployment_token, filter_intermediate_conversation_events)
+        return self.client.get_deployment_conversation(self.deployment_conversation_id, external_session_id, deployment_id, deployment_token, filter_intermediate_conversation_events, get_unused_document_uploads)
 
     def delete(self, deployment_id: str = None, deployment_token: str = None):
         """
diff --git a/abacusai/document_data.py b/abacusai/document_data.py
index 9b58d9f66..4228b3d14 100644
--- a/abacusai/document_data.py
+++ b/abacusai/document_data.py
@@ -18,9 +18,10 @@ class DocumentData(AbstractApiClass):
             metadata (list): List of metadata for each page in the document.
             pageMarkdown (list): The markdown text for the page.
             extractedPageText (list): List of extracted text for each page in the document obtained from OCR.
+            augmentedPageText (list): List of extracted text for each page in the document obtained from OCR augmented with embedded links in the document.
     """
 
-    def __init__(self, client, docId=None, mimeType=None, pageCount=None, totalPageCount=None, extractedText=None, embeddedText=None, pages=None, tokens=None, metadata=None, pageMarkdown=None, extractedPageText=None):
+    def __init__(self, client, docId=None, mimeType=None, pageCount=None, totalPageCount=None, extractedText=None, embeddedText=None, pages=None, tokens=None, metadata=None, pageMarkdown=None, extractedPageText=None, augmentedPageText=None):
         super().__init__(client, None)
         self.doc_id = docId
         self.mime_type = mimeType
@@ -33,11 +34,12 @@ def __init__(self, client, docId=None, mimeType=None, pageCount=None, totalPageC
         self.metadata = metadata
         self.page_markdown = pageMarkdown
         self.extracted_page_text = extractedPageText
+        self.augmented_page_text = augmentedPageText
         self.deprecated_keys = {}
 
     def __repr__(self):
         repr_dict = {f'doc_id': repr(self.doc_id), f'mime_type': repr(self.mime_type), f'page_count': repr(self.page_count), f'total_page_count': repr(self.total_page_count), f'extracted_text': repr(self.extracted_text), f'embedded_text': repr(
-            self.embedded_text), f'pages': repr(self.pages), f'tokens': repr(self.tokens), f'metadata': repr(self.metadata), f'page_markdown': repr(self.page_markdown), f'extracted_page_text': repr(self.extracted_page_text)}
+            self.embedded_text), f'pages': repr(self.pages), f'tokens': repr(self.tokens), f'metadata': repr(self.metadata), f'page_markdown': repr(self.page_markdown), f'extracted_page_text': repr(self.extracted_page_text), f'augmented_page_text': repr(self.augmented_page_text)}
         class_name = "DocumentData"
         repr_str = ',\n  '.join([f'{key}={value}' for key, value in repr_dict.items(
         ) if getattr(self, key, None) is not None and key not in self.deprecated_keys])
@@ -50,6 +52,6 @@ def to_dict(self):
         Returns:
             dict: The dict value representation of the class parameters
         """
-        resp = {'doc_id': self.doc_id, 'mime_type': self.mime_type, 'page_count': self.page_count, 'total_page_count': self.total_page_count, 'extracted_text': self.extracted_text,
-                'embedded_text': self.embedded_text, 'pages': self.pages, 'tokens': self.tokens, 'metadata': self.metadata, 'page_markdown': self.page_markdown, 'extracted_page_text': self.extracted_page_text}
+        resp = {'doc_id': self.doc_id, 'mime_type': self.mime_type, 'page_count': self.page_count, 'total_page_count': self.total_page_count, 'extracted_text': self.extracted_text, 'embedded_text': self.embedded_text,
+                'pages': self.pages, 'tokens': self.tokens, 'metadata': self.metadata, 'page_markdown': self.page_markdown, 'extracted_page_text': self.extracted_page_text, 'augmented_page_text': self.augmented_page_text}
         return {key: value for key, value in resp.items() if value is not None and key not in self.deprecated_keys}
diff --git a/abacusai/feature_group.py b/abacusai/feature_group.py
index 357fb5560..6e530efd9 100644
--- a/abacusai/feature_group.py
+++ b/abacusai/feature_group.py
@@ -2,7 +2,7 @@
 from typing import List, Union
 
 from .annotation_config import AnnotationConfig
-from .api_class import MergeConfig, ProjectFeatureGroupConfig, SamplingConfig
+from .api_class import CPUSize, MemorySize, MergeConfig, OperatorConfig, ProjectFeatureGroupConfig, SamplingConfig
 from .code_source import CodeSource
 from .concatenation_config import ConcatenationConfig
 from .feature import Feature
@@ -43,7 +43,6 @@ class FeatureGroup(AbstractApiClass):
             streamingEnabled (bool): If true, the feature group can have data streamed to it.
             incremental (bool): If feature group corresponds to an incremental dataset.
             mergeConfig (dict): Merge configuration settings for the feature group.
-            operatorConfig (dict): Operator configuration settings for the feature group.
             samplingConfig (dict): Sampling configuration for the feature group.
             cpuSize (str): CPU size specified for the Python feature group.
             memory (int): Memory in GB specified for the Python feature group.
@@ -67,9 +66,10 @@ class FeatureGroup(AbstractApiClass):
             featureGroupTemplate (FeatureGroupTemplate): FeatureGroupTemplate to use when this feature group is attached to a template.
             explanation (NaturalLanguageExplanation): Natural language explanation of the feature group
             refreshSchedules (RefreshSchedule): List of schedules that determines when the next version of the feature group will be created.
+            operatorConfig (OperatorConfig): Operator configuration settings for the feature group.
     """
 
-    def __init__(self, client, featureGroupId=None, modificationLock=None, name=None, featureGroupSourceType=None, tableName=None, sql=None, datasetId=None, functionSourceCode=None, functionName=None, sourceTables=None, createdAt=None, description=None, sqlError=None, latestVersionOutdated=None, referencedFeatureGroups=None, tags=None, primaryKey=None, updateTimestampKey=None, lookupKeys=None, streamingEnabled=None, incremental=None, mergeConfig=None, operatorConfig=None, samplingConfig=None, cpuSize=None, memory=None, streamingReady=None, featureTags=None, moduleName=None, templateBindings=None, featureExpression=None, useOriginalCsvNames=None, pythonFunctionBindings=None, pythonFunctionName=None, useGpu=None, features={}, duplicateFeatures={}, pointInTimeGroups={}, annotationConfig={}, concatenationConfig={}, indexingConfig={}, codeSource={}, featureGroupTemplate={}, explanation={}, refreshSchedules={}, latestFeatureGroupVersion={}):
+    def __init__(self, client, featureGroupId=None, modificationLock=None, name=None, featureGroupSourceType=None, tableName=None, sql=None, datasetId=None, functionSourceCode=None, functionName=None, sourceTables=None, createdAt=None, description=None, sqlError=None, latestVersionOutdated=None, referencedFeatureGroups=None, tags=None, primaryKey=None, updateTimestampKey=None, lookupKeys=None, streamingEnabled=None, incremental=None, mergeConfig=None, samplingConfig=None, cpuSize=None, memory=None, streamingReady=None, featureTags=None, moduleName=None, templateBindings=None, featureExpression=None, useOriginalCsvNames=None, pythonFunctionBindings=None, pythonFunctionName=None, useGpu=None, features={}, duplicateFeatures={}, pointInTimeGroups={}, annotationConfig={}, concatenationConfig={}, indexingConfig={}, codeSource={}, featureGroupTemplate={}, explanation={}, refreshSchedules={}, latestFeatureGroupVersion={}, operatorConfig={}):
         super().__init__(client, featureGroupId)
         self.feature_group_id = featureGroupId
         self.modification_lock = modificationLock
@@ -93,7 +93,6 @@ def __init__(self, client, featureGroupId=None, modificationLock=None, name=None
         self.streaming_enabled = streamingEnabled
         self.incremental = incremental
         self.merge_config = mergeConfig
-        self.operator_config = operatorConfig
         self.sampling_config = samplingConfig
         self.cpu_size = cpuSize
         self.memory = memory
@@ -126,11 +125,13 @@ def __init__(self, client, featureGroupId=None, modificationLock=None, name=None
             RefreshSchedule, refreshSchedules)
         self.latest_feature_group_version = client._build_class(
             FeatureGroupVersion, latestFeatureGroupVersion)
+        self.operator_config = client._build_class(
+            OperatorConfig, operatorConfig)
         self.deprecated_keys = {'name'}
 
     def __repr__(self):
-        repr_dict = {f'feature_group_id': repr(self.feature_group_id), f'modification_lock': repr(self.modification_lock), f'name': repr(self.name), f'feature_group_source_type': repr(self.feature_group_source_type), f'table_name': repr(self.table_name), f'sql': repr(self.sql), f'dataset_id': repr(self.dataset_id), f'function_source_code': repr(self.function_source_code), f'function_name': repr(self.function_name), f'source_tables': repr(self.source_tables), f'created_at': repr(self.created_at), f'description': repr(self.description), f'sql_error': repr(self.sql_error), f'latest_version_outdated': repr(self.latest_version_outdated), f'referenced_feature_groups': repr(self.referenced_feature_groups), f'tags': repr(self.tags), f'primary_key': repr(self.primary_key), f'update_timestamp_key': repr(self.update_timestamp_key), f'lookup_keys': repr(self.lookup_keys), f'streaming_enabled': repr(self.streaming_enabled), f'incremental': repr(self.incremental), f'merge_config': repr(self.merge_config), f'operator_config': repr(self.operator_config), f'sampling_config': repr(self.sampling_config), f'cpu_size': repr(
-            self.cpu_size), f'memory': repr(self.memory), f'streaming_ready': repr(self.streaming_ready), f'feature_tags': repr(self.feature_tags), f'module_name': repr(self.module_name), f'template_bindings': repr(self.template_bindings), f'feature_expression': repr(self.feature_expression), f'use_original_csv_names': repr(self.use_original_csv_names), f'python_function_bindings': repr(self.python_function_bindings), f'python_function_name': repr(self.python_function_name), f'use_gpu': repr(self.use_gpu), f'features': repr(self.features), f'duplicate_features': repr(self.duplicate_features), f'point_in_time_groups': repr(self.point_in_time_groups), f'annotation_config': repr(self.annotation_config), f'concatenation_config': repr(self.concatenation_config), f'indexing_config': repr(self.indexing_config), f'code_source': repr(self.code_source), f'feature_group_template': repr(self.feature_group_template), f'explanation': repr(self.explanation), f'refresh_schedules': repr(self.refresh_schedules), f'latest_feature_group_version': repr(self.latest_feature_group_version)}
+        repr_dict = {f'feature_group_id': repr(self.feature_group_id), f'modification_lock': repr(self.modification_lock), f'name': repr(self.name), f'feature_group_source_type': repr(self.feature_group_source_type), f'table_name': repr(self.table_name), f'sql': repr(self.sql), f'dataset_id': repr(self.dataset_id), f'function_source_code': repr(self.function_source_code), f'function_name': repr(self.function_name), f'source_tables': repr(self.source_tables), f'created_at': repr(self.created_at), f'description': repr(self.description), f'sql_error': repr(self.sql_error), f'latest_version_outdated': repr(self.latest_version_outdated), f'referenced_feature_groups': repr(self.referenced_feature_groups), f'tags': repr(self.tags), f'primary_key': repr(self.primary_key), f'update_timestamp_key': repr(self.update_timestamp_key), f'lookup_keys': repr(self.lookup_keys), f'streaming_enabled': repr(self.streaming_enabled), f'incremental': repr(self.incremental), f'merge_config': repr(self.merge_config), f'sampling_config': repr(self.sampling_config), f'cpu_size': repr(self.cpu_size), f'memory': repr(
+            self.memory), f'streaming_ready': repr(self.streaming_ready), f'feature_tags': repr(self.feature_tags), f'module_name': repr(self.module_name), f'template_bindings': repr(self.template_bindings), f'feature_expression': repr(self.feature_expression), f'use_original_csv_names': repr(self.use_original_csv_names), f'python_function_bindings': repr(self.python_function_bindings), f'python_function_name': repr(self.python_function_name), f'use_gpu': repr(self.use_gpu), f'features': repr(self.features), f'duplicate_features': repr(self.duplicate_features), f'point_in_time_groups': repr(self.point_in_time_groups), f'annotation_config': repr(self.annotation_config), f'concatenation_config': repr(self.concatenation_config), f'indexing_config': repr(self.indexing_config), f'code_source': repr(self.code_source), f'feature_group_template': repr(self.feature_group_template), f'explanation': repr(self.explanation), f'refresh_schedules': repr(self.refresh_schedules), f'latest_feature_group_version': repr(self.latest_feature_group_version), f'operator_config': repr(self.operator_config)}
         class_name = "FeatureGroup"
         repr_str = ',\n  '.join([f'{key}={value}' for key, value in repr_dict.items(
         ) if getattr(self, key, None) is not None and key not in self.deprecated_keys])
@@ -143,8 +144,8 @@ def to_dict(self):
         Returns:
             dict: The dict value representation of the class parameters
         """
-        resp = {'feature_group_id': self.feature_group_id, 'modification_lock': self.modification_lock, 'name': self.name, 'feature_group_source_type': self.feature_group_source_type, 'table_name': self.table_name, 'sql': self.sql, 'dataset_id': self.dataset_id, 'function_source_code': self.function_source_code, 'function_name': self.function_name, 'source_tables': self.source_tables, 'created_at': self.created_at, 'description': self.description, 'sql_error': self.sql_error, 'latest_version_outdated': self.latest_version_outdated, 'referenced_feature_groups': self.referenced_feature_groups, 'tags': self.tags, 'primary_key': self.primary_key, 'update_timestamp_key': self.update_timestamp_key, 'lookup_keys': self.lookup_keys, 'streaming_enabled': self.streaming_enabled, 'incremental': self.incremental, 'merge_config': self.merge_config, 'operator_config': self.operator_config, 'sampling_config': self.sampling_config, 'cpu_size': self.cpu_size, 'memory': self.memory, 'streaming_ready': self.streaming_ready, 'feature_tags': self.feature_tags, 'module_name': self.module_name,
-                'template_bindings': self.template_bindings, 'feature_expression': self.feature_expression, 'use_original_csv_names': self.use_original_csv_names, 'python_function_bindings': self.python_function_bindings, 'python_function_name': self.python_function_name, 'use_gpu': self.use_gpu, 'features': self._get_attribute_as_dict(self.features), 'duplicate_features': self._get_attribute_as_dict(self.duplicate_features), 'point_in_time_groups': self._get_attribute_as_dict(self.point_in_time_groups), 'annotation_config': self._get_attribute_as_dict(self.annotation_config), 'concatenation_config': self._get_attribute_as_dict(self.concatenation_config), 'indexing_config': self._get_attribute_as_dict(self.indexing_config), 'code_source': self._get_attribute_as_dict(self.code_source), 'feature_group_template': self._get_attribute_as_dict(self.feature_group_template), 'explanation': self._get_attribute_as_dict(self.explanation), 'refresh_schedules': self._get_attribute_as_dict(self.refresh_schedules), 'latest_feature_group_version': self._get_attribute_as_dict(self.latest_feature_group_version)}
+        resp = {'feature_group_id': self.feature_group_id, 'modification_lock': self.modification_lock, 'name': self.name, 'feature_group_source_type': self.feature_group_source_type, 'table_name': self.table_name, 'sql': self.sql, 'dataset_id': self.dataset_id, 'function_source_code': self.function_source_code, 'function_name': self.function_name, 'source_tables': self.source_tables, 'created_at': self.created_at, 'description': self.description, 'sql_error': self.sql_error, 'latest_version_outdated': self.latest_version_outdated, 'referenced_feature_groups': self.referenced_feature_groups, 'tags': self.tags, 'primary_key': self.primary_key, 'update_timestamp_key': self.update_timestamp_key, 'lookup_keys': self.lookup_keys, 'streaming_enabled': self.streaming_enabled, 'incremental': self.incremental, 'merge_config': self.merge_config, 'sampling_config': self.sampling_config, 'cpu_size': self.cpu_size, 'memory': self.memory, 'streaming_ready': self.streaming_ready, 'feature_tags': self.feature_tags, 'module_name': self.module_name, 'template_bindings': self.template_bindings,
+                'feature_expression': self.feature_expression, 'use_original_csv_names': self.use_original_csv_names, 'python_function_bindings': self.python_function_bindings, 'python_function_name': self.python_function_name, 'use_gpu': self.use_gpu, 'features': self._get_attribute_as_dict(self.features), 'duplicate_features': self._get_attribute_as_dict(self.duplicate_features), 'point_in_time_groups': self._get_attribute_as_dict(self.point_in_time_groups), 'annotation_config': self._get_attribute_as_dict(self.annotation_config), 'concatenation_config': self._get_attribute_as_dict(self.concatenation_config), 'indexing_config': self._get_attribute_as_dict(self.indexing_config), 'code_source': self._get_attribute_as_dict(self.code_source), 'feature_group_template': self._get_attribute_as_dict(self.feature_group_template), 'explanation': self._get_attribute_as_dict(self.explanation), 'refresh_schedules': self._get_attribute_as_dict(self.refresh_schedules), 'latest_feature_group_version': self._get_attribute_as_dict(self.latest_feature_group_version), 'operator_config': self._get_attribute_as_dict(self.operator_config)}
         return {key: value for key, value in resp.items() if value is not None and key not in self.deprecated_keys}
 
     def add_to_project(self, project_id: str, feature_group_type: str = 'CUSTOM_TABLE'):
@@ -324,12 +325,15 @@ def set_merge_config(self, merge_config: Union[dict, MergeConfig]):
         """
         return self.client.set_feature_group_merge_config(self.feature_group_id, merge_config)
 
-    def set_operator_config(self, operator_config: dict):
+    def set_operator_config(self, operator_config: Union[dict, OperatorConfig]):
         """
         Set a OperatorFeatureGroup’s operator config to the values provided.
 
         Args:
-            operator_config (dict): A dictionary object specifying the pre-defined operations.
+            operator_config (OperatorConfig): A dictionary object specifying the pre-defined operations.
+
+        Returns:
+            FeatureGroup: The updated FeatureGroup.
         """
         return self.client.set_feature_group_operator_config(self.feature_group_id, operator_config)
 
@@ -795,7 +799,7 @@ def update_python_function_bindings(self, python_function_bindings: List):
         """
         return self.client.update_feature_group_python_function_bindings(self.feature_group_id, python_function_bindings)
 
-    def update_python_function(self, python_function_name: str, python_function_bindings: List = None, cpu_size: str = None, memory: int = None, use_gpu: bool = None, use_original_csv_names: bool = None):
+    def update_python_function(self, python_function_name: str, python_function_bindings: List = None, cpu_size: Union[dict, CPUSize] = None, memory: Union[dict, MemorySize] = None, use_gpu: bool = None, use_original_csv_names: bool = None):
         """
         Updates an existing Feature Group's python function from a user provided Python Function. If a list of feature groups are supplied within the python function
 
@@ -806,8 +810,8 @@ def update_python_function(self, python_function_name: str, python_function_bind
         Args:
             python_function_name (str): The name of the python function to be associated with the feature group.
             python_function_bindings (List): List of python function arguments.
-            cpu_size (str): Size of the CPU for the feature group python function.
-            memory (int): Memory (in GB) for the feature group python function.
+            cpu_size (CPUSize): Size of the CPU for the feature group python function.
+            memory (MemorySize): Memory (in GB) for the feature group python function.
             use_gpu (bool): Whether the feature group needs a gpu or not. Otherwise default to CPU.
             use_original_csv_names (bool): If enabled, it uses the original column names for input feature groups from CSV datasets.
         """
diff --git a/abacusai/page_data.py b/abacusai/page_data.py
index 707a257fc..758564735 100644
--- a/abacusai/page_data.py
+++ b/abacusai/page_data.py
@@ -18,10 +18,11 @@ class PageData(AbstractApiClass):
             tokens (list): The tokens in the page.
             extractedText (str): The extracted text in the page obtained from OCR.
             rotationAngle (float): The detected rotation angle of the page in degrees. Positive values indicate clockwise and negative values indicate anti-clockwise rotation from the original orientation.
-            pageMarkdown (list): The markdown text for the page.
+            pageMarkdown (str): The markdown text for the page.
+            embeddedText (str): The embedded text in the page. Only available for digital documents.
     """
 
-    def __init__(self, client, docId=None, page=None, height=None, width=None, pageCount=None, pageText=None, pageTokenStartOffset=None, tokenCount=None, tokens=None, extractedText=None, rotationAngle=None, pageMarkdown=None):
+    def __init__(self, client, docId=None, page=None, height=None, width=None, pageCount=None, pageText=None, pageTokenStartOffset=None, tokenCount=None, tokens=None, extractedText=None, rotationAngle=None, pageMarkdown=None, embeddedText=None):
         super().__init__(client, None)
         self.doc_id = docId
         self.page = page
@@ -35,11 +36,12 @@ def __init__(self, client, docId=None, page=None, height=None, width=None, pageC
         self.extracted_text = extractedText
         self.rotation_angle = rotationAngle
         self.page_markdown = pageMarkdown
+        self.embedded_text = embeddedText
         self.deprecated_keys = {}
 
     def __repr__(self):
         repr_dict = {f'doc_id': repr(self.doc_id), f'page': repr(self.page), f'height': repr(self.height), f'width': repr(self.width), f'page_count': repr(self.page_count), f'page_text': repr(self.page_text), f'page_token_start_offset': repr(
-            self.page_token_start_offset), f'token_count': repr(self.token_count), f'tokens': repr(self.tokens), f'extracted_text': repr(self.extracted_text), f'rotation_angle': repr(self.rotation_angle), f'page_markdown': repr(self.page_markdown)}
+            self.page_token_start_offset), f'token_count': repr(self.token_count), f'tokens': repr(self.tokens), f'extracted_text': repr(self.extracted_text), f'rotation_angle': repr(self.rotation_angle), f'page_markdown': repr(self.page_markdown), f'embedded_text': repr(self.embedded_text)}
         class_name = "PageData"
         repr_str = ',\n  '.join([f'{key}={value}' for key, value in repr_dict.items(
         ) if getattr(self, key, None) is not None and key not in self.deprecated_keys])
@@ -53,5 +55,5 @@ def to_dict(self):
             dict: The dict value representation of the class parameters
         """
         resp = {'doc_id': self.doc_id, 'page': self.page, 'height': self.height, 'width': self.width, 'page_count': self.page_count, 'page_text': self.page_text, 'page_token_start_offset': self.page_token_start_offset,
-                'token_count': self.token_count, 'tokens': self.tokens, 'extracted_text': self.extracted_text, 'rotation_angle': self.rotation_angle, 'page_markdown': self.page_markdown}
+                'token_count': self.token_count, 'tokens': self.tokens, 'extracted_text': self.extracted_text, 'rotation_angle': self.rotation_angle, 'page_markdown': self.page_markdown, 'embedded_text': self.embedded_text}
         return {key: value for key, value in resp.items() if value is not None and key not in self.deprecated_keys}
diff --git a/abacusai/project.py b/abacusai/project.py
index 1a59e52a7..fa2050924 100644
--- a/abacusai/project.py
+++ b/abacusai/project.py
@@ -298,7 +298,7 @@ def get_custom_train_function_info(self, feature_group_names_for_training: list
         """
         return self.client.get_custom_train_function_info(self.project_id, feature_group_names_for_training, training_data_parameter_name_override, training_config, custom_algorithm_config)
 
-    def create_model_monitor(self, prediction_feature_group_id: str, training_feature_group_id: str = None, name: str = None, refresh_schedule: str = None, target_value: str = None, target_value_bias: str = None, target_value_performance: str = None, feature_mappings: dict = None, model_id: str = None, training_feature_mappings: dict = None, feature_group_base_monitor_config: dict = None, feature_group_comparison_monitor_config: dict = None, include_interactive_performance_analysis: bool = False):
+    def create_model_monitor(self, prediction_feature_group_id: str, training_feature_group_id: str = None, name: str = None, refresh_schedule: str = None, target_value: str = None, target_value_bias: str = None, target_value_performance: str = None, feature_mappings: dict = None, model_id: str = None, training_feature_mappings: dict = None, feature_group_base_monitor_config: dict = None, feature_group_comparison_monitor_config: dict = None, exclude_interactive_performance_analysis: bool = True, exclude_bias_analysis: bool = None, exclude_performance_analysis: bool = None, exclude_feature_drift_analysis: bool = None, exclude_data_integrity_analysis: bool = None):
         """
         Runs a model monitor for the specified project.
 
@@ -315,12 +315,16 @@ def create_model_monitor(self, prediction_feature_group_id: str, training_featur
             training_feature_mappings (dict): A JSON map to override features for training_fature_group, where keys are column names and the values are feature data use types.
             feature_group_base_monitor_config (dict): Selection strategy for the feature_group 1 with the feature group version if selected.
             feature_group_comparison_monitor_config (dict): Selection strategy for the feature_group 1 with the feature group version if selected.
-            include_interactive_performance_analysis (bool): Whether to include interactive performance analysis.
+            exclude_interactive_performance_analysis (bool): Whether to exclude interactive performance analysis. Defaults to True if not provided.
+            exclude_bias_analysis (bool): Whether to exclude bias analysis in the model monitor. For default value bias analysis is included.
+            exclude_performance_analysis (bool): Whether to exclude performance analysis in the model monitor. For default value performance analysis is included.
+            exclude_feature_drift_analysis (bool): Whether to exclude feature drift analysis in the model monitor. For default value feature drift analysis is included.
+            exclude_data_integrity_analysis (bool): Whether to exclude data integrity analysis in the model monitor. For default value data integrity analysis is included.
 
         Returns:
             ModelMonitor: The new model monitor that was created.
         """
-        return self.client.create_model_monitor(self.project_id, prediction_feature_group_id, training_feature_group_id, name, refresh_schedule, target_value, target_value_bias, target_value_performance, feature_mappings, model_id, training_feature_mappings, feature_group_base_monitor_config, feature_group_comparison_monitor_config, include_interactive_performance_analysis)
+        return self.client.create_model_monitor(self.project_id, prediction_feature_group_id, training_feature_group_id, name, refresh_schedule, target_value, target_value_bias, target_value_performance, feature_mappings, model_id, training_feature_mappings, feature_group_base_monitor_config, feature_group_comparison_monitor_config, exclude_interactive_performance_analysis, exclude_bias_analysis, exclude_performance_analysis, exclude_feature_drift_analysis, exclude_data_integrity_analysis)
 
     def list_model_monitors(self):
         """
diff --git a/abacusai/project_feature_group.py b/abacusai/project_feature_group.py
index a9854156f..e94507302 100644
--- a/abacusai/project_feature_group.py
+++ b/abacusai/project_feature_group.py
@@ -1,4 +1,5 @@
 from .annotation_config import AnnotationConfig
+from .api_class import OperatorConfig
 from .code_source import CodeSource
 from .concatenation_config import ConcatenationConfig
 from .feature import Feature
@@ -41,7 +42,6 @@ class ProjectFeatureGroup(FeatureGroup):
             streamingEnabled (bool): If true, the feature group can have data streamed to it.
             incremental (bool): If feature group corresponds to an incremental dataset.
             mergeConfig (dict): Merge configuration settings for the feature group.
-            operatorConfig (dict): Operator configuration settings for the feature group.
             samplingConfig (dict): Sampling configuration for the feature group.
             cpuSize (str): CPU size specified for the Python feature group.
             memory (int): Memory in GB specified for the Python feature group.
@@ -68,9 +68,10 @@ class ProjectFeatureGroup(FeatureGroup):
             refreshSchedules (RefreshSchedule): List of schedules that determines when the next version of the feature group will be created.
             projectFeatureGroupSchema (ProjectFeatureGroupSchema): Project-specific schema for this feature group.
             projectConfig (ProjectConfig): Project-specific config for this feature group.
+            operatorConfig (OperatorConfig): Operator configuration settings for the feature group.
     """
 
-    def __init__(self, client, featureGroupId=None, modificationLock=None, name=None, featureGroupSourceType=None, tableName=None, sql=None, datasetId=None, functionSourceCode=None, functionName=None, sourceTables=None, createdAt=None, description=None, sqlError=None, latestVersionOutdated=None, referencedFeatureGroups=None, tags=None, primaryKey=None, updateTimestampKey=None, lookupKeys=None, streamingEnabled=None, incremental=None, mergeConfig=None, operatorConfig=None, samplingConfig=None, cpuSize=None, memory=None, streamingReady=None, featureTags=None, moduleName=None, templateBindings=None, featureExpression=None, useOriginalCsvNames=None, pythonFunctionBindings=None, pythonFunctionName=None, useGpu=None, featureGroupType=None, features={}, duplicateFeatures={}, pointInTimeGroups={}, annotationConfig={}, concatenationConfig={}, indexingConfig={}, codeSource={}, featureGroupTemplate={}, explanation={}, refreshSchedules={}, projectFeatureGroupSchema={}, projectConfig={}, latestFeatureGroupVersion={}):
+    def __init__(self, client, featureGroupId=None, modificationLock=None, name=None, featureGroupSourceType=None, tableName=None, sql=None, datasetId=None, functionSourceCode=None, functionName=None, sourceTables=None, createdAt=None, description=None, sqlError=None, latestVersionOutdated=None, referencedFeatureGroups=None, tags=None, primaryKey=None, updateTimestampKey=None, lookupKeys=None, streamingEnabled=None, incremental=None, mergeConfig=None, samplingConfig=None, cpuSize=None, memory=None, streamingReady=None, featureTags=None, moduleName=None, templateBindings=None, featureExpression=None, useOriginalCsvNames=None, pythonFunctionBindings=None, pythonFunctionName=None, useGpu=None, featureGroupType=None, features={}, duplicateFeatures={}, pointInTimeGroups={}, annotationConfig={}, concatenationConfig={}, indexingConfig={}, codeSource={}, featureGroupTemplate={}, explanation={}, refreshSchedules={}, projectFeatureGroupSchema={}, projectConfig={}, latestFeatureGroupVersion={}, operatorConfig={}):
         super().__init__(client, featureGroupId)
         self.feature_group_id = featureGroupId
         self.modification_lock = modificationLock
@@ -94,7 +95,6 @@ def __init__(self, client, featureGroupId=None, modificationLock=None, name=None
         self.streaming_enabled = streamingEnabled
         self.incremental = incremental
         self.merge_config = mergeConfig
-        self.operator_config = operatorConfig
         self.sampling_config = samplingConfig
         self.cpu_size = cpuSize
         self.memory = memory
@@ -131,11 +131,13 @@ def __init__(self, client, featureGroupId=None, modificationLock=None, name=None
         self.project_config = client._build_class(ProjectConfig, projectConfig)
         self.latest_feature_group_version = client._build_class(
             FeatureGroupVersion, latestFeatureGroupVersion)
+        self.operator_config = client._build_class(
+            OperatorConfig, operatorConfig)
         self.deprecated_keys = {'name'}
 
     def __repr__(self):
-        repr_dict = {f'feature_group_id': repr(self.feature_group_id), f'modification_lock': repr(self.modification_lock), f'name': repr(self.name), f'feature_group_source_type': repr(self.feature_group_source_type), f'table_name': repr(self.table_name), f'sql': repr(self.sql), f'dataset_id': repr(self.dataset_id), f'function_source_code': repr(self.function_source_code), f'function_name': repr(self.function_name), f'source_tables': repr(self.source_tables), f'created_at': repr(self.created_at), f'description': repr(self.description), f'sql_error': repr(self.sql_error), f'latest_version_outdated': repr(self.latest_version_outdated), f'referenced_feature_groups': repr(self.referenced_feature_groups), f'tags': repr(self.tags), f'primary_key': repr(self.primary_key), f'update_timestamp_key': repr(self.update_timestamp_key), f'lookup_keys': repr(self.lookup_keys), f'streaming_enabled': repr(self.streaming_enabled), f'incremental': repr(self.incremental), f'merge_config': repr(self.merge_config), f'operator_config': repr(self.operator_config), f'sampling_config': repr(self.sampling_config), f'cpu_size': repr(self.cpu_size), f'memory': repr(self.memory), f'streaming_ready': repr(
-            self.streaming_ready), f'feature_tags': repr(self.feature_tags), f'module_name': repr(self.module_name), f'template_bindings': repr(self.template_bindings), f'feature_expression': repr(self.feature_expression), f'use_original_csv_names': repr(self.use_original_csv_names), f'python_function_bindings': repr(self.python_function_bindings), f'python_function_name': repr(self.python_function_name), f'use_gpu': repr(self.use_gpu), f'feature_group_type': repr(self.feature_group_type), f'features': repr(self.features), f'duplicate_features': repr(self.duplicate_features), f'point_in_time_groups': repr(self.point_in_time_groups), f'annotation_config': repr(self.annotation_config), f'concatenation_config': repr(self.concatenation_config), f'indexing_config': repr(self.indexing_config), f'code_source': repr(self.code_source), f'feature_group_template': repr(self.feature_group_template), f'explanation': repr(self.explanation), f'refresh_schedules': repr(self.refresh_schedules), f'project_feature_group_schema': repr(self.project_feature_group_schema), f'project_config': repr(self.project_config), f'latest_feature_group_version': repr(self.latest_feature_group_version)}
+        repr_dict = {f'feature_group_id': repr(self.feature_group_id), f'modification_lock': repr(self.modification_lock), f'name': repr(self.name), f'feature_group_source_type': repr(self.feature_group_source_type), f'table_name': repr(self.table_name), f'sql': repr(self.sql), f'dataset_id': repr(self.dataset_id), f'function_source_code': repr(self.function_source_code), f'function_name': repr(self.function_name), f'source_tables': repr(self.source_tables), f'created_at': repr(self.created_at), f'description': repr(self.description), f'sql_error': repr(self.sql_error), f'latest_version_outdated': repr(self.latest_version_outdated), f'referenced_feature_groups': repr(self.referenced_feature_groups), f'tags': repr(self.tags), f'primary_key': repr(self.primary_key), f'update_timestamp_key': repr(self.update_timestamp_key), f'lookup_keys': repr(self.lookup_keys), f'streaming_enabled': repr(self.streaming_enabled), f'incremental': repr(self.incremental), f'merge_config': repr(self.merge_config), f'sampling_config': repr(self.sampling_config), f'cpu_size': repr(self.cpu_size), f'memory': repr(self.memory), f'streaming_ready': repr(self.streaming_ready), f'feature_tags': repr(
+            self.feature_tags), f'module_name': repr(self.module_name), f'template_bindings': repr(self.template_bindings), f'feature_expression': repr(self.feature_expression), f'use_original_csv_names': repr(self.use_original_csv_names), f'python_function_bindings': repr(self.python_function_bindings), f'python_function_name': repr(self.python_function_name), f'use_gpu': repr(self.use_gpu), f'feature_group_type': repr(self.feature_group_type), f'features': repr(self.features), f'duplicate_features': repr(self.duplicate_features), f'point_in_time_groups': repr(self.point_in_time_groups), f'annotation_config': repr(self.annotation_config), f'concatenation_config': repr(self.concatenation_config), f'indexing_config': repr(self.indexing_config), f'code_source': repr(self.code_source), f'feature_group_template': repr(self.feature_group_template), f'explanation': repr(self.explanation), f'refresh_schedules': repr(self.refresh_schedules), f'project_feature_group_schema': repr(self.project_feature_group_schema), f'project_config': repr(self.project_config), f'latest_feature_group_version': repr(self.latest_feature_group_version), f'operator_config': repr(self.operator_config)}
         class_name = "ProjectFeatureGroup"
         repr_str = ',\n  '.join([f'{key}={value}' for key, value in repr_dict.items(
         ) if getattr(self, key, None) is not None and key not in self.deprecated_keys])
@@ -148,6 +150,6 @@ def to_dict(self):
         Returns:
             dict: The dict value representation of the class parameters
         """
-        resp = {'feature_group_id': self.feature_group_id, 'modification_lock': self.modification_lock, 'name': self.name, 'feature_group_source_type': self.feature_group_source_type, 'table_name': self.table_name, 'sql': self.sql, 'dataset_id': self.dataset_id, 'function_source_code': self.function_source_code, 'function_name': self.function_name, 'source_tables': self.source_tables, 'created_at': self.created_at, 'description': self.description, 'sql_error': self.sql_error, 'latest_version_outdated': self.latest_version_outdated, 'referenced_feature_groups': self.referenced_feature_groups, 'tags': self.tags, 'primary_key': self.primary_key, 'update_timestamp_key': self.update_timestamp_key, 'lookup_keys': self.lookup_keys, 'streaming_enabled': self.streaming_enabled, 'incremental': self.incremental, 'merge_config': self.merge_config, 'operator_config': self.operator_config, 'sampling_config': self.sampling_config, 'cpu_size': self.cpu_size, 'memory': self.memory, 'streaming_ready': self.streaming_ready, 'feature_tags': self.feature_tags, 'module_name': self.module_name, 'template_bindings': self.template_bindings, 'feature_expression': self.feature_expression,
-                'use_original_csv_names': self.use_original_csv_names, 'python_function_bindings': self.python_function_bindings, 'python_function_name': self.python_function_name, 'use_gpu': self.use_gpu, 'feature_group_type': self.feature_group_type, 'features': self._get_attribute_as_dict(self.features), 'duplicate_features': self._get_attribute_as_dict(self.duplicate_features), 'point_in_time_groups': self._get_attribute_as_dict(self.point_in_time_groups), 'annotation_config': self._get_attribute_as_dict(self.annotation_config), 'concatenation_config': self._get_attribute_as_dict(self.concatenation_config), 'indexing_config': self._get_attribute_as_dict(self.indexing_config), 'code_source': self._get_attribute_as_dict(self.code_source), 'feature_group_template': self._get_attribute_as_dict(self.feature_group_template), 'explanation': self._get_attribute_as_dict(self.explanation), 'refresh_schedules': self._get_attribute_as_dict(self.refresh_schedules), 'project_feature_group_schema': self._get_attribute_as_dict(self.project_feature_group_schema), 'project_config': self._get_attribute_as_dict(self.project_config), 'latest_feature_group_version': self._get_attribute_as_dict(self.latest_feature_group_version)}
+        resp = {'feature_group_id': self.feature_group_id, 'modification_lock': self.modification_lock, 'name': self.name, 'feature_group_source_type': self.feature_group_source_type, 'table_name': self.table_name, 'sql': self.sql, 'dataset_id': self.dataset_id, 'function_source_code': self.function_source_code, 'function_name': self.function_name, 'source_tables': self.source_tables, 'created_at': self.created_at, 'description': self.description, 'sql_error': self.sql_error, 'latest_version_outdated': self.latest_version_outdated, 'referenced_feature_groups': self.referenced_feature_groups, 'tags': self.tags, 'primary_key': self.primary_key, 'update_timestamp_key': self.update_timestamp_key, 'lookup_keys': self.lookup_keys, 'streaming_enabled': self.streaming_enabled, 'incremental': self.incremental, 'merge_config': self.merge_config, 'sampling_config': self.sampling_config, 'cpu_size': self.cpu_size, 'memory': self.memory, 'streaming_ready': self.streaming_ready, 'feature_tags': self.feature_tags, 'module_name': self.module_name, 'template_bindings': self.template_bindings, 'feature_expression': self.feature_expression, 'use_original_csv_names': self.use_original_csv_names,
+                'python_function_bindings': self.python_function_bindings, 'python_function_name': self.python_function_name, 'use_gpu': self.use_gpu, 'feature_group_type': self.feature_group_type, 'features': self._get_attribute_as_dict(self.features), 'duplicate_features': self._get_attribute_as_dict(self.duplicate_features), 'point_in_time_groups': self._get_attribute_as_dict(self.point_in_time_groups), 'annotation_config': self._get_attribute_as_dict(self.annotation_config), 'concatenation_config': self._get_attribute_as_dict(self.concatenation_config), 'indexing_config': self._get_attribute_as_dict(self.indexing_config), 'code_source': self._get_attribute_as_dict(self.code_source), 'feature_group_template': self._get_attribute_as_dict(self.feature_group_template), 'explanation': self._get_attribute_as_dict(self.explanation), 'refresh_schedules': self._get_attribute_as_dict(self.refresh_schedules), 'project_feature_group_schema': self._get_attribute_as_dict(self.project_feature_group_schema), 'project_config': self._get_attribute_as_dict(self.project_config), 'latest_feature_group_version': self._get_attribute_as_dict(self.latest_feature_group_version), 'operator_config': self._get_attribute_as_dict(self.operator_config)}
         return {key: value for key, value in resp.items() if value is not None and key not in self.deprecated_keys}
diff --git a/abacusai/public.pem b/abacusai/public.pem
index 729993638..dacec7a2e 100644
--- a/abacusai/public.pem
+++ b/abacusai/public.pem
@@ -1,5 +1,5 @@
 -----BEGIN RSA PUBLIC KEY-----
-MIGJAoGBAJAwf7WFwJfO+yv1GoJwhsDlMxEdobU8L9MLogH33EtlkfpHIP54O1f7
-Rxr8BJJI//ntLdDEdbGEatig6vO1TAKBHoUvZ8h7lifAGu6o+RqGH3HNdYPHY0/P
-qYQMYFWv0nxSf45aZkKcGHjbWb9wVy/mKBNYukC/bmYXopgdPa3FAgMBAAE=
+MIGJAoGBAPOAbyqA+DtaonL64t1ylgJxVqCF8aybL5oAu7xlOkFaj5KhHcTgj/9/
+cjoJ3O9Y77n8zUZqFLMcoc3HCoNkJynIHTUke6fWFbMwVX1gqR57Wtx4rJ+W3qOG
+gBdUFm9aUe/B+Bo8bqsn2HlYa+xhNfw7+E0+JBUjdnh6Xd5QqfnLAgMBAAE=
 -----END RSA PUBLIC KEY-----
diff --git a/docs/.buildinfo b/docs/.buildinfo
index ba9404707..44fe85bab 100644
--- a/docs/.buildinfo
+++ b/docs/.buildinfo
@@ -1,4 +1,4 @@
 # Sphinx build info version 1
 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
-config: 9cd0e17cedd3a5aab3432b70872522db
+config: 4fdbf1dcafc70127065e01326c9151ce
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/docs/_sources/autoapi/abacusai/abacus_api/index.rst.txt b/docs/_sources/autoapi/abacusai/abacus_api/index.rst.txt
index cb551a3c4..10908ef76 100644
--- a/docs/_sources/autoapi/abacusai/abacus_api/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/abacus_api/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.abacus_api
-===================
+:py:mod:`abacusai.abacus_api`
+=============================
 
 .. py:module:: abacusai.abacus_api
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.abacus_api.AbstractApiClass
-   abacusai.abacus_api.AbacusApi
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.abacus_api.AbacusApi
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: AbacusApi(client, method=None, docstring=None, score=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    An Abacus API.
 
@@ -43,13 +33,11 @@ Module Contents
    :param score: The relevance score of the API method.
    :type score: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/agent/index.rst.txt b/docs/_sources/autoapi/abacusai/agent/index.rst.txt
index b9ee22dd0..1e33102e7 100644
--- a/docs/_sources/autoapi/abacusai/agent/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/agent/index.rst.txt
@@ -1,212 +1,26 @@
-abacusai.agent
-==============
+:py:mod:`abacusai.agent`
+========================
 
 .. py:module:: abacusai.agent
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.agent.AgentVersion
-   abacusai.agent.WorkflowGraph
-   abacusai.agent.CodeSource
-   abacusai.agent.AbstractApiClass
-   abacusai.agent.Agent
-
-
 Module Contents
 ---------------
 
-.. py:class:: AgentVersion(client, agentVersion=None, status=None, agentId=None, agentConfig=None, publishingStartedAt=None, publishingCompletedAt=None, pendingDeploymentIds=None, failedDeploymentIds=None, error=None, agentExecutionConfig=None, codeSource={}, workflowGraph={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A version of an AI agent.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param agentVersion: The unique identifier of an agent version.
-   :type agentVersion: str
-   :param status: The current status of the model.
-   :type status: str
-   :param agentId: A reference to the agent this version belongs to.
-   :type agentId: str
-   :param agentConfig: The config options used to create this agent.
-   :type agentConfig: dict
-   :param publishingStartedAt: The start time and date of the training process in ISO-8601 format.
-   :type publishingStartedAt: str
-   :param publishingCompletedAt: The end time and date of the training process in ISO-8601 format.
-   :type publishingCompletedAt: str
-   :param pendingDeploymentIds: List of deployment IDs where deployment is pending.
-   :type pendingDeploymentIds: list
-   :param failedDeploymentIds: List of failed deployment IDs.
-   :type failedDeploymentIds: list
-   :param error: Relevant error if the status is FAILED.
-   :type error: str
-   :param agentExecutionConfig: The config for arguments used to execute the agent.
-   :type agentExecutionConfig: dict
-   :param codeSource: If a python model, information on where the source code is located.
-   :type codeSource: CodeSource
-   :param workflowGraph: The workflow graph for the agent.
-   :type workflowGraph: WorkflowGraph
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: AgentVersion
-
-
-
-   .. py:method:: describe()
-
-      Retrieves a full description of the specified agent version.
-
-      :param agent_version: Unique string identifier of the agent version.
-      :type agent_version: str
-
-      :returns: A agent version.
-      :rtype: AgentVersion
-
-
-
-   .. py:method:: wait_for_publish(timeout=None)
-
-      A waiting call until agent gets published.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out.
-      :type timeout: int
-
-
-
-   .. py:method:: get_status()
-
-      Gets the status of the model version under training.
-
-      :returns: A string describing the status of a model training (pending, complete, etc.).
-      :rtype: str
-
-
-
-.. py:class:: WorkflowGraph
-
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
-
-
-   An Agent workflow graph. The edges define the node invokation order. The workflow must follow linear invokation order.
-
-   :param nodes: A list of nodes in the workflow graph.
-   :type nodes: List[WorkflowGraphNode]
-   :param edges: A list of edges in the workflow graph, where each edge is a tuple of source, target and details.
-   :type edges: List[WorkflowGraphEdge]
-
-
-   .. py:attribute:: nodes
-      :type:  List[WorkflowGraphNode]
-
-
-   .. py:attribute:: edges
-      :type:  List[WorkflowGraphEdge]
-
-
-   .. py:method:: to_dict()
-
-      Standardizes converting an ApiClass to dictionary.
-      Keys of response dictionary are converted to camel case.
-      This also validates the fields ( type, value, etc ) received in the dictionary.
-
-
-
-   .. py:method:: from_dict(graph)
-      :classmethod:
-
-
-
-.. py:class:: CodeSource(client, sourceType=None, sourceCode=None, applicationConnectorId=None, applicationConnectorInfo=None, packageRequirements=None, status=None, error=None, publishingMsg=None, moduleDependencies=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Code source for python-based custom feature groups and models
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param sourceType: The type of the source, one of TEXT, PYTHON, FILE_UPLOAD, or APPLICATION_CONNECTOR
-   :type sourceType: str
-   :param sourceCode: If the type of the source is TEXT, the raw text of the function
-   :type sourceCode: str
-   :param applicationConnectorId: The Application Connector to fetch the code from
-   :type applicationConnectorId: str
-   :param applicationConnectorInfo: Args passed to the application connector to fetch the code
-   :type applicationConnectorInfo: str
-   :param packageRequirements: The pip package dependencies required to run the code
-   :type packageRequirements: list
-   :param status: The status of the code and validations
-   :type status: str
-   :param error: If the status is failed, an error message describing what went wrong
-   :type error: str
-   :param publishingMsg: Warnings in the source code
-   :type publishingMsg: dict
-   :param moduleDependencies: The list of internal modules dependencies required to run the code
-   :type moduleDependencies: list
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: import_as_cell()
-
-      Adds the source code as an unexecuted cell in the notebook.
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.agent.Agent
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: Agent(client, name=None, agentId=None, createdAt=None, projectId=None, notebookId=None, predictFunctionName=None, sourceCode=None, agentConfig=None, memory=None, trainingRequired=None, agentExecutionConfig=None, codeSource={}, latestAgentVersion={}, workflowGraph={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    An AI agent.
 
@@ -241,13 +55,11 @@ Module Contents
    :param workflowGraph: The workflow graph for the agent.
    :type workflowGraph: WorkflowGraph
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
@@ -256,7 +68,6 @@ Module Contents
       :rtype: dict
 
 
-
    .. py:method:: refresh()
 
       Calls describe and refreshes the current object's fields
@@ -265,7 +76,6 @@ Module Contents
       :rtype: Agent
 
 
-
    .. py:method:: describe()
 
       Retrieves a full description of the specified model.
@@ -277,7 +87,6 @@ Module Contents
       :rtype: Agent
 
 
-
    .. py:method:: list_versions(limit = 100, start_after_version = None)
 
       List all versions of an agent.
@@ -291,7 +100,6 @@ Module Contents
       :rtype: list[AgentVersion]
 
 
-
    .. py:method:: wait_for_publish(timeout=None)
 
       A waiting call until agent is published.
@@ -300,7 +108,6 @@ Module Contents
       :type timeout: int
 
 
-
    .. py:method:: get_status()
 
       Gets the status of the agent publishing.
diff --git a/docs/_sources/autoapi/abacusai/agent_data_document_info/index.rst.txt b/docs/_sources/autoapi/abacusai/agent_data_document_info/index.rst.txt
index 0b2a8c37e..a0aa021c3 100644
--- a/docs/_sources/autoapi/abacusai/agent_data_document_info/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/agent_data_document_info/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.agent_data_document_info
-=================================
+:py:mod:`abacusai.agent_data_document_info`
+===========================================
 
 .. py:module:: abacusai.agent_data_document_info
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.agent_data_document_info.AbstractApiClass
-   abacusai.agent_data_document_info.AgentDataDocumentInfo
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.agent_data_document_info.AgentDataDocumentInfo
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: AgentDataDocumentInfo(client, docId=None, filename=None, mimeType=None, size=None, pageCount=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Information for documents uploaded to agents.
 
@@ -47,13 +37,11 @@ Module Contents
    :param pageCount: The total number of pages in the uploaded document.
    :type pageCount: int
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/agent_data_execution_result/index.rst.txt b/docs/_sources/autoapi/abacusai/agent_data_execution_result/index.rst.txt
index 5a68d2c12..f11c1876d 100644
--- a/docs/_sources/autoapi/abacusai/agent_data_execution_result/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/agent_data_execution_result/index.rst.txt
@@ -1,73 +1,26 @@
-abacusai.agent_data_execution_result
-====================================
+:py:mod:`abacusai.agent_data_execution_result`
+==============================================
 
 .. py:module:: abacusai.agent_data_execution_result
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.agent_data_execution_result.AgentDataDocumentInfo
-   abacusai.agent_data_execution_result.AbstractApiClass
-   abacusai.agent_data_execution_result.AgentDataExecutionResult
-
-
 Module Contents
 ---------------
 
-.. py:class:: AgentDataDocumentInfo(client, docId=None, filename=None, mimeType=None, size=None, pageCount=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Information for documents uploaded to agents.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param docId: The docstore Document ID of the document.
-   :type docId: str
-   :param filename: The file name of the uploaded document.
-   :type filename: str
-   :param mimeType: The mime type of the uploaded document.
-   :type mimeType: str
-   :param size: The total size of the uploaded document.
-   :type size: int
-   :param pageCount: The total number of pages in the uploaded document.
-   :type pageCount: int
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.agent_data_execution_result.AgentDataExecutionResult
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: AgentDataExecutionResult(client, response=None, deploymentConversationId=None, docInfos={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Results of agent execution with uploaded data.
 
@@ -80,13 +33,11 @@ Module Contents
    :param docInfos: A list of dict containing information on documents uploaded to agent.
    :type docInfos: AgentDataDocumentInfo
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/agent_version/index.rst.txt b/docs/_sources/autoapi/abacusai/agent_version/index.rst.txt
index f1e1c1aa4..6420f840c 100644
--- a/docs/_sources/autoapi/abacusai/agent_version/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/agent_version/index.rst.txt
@@ -1,122 +1,26 @@
-abacusai.agent_version
-======================
+:py:mod:`abacusai.agent_version`
+================================
 
 .. py:module:: abacusai.agent_version
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.agent_version.WorkflowGraph
-   abacusai.agent_version.CodeSource
-   abacusai.agent_version.AbstractApiClass
-   abacusai.agent_version.AgentVersion
-
-
 Module Contents
 ---------------
 
-.. py:class:: WorkflowGraph
-
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
-
-
-   An Agent workflow graph. The edges define the node invokation order. The workflow must follow linear invokation order.
-
-   :param nodes: A list of nodes in the workflow graph.
-   :type nodes: List[WorkflowGraphNode]
-   :param edges: A list of edges in the workflow graph, where each edge is a tuple of source, target and details.
-   :type edges: List[WorkflowGraphEdge]
-
-
-   .. py:attribute:: nodes
-      :type:  List[WorkflowGraphNode]
-
-
-   .. py:attribute:: edges
-      :type:  List[WorkflowGraphEdge]
-
-
-   .. py:method:: to_dict()
-
-      Standardizes converting an ApiClass to dictionary.
-      Keys of response dictionary are converted to camel case.
-      This also validates the fields ( type, value, etc ) received in the dictionary.
-
-
-
-   .. py:method:: from_dict(graph)
-      :classmethod:
-
-
-
-.. py:class:: CodeSource(client, sourceType=None, sourceCode=None, applicationConnectorId=None, applicationConnectorInfo=None, packageRequirements=None, status=None, error=None, publishingMsg=None, moduleDependencies=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Code source for python-based custom feature groups and models
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param sourceType: The type of the source, one of TEXT, PYTHON, FILE_UPLOAD, or APPLICATION_CONNECTOR
-   :type sourceType: str
-   :param sourceCode: If the type of the source is TEXT, the raw text of the function
-   :type sourceCode: str
-   :param applicationConnectorId: The Application Connector to fetch the code from
-   :type applicationConnectorId: str
-   :param applicationConnectorInfo: Args passed to the application connector to fetch the code
-   :type applicationConnectorInfo: str
-   :param packageRequirements: The pip package dependencies required to run the code
-   :type packageRequirements: list
-   :param status: The status of the code and validations
-   :type status: str
-   :param error: If the status is failed, an error message describing what went wrong
-   :type error: str
-   :param publishingMsg: Warnings in the source code
-   :type publishingMsg: dict
-   :param moduleDependencies: The list of internal modules dependencies required to run the code
-   :type moduleDependencies: list
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: import_as_cell()
-
-      Adds the source code as an unexecuted cell in the notebook.
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.agent_version.AgentVersion
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: AgentVersion(client, agentVersion=None, status=None, agentId=None, agentConfig=None, publishingStartedAt=None, publishingCompletedAt=None, pendingDeploymentIds=None, failedDeploymentIds=None, error=None, agentExecutionConfig=None, codeSource={}, workflowGraph={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A version of an AI agent.
 
@@ -147,13 +51,11 @@ Module Contents
    :param workflowGraph: The workflow graph for the agent.
    :type workflowGraph: WorkflowGraph
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
@@ -162,7 +64,6 @@ Module Contents
       :rtype: dict
 
 
-
    .. py:method:: refresh()
 
       Calls describe and refreshes the current object's fields
@@ -171,7 +72,6 @@ Module Contents
       :rtype: AgentVersion
 
 
-
    .. py:method:: describe()
 
       Retrieves a full description of the specified agent version.
@@ -183,7 +83,6 @@ Module Contents
       :rtype: AgentVersion
 
 
-
    .. py:method:: wait_for_publish(timeout=None)
 
       A waiting call until agent gets published.
@@ -192,7 +91,6 @@ Module Contents
       :type timeout: int
 
 
-
    .. py:method:: get_status()
 
       Gets the status of the model version under training.
diff --git a/docs/_sources/autoapi/abacusai/ai_building_task/index.rst.txt b/docs/_sources/autoapi/abacusai/ai_building_task/index.rst.txt
index 8bec93f64..f66256de8 100644
--- a/docs/_sources/autoapi/abacusai/ai_building_task/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/ai_building_task/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.ai_building_task
-=========================
+:py:mod:`abacusai.ai_building_task`
+===================================
 
 .. py:module:: abacusai.ai_building_task
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.ai_building_task.AbstractApiClass
-   abacusai.ai_building_task.AiBuildingTask
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.ai_building_task.AiBuildingTask
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: AiBuildingTask(client, task=None, taskType=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A task for Data Science Co-pilot to help build AI.
 
@@ -41,13 +31,11 @@ Module Contents
    :param taskType: The type of task
    :type taskType: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/algorithm/index.rst.txt b/docs/_sources/autoapi/abacusai/algorithm/index.rst.txt
index a892c4025..90f84a001 100644
--- a/docs/_sources/autoapi/abacusai/algorithm/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/algorithm/index.rst.txt
@@ -1,87 +1,26 @@
-abacusai.algorithm
-==================
+:py:mod:`abacusai.algorithm`
+============================
 
 .. py:module:: abacusai.algorithm
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.algorithm.CodeSource
-   abacusai.algorithm.AbstractApiClass
-   abacusai.algorithm.Algorithm
-
-
 Module Contents
 ---------------
 
-.. py:class:: CodeSource(client, sourceType=None, sourceCode=None, applicationConnectorId=None, applicationConnectorInfo=None, packageRequirements=None, status=None, error=None, publishingMsg=None, moduleDependencies=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Code source for python-based custom feature groups and models
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param sourceType: The type of the source, one of TEXT, PYTHON, FILE_UPLOAD, or APPLICATION_CONNECTOR
-   :type sourceType: str
-   :param sourceCode: If the type of the source is TEXT, the raw text of the function
-   :type sourceCode: str
-   :param applicationConnectorId: The Application Connector to fetch the code from
-   :type applicationConnectorId: str
-   :param applicationConnectorInfo: Args passed to the application connector to fetch the code
-   :type applicationConnectorInfo: str
-   :param packageRequirements: The pip package dependencies required to run the code
-   :type packageRequirements: list
-   :param status: The status of the code and validations
-   :type status: str
-   :param error: If the status is failed, an error message describing what went wrong
-   :type error: str
-   :param publishingMsg: Warnings in the source code
-   :type publishingMsg: dict
-   :param moduleDependencies: The list of internal modules dependencies required to run the code
-   :type moduleDependencies: list
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: import_as_cell()
-
-      Adds the source code as an unexecuted cell in the notebook.
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.algorithm.Algorithm
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: Algorithm(client, name=None, problemType=None, createdAt=None, updatedAt=None, isDefaultEnabled=None, trainingInputMappings=None, trainFunctionName=None, predictFunctionName=None, predictManyFunctionName=None, initializeFunctionName=None, configOptions=None, algorithmId=None, useGpu=None, algorithmTrainingConfig=None, onlyOfflineDeployable=None, codeSource={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Customer created algorithm
 
@@ -120,13 +59,11 @@ Module Contents
    :param codeSource: Info about the source code of the algorithm
    :type codeSource: CodeSource
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/annotation/index.rst.txt b/docs/_sources/autoapi/abacusai/annotation/index.rst.txt
index 71876ca9a..27d376a84 100644
--- a/docs/_sources/autoapi/abacusai/annotation/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/annotation/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.annotation
-===================
+:py:mod:`abacusai.annotation`
+=============================
 
 .. py:module:: abacusai.annotation
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.annotation.AbstractApiClass
-   abacusai.annotation.Annotation
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.annotation.Annotation
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: Annotation(client, annotationType=None, annotationValue=None, comments=None, metadata=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    An Annotation Store Annotation
 
@@ -45,13 +35,11 @@ Module Contents
    :param metadata: Metadata about the annotation.
    :type metadata: dict
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/annotation_config/index.rst.txt b/docs/_sources/autoapi/abacusai/annotation_config/index.rst.txt
index 62a349a4b..f15207608 100644
--- a/docs/_sources/autoapi/abacusai/annotation_config/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/annotation_config/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.annotation_config
-==========================
+:py:mod:`abacusai.annotation_config`
+====================================
 
 .. py:module:: abacusai.annotation_config
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.annotation_config.AbstractApiClass
-   abacusai.annotation_config.AnnotationConfig
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.annotation_config.AnnotationConfig
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: AnnotationConfig(client, featureAnnotationConfigs=None, labels=None, statusFeature=None, commentsFeatures=None, metadataFeature=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Annotation config for a feature group
 
@@ -47,13 +37,11 @@ Module Contents
    :param metadataFeature: Name of the feature that contains the metadata for the annotation (Optional)
    :type metadataFeature: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/annotation_document/index.rst.txt b/docs/_sources/autoapi/abacusai/annotation_document/index.rst.txt
index 09a2188f5..cb5bffaeb 100644
--- a/docs/_sources/autoapi/abacusai/annotation_document/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/annotation_document/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.annotation_document
-============================
+:py:mod:`abacusai.annotation_document`
+======================================
 
 .. py:module:: abacusai.annotation_document
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.annotation_document.AbstractApiClass
-   abacusai.annotation_document.AnnotationDocument
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.annotation_document.AnnotationDocument
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: AnnotationDocument(client, docId=None, featureGroupRowIdentifier=None, featureGroupRowIndex=None, totalRows=None, isAnnotationPresent=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Document to be annotated.
 
@@ -47,13 +37,11 @@ Module Contents
    :param isAnnotationPresent: Whether the document already has an annotation. Returns None if feature group is not under annotations review mode.
    :type isAnnotationPresent: bool
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/annotation_entry/index.rst.txt b/docs/_sources/autoapi/abacusai/annotation_entry/index.rst.txt
index f2989d0c9..ad3459c73 100644
--- a/docs/_sources/autoapi/abacusai/annotation_entry/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/annotation_entry/index.rst.txt
@@ -1,71 +1,26 @@
-abacusai.annotation_entry
-=========================
+:py:mod:`abacusai.annotation_entry`
+===================================
 
 .. py:module:: abacusai.annotation_entry
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.annotation_entry.Annotation
-   abacusai.annotation_entry.AbstractApiClass
-   abacusai.annotation_entry.AnnotationEntry
-
-
 Module Contents
 ---------------
 
-.. py:class:: Annotation(client, annotationType=None, annotationValue=None, comments=None, metadata=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   An Annotation Store Annotation
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param annotationType: A name determining the type of annotation and how to interpret the annotation value data, e.g. as a label, bounding box, etc.
-   :type annotationType: str
-   :param annotationValue: JSON-compatible value of the annotation. The format of the value is determined by the annotation type.
-   :type annotationValue: dict
-   :param comments: Comments about the annotation. This is a dictionary of feature name to the corresponding comment.
-   :type comments: dict
-   :param metadata: Metadata about the annotation.
-   :type metadata: dict
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.annotation_entry.AnnotationEntry
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: AnnotationEntry(client, featureGroupId=None, featureName=None, docId=None, featureGroupRowIdentifier=None, updatedAt=None, annotationEntryMarker=None, status=None, lockedUntil=None, verificationInfo=None, annotation={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    An Annotation Store entry for an Annotation
 
@@ -92,13 +47,11 @@ Module Contents
    :param annotation: json-compatible structure holding the type and value of the annotation.
    :type annotation: Annotation
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/annotations_status/index.rst.txt b/docs/_sources/autoapi/abacusai/annotations_status/index.rst.txt
index 4c8d91574..912bf05fc 100644
--- a/docs/_sources/autoapi/abacusai/annotations_status/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/annotations_status/index.rst.txt
@@ -1,73 +1,26 @@
-abacusai.annotations_status
-===========================
+:py:mod:`abacusai.annotations_status`
+=====================================
 
 .. py:module:: abacusai.annotations_status
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.annotations_status.AnnotationConfig
-   abacusai.annotations_status.AbstractApiClass
-   abacusai.annotations_status.AnnotationsStatus
-
-
 Module Contents
 ---------------
 
-.. py:class:: AnnotationConfig(client, featureAnnotationConfigs=None, labels=None, statusFeature=None, commentsFeatures=None, metadataFeature=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Annotation config for a feature group
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param featureAnnotationConfigs: List of feature annotation configs
-   :type featureAnnotationConfigs: list
-   :param labels: List of labels
-   :type labels: list
-   :param statusFeature: Name of the feature that contains the status of the annotation (Optional)
-   :type statusFeature: str
-   :param commentsFeatures: Features that contain comments for the annotation (Optional)
-   :type commentsFeatures: list
-   :param metadataFeature: Name of the feature that contains the metadata for the annotation (Optional)
-   :type metadataFeature: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.annotations_status.AnnotationsStatus
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: AnnotationsStatus(client, total=None, done=None, inProgress=None, todo=None, latestUpdatedAt=None, isMaterializationNeeded=None, latestMaterializedAnnotationConfig={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    The status of annotations for a feature group
 
@@ -88,13 +41,11 @@ Module Contents
    :param latestMaterializedAnnotationConfig: The annotation config corresponding to the latest materialized feature group
    :type latestMaterializedAnnotationConfig: AnnotationConfig
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/api_class/abstract/index.rst.txt b/docs/_sources/autoapi/abacusai/api_class/abstract/index.rst.txt
index bb0cff810..65fe6f057 100644
--- a/docs/_sources/autoapi/abacusai/api_class/abstract/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/api_class/abstract/index.rst.txt
@@ -1,30 +1,24 @@
-abacusai.api_class.abstract
-===========================
+:py:mod:`abacusai.api_class.abstract`
+=====================================
 
 .. py:module:: abacusai.api_class.abstract
 
 
-Attributes
-----------
-
-.. autoapisummary::
-
-   abacusai.api_class.abstract.FIRST_CAP_RE
-   abacusai.api_class.abstract.ALL_CAP_RE
-
+Module Contents
+---------------
 
 Classes
--------
+~~~~~~~
 
 .. autoapisummary::
 
-   abacusai.api_class.abstract.ApiEnum
    abacusai.api_class.abstract.ApiClass
    abacusai.api_class.abstract._ApiClassFactory
 
 
+
 Functions
----------
+~~~~~~~~~
 
 .. autoapisummary::
 
@@ -34,59 +28,53 @@ Functions
    abacusai.api_class.abstract.get_clean_function_source_code
 
 
-Module Contents
----------------
-
-.. py:class:: ApiEnum
-
-   Bases: :py:obj:`enum.Enum`
-
-
-   Generic enumeration.
-
-   Derive from this class to define new enumerations.
-
-
-   .. py:method:: __eq__(other)
-
-      Return self==value.
-
-
 
-   .. py:method:: __hash__()
+Attributes
+~~~~~~~~~~
 
-      Return hash(self).
+.. autoapisummary::
 
+   abacusai.api_class.abstract.FIRST_CAP_RE
+   abacusai.api_class.abstract.ALL_CAP_RE
 
 
 .. py:data:: FIRST_CAP_RE
 
+   
+
 .. py:data:: ALL_CAP_RE
 
+   
+
 .. py:function:: camel_case(value)
 
+
 .. py:function:: upper_snake_case(value)
 
+
 .. py:function:: snake_case(value)
 
+
 .. py:function:: get_clean_function_source_code(func)
 
+
 .. py:class:: ApiClass
 
-   Bases: :py:obj:`abc.ABC`
 
+   Bases: :py:obj:`abc.ABC`
 
    Helper class that provides a standard way to create an ABC using
    inheritance.
 
-
    .. py:attribute:: _upper_snake_case_keys
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: _support_kwargs
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
@@ -95,13 +83,11 @@ Module Contents
       :classmethod:
 
 
-
    .. py:method:: __str__()
 
       Return str(self).
 
 
-
    .. py:method:: _repr_html_()
 
 
@@ -127,7 +113,6 @@ Module Contents
       This also validates the fields ( type, value, etc ) received in the dictionary.
 
 
-
    .. py:method:: from_dict(input_dict)
       :classmethod:
 
@@ -135,25 +120,23 @@ Module Contents
 
 .. py:class:: _ApiClassFactory
 
-   Bases: :py:obj:`abc.ABC`
 
+   Bases: :py:obj:`abc.ABC`
 
    Helper class that provides a standard way to create an ABC using
    inheritance.
 
-
    .. py:attribute:: config_abstract_class
-      :value: None
-
 
+      
 
    .. py:attribute:: config_class_key
-      :value: None
-
 
+      
 
    .. py:attribute:: config_class_map
 
+      
 
    .. py:method:: from_dict(config)
       :classmethod:
diff --git a/docs/_sources/autoapi/abacusai/api_class/ai_agents/index.rst.txt b/docs/_sources/autoapi/abacusai/api_class/ai_agents/index.rst.txt
index a6b092b6b..cba648f06 100644
--- a/docs/_sources/autoapi/abacusai/api_class/ai_agents/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/api_class/ai_agents/index.rst.txt
@@ -1,15 +1,17 @@
-abacusai.api_class.ai_agents
-============================
+:py:mod:`abacusai.api_class.ai_agents`
+======================================
 
 .. py:module:: abacusai.api_class.ai_agents
 
 
+Module Contents
+---------------
+
 Classes
--------
+~~~~~~~
 
 .. autoapisummary::
 
-   abacusai.api_class.ai_agents.ApiClass
    abacusai.api_class.ai_agents.FieldDescriptor
    abacusai.api_class.ai_agents.WorkflowNodeInputSchema
    abacusai.api_class.ai_agents.WorkflowNodeOutputSchema
@@ -20,85 +22,12 @@ Classes
    abacusai.api_class.ai_agents.WorkflowGraph
 
 
-Functions
----------
-
-.. autoapisummary::
-
-   abacusai.api_class.ai_agents.get_clean_function_source_code
-
-
-Module Contents
----------------
-
-.. py:class:: ApiClass
-
-   Bases: :py:obj:`abc.ABC`
-
-
-   Helper class that provides a standard way to create an ABC using
-   inheritance.
-
-
-   .. py:attribute:: _upper_snake_case_keys
-      :type:  bool
-
 
-   .. py:attribute:: _support_kwargs
-      :type:  bool
-
-
-   .. py:method:: __post_init__()
-
-
-   .. py:method:: _get_builder()
-      :classmethod:
-
-
-
-   .. py:method:: __str__()
-
-      Return str(self).
-
-
-
-   .. py:method:: _repr_html_()
-
-
-   .. py:method:: __getitem__(item)
-
-
-   .. py:method:: __setitem__(item, value)
-
-
-   .. py:method:: _unset_item(item)
-
-
-   .. py:method:: get(item, default = None)
-
-
-   .. py:method:: pop(item, default = NotImplemented)
-
-
-   .. py:method:: to_dict()
-
-      Standardizes converting an ApiClass to dictionary.
-      Keys of response dictionary are converted to camel case.
-      This also validates the fields ( type, value, etc ) received in the dictionary.
-
-
-
-   .. py:method:: from_dict(input_dict)
-      :classmethod:
-
-
-
-.. py:function:: get_clean_function_source_code(func)
 
 .. py:class:: FieldDescriptor
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    Configs for vector store indexing.
 
@@ -111,43 +40,48 @@ Module Contents
    :param type: The type of this field. If not provided, the default type is STRING.
    :type type: FieldDescriptorType
 
-
    .. py:attribute:: field
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: description
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: example_extraction
-      :type:  Union[str, int, bool, float, list, dict]
+      :type: Union[str, int, bool, float, list, dict]
 
+      
 
    .. py:attribute:: type
-      :type:  abacusai.api_class.enums.FieldDescriptorType
+      :type: abacusai.api_class.enums.FieldDescriptorType
+
+      
 
 
 .. py:class:: WorkflowNodeInputSchema
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    A react-jsonschema-form conformant schema for workflow node input.
 
-   :param json_schema: The json schema for the input conformant to react-jsonschema-form specification. Must define keys like "title", "type" and "properties". Supported elements - Checkbox, Radio Button, Dropdown, Textarea, Number, Date, File Upload. Not supported - Nested elements, arrays and other complex types.
+   :param json_schema: The json schema for the input conformant to react-jsonschema-form specification. Must define keys like "title", "type" and "properties". Supported elements - Checkbox, Radio Button, Dropdown, Textarea, Number, Date, file upload. Not supported - Nested elements, arrays and other complex types.
    :type json_schema: dict
    :param ui_schema: The ui schema for the input conformant to react-jsonschema-form specification.
    :type ui_schema: dict
 
-
    .. py:attribute:: json_schema
-      :type:  dict
+      :type: dict
 
+      
 
    .. py:attribute:: ui_schema
-      :type:  dict
+      :type: dict
 
+      
 
    .. py:method:: to_dict()
 
@@ -156,7 +90,6 @@ Module Contents
       This also validates the fields ( type, value, etc ) received in the dictionary.
 
 
-
    .. py:method:: from_dict(schema)
       :classmethod:
 
@@ -164,18 +97,18 @@ Module Contents
 
 .. py:class:: WorkflowNodeOutputSchema
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    A react-jsonschema-form schema for a workflow node output.
 
    :param json_schema: The json schema for the output conformant to react-jsonschema-form specification.
    :type json_schema: dict
 
-
    .. py:attribute:: json_schema
-      :type:  dict
+      :type: dict
 
+      
 
    .. py:method:: to_dict()
 
@@ -184,7 +117,6 @@ Module Contents
       This also validates the fields ( type, value, etc ) received in the dictionary.
 
 
-
    .. py:method:: from_dict(schema)
       :classmethod:
 
@@ -192,8 +124,8 @@ Module Contents
 
 .. py:class:: WorkflowNodeInputMapping
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    A mapping of input to a workflow node.
 
@@ -209,22 +141,25 @@ Module Contents
    :param is_required: Whether the input is required. Defaults to True
    :type is_required: bool
 
-
    .. py:attribute:: name
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: variable_type
-      :type:  abacusai.api_class.enums.WorkflowNodeInputType
+      :type: abacusai.api_class.enums.WorkflowNodeInputType
 
+      
 
    .. py:attribute:: variable_source
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: is_required
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: to_dict()
 
@@ -233,7 +168,6 @@ Module Contents
       This also validates the fields ( type, value, etc ) received in the dictionary.
 
 
-
    .. py:method:: from_dict(mapping)
       :classmethod:
 
@@ -241,8 +175,8 @@ Module Contents
 
 .. py:class:: WorkflowNodeOutputMapping
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    A mapping of output to a workflow node.
 
@@ -251,14 +185,15 @@ Module Contents
    :param variable_type: The type of the output.
    :type variable_type: WorkflowNodeOutputType
 
-
    .. py:attribute:: name
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: variable_type
-      :type:  abacusai.api_class.enums.WorkflowNodeOutputType
+      :type: abacusai.api_class.enums.WorkflowNodeOutputType
 
+      
 
    .. py:method:: to_dict()
 
@@ -267,7 +202,6 @@ Module Contents
       This also validates the fields ( type, value, etc ) received in the dictionary.
 
 
-
    .. py:method:: from_dict(mapping)
       :classmethod:
 
@@ -275,8 +209,8 @@ Module Contents
 
 .. py:class:: WorkflowGraphNode(name, input_mappings, output_mappings, function = None, function_name = None, source_code = None, input_schema = None, output_schema = None, package_requirements = None)
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    A node in an Agent workflow graph.
 
@@ -295,7 +229,6 @@ Module Contents
    :param package_requirements: List of package requirements for the node.
    :type package_requirements: list
 
-
    .. py:method:: to_dict()
 
       Standardizes converting an ApiClass to dictionary.
@@ -303,7 +236,6 @@ Module Contents
       This also validates the fields ( type, value, etc ) received in the dictionary.
 
 
-
    .. py:method:: from_dict(node)
       :classmethod:
 
@@ -311,8 +243,8 @@ Module Contents
 
 .. py:class:: WorkflowGraphEdge
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    An edge in an Agent workflow graph.
 
@@ -323,26 +255,29 @@ Module Contents
    :param details: Additional details about the edge.
    :type details: dict
 
-
    .. py:attribute:: source
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: target
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: details
-      :type:  dict
+      :type: dict
 
+      
 
    .. py:method:: to_nx_edge()
 
 
+
 .. py:class:: WorkflowGraph
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    An Agent workflow graph. The edges define the node invokation order. The workflow must follow linear invokation order.
 
@@ -351,14 +286,15 @@ Module Contents
    :param edges: A list of edges in the workflow graph, where each edge is a tuple of source, target and details.
    :type edges: List[WorkflowGraphEdge]
 
-
    .. py:attribute:: nodes
-      :type:  List[WorkflowGraphNode]
+      :type: List[WorkflowGraphNode]
 
+      
 
    .. py:attribute:: edges
-      :type:  List[WorkflowGraphEdge]
+      :type: List[WorkflowGraphEdge]
 
+      
 
    .. py:method:: to_dict()
 
@@ -367,7 +303,6 @@ Module Contents
       This also validates the fields ( type, value, etc ) received in the dictionary.
 
 
-
    .. py:method:: from_dict(graph)
       :classmethod:
 
diff --git a/docs/_sources/autoapi/abacusai/api_class/ai_chat/index.rst.txt b/docs/_sources/autoapi/abacusai/api_class/ai_chat/index.rst.txt
index 01bfda15a..18160a843 100644
--- a/docs/_sources/autoapi/abacusai/api_class/ai_chat/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/api_class/ai_chat/index.rst.txt
@@ -1,87 +1,26 @@
-abacusai.api_class.ai_chat
-==========================
+:py:mod:`abacusai.api_class.ai_chat`
+====================================
 
 .. py:module:: abacusai.api_class.ai_chat
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.api_class.ai_chat.ApiClass
-   abacusai.api_class.ai_chat.HotkeyPrompt
-
-
 Module Contents
 ---------------
 
-.. py:class:: ApiClass
-
-   Bases: :py:obj:`abc.ABC`
-
-
-   Helper class that provides a standard way to create an ABC using
-   inheritance.
-
-
-   .. py:attribute:: _upper_snake_case_keys
-      :type:  bool
-
-
-   .. py:attribute:: _support_kwargs
-      :type:  bool
-
-
-   .. py:method:: __post_init__()
-
-
-   .. py:method:: _get_builder()
-      :classmethod:
-
-
-
-   .. py:method:: __str__()
-
-      Return str(self).
-
-
-
-   .. py:method:: _repr_html_()
-
-
-   .. py:method:: __getitem__(item)
-
-
-   .. py:method:: __setitem__(item, value)
-
-
-   .. py:method:: _unset_item(item)
-
-
-   .. py:method:: get(item, default = None)
-
-
-   .. py:method:: pop(item, default = NotImplemented)
-
-
-   .. py:method:: to_dict()
-
-      Standardizes converting an ApiClass to dictionary.
-      Keys of response dictionary are converted to camel case.
-      This also validates the fields ( type, value, etc ) received in the dictionary.
+Classes
+~~~~~~~
 
+.. autoapisummary::
 
+   abacusai.api_class.ai_chat.HotkeyPrompt
 
-   .. py:method:: from_dict(input_dict)
-      :classmethod:
 
 
 
 .. py:class:: HotkeyPrompt
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    A config class for a Data Science Co-Pilot Hotkey
 
@@ -90,20 +29,24 @@ Module Contents
    :param title: A short, descriptive title for the prompt. If not provided, one will be automatically generated.
    :type title: str
 
-
    .. py:attribute:: prompt
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: title
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: disable_problem_type_context
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: ignore_history
-      :type:  bool
+      :type: bool
+
+      
 
 
diff --git a/docs/_sources/autoapi/abacusai/api_class/batch_prediction/index.rst.txt b/docs/_sources/autoapi/abacusai/api_class/batch_prediction/index.rst.txt
index 85ff2a9c1..b4a37f05e 100644
--- a/docs/_sources/autoapi/abacusai/api_class/batch_prediction/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/api_class/batch_prediction/index.rst.txt
@@ -1,16 +1,17 @@
-abacusai.api_class.batch_prediction
-===================================
+:py:mod:`abacusai.api_class.batch_prediction`
+=============================================
 
 .. py:module:: abacusai.api_class.batch_prediction
 
 
+Module Contents
+---------------
+
 Classes
--------
+~~~~~~~
 
 .. autoapisummary::
 
-   abacusai.api_class.batch_prediction.ApiClass
-   abacusai.api_class.batch_prediction._ApiClassFactory
    abacusai.api_class.batch_prediction.BatchPredictionArgs
    abacusai.api_class.batch_prediction.ForecastingBatchPredictionArgs
    abacusai.api_class.batch_prediction.NamedEntityExtractionBatchPredictionArgs
@@ -24,117 +25,29 @@ Classes
    abacusai.api_class.batch_prediction._BatchPredictionArgsFactory
 
 
-Module Contents
----------------
-
-.. py:class:: ApiClass
-
-   Bases: :py:obj:`abc.ABC`
-
-
-   Helper class that provides a standard way to create an ABC using
-   inheritance.
-
-
-   .. py:attribute:: _upper_snake_case_keys
-      :type:  bool
-
-
-   .. py:attribute:: _support_kwargs
-      :type:  bool
-
-
-   .. py:method:: __post_init__()
-
-
-   .. py:method:: _get_builder()
-      :classmethod:
-
-
-
-   .. py:method:: __str__()
-
-      Return str(self).
-
-
-
-   .. py:method:: _repr_html_()
-
-
-   .. py:method:: __getitem__(item)
-
-
-   .. py:method:: __setitem__(item, value)
-
-
-   .. py:method:: _unset_item(item)
-
-
-   .. py:method:: get(item, default = None)
-
-
-   .. py:method:: pop(item, default = NotImplemented)
-
-
-   .. py:method:: to_dict()
-
-      Standardizes converting an ApiClass to dictionary.
-      Keys of response dictionary are converted to camel case.
-      This also validates the fields ( type, value, etc ) received in the dictionary.
-
-
-
-   .. py:method:: from_dict(input_dict)
-      :classmethod:
-
-
-
-.. py:class:: _ApiClassFactory
-
-   Bases: :py:obj:`abc.ABC`
-
-
-   Helper class that provides a standard way to create an ABC using
-   inheritance.
-
-
-   .. py:attribute:: config_abstract_class
-      :value: None
-
-
-
-   .. py:attribute:: config_class_key
-      :value: None
-
-
-
-   .. py:attribute:: config_class_map
-
-
-   .. py:method:: from_dict(config)
-      :classmethod:
-
 
 
 .. py:class:: BatchPredictionArgs
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    An abstract class for Batch Prediction args specific to problem type.
 
-
    .. py:attribute:: _support_kwargs
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: kwargs
-      :type:  dict
+      :type: dict
 
+      
 
    .. py:attribute:: problem_type
-      :type:  abacusai.api_class.enums.ProblemType
+      :type: abacusai.api_class.enums.ProblemType
 
+      
 
    .. py:method:: _get_builder()
       :classmethod:
@@ -143,8 +56,8 @@ Module Contents
 
 .. py:class:: ForecastingBatchPredictionArgs
 
-   Bases: :py:obj:`BatchPredictionArgs`
 
+   Bases: :py:obj:`BatchPredictionArgs`
 
    Batch Prediction Config for the FORECASTING problem type
 
@@ -165,64 +78,73 @@ Module Contents
    :param create_monitor: Controls whether to automatically create a monitor to calculate the drift each time the batch prediction is run. Defaults to true if not specified.
    :type create_monitor: bool
 
-
    .. py:attribute:: for_eval
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: predictions_start_date
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: use_prediction_offset
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: start_date_offset
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: forecasting_horizon
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: item_attributes_to_include_in_the_result
-      :type:  list
+      :type: list
 
+      
 
    .. py:attribute:: explain_predictions
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: create_monitor
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: NamedEntityExtractionBatchPredictionArgs
 
-   Bases: :py:obj:`BatchPredictionArgs`
 
+   Bases: :py:obj:`BatchPredictionArgs`
 
    Batch Prediction Config for the NAMED_ENTITY_EXTRACTION problem type
 
    :param for_eval: If True, the test fold which was created during training and used for metrics calculation will be used as input data. These predictions are hence, used for model evaluation.
    :type for_eval: bool
 
-
    .. py:attribute:: for_eval
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: PersonalizationBatchPredictionArgs
 
-   Bases: :py:obj:`BatchPredictionArgs`
 
+   Bases: :py:obj:`BatchPredictionArgs`
 
    Batch Prediction Config for the PERSONALIZATION problem type
 
@@ -235,30 +157,34 @@ Module Contents
    :param score_field: If specified, relative item scores will be returned using a field with this name
    :type score_field: str
 
-
    .. py:attribute:: for_eval
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: number_of_items
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: item_attributes_to_include_in_the_result
-      :type:  list
+      :type: list
 
+      
 
    .. py:attribute:: score_field
-      :type:  str
+      :type: str
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: PredictiveModelingBatchPredictionArgs
 
-   Bases: :py:obj:`BatchPredictionArgs`
 
+   Bases: :py:obj:`BatchPredictionArgs`
 
    Batch Prediction Config for the PREDICTIVE_MODELING problem type
 
@@ -287,62 +213,74 @@ Module Contents
    :param create_monitor: Controls whether to automatically create a monitor to calculate the drift each time the batch prediction is run. Defaults to true if not specified.
    :type create_monitor: bool
 
-
    .. py:attribute:: for_eval
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: explainer_type
-      :type:  abacusai.api_class.enums.ExplainerType
+      :type: abacusai.api_class.enums.ExplainerType
 
+      
 
    .. py:attribute:: number_of_samples_to_use_for_explainer
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: include_multi_class_explanations
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: features_considered_constant_for_explanations
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: importance_of_records_in_nested_columns
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: explanation_filter_lower_bound
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: explanation_filter_upper_bound
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: explanation_filter_label
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: output_columns
-      :type:  list
+      :type: list
 
+      
 
    .. py:attribute:: explain_predictions
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: create_monitor
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: PretrainedModelsBatchPredictionArgs
 
-   Bases: :py:obj:`BatchPredictionArgs`
 
+   Bases: :py:obj:`BatchPredictionArgs`
 
    Batch Prediction Config for the PRETRAINED_MODELS problem type
 
@@ -353,26 +291,29 @@ Module Contents
    :param channel_id_to_label_map: JSON string for the map from channel ids to their labels.
    :type channel_id_to_label_map: str
 
-
    .. py:attribute:: for_eval
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: files_output_location_prefix
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: channel_id_to_label_map
-      :type:  str
+      :type: str
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: SentenceBoundaryDetectionBatchPredictionArgs
 
-   Bases: :py:obj:`BatchPredictionArgs`
 
+   Bases: :py:obj:`BatchPredictionArgs`
 
    Batch Prediction Config for the SENTENCE_BOUNDARY_DETECTION problem type
 
@@ -381,22 +322,24 @@ Module Contents
    :param explode_output: Explode data so there is one sentence per row.
    :type explode_output: bool
 
-
    .. py:attribute:: for_eval
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: explode_output
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: ThemeAnalysisBatchPredictionArgs
 
-   Bases: :py:obj:`BatchPredictionArgs`
 
+   Bases: :py:obj:`BatchPredictionArgs`
 
    Batch Prediction Config for the THEME_ANALYSIS problem type
 
@@ -409,48 +352,53 @@ Module Contents
    :param analysis_days: How many days to analyze.
    :type analysis_days: int
 
-
    .. py:attribute:: for_eval
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: analysis_frequency
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: start_date
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: analysis_days
-      :type:  int
+      :type: int
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: ChatLLMBatchPredictionArgs
 
-   Bases: :py:obj:`BatchPredictionArgs`
 
+   Bases: :py:obj:`BatchPredictionArgs`
 
    Batch Prediction Config for the ChatLLM problem type
 
    :param for_eval: If True, the test fold which was created during training and used for metrics calculation will be used as input data. These predictions are hence, used for model evaluation.
    :type for_eval: bool
 
-
    .. py:attribute:: for_eval
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: TrainablePlugAndPlayBatchPredictionArgs
 
-   Bases: :py:obj:`BatchPredictionArgs`
 
+   Bases: :py:obj:`BatchPredictionArgs`
 
    Batch Prediction Config for the TrainablePlugAndPlay problem type
 
@@ -459,35 +407,39 @@ Module Contents
    :param create_monitor: Controls whether to automatically create a monitor to calculate the drift each time the batch prediction is run. Defaults to true if not specified.
    :type create_monitor: bool
 
-
    .. py:attribute:: for_eval
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: create_monitor
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: _BatchPredictionArgsFactory
 
-   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
+   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
    Helper class that provides a standard way to create an ABC using
    inheritance.
 
-
    .. py:attribute:: config_abstract_class
 
+      
 
    .. py:attribute:: config_class_key
       :value: 'problem_type'
 
-
+      
 
    .. py:attribute:: config_class_map
 
+      
+
 
diff --git a/docs/_sources/autoapi/abacusai/api_class/blob_input/index.rst.txt b/docs/_sources/autoapi/abacusai/api_class/blob_input/index.rst.txt
index 439aa01ca..e408107e6 100644
--- a/docs/_sources/autoapi/abacusai/api_class/blob_input/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/api_class/blob_input/index.rst.txt
@@ -1,89 +1,29 @@
-abacusai.api_class.blob_input
-=============================
+:py:mod:`abacusai.api_class.blob_input`
+=======================================
 
 .. py:module:: abacusai.api_class.blob_input
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.api_class.blob_input.ApiClass
-   abacusai.api_class.blob_input.BlobInput
-
-
 Module Contents
 ---------------
 
-.. py:class:: ApiClass
-
-   Bases: :py:obj:`abc.ABC`
-
-
-   Helper class that provides a standard way to create an ABC using
-   inheritance.
-
-
-   .. py:attribute:: _upper_snake_case_keys
-      :type:  bool
-
-
-   .. py:attribute:: _support_kwargs
-      :type:  bool
-
-
-   .. py:method:: __post_init__()
-
-
-   .. py:method:: _get_builder()
-      :classmethod:
-
-
-
-   .. py:method:: __str__()
-
-      Return str(self).
-
-
-
-   .. py:method:: _repr_html_()
-
-
-   .. py:method:: __getitem__(item)
-
-
-   .. py:method:: __setitem__(item, value)
-
-
-   .. py:method:: _unset_item(item)
-
-
-   .. py:method:: get(item, default = None)
-
-
-   .. py:method:: pop(item, default = NotImplemented)
-
-
-   .. py:method:: to_dict()
+Classes
+~~~~~~~
 
-      Standardizes converting an ApiClass to dictionary.
-      Keys of response dictionary are converted to camel case.
-      This also validates the fields ( type, value, etc ) received in the dictionary.
+.. autoapisummary::
 
+   abacusai.api_class.blob_input.Blob
+   abacusai.api_class.blob_input.BlobInput
 
 
-   .. py:method:: from_dict(input_dict)
-      :classmethod:
 
 
+.. py:class:: Blob(contents, mime_type = None, filename = None, size = None)
 
-.. py:class:: BlobInput
 
    Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
-
-   Binary large object input data.
+   Binary large object data.
 
    :param filename: The original filename of the blob.
    :type filename: str
@@ -94,30 +34,41 @@ Module Contents
    :param size: The size of the blob in bytes.
    :type size: int
 
-
    .. py:attribute:: filename
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: contents
-      :type:  bytes
+      :type: bytes
 
+      
 
    .. py:attribute:: mime_type
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: size
-      :type:  int
+      :type: int
 
+      
 
    .. py:method:: from_local_file(file_path)
       :classmethod:
 
 
-
    .. py:method:: from_contents(contents, filename = None, mime_type = None)
       :classmethod:
 
 
 
+.. py:class:: BlobInput(filename = None, contents = None, mime_type = None, size = None)
+
+
+   Bases: :py:obj:`Blob`
+
+   Binary large object data.
+   An alias for Blob, used to indicate that this is an input object.
+
+
diff --git a/docs/_sources/autoapi/abacusai/api_class/connectors/index.rst.txt b/docs/_sources/autoapi/abacusai/api_class/connectors/index.rst.txt
index afeddc05b..50fbffbc5 100644
--- a/docs/_sources/autoapi/abacusai/api_class/connectors/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/api_class/connectors/index.rst.txt
@@ -1,80 +1,38 @@
-abacusai.api_class.connectors
-=============================
+:py:mod:`abacusai.api_class.connectors`
+=======================================
 
 .. py:module:: abacusai.api_class.connectors
 
 
+Module Contents
+---------------
+
 Classes
--------
+~~~~~~~
 
 .. autoapisummary::
 
-   abacusai.api_class.connectors._ApiClassFactory
-   abacusai.api_class.connectors.DatasetConfig
    abacusai.api_class.connectors.StreamingConnectorDatasetConfig
    abacusai.api_class.connectors.KafkaDatasetConfig
    abacusai.api_class.connectors._StreamingConnectorDatasetConfigFactory
 
 
-Module Contents
----------------
-
-.. py:class:: _ApiClassFactory
-
-   Bases: :py:obj:`abc.ABC`
-
-
-   Helper class that provides a standard way to create an ABC using
-   inheritance.
-
-
-   .. py:attribute:: config_abstract_class
-      :value: None
-
-
-
-   .. py:attribute:: config_class_key
-      :value: None
-
-
-
-   .. py:attribute:: config_class_map
-
-
-   .. py:method:: from_dict(config)
-      :classmethod:
-
-
-
-.. py:class:: DatasetConfig
-
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
-
-
-   An abstract class for dataset configs
-
-   :param is_documentset: Whether the dataset is a document set
-   :type is_documentset: bool
-
-
-   .. py:attribute:: is_documentset
-      :type:  bool
 
 
 .. py:class:: StreamingConnectorDatasetConfig
 
-   Bases: :py:obj:`abacusai.api_class.dataset.DatasetConfig`
 
+   Bases: :py:obj:`abacusai.api_class.dataset.DatasetConfig`
 
    An abstract class for dataset configs specific to streaming connectors.
 
    :param streaming_connector_type: The type of streaming connector
    :type streaming_connector_type: StreamingConnectorType
 
-
    .. py:attribute:: streaming_connector_type
-      :type:  abacusai.api_class.enums.StreamingConnectorType
+      :type: abacusai.api_class.enums.StreamingConnectorType
 
+      
 
    .. py:method:: _get_builder()
       :classmethod:
@@ -83,39 +41,42 @@ Module Contents
 
 .. py:class:: KafkaDatasetConfig
 
-   Bases: :py:obj:`StreamingConnectorDatasetConfig`
 
+   Bases: :py:obj:`StreamingConnectorDatasetConfig`
 
    Dataset config for Kafka Streaming Connector
 
    :param topic: The kafka topic to consume
    :type topic: str
 
-
    .. py:attribute:: topic
-      :type:  str
+      :type: str
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: _StreamingConnectorDatasetConfigFactory
 
-   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
+   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
    Helper class that provides a standard way to create an ABC using
    inheritance.
 
-
    .. py:attribute:: config_abstract_class
 
+      
 
    .. py:attribute:: config_class_key
       :value: 'streaming_connector_type'
 
-
+      
 
    .. py:attribute:: config_class_map
 
+      
+
 
diff --git a/docs/_sources/autoapi/abacusai/api_class/dataset/index.rst.txt b/docs/_sources/autoapi/abacusai/api_class/dataset/index.rst.txt
index 4fe0a3943..6ad0b4469 100644
--- a/docs/_sources/autoapi/abacusai/api_class/dataset/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/api_class/dataset/index.rst.txt
@@ -1,16 +1,17 @@
-abacusai.api_class.dataset
-==========================
+:py:mod:`abacusai.api_class.dataset`
+====================================
 
 .. py:module:: abacusai.api_class.dataset
 
 
+Module Contents
+---------------
+
 Classes
--------
+~~~~~~~
 
 .. autoapisummary::
 
-   abacusai.api_class.dataset.ApiClass
-   abacusai.api_class.dataset.OcrMode
    abacusai.api_class.dataset.DatasetConfig
    abacusai.api_class.dataset.ParsingConfig
    abacusai.api_class.dataset.DocumentProcessingConfig
@@ -18,130 +19,28 @@ Classes
    abacusai.api_class.dataset.IncrementalDatabaseConnectorConfig
 
 
-Module Contents
----------------
-
-.. py:class:: ApiClass
-
-   Bases: :py:obj:`abc.ABC`
-
-
-   Helper class that provides a standard way to create an ABC using
-   inheritance.
-
-
-   .. py:attribute:: _upper_snake_case_keys
-      :type:  bool
-
-
-   .. py:attribute:: _support_kwargs
-      :type:  bool
-
-
-   .. py:method:: __post_init__()
-
-
-   .. py:method:: _get_builder()
-      :classmethod:
-
-
-
-   .. py:method:: __str__()
-
-      Return str(self).
-
-
-
-   .. py:method:: _repr_html_()
-
-
-   .. py:method:: __getitem__(item)
-
-
-   .. py:method:: __setitem__(item, value)
-
-
-   .. py:method:: _unset_item(item)
-
-
-   .. py:method:: get(item, default = None)
-
-
-   .. py:method:: pop(item, default = NotImplemented)
-
-
-   .. py:method:: to_dict()
-
-      Standardizes converting an ApiClass to dictionary.
-      Keys of response dictionary are converted to camel case.
-      This also validates the fields ( type, value, etc ) received in the dictionary.
-
-
-
-   .. py:method:: from_dict(input_dict)
-      :classmethod:
-
-
-
-.. py:class:: OcrMode
-
-   Bases: :py:obj:`ApiEnum`
-
-
-   Generic enumeration.
-
-   Derive from this class to define new enumerations.
-
-
-   .. py:attribute:: DEFAULT
-      :value: 'DEFAULT'
-
-
-
-   .. py:attribute:: LAYOUT
-      :value: 'LAYOUT'
-
-
-
-   .. py:attribute:: SCANNED
-      :value: 'SCANNED'
-
-
-
-   .. py:attribute:: COMPREHENSIVE
-      :value: 'COMPREHENSIVE'
-
-
-
-   .. py:attribute:: COMPREHENSIVE_V2
-      :value: 'COMPREHENSIVE_V2'
-
-
-
-   .. py:attribute:: COMPREHENSIVE_TABLE_MD
-      :value: 'COMPREHENSIVE_TABLE_MD'
-
 
 
 .. py:class:: DatasetConfig
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    An abstract class for dataset configs
 
    :param is_documentset: Whether the dataset is a document set
    :type is_documentset: bool
 
-
    .. py:attribute:: is_documentset
-      :type:  bool
+      :type: bool
+
+      
 
 
 .. py:class:: ParsingConfig
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    Custom config for dataset parsing.
 
@@ -152,23 +51,26 @@ Module Contents
    :param file_path_with_schema: Path to the file with schema. Defaults to None.
    :type file_path_with_schema: str
 
-
    .. py:attribute:: escape
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: csv_delimiter
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: file_path_with_schema
-      :type:  str
+      :type: str
+
+      
 
 
 .. py:class:: DocumentProcessingConfig
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    Document processing configuration.
 
@@ -184,46 +86,54 @@ Module Contents
    :type remove_watermarks: bool
    :param convert_to_markdown: Whether to convert extracted text to markdown. Defaults to False. This option only takes effect when extract_bounding_boxes is True.
    :type convert_to_markdown: bool
-
+   :param return_links: Whether to augment the extracted text with embedded URLs in the PDF. Defaults to False. This option only takes effect when the document is a PDF.
+   :type return_links: bool
 
    .. py:attribute:: extract_bounding_boxes
-      :type:  bool
+      :type: bool
       :value: False
 
-
+      
 
    .. py:attribute:: ocr_mode
-      :type:  abacusai.api_class.enums.OcrMode
+      :type: abacusai.api_class.enums.OcrMode
 
+      
 
    .. py:attribute:: use_full_ocr
-      :type:  bool
-      :value: None
-
+      :type: bool
 
+      
 
    .. py:attribute:: remove_header_footer
-      :type:  bool
+      :type: bool
       :value: False
 
-
+      
 
    .. py:attribute:: remove_watermarks
-      :type:  bool
+      :type: bool
       :value: True
 
-
+      
 
    .. py:attribute:: convert_to_markdown
-      :type:  bool
+      :type: bool
+      :value: False
+
+      
+
+   .. py:attribute:: return_links
+      :type: bool
       :value: False
 
+      
 
 
 .. py:class:: DatasetDocumentProcessingConfig
 
-   Bases: :py:obj:`DocumentProcessingConfig`
 
+   Bases: :py:obj:`DocumentProcessingConfig`
 
    Document processing configuration for dataset imports.
 
@@ -242,25 +152,25 @@ Module Contents
    :param page_text_column: Name of the output column which contains the extracted text for each page. If not provided, no column will be created.
    :type page_text_column: str
 
-
    .. py:attribute:: page_text_column
-      :type:  str
-      :value: None
+      :type: str
 
+      
 
 
 .. py:class:: IncrementalDatabaseConnectorConfig
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    Config information for incremental datasets from database connectors
 
    :param timestamp_column: If dataset is incremental, this is the column name of the required column in the dataset. This column must contain timestamps in descending order which are used to determine the increments of the incremental dataset.
    :type timestamp_column: str
 
-
    .. py:attribute:: timestamp_column
-      :type:  str
+      :type: str
+
+      
 
 
diff --git a/docs/_sources/autoapi/abacusai/api_class/dataset_application_connector/index.rst.txt b/docs/_sources/autoapi/abacusai/api_class/dataset_application_connector/index.rst.txt
index bdbfdab5d..bb9c6a19d 100644
--- a/docs/_sources/autoapi/abacusai/api_class/dataset_application_connector/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/api_class/dataset_application_connector/index.rst.txt
@@ -1,16 +1,17 @@
-abacusai.api_class.dataset_application_connector
-================================================
+:py:mod:`abacusai.api_class.dataset_application_connector`
+==========================================================
 
 .. py:module:: abacusai.api_class.dataset_application_connector
 
 
+Module Contents
+---------------
+
 Classes
--------
+~~~~~~~
 
 .. autoapisummary::
 
-   abacusai.api_class.dataset_application_connector._ApiClassFactory
-   abacusai.api_class.dataset_application_connector.DatasetConfig
    abacusai.api_class.dataset_application_connector.ApplicationConnectorDatasetConfig
    abacusai.api_class.dataset_application_connector.ConfluenceDatasetConfig
    abacusai.api_class.dataset_application_connector.GoogleAnalyticsDatasetConfig
@@ -24,65 +25,22 @@ Classes
    abacusai.api_class.dataset_application_connector._ApplicationConnectorDatasetConfigFactory
 
 
-Module Contents
----------------
-
-.. py:class:: _ApiClassFactory
-
-   Bases: :py:obj:`abc.ABC`
-
-
-   Helper class that provides a standard way to create an ABC using
-   inheritance.
-
-
-   .. py:attribute:: config_abstract_class
-      :value: None
-
-
-
-   .. py:attribute:: config_class_key
-      :value: None
-
-
-
-   .. py:attribute:: config_class_map
-
-
-   .. py:method:: from_dict(config)
-      :classmethod:
-
-
-
-.. py:class:: DatasetConfig
-
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
-
-
-   An abstract class for dataset configs
-
-   :param is_documentset: Whether the dataset is a document set
-   :type is_documentset: bool
-
-
-   .. py:attribute:: is_documentset
-      :type:  bool
 
 
 .. py:class:: ApplicationConnectorDatasetConfig
 
-   Bases: :py:obj:`abacusai.api_class.dataset.DatasetConfig`
 
+   Bases: :py:obj:`abacusai.api_class.dataset.DatasetConfig`
 
    An abstract class for dataset configs specific to application connectors.
 
    :param application_connector_type: The type of application connector
    :type application_connector_type: enums.ApplicationConnectorType
 
-
    .. py:attribute:: application_connector_type
-      :type:  abacusai.api_class.enums.ApplicationConnectorType
+      :type: abacusai.api_class.enums.ApplicationConnectorType
 
+      
 
    .. py:method:: _get_builder()
       :classmethod:
@@ -91,8 +49,8 @@ Module Contents
 
 .. py:class:: ConfluenceDatasetConfig
 
-   Bases: :py:obj:`ApplicationConnectorDatasetConfig`
 
+   Bases: :py:obj:`ApplicationConnectorDatasetConfig`
 
    Dataset config for Confluence Application Connector
    :param location: The location of the pages to fetch
@@ -104,30 +62,34 @@ Module Contents
    :param extract_bounding_boxes: Whether to extract bounding boxes from the documents
    :type extract_bounding_boxes: bool
 
-
    .. py:attribute:: location
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: pull_attachments
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: space_key
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: extract_bounding_boxes
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: GoogleAnalyticsDatasetConfig
 
-   Bases: :py:obj:`ApplicationConnectorDatasetConfig`
 
+   Bases: :py:obj:`ApplicationConnectorDatasetConfig`
 
    Dataset config for Google Analytics Application Connector
 
@@ -138,26 +100,29 @@ Module Contents
    :param end_timestamp: Unix timestamp of the end of the period that will be queried
    :type end_timestamp: int
 
-
    .. py:attribute:: location
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: start_timestamp
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: end_timestamp
-      :type:  int
+      :type: int
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: GoogleDriveDatasetConfig
 
-   Bases: :py:obj:`ApplicationConnectorDatasetConfig`
 
+   Bases: :py:obj:`ApplicationConnectorDatasetConfig`
 
    Dataset config for Google Drive Application Connector
 
@@ -170,30 +135,34 @@ Module Contents
    :param merge_file_schemas: Signifies if the merge file schema policy is enabled. Not applicable if is_documentset is True
    :type merge_file_schemas: bool
 
-
    .. py:attribute:: location
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: csv_delimiter
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: extract_bounding_boxes
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: merge_file_schemas
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: JiraDatasetConfig
 
-   Bases: :py:obj:`ApplicationConnectorDatasetConfig`
 
+   Bases: :py:obj:`ApplicationConnectorDatasetConfig`
 
    Dataset config for Jira Application Connector
 
@@ -206,30 +175,34 @@ Module Contents
    :param include_watchers: Fetch watchers for each issue
    :type include_watchers: bool
 
-
    .. py:attribute:: jql
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: custom_fields
-      :type:  list
+      :type: list
 
+      
 
    .. py:attribute:: include_comments
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: include_watchers
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: OneDriveDatasetConfig
 
-   Bases: :py:obj:`ApplicationConnectorDatasetConfig`
 
+   Bases: :py:obj:`ApplicationConnectorDatasetConfig`
 
    Dataset config for OneDrive Application Connector
 
@@ -242,30 +215,34 @@ Module Contents
    :param merge_file_schemas: Signifies if the merge file schema policy is enabled. Not applicable if is_documentset is True
    :type merge_file_schemas: bool
 
-
    .. py:attribute:: location
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: csv_delimiter
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: extract_bounding_boxes
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: merge_file_schemas
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: SharepointDatasetConfig
 
-   Bases: :py:obj:`ApplicationConnectorDatasetConfig`
 
+   Bases: :py:obj:`ApplicationConnectorDatasetConfig`
 
    Dataset config for Sharepoint Application Connector
 
@@ -278,48 +255,53 @@ Module Contents
    :param merge_file_schemas: Signifies if the merge file schema policy is enabled. Not applicable if is_documentset is True
    :type merge_file_schemas: bool
 
-
    .. py:attribute:: location
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: csv_delimiter
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: extract_bounding_boxes
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: merge_file_schemas
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: ZendeskDatasetConfig
 
-   Bases: :py:obj:`ApplicationConnectorDatasetConfig`
 
+   Bases: :py:obj:`ApplicationConnectorDatasetConfig`
 
    Dataset config for Zendesk Application Connector
 
    :param location: The regex location of the files to fetch
    :type location: str
 
-
    .. py:attribute:: location
-      :type:  str
+      :type: str
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: AbacusUsageMetricsDatasetConfig
 
-   Bases: :py:obj:`ApplicationConnectorDatasetConfig`
 
+   Bases: :py:obj:`ApplicationConnectorDatasetConfig`
 
    Dataset config for Abacus Usage Metrics Application Connector
 
@@ -328,46 +310,50 @@ Module Contents
    :param include_all_feedback: Whether to include all feedback for this deployment conversation
    :type include_all_feedback: bool
 
-
    .. py:attribute:: include_entire_conversation_history
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: include_all_feedback
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: FreshserviceDatasetConfig
 
-   Bases: :py:obj:`ApplicationConnectorDatasetConfig`
 
+   Bases: :py:obj:`ApplicationConnectorDatasetConfig`
 
    Dataset config for Freshservice Application Connector
 
-
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: _ApplicationConnectorDatasetConfigFactory
 
-   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
+   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
    Helper class that provides a standard way to create an ABC using
    inheritance.
 
-
    .. py:attribute:: config_abstract_class
 
+      
 
    .. py:attribute:: config_class_key
       :value: 'application_connector_type'
 
-
+      
 
    .. py:attribute:: config_class_map
 
+      
+
 
diff --git a/docs/_sources/autoapi/abacusai/api_class/deployment/index.rst.txt b/docs/_sources/autoapi/abacusai/api_class/deployment/index.rst.txt
index f7c4e10c5..53ba8f450 100644
--- a/docs/_sources/autoapi/abacusai/api_class/deployment/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/api_class/deployment/index.rst.txt
@@ -1,16 +1,17 @@
-abacusai.api_class.deployment
-=============================
+:py:mod:`abacusai.api_class.deployment`
+=======================================
 
 .. py:module:: abacusai.api_class.deployment
 
 
+Module Contents
+---------------
+
 Classes
--------
+~~~~~~~
 
 .. autoapisummary::
 
-   abacusai.api_class.deployment.ApiClass
-   abacusai.api_class.deployment._ApiClassFactory
    abacusai.api_class.deployment.PredictionArguments
    abacusai.api_class.deployment.OptimizationPredictionArguments
    abacusai.api_class.deployment.TimeseriesAnomalyPredictionArguments
@@ -23,117 +24,29 @@ Classes
    abacusai.api_class.deployment._PredictionArgumentsFactory
 
 
-Module Contents
----------------
-
-.. py:class:: ApiClass
-
-   Bases: :py:obj:`abc.ABC`
-
-
-   Helper class that provides a standard way to create an ABC using
-   inheritance.
-
-
-   .. py:attribute:: _upper_snake_case_keys
-      :type:  bool
-
-
-   .. py:attribute:: _support_kwargs
-      :type:  bool
-
-
-   .. py:method:: __post_init__()
-
-
-   .. py:method:: _get_builder()
-      :classmethod:
-
-
-
-   .. py:method:: __str__()
-
-      Return str(self).
-
-
-
-   .. py:method:: _repr_html_()
-
-
-   .. py:method:: __getitem__(item)
-
-
-   .. py:method:: __setitem__(item, value)
-
-
-   .. py:method:: _unset_item(item)
-
-
-   .. py:method:: get(item, default = None)
-
-
-   .. py:method:: pop(item, default = NotImplemented)
-
-
-   .. py:method:: to_dict()
-
-      Standardizes converting an ApiClass to dictionary.
-      Keys of response dictionary are converted to camel case.
-      This also validates the fields ( type, value, etc ) received in the dictionary.
-
-
-
-   .. py:method:: from_dict(input_dict)
-      :classmethod:
-
-
-
-.. py:class:: _ApiClassFactory
-
-   Bases: :py:obj:`abc.ABC`
-
-
-   Helper class that provides a standard way to create an ABC using
-   inheritance.
-
-
-   .. py:attribute:: config_abstract_class
-      :value: None
-
-
-
-   .. py:attribute:: config_class_key
-      :value: None
-
-
-
-   .. py:attribute:: config_class_map
-
-
-   .. py:method:: from_dict(config)
-      :classmethod:
-
 
 
 .. py:class:: PredictionArguments
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    An abstract class for prediction arguments specific to problem type.
 
-
    .. py:attribute:: _support_kwargs
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: kwargs
-      :type:  dict
+      :type: dict
 
+      
 
    .. py:attribute:: problem_type
-      :type:  abacusai.api_class.enums.ProblemType
+      :type: abacusai.api_class.enums.ProblemType
 
+      
 
    .. py:method:: _get_builder()
       :classmethod:
@@ -142,8 +55,8 @@ Module Contents
 
 .. py:class:: OptimizationPredictionArguments
 
-   Bases: :py:obj:`PredictionArguments`
 
+   Bases: :py:obj:`PredictionArguments`
 
    Prediction arguments for the OPTIMIZATION problem type
 
@@ -154,26 +67,29 @@ Module Contents
    :param include_all_assignments: If True, will return all assignments, including assignments with value 0. Default is False.
    :type include_all_assignments: bool
 
-
    .. py:attribute:: forced_assignments
-      :type:  dict
+      :type: dict
 
+      
 
    .. py:attribute:: solve_time_limit_seconds
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: include_all_assignments
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: TimeseriesAnomalyPredictionArguments
 
-   Bases: :py:obj:`PredictionArguments`
 
+   Bases: :py:obj:`PredictionArguments`
 
    Prediction arguments for the TS_ANOMALY problem type
 
@@ -184,26 +100,29 @@ Module Contents
    :param get_all_item_data: If True, anomaly detection has to be performed on all the data related to input ids
    :type get_all_item_data: bool
 
-
    .. py:attribute:: start_timestamp
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: end_timestamp
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: get_all_item_data
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: ChatLLMPredictionArguments
 
-   Bases: :py:obj:`PredictionArguments`
 
+   Bases: :py:obj:`PredictionArguments`
 
    Prediction arguments for the CHAT_LLM problem type
 
@@ -220,38 +139,44 @@ Module Contents
    :param ignore_documents: If True, will ignore any documents and search results, and only use the messages to generate a response.
    :type ignore_documents: bool
 
-
    .. py:attribute:: llm_name
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: num_completion_tokens
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: system_message
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: temperature
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: search_score_cutoff
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: ignore_documents
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: RegressionPredictionArguments
 
-   Bases: :py:obj:`PredictionArguments`
 
+   Bases: :py:obj:`PredictionArguments`
 
    Prediction arguments for the PREDICTIVE_MODELING problem type
 
@@ -260,22 +185,24 @@ Module Contents
    :param explainer_type: Type of explainer to use for explanations.
    :type explainer_type: str
 
-
    .. py:attribute:: explain_predictions
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: explainer_type
-      :type:  str
+      :type: str
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: ForecastingPredictionArguments
 
-   Bases: :py:obj:`PredictionArguments`
 
+   Bases: :py:obj:`PredictionArguments`
 
    Prediction arguments for the FORECASTING problem type
 
@@ -290,34 +217,39 @@ Module Contents
    :param get_item_data: If True, will return the data corresponding to items as well.
    :type get_item_data: bool
 
-
    .. py:attribute:: num_predictions
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: prediction_start
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: explain_predictions
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: explainer_type
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: get_item_data
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: CumulativeForecastingPredictionArguments
 
-   Bases: :py:obj:`PredictionArguments`
 
+   Bases: :py:obj:`PredictionArguments`
 
    Prediction arguments for the CUMULATIVE_FORECASTING problem type
 
@@ -332,34 +264,39 @@ Module Contents
    :param get_item_data: If True, will return the data corresponding to items as well.
    :type get_item_data: bool
 
-
    .. py:attribute:: num_predictions
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: prediction_start
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: explain_predictions
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: explainer_type
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: get_item_data
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: NaturalLanguageSearchPredictionArguments
 
-   Bases: :py:obj:`PredictionArguments`
 
+   Bases: :py:obj:`PredictionArguments`
 
    Prediction arguments for the NATURAL_LANGUAGE_SEARCH problem type
 
@@ -376,69 +313,78 @@ Module Contents
    :param ignore_documents: If True, will ignore any documents and search results, and only use the messages to generate a response.
    :type ignore_documents: bool
 
-
    .. py:attribute:: llm_name
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: num_completion_tokens
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: system_message
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: temperature
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: search_score_cutoff
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: ignore_documents
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: FeatureStorePredictionArguments
 
-   Bases: :py:obj:`PredictionArguments`
 
+   Bases: :py:obj:`PredictionArguments`
 
    Prediction arguments for the FEATURE_STORE problem type
 
    :param limit_results: If provided, will limit the number of results to the value specified.
    :type limit_results: int
 
-
    .. py:attribute:: limit_results
-      :type:  int
+      :type: int
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: _PredictionArgumentsFactory
 
-   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
+   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
    Helper class that provides a standard way to create an ABC using
    inheritance.
 
-
    .. py:attribute:: config_abstract_class
 
+      
 
    .. py:attribute:: config_class_key
       :value: 'problem_type'
 
-
+      
 
    .. py:attribute:: config_class_map
 
+      
+
 
diff --git a/docs/_sources/autoapi/abacusai/api_class/document_retriever/index.rst.txt b/docs/_sources/autoapi/abacusai/api_class/document_retriever/index.rst.txt
index ad26e1752..88676b7a0 100644
--- a/docs/_sources/autoapi/abacusai/api_class/document_retriever/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/api_class/document_retriever/index.rst.txt
@@ -1,126 +1,34 @@
-abacusai.api_class.document_retriever
-=====================================
+:py:mod:`abacusai.api_class.document_retriever`
+===============================================
 
 .. py:module:: abacusai.api_class.document_retriever
 
 
-Attributes
-----------
-
-.. autoapisummary::
-
-   abacusai.api_class.document_retriever.DocumentRetrieverConfig
-
+Module Contents
+---------------
 
 Classes
--------
+~~~~~~~
 
 .. autoapisummary::
 
-   abacusai.api_class.document_retriever.ApiClass
-   abacusai.api_class.document_retriever.VectorStoreTextEncoder
    abacusai.api_class.document_retriever.VectorStoreConfig
 
 
-Module Contents
----------------
-
-.. py:class:: ApiClass
-
-   Bases: :py:obj:`abc.ABC`
-
-
-   Helper class that provides a standard way to create an ABC using
-   inheritance.
-
-
-   .. py:attribute:: _upper_snake_case_keys
-      :type:  bool
-
-
-   .. py:attribute:: _support_kwargs
-      :type:  bool
-
-
-   .. py:method:: __post_init__()
-
-
-   .. py:method:: _get_builder()
-      :classmethod:
-
-
-
-   .. py:method:: __str__()
-
-      Return str(self).
-
-
-
-   .. py:method:: _repr_html_()
-
-
-   .. py:method:: __getitem__(item)
-
-
-   .. py:method:: __setitem__(item, value)
-
-
-   .. py:method:: _unset_item(item)
-
-
-   .. py:method:: get(item, default = None)
-
-
-   .. py:method:: pop(item, default = NotImplemented)
-
-
-   .. py:method:: to_dict()
-
-      Standardizes converting an ApiClass to dictionary.
-      Keys of response dictionary are converted to camel case.
-      This also validates the fields ( type, value, etc ) received in the dictionary.
-
-
-
-   .. py:method:: from_dict(input_dict)
-      :classmethod:
-
-
-
-.. py:class:: VectorStoreTextEncoder
-
-   Bases: :py:obj:`ApiEnum`
-
-
-   Generic enumeration.
-
-   Derive from this class to define new enumerations.
-
-
-   .. py:attribute:: E5
-      :value: 'E5'
-
-
-
-   .. py:attribute:: OPENAI
-      :value: 'OPENAI'
-
-
-
-   .. py:attribute:: SENTENCE_BERT
-      :value: 'SENTENCE_BERT'
 
 
+Attributes
+~~~~~~~~~~
 
-   .. py:attribute:: E5_SMALL
-      :value: 'E5_SMALL'
+.. autoapisummary::
 
+   abacusai.api_class.document_retriever.DocumentRetrieverConfig
 
 
 .. py:class:: VectorStoreConfig
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    Config for indexing options of a document retriever. Default values of optional arguments are heuristically selected by the Abacus.AI platform based on the underlying data.
 
@@ -137,30 +45,38 @@ Module Contents
    :param prune_vectors: Transform vectors using SVD so that the average component of vectors in the corpus are removed.
    :type prune_vectors: bool
 
-
    .. py:attribute:: chunk_size
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: chunk_overlap_fraction
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: text_encoder
-      :type:  abacusai.api_class.enums.VectorStoreTextEncoder
+      :type: abacusai.api_class.enums.VectorStoreTextEncoder
 
+      
 
    .. py:attribute:: chunk_size_factors
-      :type:  list
+      :type: list
 
+      
 
    .. py:attribute:: score_multiplier_column
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: prune_vectors
-      :type:  bool
+      :type: bool
+
+      
 
 
 .. py:data:: DocumentRetrieverConfig
 
+   
+
diff --git a/docs/_sources/autoapi/abacusai/api_class/enums/index.rst.txt b/docs/_sources/autoapi/abacusai/api_class/enums/index.rst.txt
index e41fee1d1..7e2b45b91 100644
--- a/docs/_sources/autoapi/abacusai/api_class/enums/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/api_class/enums/index.rst.txt
@@ -1,11 +1,14 @@
-abacusai.api_class.enums
-========================
+:py:mod:`abacusai.api_class.enums`
+==================================
 
 .. py:module:: abacusai.api_class.enums
 
 
+Module Contents
+---------------
+
 Classes
--------
+~~~~~~~
 
 .. autoapisummary::
 
@@ -22,6 +25,8 @@ Classes
    abacusai.api_class.enums.ExplainerType
    abacusai.api_class.enums.SamplingMethodType
    abacusai.api_class.enums.MergeMode
+   abacusai.api_class.enums.OperatorType
+   abacusai.api_class.enums.MarkdownOperatorInputType
    abacusai.api_class.enums.FillLogic
    abacusai.api_class.enums.BatchSize
    abacusai.api_class.enums.HolidayCalendars
@@ -66,27 +71,26 @@ Classes
    abacusai.api_class.enums.DataType
    abacusai.api_class.enums.AgentInterface
    abacusai.api_class.enums.ProjectConfigType
+   abacusai.api_class.enums.CPUSize
+   abacusai.api_class.enums.MemorySize
+
 
 
-Module Contents
----------------
 
 .. py:class:: ApiEnum
 
-   Bases: :py:obj:`enum.Enum`
 
+   Bases: :py:obj:`enum.Enum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:method:: __eq__(other)
 
       Return self==value.
 
 
-
    .. py:method:: __hash__()
 
       Return hash(self).
@@ -95,2311 +99,2435 @@ Module Contents
 
 .. py:class:: ProblemType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: AI_AGENT
       :value: 'ai_agent'
 
-
+      
 
    .. py:attribute:: EVENT_ANOMALY
       :value: 'event_anomaly'
 
-
+      
 
    .. py:attribute:: CLUSTERING
       :value: 'clustering'
 
-
+      
 
    .. py:attribute:: CLUSTERING_TIMESERIES
       :value: 'clustering_timeseries'
 
-
+      
 
    .. py:attribute:: CUMULATIVE_FORECASTING
       :value: 'cumulative_forecasting'
 
-
+      
 
    .. py:attribute:: NAMED_ENTITY_EXTRACTION
       :value: 'nlp_ner'
 
-
+      
 
    .. py:attribute:: NATURAL_LANGUAGE_SEARCH
       :value: 'nlp_search'
 
-
+      
 
    .. py:attribute:: CHAT_LLM
       :value: 'chat_llm'
 
-
+      
 
    .. py:attribute:: SENTENCE_BOUNDARY_DETECTION
       :value: 'nlp_sentence_boundary_detection'
 
-
+      
 
    .. py:attribute:: SENTIMENT_DETECTION
       :value: 'nlp_sentiment'
 
-
+      
 
    .. py:attribute:: DOCUMENT_CLASSIFICATION
       :value: 'nlp_classification'
 
-
+      
 
    .. py:attribute:: DOCUMENT_SUMMARIZATION
       :value: 'nlp_summarization'
 
-
+      
 
    .. py:attribute:: DOCUMENT_VISUALIZATION
       :value: 'nlp_document_visualization'
 
-
+      
 
    .. py:attribute:: PERSONALIZATION
       :value: 'personalization'
 
-
+      
 
    .. py:attribute:: PREDICTIVE_MODELING
       :value: 'regression'
 
-
+      
 
    .. py:attribute:: FINETUNED_LLM
       :value: 'finetuned_llm'
 
-
+      
 
    .. py:attribute:: FORECASTING
       :value: 'forecasting'
 
-
+      
 
    .. py:attribute:: CUSTOM_TRAINED_MODEL
       :value: 'plug_and_play'
 
-
+      
 
    .. py:attribute:: CUSTOM_ALGORITHM
       :value: 'trainable_plug_and_play'
 
-
+      
 
    .. py:attribute:: FEATURE_STORE
       :value: 'feature_store'
 
-
+      
 
    .. py:attribute:: IMAGE_CLASSIFICATION
       :value: 'vision_classification'
 
-
+      
 
    .. py:attribute:: OBJECT_DETECTION
       :value: 'vision_object_detection'
 
-
+      
 
    .. py:attribute:: IMAGE_VALUE_PREDICTION
       :value: 'vision_regression'
 
-
+      
 
    .. py:attribute:: MODEL_MONITORING
       :value: 'model_monitoring'
 
-
+      
 
    .. py:attribute:: LANGUAGE_DETECTION
       :value: 'language_detection'
 
-
+      
 
    .. py:attribute:: OPTIMIZATION
       :value: 'optimization'
 
-
+      
 
    .. py:attribute:: PRETRAINED_MODELS
       :value: 'pretrained'
 
-
+      
 
    .. py:attribute:: THEME_ANALYSIS
       :value: 'theme_analysis'
 
-
+      
 
    .. py:attribute:: TS_ANOMALY
       :value: 'ts_anomaly'
 
+      
 
 
 .. py:class:: RegressionObjective
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: AUC
       :value: 'auc'
 
-
+      
 
    .. py:attribute:: ACCURACY
       :value: 'acc'
 
-
+      
 
    .. py:attribute:: LOG_LOSS
       :value: 'log_loss'
 
-
+      
 
    .. py:attribute:: PRECISION
       :value: 'precision'
 
-
+      
 
    .. py:attribute:: RECALL
       :value: 'recall'
 
-
+      
 
    .. py:attribute:: F1_SCORE
       :value: 'fscore'
 
-
+      
 
    .. py:attribute:: MAE
       :value: 'mae'
 
-
+      
 
    .. py:attribute:: MAPE
       :value: 'mape'
 
-
+      
 
    .. py:attribute:: WAPE
       :value: 'wape'
 
-
+      
 
    .. py:attribute:: RMSE
       :value: 'rmse'
 
-
+      
 
    .. py:attribute:: R_SQUARED_COEFFICIENT_OF_DETERMINATION
       :value: 'r^2'
 
+      
 
 
 .. py:class:: RegressionTreeHPOMode
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: RAPID
       :value: 'rapid'
 
-
+      
 
    .. py:attribute:: THOROUGH
       :value: 'thorough'
 
+      
 
 
 .. py:class:: PartialDependenceAnalysis
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: RAPID
       :value: 'rapid'
 
-
+      
 
    .. py:attribute:: THOROUGH
       :value: 'thorough'
 
+      
 
 
 .. py:class:: RegressionAugmentationStrategy
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: SMOTE
       :value: 'smote'
 
-
+      
 
    .. py:attribute:: RESAMPLE
       :value: 'resample'
 
+      
 
 
 .. py:class:: RegressionTargetTransform
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: LOG
       :value: 'log'
 
-
+      
 
    .. py:attribute:: QUANTILE
       :value: 'quantile'
 
-
+      
 
    .. py:attribute:: YEO_JOHNSON
       :value: 'yeo-johnson'
 
-
+      
 
    .. py:attribute:: BOX_COX
       :value: 'box-cox'
 
+      
 
 
 .. py:class:: RegressionTypeOfSplit
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: RANDOM
       :value: 'Random Sampling'
 
-
+      
 
    .. py:attribute:: TIMESTAMP_BASED
       :value: 'Timestamp Based'
 
-
+      
 
    .. py:attribute:: ROW_INDICATOR_BASED
       :value: 'Row Indicator Based'
 
-
+      
 
    .. py:attribute:: STRATIFIED_RANDOM_SAMPLING
       :value: 'Stratified Random Sampling'
 
+      
 
 
 .. py:class:: RegressionTimeSplitMethod
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: TEST_SPLIT_PERCENTAGE_BASED
       :value: 'Test Split Percentage Based'
 
-
+      
 
    .. py:attribute:: TEST_START_TIMESTAMP_BASED
       :value: 'Test Start Timestamp Based'
 
+      
 
 
 .. py:class:: RegressionLossFunction
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: HUBER
       :value: 'Huber'
 
-
+      
 
    .. py:attribute:: MSE
       :value: 'Mean Squared Error'
 
-
+      
 
    .. py:attribute:: MAE
       :value: 'Mean Absolute Error'
 
-
+      
 
    .. py:attribute:: MAPE
       :value: 'Mean Absolute Percentage Error'
 
-
+      
 
    .. py:attribute:: MSLE
       :value: 'Mean Squared Logarithmic Error'
 
-
+      
 
    .. py:attribute:: TWEEDIE
       :value: 'Tweedie'
 
-
+      
 
    .. py:attribute:: CROSS_ENTROPY
       :value: 'Cross Entropy'
 
-
+      
 
    .. py:attribute:: FOCAL_CROSS_ENTROPY
       :value: 'Focal Cross Entropy'
 
-
+      
 
    .. py:attribute:: AUTOMATIC
       :value: 'Automatic'
 
-
+      
 
    .. py:attribute:: CUSTOM
       :value: 'Custom'
 
+      
 
 
 .. py:class:: ExplainerType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: KERNEL_EXPLAINER
       :value: 'KERNEL_EXPLAINER'
 
-
+      
 
    .. py:attribute:: LIME_EXPLAINER
       :value: 'LIME_EXPLAINER'
 
-
+      
 
    .. py:attribute:: TREE_EXPLAINER
       :value: 'TREE_EXPLAINER'
 
-
+      
 
    .. py:attribute:: EBM_EXPLAINER
       :value: 'EBM_EXPLAINER'
 
+      
 
 
 .. py:class:: SamplingMethodType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: N_SAMPLING
       :value: 'N_SAMPLING'
 
-
+      
 
    .. py:attribute:: PERCENT_SAMPLING
       :value: 'PERCENT_SAMPLING'
 
+      
 
 
 .. py:class:: MergeMode
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: LAST_N
       :value: 'LAST_N'
 
-
+      
 
    .. py:attribute:: TIME_WINDOW
       :value: 'TIME_WINDOW'
 
+      
 
 
-.. py:class:: FillLogic
+.. py:class:: OperatorType
+
 
    Bases: :py:obj:`ApiEnum`
 
+   Generic enumeration.
+
+   Derive from this class to define new enumerations.
+
+   .. py:attribute:: UNPIVOT
+      :value: 'UNPIVOT'
+
+      
+
+   .. py:attribute:: MARKDOWN
+      :value: 'MARKDOWN'
+
+      
+
+   .. py:attribute:: CRAWLER
+      :value: 'CRAWLER'
+
+      
+
+   .. py:attribute:: EXTRACT_DOCUMENT_DATA
+      :value: 'EXTRACT_DOCUMENT_DATA'
+
+      
+
+
+.. py:class:: MarkdownOperatorInputType
+
+
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
+   .. py:attribute:: HTML
+      :value: 'HTML'
+
+      
+
+
+.. py:class:: FillLogic
+
+
+   Bases: :py:obj:`ApiEnum`
+
+   Generic enumeration.
+
+   Derive from this class to define new enumerations.
 
    .. py:attribute:: AVERAGE
       :value: 'average'
 
-
+      
 
    .. py:attribute:: MAX
       :value: 'max'
 
-
+      
 
    .. py:attribute:: MEDIAN
       :value: 'median'
 
-
+      
 
    .. py:attribute:: MIN
       :value: 'min'
 
-
+      
 
    .. py:attribute:: CUSTOM
       :value: 'custom'
 
-
+      
 
    .. py:attribute:: BACKFILL
       :value: 'bfill'
 
-
+      
 
    .. py:attribute:: FORWARDFILL
       :value: 'ffill'
 
-
+      
 
    .. py:attribute:: LINEAR
       :value: 'linear'
 
-
+      
 
    .. py:attribute:: NEAREST
       :value: 'nearest'
 
+      
 
 
 .. py:class:: BatchSize
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: BATCH_8
       :value: 8
 
-
+      
 
    .. py:attribute:: BATCH_16
       :value: 16
 
-
+      
 
    .. py:attribute:: BATCH_32
       :value: 32
 
-
+      
 
    .. py:attribute:: BATCH_64
       :value: 64
 
-
+      
 
    .. py:attribute:: BATCH_128
       :value: 128
 
-
+      
 
    .. py:attribute:: BATCH_256
       :value: 256
 
-
+      
 
    .. py:attribute:: BATCH_384
       :value: 384
 
-
+      
 
    .. py:attribute:: BATCH_512
       :value: 512
 
-
+      
 
    .. py:attribute:: BATCH_740
       :value: 740
 
-
+      
 
    .. py:attribute:: BATCH_1024
       :value: 1024
 
+      
 
 
 .. py:class:: HolidayCalendars
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: AU
       :value: 'AU'
 
-
+      
 
    .. py:attribute:: UK
       :value: 'UK'
 
-
+      
 
    .. py:attribute:: US
       :value: 'US'
 
+      
 
 
 .. py:class:: FileFormat
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: AVRO
       :value: 'AVRO'
 
-
+      
 
    .. py:attribute:: PARQUET
       :value: 'PARQUET'
 
-
+      
 
    .. py:attribute:: TFRECORD
       :value: 'TFRECORD'
 
-
+      
 
    .. py:attribute:: TSV
       :value: 'TSV'
 
-
+      
 
    .. py:attribute:: CSV
       :value: 'CSV'
 
-
+      
 
    .. py:attribute:: ORC
       :value: 'ORC'
 
-
+      
 
    .. py:attribute:: JSON
       :value: 'JSON'
 
-
+      
 
    .. py:attribute:: ODS
       :value: 'ODS'
 
-
+      
 
    .. py:attribute:: XLS
       :value: 'XLS'
 
-
+      
 
    .. py:attribute:: GZ
       :value: 'GZ'
 
-
+      
 
    .. py:attribute:: ZIP
       :value: 'ZIP'
 
-
+      
 
    .. py:attribute:: TAR
       :value: 'TAR'
 
-
+      
 
    .. py:attribute:: DOCX
       :value: 'DOCX'
 
-
+      
 
    .. py:attribute:: PDF
       :value: 'PDF'
 
-
+      
 
    .. py:attribute:: RAR
       :value: 'RAR'
 
-
+      
 
    .. py:attribute:: JPEG
       :value: 'JPG'
 
-
+      
 
    .. py:attribute:: PNG
       :value: 'PNG'
 
-
+      
 
    .. py:attribute:: TIF
       :value: 'TIFF'
 
-
+      
 
    .. py:attribute:: NUMBERS
       :value: 'NUMBERS'
 
-
+      
 
    .. py:attribute:: PPTX
       :value: 'PPTX'
 
-
+      
 
    .. py:attribute:: PPT
       :value: 'PPT'
 
-
+      
 
    .. py:attribute:: HTML
       :value: 'HTML'
 
-
+      
 
    .. py:attribute:: TXT
       :value: 'txt'
 
+      
 
 
 .. py:class:: ExperimentationMode
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: RAPID
       :value: 'rapid'
 
-
+      
 
    .. py:attribute:: THOROUGH
       :value: 'thorough'
 
+      
 
 
 .. py:class:: PersonalizationTrainingMode
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: EXPERIMENTAL
       :value: 'EXP'
 
-
+      
 
    .. py:attribute:: PRODUCTION
       :value: 'PROD'
 
+      
 
 
 .. py:class:: PersonalizationObjective
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: NDCG
       :value: 'ndcg'
 
-
+      
 
    .. py:attribute:: NDCG_5
       :value: 'ndcg@5'
 
-
+      
 
    .. py:attribute:: NDCG_10
       :value: 'ndcg@10'
 
-
+      
 
    .. py:attribute:: MAP
       :value: 'map'
 
-
+      
 
    .. py:attribute:: MAP_5
       :value: 'map@5'
 
-
+      
 
    .. py:attribute:: MAP_10
       :value: 'map@10'
 
-
+      
 
    .. py:attribute:: MRR
       :value: 'mrr'
 
-
+      
 
    .. py:attribute:: PERSONALIZATION
       :value: 'personalization@10'
 
-
+      
 
    .. py:attribute:: COVERAGE
       :value: 'coverage'
 
+      
 
 
 .. py:class:: ForecastingObjective
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: ACCURACY
       :value: 'w_c_accuracy'
 
-
+      
 
    .. py:attribute:: WAPE
       :value: 'wape'
 
-
+      
 
    .. py:attribute:: MAPE
       :value: 'mape'
 
-
+      
 
    .. py:attribute:: CMAPE
       :value: 'cmape'
 
-
+      
 
    .. py:attribute:: RMSE
       :value: 'rmse'
 
-
+      
 
    .. py:attribute:: CV
       :value: 'coefficient_of_variation'
 
-
+      
 
    .. py:attribute:: BIAS
       :value: 'bias'
 
-
+      
 
    .. py:attribute:: SRMSE
       :value: 'srmse'
 
+      
 
 
 .. py:class:: ForecastingFrequency
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: HOURLY
       :value: '1H'
 
-
+      
 
    .. py:attribute:: DAILY
       :value: '1D'
 
-
+      
 
    .. py:attribute:: WEEKLY_SUNDAY_START
       :value: '1W'
 
-
+      
 
    .. py:attribute:: WEEKLY_MONDAY_START
       :value: 'W-MON'
 
-
+      
 
    .. py:attribute:: WEEKLY_SATURDAY_START
       :value: 'W-SAT'
 
-
+      
 
    .. py:attribute:: MONTH_START
       :value: 'MS'
 
-
+      
 
    .. py:attribute:: MONTH_END
       :value: '1M'
 
-
+      
 
    .. py:attribute:: QUARTER_START
       :value: 'QS'
 
-
+      
 
    .. py:attribute:: QUARTER_END
       :value: '1Q'
 
-
+      
 
    .. py:attribute:: YEARLY
       :value: '1Y'
 
+      
 
 
 .. py:class:: ForecastingDataSplitType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: AUTO
       :value: 'Automatic Time Based'
 
-
+      
 
    .. py:attribute:: TIMESTAMP
       :value: 'Timestamp Based'
 
-
+      
 
    .. py:attribute:: ITEM
       :value: 'Item Based'
 
-
+      
 
    .. py:attribute:: PREDICTION_LENGTH
       :value: 'Force Prediction Length'
 
+      
 
 
 .. py:class:: ForecastingLossFunction
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: CUSTOM
       :value: 'Custom'
 
-
+      
 
    .. py:attribute:: MEAN_ABSOLUTE_ERROR
       :value: 'mae'
 
-
+      
 
    .. py:attribute:: NORMALIZED_MEAN_ABSOLUTE_ERROR
       :value: 'nmae'
 
-
+      
 
    .. py:attribute:: PEAKS_MEAN_ABSOLUTE_ERROR
       :value: 'peaks_mae'
 
-
+      
 
    .. py:attribute:: MEAN_ABSOLUTE_PERCENTAGE_ERROR
       :value: 'stable_mape'
 
-
+      
 
    .. py:attribute:: POINTWISE_ACCURACY
       :value: 'accuracy'
 
-
+      
 
    .. py:attribute:: ROOT_MEAN_SQUARE_ERROR
       :value: 'rmse'
 
-
+      
 
    .. py:attribute:: NORMALIZED_ROOT_MEAN_SQUARE_ERROR
       :value: 'nrmse'
 
-
+      
 
    .. py:attribute:: ASYMMETRIC_MEAN_ABSOLUTE_PERCENTAGE_ERROR
       :value: 'asymmetric_mape'
 
-
+      
 
    .. py:attribute:: STABLE_STANDARDIZED_MEAN_ABSOLUTE_PERCENTAGE_ERROR
       :value: 'stable_standardized_mape_with_cmape'
 
-
+      
 
    .. py:attribute:: GAUSSIAN
       :value: 'mle_gaussian_local'
 
-
+      
 
    .. py:attribute:: GAUSSIAN_FULL_COVARIANCE
       :value: 'mle_gaussfullcov'
 
-
+      
 
    .. py:attribute:: GUASSIAN_EXPONENTIAL
       :value: 'mle_gaussexp'
 
-
+      
 
    .. py:attribute:: MIX_GAUSSIANS
       :value: 'mle_gaussmix'
 
-
+      
 
    .. py:attribute:: WEIBULL
       :value: 'mle_weibull'
 
-
+      
 
    .. py:attribute:: NEGATIVE_BINOMIAL
       :value: 'mle_negbinom'
 
-
+      
 
    .. py:attribute:: LOG_ROOT_MEAN_SQUARE_ERROR
       :value: 'log_rmse'
 
+      
 
 
 .. py:class:: ForecastingLocalScaling
 
+
    Bases: :py:obj:`ApiEnum`
 
-
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: ZSCORE
       :value: 'zscore'
 
-
+      
 
    .. py:attribute:: SLIDING_ZSCORE
       :value: 'sliding_zscore'
 
-
+      
 
    .. py:attribute:: LAST_POINT
       :value: 'lastpoint'
 
-
+      
 
    .. py:attribute:: MIN_MAX
       :value: 'minmax'
 
-
+      
 
    .. py:attribute:: MIN_STD
       :value: 'minstd'
 
-
+      
 
    .. py:attribute:: ROBUST
       :value: 'robust'
 
-
+      
 
    .. py:attribute:: ITEM
       :value: 'item'
 
+      
 
 
 .. py:class:: ForecastingFillMethod
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: BACK
       :value: 'BACK'
 
-
+      
 
    .. py:attribute:: MIDDLE
       :value: 'MIDDLE'
 
-
+      
 
    .. py:attribute:: FUTURE
       :value: 'FUTURE'
 
+      
 
 
 .. py:class:: ForecastingQuanitlesExtensionMethod
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: DIRECT
       :value: 'direct'
 
-
+      
 
    .. py:attribute:: QUADRATIC
       :value: 'quadratic'
 
-
+      
 
    .. py:attribute:: ANCESTRAL_SIMULATION
       :value: 'simulation'
 
+      
 
 
 .. py:class:: TimeseriesAnomalyDataSplitType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: AUTO
       :value: 'Automatic Time Based'
 
-
+      
 
    .. py:attribute:: TIMESTAMP
       :value: 'Fixed Timestamp Based'
 
+      
 
 
 .. py:class:: TimeseriesAnomalyTypeOfAnomaly
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: HIGH_PEAK
       :value: 'high_peak'
 
-
+      
 
    .. py:attribute:: LOW_PEAK
       :value: 'low_peak'
 
+      
 
 
 .. py:class:: TimeseriesAnomalyUseHeuristic
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: ENABLE
       :value: 'enable'
 
-
+      
 
    .. py:attribute:: DISABLE
       :value: 'disable'
 
-
+      
 
    .. py:attribute:: AUTOMATIC
       :value: 'automatic'
 
+      
 
 
 .. py:class:: NERObjective
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: LOG_LOSS
       :value: 'log_loss'
 
-
+      
 
    .. py:attribute:: AUC
       :value: 'auc'
 
-
+      
 
    .. py:attribute:: PRECISION
       :value: 'precision'
 
-
+      
 
    .. py:attribute:: RECALL
       :value: 'recall'
 
-
+      
 
    .. py:attribute:: ANNOTATIONS_PRECISION
       :value: 'annotations_precision'
 
-
+      
 
    .. py:attribute:: ANNOTATIONS_RECALL
       :value: 'annotations_recall'
 
+      
 
 
 .. py:class:: NERModelType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: PRETRAINED_BERT
       :value: 'pretrained_bert'
 
-
+      
 
    .. py:attribute:: PRETRAINED_ROBERTA_27
       :value: 'pretrained_roberta_27'
 
-
+      
 
    .. py:attribute:: PRETRAINED_ROBERTA_43
       :value: 'pretrained_roberta_43'
 
-
+      
 
    .. py:attribute:: PRETRAINED_MULTILINGUAL
       :value: 'pretrained_multilingual'
 
-
+      
 
    .. py:attribute:: LEARNED
       :value: 'learned'
 
+      
 
 
 .. py:class:: NLPDocumentFormat
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: AUTO
       :value: 'auto'
 
-
+      
 
    .. py:attribute:: TEXT
       :value: 'text'
 
-
+      
 
    .. py:attribute:: DOC
       :value: 'doc'
 
-
+      
 
    .. py:attribute:: TOKENS
       :value: 'tokens'
 
+      
 
 
 .. py:class:: SentimentType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: VALENCE
       :value: 'valence'
 
-
+      
 
    .. py:attribute:: EMOTION
       :value: 'emotion'
 
+      
 
 
 .. py:class:: ClusteringImputationMethod
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: AUTOMATIC
       :value: 'Automatic'
 
-
+      
 
    .. py:attribute:: ZEROS
       :value: 'Zeros'
 
-
+      
 
    .. py:attribute:: INTERPOLATE
       :value: 'Interpolate'
 
+      
 
 
 .. py:class:: ConnectorType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: FILE
       :value: 'FILE'
 
-
+      
 
    .. py:attribute:: DATABASE
       :value: 'DATABASE'
 
-
+      
 
    .. py:attribute:: STREAMING
       :value: 'STREAMING'
 
-
+      
 
    .. py:attribute:: APPLICATION
       :value: 'APPLICATION'
 
+      
 
 
 .. py:class:: ApplicationConnectorType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: GOOGLEANALYTICS
       :value: 'GOOGLEANALYTICS'
 
-
+      
 
    .. py:attribute:: GOOGLEDRIVE
       :value: 'GOOGLEDRIVE'
 
-
+      
 
    .. py:attribute:: GIT
       :value: 'GIT'
 
-
+      
 
    .. py:attribute:: CONFLUENCE
       :value: 'CONFLUENCE'
 
-
+      
 
    .. py:attribute:: JIRA
       :value: 'JIRA'
 
-
+      
 
    .. py:attribute:: ONEDRIVE
       :value: 'ONEDRIVE'
 
-
+      
 
    .. py:attribute:: ZENDESK
       :value: 'ZENDESK'
 
-
+      
 
    .. py:attribute:: SLACK
       :value: 'SLACK'
 
-
+      
 
    .. py:attribute:: SHAREPOINT
       :value: 'SHAREPOINT'
 
-
+      
 
    .. py:attribute:: TEAMS
       :value: 'TEAMS'
 
-
+      
 
    .. py:attribute:: ABACUSUSAGEMETRICS
       :value: 'ABACUSUSAGEMETRICS'
 
-
+      
 
    .. py:attribute:: MICROSOFTAUTH
       :value: 'MICROSOFTAUTH'
 
-
+      
 
    .. py:attribute:: FRESHSERVICE
       :value: 'FRESHSERVICE'
 
-
+      
 
    .. py:attribute:: ZENDESKSUNSHINEMESSAGING
       :value: 'ZENDESKSUNSHINEMESSAGING'
 
+      
 
 
 .. py:class:: StreamingConnectorType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: KAFKA
       :value: 'KAFKA'
 
+      
 
 
 .. py:class:: PythonFunctionArgumentType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: FEATURE_GROUP
       :value: 'FEATURE_GROUP'
 
-
+      
 
    .. py:attribute:: INTEGER
       :value: 'INTEGER'
 
-
+      
 
    .. py:attribute:: STRING
       :value: 'STRING'
 
-
+      
 
    .. py:attribute:: BOOLEAN
       :value: 'BOOLEAN'
 
-
+      
 
    .. py:attribute:: FLOAT
       :value: 'FLOAT'
 
-
+      
 
    .. py:attribute:: JSON
       :value: 'JSON'
 
-
+      
 
    .. py:attribute:: LIST
       :value: 'LIST'
 
-
+      
 
    .. py:attribute:: DATASET_ID
       :value: 'DATASET_ID'
 
-
+      
 
    .. py:attribute:: MODEL_ID
       :value: 'MODEL_ID'
 
-
+      
 
    .. py:attribute:: FEATURE_GROUP_ID
       :value: 'FEATURE_GROUP_ID'
 
-
+      
 
    .. py:attribute:: MONITOR_ID
       :value: 'MONITOR_ID'
 
-
+      
 
    .. py:attribute:: BATCH_PREDICTION_ID
       :value: 'BATCH_PREDICTION_ID'
 
-
+      
 
    .. py:attribute:: DEPLOYMENT_ID
       :value: 'DEPLOYMENT_ID'
 
+      
 
 
 .. py:class:: PythonFunctionOutputArgumentType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: NTEGER
       :value: 'INTEGER'
 
-
+      
 
    .. py:attribute:: STRING
       :value: 'STRING'
 
-
+      
 
    .. py:attribute:: BOOLEAN
       :value: 'BOOLEAN'
 
-
+      
 
    .. py:attribute:: FLOAT
       :value: 'FLOAT'
 
-
+      
 
    .. py:attribute:: JSON
       :value: 'JSON'
 
-
+      
 
    .. py:attribute:: LIST
       :value: 'LIST'
 
-
+      
 
    .. py:attribute:: DATASET_ID
       :value: 'DATASET_ID'
 
-
+      
 
    .. py:attribute:: MODEL_ID
       :value: 'MODEL_ID'
 
-
+      
 
    .. py:attribute:: FEATURE_GROUP_ID
       :value: 'FEATURE_GROUP_ID'
 
-
+      
 
    .. py:attribute:: MONITOR_ID
       :value: 'MONITOR_ID'
 
-
+      
 
    .. py:attribute:: BATCH_PREDICTION_ID
       :value: 'BATCH_PREDICTION_ID'
 
-
+      
 
    .. py:attribute:: DEPLOYMENT_ID
       :value: 'DEPLOYMENT_ID'
 
-
+      
 
    .. py:attribute:: ANY
       :value: 'ANY'
 
+      
 
 
 .. py:class:: VectorStoreTextEncoder
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: E5
       :value: 'E5'
 
-
+      
 
    .. py:attribute:: OPENAI
       :value: 'OPENAI'
 
-
+      
 
    .. py:attribute:: SENTENCE_BERT
       :value: 'SENTENCE_BERT'
 
-
+      
 
    .. py:attribute:: E5_SMALL
       :value: 'E5_SMALL'
 
+      
+
+   .. py:attribute:: CODE_BERT
+      :value: 'CODE_BERT'
+
+      
 
 
 .. py:class:: LLMName
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: OPENAI_GPT4
       :value: 'OPENAI_GPT4'
 
-
+      
 
    .. py:attribute:: OPENAI_GPT4_32K
       :value: 'OPENAI_GPT4_32K'
 
-
+      
 
    .. py:attribute:: OPENAI_GPT4_128K
       :value: 'OPENAI_GPT4_128K'
 
-
+      
 
    .. py:attribute:: OPENAI_GPT4_128K_LATEST
       :value: 'OPENAI_GPT4_128K_LATEST'
 
-
+      
 
    .. py:attribute:: OPENAI_GPT4_VISION
       :value: 'OPENAI_GPT4_VISION'
 
-
+      
 
    .. py:attribute:: OPENAI_GPT4O
       :value: 'OPENAI_GPT4O'
 
-
+      
 
    .. py:attribute:: OPENAI_GPT3_5
       :value: 'OPENAI_GPT3_5'
 
-
+      
 
    .. py:attribute:: OPENAI_GPT3_5_TEXT
       :value: 'OPENAI_GPT3_5_TEXT'
 
-
+      
 
    .. py:attribute:: LLAMA3_LARGE_CHAT
       :value: 'LLAMA3_LARGE_CHAT'
 
-
+      
 
    .. py:attribute:: GROQ_LLAMA3_LARGE_CHAT
       :value: 'GROQ_LLAMA3_LARGE_CHAT'
 
-
+      
 
    .. py:attribute:: CLAUDE_V2_1
       :value: 'CLAUDE_V2_1'
 
-
+      
 
    .. py:attribute:: CLAUDE_V3_OPUS
       :value: 'CLAUDE_V3_OPUS'
 
-
+      
 
    .. py:attribute:: CLAUDE_V3_SONNET
       :value: 'CLAUDE_V3_SONNET'
 
-
+      
 
    .. py:attribute:: CLAUDE_V3_HAIKU
       :value: 'CLAUDE_V3_HAIKU'
 
-
+      
 
    .. py:attribute:: ABACUS_GIRAFFE
       :value: 'ABACUS_GIRAFFE'
 
-
+      
 
    .. py:attribute:: ABACUS_GIRAFFE_LARGE
       :value: 'ABACUS_GIRAFFE_LARGE'
 
-
+      
 
    .. py:attribute:: LLAMA2_CHAT
       :value: 'LLAMA2_CHAT'
 
-
+      
 
    .. py:attribute:: PALM
       :value: 'PALM'
 
-
+      
 
    .. py:attribute:: PALM_TEXT
       :value: 'PALM_TEXT'
 
-
+      
 
    .. py:attribute:: GEMINI_PRO
       :value: 'GEMINI_PRO'
 
-
+      
 
    .. py:attribute:: GEMINI_1_5_PRO
       :value: 'GEMINI_1_5_PRO'
 
-
+      
 
    .. py:attribute:: MIXTRAL_CHAT
       :value: 'MIXTRAL_CHAT'
 
-
+      
 
    .. py:attribute:: MISTRAL_MEDIUM
       :value: 'MISTRAL_MEDIUM'
 
-
+      
 
    .. py:attribute:: ABACUS_SMAUG3
       :value: 'ABACUS_SMAUG3'
 
+      
 
 
 .. py:class:: MonitorAlertType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: ACCURACY_BELOW_THRESHOLD
       :value: 'AccuracyBelowThreshold'
 
-
+      
 
    .. py:attribute:: FEATURE_DRIFT
       :value: 'FeatureDrift'
 
-
+      
 
    .. py:attribute:: DATA_INTEGRITY_VIOLATIONS
       :value: 'DataIntegrityViolations'
 
-
+      
 
    .. py:attribute:: BIAS_VIOLATIONS
       :value: 'BiasViolations'
 
-
+      
 
    .. py:attribute:: HISTORY_LENGTH_DRIFT
       :value: 'HistoryLengthDrift'
 
-
+      
 
    .. py:attribute:: TARGET_DRIFT
       :value: 'TargetDrift'
 
-
+      
 
    .. py:attribute:: PREDICTION_COUNT
       :value: 'PredictionCount'
 
+      
 
 
 .. py:class:: FeatureDriftType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: KL
       :value: 'kl'
 
-
+      
 
    .. py:attribute:: KS
       :value: 'ks'
 
-
+      
 
    .. py:attribute:: WS
       :value: 'ws'
 
-
+      
 
    .. py:attribute:: JS
       :value: 'js'
 
-
+      
 
    .. py:attribute:: PSI
       :value: 'psi'
 
-
+      
 
    .. py:attribute:: CHI_SQUARE
       :value: 'chi_square'
 
-
+      
 
    .. py:attribute:: CSI
       :value: 'csi'
 
+      
 
 
 .. py:class:: DataIntegrityViolationType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: NULL_VIOLATIONS
       :value: 'null_violations'
 
-
+      
 
    .. py:attribute:: RANGE_VIOLATIONS
       :value: 'range_violations'
 
-
+      
 
    .. py:attribute:: CATEGORICAL_RANGE_VIOLATION
       :value: 'categorical_range_violations'
 
-
+      
 
    .. py:attribute:: TOTAL_VIOLATIONS
       :value: 'total_violations'
 
+      
 
 
 .. py:class:: BiasType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: DEMOGRAPHIC_PARITY
       :value: 'demographic_parity'
 
-
+      
 
    .. py:attribute:: EQUAL_OPPORTUNITY
       :value: 'equal_opportunity'
 
-
+      
 
    .. py:attribute:: GROUP_BENEFIT_EQUALITY
       :value: 'group_benefit'
 
-
+      
 
    .. py:attribute:: TOTAL
       :value: 'total'
 
+      
 
 
 .. py:class:: AlertActionType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: EMAIL
       :value: 'Email'
 
+      
 
 
 .. py:class:: PythonFunctionType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: FEATURE_GROUP
       :value: 'FEATURE_GROUP'
 
-
+      
 
    .. py:attribute:: PLOTLY_FIG
       :value: 'PLOTLY_FIG'
 
-
+      
 
    .. py:attribute:: STEP_FUNCTION
       :value: 'STEP_FUNCTION'
 
+      
 
 
 .. py:class:: EvalArtifactType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: FORECASTING_ACCURACY
       :value: 'bar_chart'
 
-
+      
 
    .. py:attribute:: FORECASTING_VOLUME
       :value: 'bar_chart_volume'
 
-
+      
 
    .. py:attribute:: FORECASTING_HISTORY_LENGTH_ACCURACY
       :value: 'bar_chart_accuracy_by_history'
 
+      
 
 
 .. py:class:: FieldDescriptorType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: STRING
       :value: 'STRING'
 
-
+      
 
    .. py:attribute:: INTEGER
       :value: 'INTEGER'
 
-
+      
 
    .. py:attribute:: FLOAT
       :value: 'FLOAT'
 
-
+      
 
    .. py:attribute:: BOOLEAN
       :value: 'BOOLEAN'
 
-
+      
 
    .. py:attribute:: DATETIME
       :value: 'DATETIME'
 
-
+      
 
    .. py:attribute:: DATE
       :value: 'DATE'
 
+      
 
 
 .. py:class:: WorkflowNodeInputType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: USER_INPUT
       :value: 'USER_INPUT'
 
-
+      
 
    .. py:attribute:: WORKFLOW_VARIABLE
       :value: 'WORKFLOW_VARIABLE'
 
+      
 
 
 .. py:class:: WorkflowNodeOutputType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: ATTACHMENT
       :value: 'ATTACHMENT'
 
-
+      
 
    .. py:attribute:: BOOLEAN
       :value: 'BOOLEAN'
 
-
+      
 
    .. py:attribute:: FLOAT
       :value: 'FLOAT'
 
-
+      
 
    .. py:attribute:: INTEGER
       :value: 'INTEGER'
 
-
+      
 
    .. py:attribute:: DICT
       :value: 'DICT'
 
-
+      
 
    .. py:attribute:: LIST
       :value: 'LIST'
 
-
+      
 
    .. py:attribute:: STRING
       :value: 'STRING'
 
+      
 
 
 .. py:class:: OcrMode
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: DEFAULT
       :value: 'DEFAULT'
 
-
+      
 
    .. py:attribute:: LAYOUT
       :value: 'LAYOUT'
 
-
+      
 
    .. py:attribute:: SCANNED
       :value: 'SCANNED'
 
-
+      
 
    .. py:attribute:: COMPREHENSIVE
       :value: 'COMPREHENSIVE'
 
-
+      
 
    .. py:attribute:: COMPREHENSIVE_V2
       :value: 'COMPREHENSIVE_V2'
 
-
+      
 
    .. py:attribute:: COMPREHENSIVE_TABLE_MD
       :value: 'COMPREHENSIVE_TABLE_MD'
 
+      
+
+   .. py:attribute:: TESSERACT_FAST
+      :value: 'TESSERACT_FAST'
+
+      
 
 
 .. py:class:: StdDevThresholdType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: ABSOLUTE
       :value: 'ABSOLUTE'
 
-
+      
 
    .. py:attribute:: PERCENTILE
       :value: 'PERCENTILE'
 
-
+      
 
    .. py:attribute:: STDDEV
       :value: 'STDDEV'
 
+      
 
 
 .. py:class:: DataType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: INTEGER
       :value: 'integer'
 
-
+      
 
    .. py:attribute:: FLOAT
       :value: 'float'
 
-
+      
 
    .. py:attribute:: STRING
       :value: 'string'
 
-
+      
 
    .. py:attribute:: DATE
       :value: 'date'
 
-
+      
 
    .. py:attribute:: DATETIME
       :value: 'datetime'
 
-
+      
 
    .. py:attribute:: BOOLEAN
       :value: 'boolean'
 
-
+      
 
    .. py:attribute:: LIST
       :value: 'list'
 
-
+      
 
    .. py:attribute:: STRUCT
       :value: 'struct'
 
-
+      
 
    .. py:attribute:: NULL
       :value: 'null'
 
+      
+
+   .. py:attribute:: BINARY
+      :value: 'binary'
+
+      
 
 
 .. py:class:: AgentInterface
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: DEFAULT
       :value: 'DEFAULT'
 
-
+      
 
    .. py:attribute:: CHAT
       :value: 'CHAT'
 
+      
 
 
 .. py:class:: ProjectConfigType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: CONSTRAINTS
       :value: 'CONSTRAINTS'
 
+      
+
+   .. py:attribute:: CHAT_FEEDBACK
+      :value: 'CHAT_FEEDBACK'
 
+      
 
    .. py:attribute:: REVIEW_MODE
       :value: 'REVIEW_MODE'
 
+      
+
+
+.. py:class:: CPUSize
+
+
+   Bases: :py:obj:`ApiEnum`
+
+   Generic enumeration.
+
+   Derive from this class to define new enumerations.
+
+   .. py:attribute:: SMALL
+      :value: 'small'
+
+      
+
+   .. py:attribute:: MEDIUM
+      :value: 'medium'
+
+      
+
+   .. py:attribute:: LARGE
+      :value: 'large'
+
+      
+
+
+.. py:class:: MemorySize
+
+
+   Bases: :py:obj:`ApiEnum`
+
+   Generic enumeration.
+
+   Derive from this class to define new enumerations.
+
+   .. py:attribute:: SMALL
+      :value: 16
+
+      
+
+   .. py:attribute:: MEDIUM
+      :value: 32
+
+      
+
+   .. py:attribute:: LARGE
+      :value: 64
+
+      
+
+   .. py:attribute:: XLARGE
+      :value: 128
+
+      
+
+   .. py:method:: from_value(value)
+      :classmethod:
+
 
 
diff --git a/docs/_sources/autoapi/abacusai/api_class/feature_group/index.rst.txt b/docs/_sources/autoapi/abacusai/api_class/feature_group/index.rst.txt
index 7f1f98125..b628beef2 100644
--- a/docs/_sources/autoapi/abacusai/api_class/feature_group/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/api_class/feature_group/index.rst.txt
@@ -1,16 +1,17 @@
-abacusai.api_class.feature_group
-================================
+:py:mod:`abacusai.api_class.feature_group`
+==========================================
 
 .. py:module:: abacusai.api_class.feature_group
 
 
+Module Contents
+---------------
+
 Classes
--------
+~~~~~~~
 
 .. autoapisummary::
 
-   abacusai.api_class.feature_group.ApiClass
-   abacusai.api_class.feature_group._ApiClassFactory
    abacusai.api_class.feature_group.SamplingConfig
    abacusai.api_class.feature_group.NSamplingConfig
    abacusai.api_class.feature_group.PercentSamplingConfig
@@ -19,287 +20,419 @@ Classes
    abacusai.api_class.feature_group.LastNMergeConfig
    abacusai.api_class.feature_group.TimeWindowMergeConfig
    abacusai.api_class.feature_group._MergeConfigFactory
+   abacusai.api_class.feature_group.OperatorConfig
+   abacusai.api_class.feature_group.UnpivotConfig
+   abacusai.api_class.feature_group.MarkdownConfig
+   abacusai.api_class.feature_group.CrawlerTransformConfig
+   abacusai.api_class.feature_group.ExtractDocumentDataConfig
+   abacusai.api_class.feature_group._OperatorConfigFactory
 
 
-Module Contents
----------------
 
-.. py:class:: ApiClass
 
-   Bases: :py:obj:`abc.ABC`
+.. py:class:: SamplingConfig
 
 
-   Helper class that provides a standard way to create an ABC using
-   inheritance.
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   An abstract class for the sampling config of a feature group
 
-   .. py:attribute:: _upper_snake_case_keys
-      :type:  bool
+   .. py:attribute:: sampling_method
+      :type: abacusai.api_class.enums.SamplingMethodType
 
+      
 
-   .. py:attribute:: _support_kwargs
-      :type:  bool
+   .. py:method:: _get_builder()
+      :classmethod:
 
 
    .. py:method:: __post_init__()
 
 
-   .. py:method:: _get_builder()
-      :classmethod:
-
 
+.. py:class:: NSamplingConfig
 
-   .. py:method:: __str__()
 
-      Return str(self).
+   Bases: :py:obj:`SamplingConfig`
 
+   The number of distinct values of the key columns to include in the sample, or number of rows if key columns not specified.
 
+   :param sample_count: The number of rows to include in the sample
+   :type sample_count: int
+   :param key_columns: The feature(s) to use as the key(s) when sampling
+   :type key_columns: List[str]
 
-   .. py:method:: _repr_html_()
+   .. py:attribute:: sample_count
+      :type: int
 
+      
 
-   .. py:method:: __getitem__(item)
+   .. py:attribute:: key_columns
+      :type: List[str]
 
+      
 
-   .. py:method:: __setitem__(item, value)
+   .. py:method:: __post_init__()
 
 
-   .. py:method:: _unset_item(item)
 
+.. py:class:: PercentSamplingConfig
 
-   .. py:method:: get(item, default = None)
 
+   Bases: :py:obj:`SamplingConfig`
 
-   .. py:method:: pop(item, default = NotImplemented)
+   The fraction of distinct values of the feature group to include in the sample.
 
+   :param sample_percent: The percentage of the rows to sample
+   :type sample_percent: float
+   :param key_columns: The feature(s) to use as the key(s) when sampling
+   :type key_columns: List[str]
 
-   .. py:method:: to_dict()
+   .. py:attribute:: sample_percent
+      :type: float
 
-      Standardizes converting an ApiClass to dictionary.
-      Keys of response dictionary are converted to camel case.
-      This also validates the fields ( type, value, etc ) received in the dictionary.
+      
 
+   .. py:attribute:: key_columns
+      :type: List[str]
 
+      
 
-   .. py:method:: from_dict(input_dict)
-      :classmethod:
+   .. py:method:: __post_init__()
 
 
 
-.. py:class:: _ApiClassFactory
+.. py:class:: _SamplingConfigFactory
 
-   Bases: :py:obj:`abc.ABC`
 
+   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
    Helper class that provides a standard way to create an ABC using
    inheritance.
 
-
-   .. py:attribute:: config_abstract_class
-      :value: None
-
-
-
    .. py:attribute:: config_class_key
-      :value: None
+      :value: 'sampling_method'
 
+      
 
+   .. py:attribute:: config_abstract_class
 
-   .. py:attribute:: config_class_map
+      
 
+   .. py:attribute:: config_class_map
 
-   .. py:method:: from_dict(config)
-      :classmethod:
+      
 
 
+.. py:class:: MergeConfig
 
-.. py:class:: SamplingConfig
 
    Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   An abstract class for the merge config of a feature group
 
-   An abstract class for the sampling config of a feature group
-
-
-   .. py:attribute:: sampling_method
-      :type:  abacusai.api_class.enums.SamplingMethodType
+   .. py:attribute:: merge_mode
+      :type: abacusai.api_class.enums.MergeMode
 
+      
 
    .. py:method:: _get_builder()
       :classmethod:
 
 
-
    .. py:method:: __post_init__()
 
 
-.. py:class:: NSamplingConfig
 
-   Bases: :py:obj:`SamplingConfig`
+.. py:class:: LastNMergeConfig
 
 
-   The number of distinct values of the key columns to include in the sample, or number of rows if key columns not specified.
+   Bases: :py:obj:`MergeConfig`
 
-   :param sampling_method: N_SAMPLING
-   :type sampling_method: SamplingMethodType
-   :param sample_count: The number of rows to include in the sample
-   :type sample_count: int
-   :param key_columns: The feature(s) to use as the key(s) when sampling
-   :type key_columns: List[str]
+   Merge LAST N chunks/versions of an incremental dataset.
 
+   :param num_versions: The number of versions to merge. num_versions == 0 means merge all versions.
+   :type num_versions: int
+   :param include_version_timestamp_column: If set, include a column with the creation timestamp of source FG versions.
+   :type include_version_timestamp_column: bool
 
-   .. py:attribute:: sample_count
-      :type:  int
+   .. py:attribute:: num_versions
+      :type: int
 
+      
 
-   .. py:attribute:: key_columns
-      :type:  List[str]
+   .. py:attribute:: include_version_timestamp_column
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
-.. py:class:: PercentSamplingConfig
 
-   Bases: :py:obj:`SamplingConfig`
+.. py:class:: TimeWindowMergeConfig
 
 
-   The fraction of distinct values of the feature group to include in the sample.
+   Bases: :py:obj:`MergeConfig`
 
-   :param sampling_method: PERCENT_SAMPLING
-   :type sampling_method: SamplingMethodType
-   :param sample_percent: The percentage of the rows to sample
-   :type sample_percent: float
-   :param key_columns: The feature(s) to use as the key(s) when sampling
-   :type key_columns: List[str]
+   Merge rows within a given timewindow of the most recent timestamp
 
+   :param feature_name: Time based column to index on
+   :type feature_name: str
+   :param time_window_size_ms: Range of merged rows will be [MAX_TIME - time_window_size_ms, MAX_TIME]
+   :type time_window_size_ms: int
+   :param include_version_timestamp_column: If set, include a column with the creation timestamp of source FG versions.
+   :type include_version_timestamp_column: bool
 
-   .. py:attribute:: sample_percent
-      :type:  float
+   .. py:attribute:: feature_name
+      :type: str
 
+      
 
-   .. py:attribute:: key_columns
-      :type:  List[str]
+   .. py:attribute:: time_window_size_ms
+      :type: int
+
+      
+
+   .. py:attribute:: include_version_timestamp_column
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
-.. py:class:: _SamplingConfigFactory
 
-   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
+.. py:class:: _MergeConfigFactory
 
 
+   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
+
    Helper class that provides a standard way to create an ABC using
    inheritance.
 
-
    .. py:attribute:: config_class_key
-      :value: 'sampling_method'
-
+      :value: 'merge_mode'
 
+      
 
    .. py:attribute:: config_abstract_class
 
+      
 
    .. py:attribute:: config_class_map
 
+      
 
-.. py:class:: MergeConfig
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
+.. py:class:: OperatorConfig
 
 
-   An abstract class for the merge config of a feature group
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Configuration for a template Feature Group Operation
 
-   .. py:attribute:: merge_mode
-      :type:  abacusai.api_class.enums.MergeMode
+   .. py:attribute:: operator_type
+      :type: abacusai.api_class.enums.OperatorType
 
+      
 
    .. py:method:: _get_builder()
       :classmethod:
 
 
+   .. py:method:: __post_init__()
+
+
+
+.. py:class:: UnpivotConfig
+
+
+   Bases: :py:obj:`OperatorConfig`
+
+   Unpivot Columns in a FeatureGroup.
+
+   :param columns: Which columns to unpivot.
+   :type columns: List[str]
+   :param index_column: Name of new column containing the unpivoted column names as its values
+   :type index_column: str
+   :param value_column: Name of new column containing the row values that were unpivoted.
+   :type value_column: str
+   :param exclude: If True, the unpivoted columns are all the columns EXCEPT the ones in the columns argument. Default is False.
+   :type exclude: bool
+
+   .. py:attribute:: columns
+      :type: List[str]
+
+      
+
+   .. py:attribute:: index_column
+      :type: str
+
+      
+
+   .. py:attribute:: value_column
+      :type: str
+
+      
+
+   .. py:attribute:: exclude
+      :type: bool
+
+      
 
    .. py:method:: __post_init__()
 
 
-.. py:class:: LastNMergeConfig
 
-   Bases: :py:obj:`MergeConfig`
+.. py:class:: MarkdownConfig
 
 
-   Merge LAST N chunks/versions of an incremental dataset.
+   Bases: :py:obj:`OperatorConfig`
 
-   :param merge_mode: LAST_N
-   :type merge_mode: MergeMode
-   :param num_versions: The number of versions to merge. num_versions == 0 means merge all versions.
-   :type num_versions: int
-   :param include_version_timestamp_column: If set, include a column with the creation timestamp of source FG versions.
-   :type include_version_timestamp_column: bool
+   Transform a input column to a markdown column.
 
+   :param input_column: Name of input column to transform.
+   :type input_column: str
+   :param output_column: Name of output column to store transformed data.
+   :type output_column: str
+   :param input_column_type: Type of input column to transform.
+   :type input_column_type: MarkdownOperatorInputType
 
-   .. py:attribute:: num_versions
-      :type:  int
+   .. py:attribute:: input_column
+      :type: str
 
+      
 
-   .. py:attribute:: include_version_timestamp_column
-      :type:  bool
+   .. py:attribute:: output_column
+      :type: str
+
+      
 
+   .. py:attribute:: input_column_type
+      :type: abacusai.api_class.enums.MarkdownOperatorInputType
+
+      
 
    .. py:method:: __post_init__()
 
 
-.. py:class:: TimeWindowMergeConfig
 
-   Bases: :py:obj:`MergeConfig`
+.. py:class:: CrawlerTransformConfig
 
 
-   Merge rows within a given timewindow of the most recent timestamp
+   Bases: :py:obj:`OperatorConfig`
 
-   :param merge_mode: TIME_WINDOW
-   :type merge_mode: MergeMode
-   :param feature_name: Time based column to index on
-   :type feature_name: str
-   :param time_window_size_ms: Range of merged rows will be [MAX_TIME - time_window_size_ms, MAX_TIME]
-   :type time_window_size_ms: int
-   :param include_version_timestamp_column: If set, include a column with the creation timestamp of source FG versions.
-   :type include_version_timestamp_column: bool
+   Transform a input column of urls to html text
 
+   :param input_column: Name of input column to transform.
+   :type input_column: str
+   :param output_column: Name of output column to store transformed data.
+   :type output_column: str
+   :param depth_column: Increasing depth explores more links, capturing more content
+   :type depth_column: str
+   :param disable_host_restriction: If True, will not restrict crawling to the same host.
+   :type disable_host_restriction: bool
+   :param honour_website_rules: If True, will respect robots.txt rules.
+   :type honour_website_rules: bool
+   :param user_agent: If provided, will use this user agent instead of randomly selecting one.
+   :type user_agent: str
 
-   .. py:attribute:: feature_name
-      :type:  str
+   .. py:attribute:: input_column
+      :type: str
 
+      
 
-   .. py:attribute:: time_window_size_ms
-      :type:  int
+   .. py:attribute:: output_column
+      :type: str
 
+      
 
-   .. py:attribute:: include_version_timestamp_column
-      :type:  bool
+   .. py:attribute:: depth_column
+      :type: str
+
+      
+
+   .. py:attribute:: input_column_type
+      :type: str
+
+      
+
+   .. py:attribute:: crawl_depth
+      :type: int
+
+      
+
+   .. py:attribute:: disable_host_restriction
+      :type: bool
+
+      
+
+   .. py:attribute:: honour_website_rules
+      :type: bool
+
+      
+
+   .. py:attribute:: user_agent
+      :type: str
 
+      
 
    .. py:method:: __post_init__()
 
 
-.. py:class:: _MergeConfigFactory
 
-   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
+.. py:class:: ExtractDocumentDataConfig
 
 
-   Helper class that provides a standard way to create an ABC using
-   inheritance.
+   Bases: :py:obj:`OperatorConfig`
 
+   Extracts data from documents.
 
-   .. py:attribute:: config_class_key
-      :value: 'merge_mode'
+   :param doc_id_column: Name of input document ID column.
+   :type doc_id_column: str
+   :param document_column: Name of the input document column which contains the page infos. This column will be transformed to include the document processing config in the output feature group.
+   :type document_column: str
+   :param document_processing_config: Document processing configuration.
+   :type document_processing_config: DocumentProcessingConfig
 
+   .. py:attribute:: doc_id_column
+      :type: str
 
+      
+
+   .. py:attribute:: document_column
+      :type: str
+
+      
+
+   .. py:attribute:: document_processing_config
+      :type: abacusai.api_class.dataset.DocumentProcessingConfig
+
+      
+
+   .. py:method:: __post_init__()
+
+
+
+.. py:class:: _OperatorConfigFactory
+
+
+   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
+
+   A class to select and return the the correct type of Operator Config based on a serialized OperatorConfig instance.
 
    .. py:attribute:: config_abstract_class
 
+      
+
+   .. py:attribute:: config_class_key
+      :value: 'operator_type'
+
+      
 
    .. py:attribute:: config_class_map
 
+      
+
 
diff --git a/docs/_sources/autoapi/abacusai/api_class/index.rst.txt b/docs/_sources/autoapi/abacusai/api_class/index.rst.txt
index 1950359e5..d720f2ceb 100644
--- a/docs/_sources/autoapi/abacusai/api_class/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/api_class/index.rst.txt
@@ -1,45 +1,40 @@
-abacusai.api_class
-==================
+:py:mod:`abacusai.api_class`
+============================
 
 .. py:module:: abacusai.api_class
 
 
 Submodules
 ----------
-
 .. toctree::
+   :titlesonly:
    :maxdepth: 1
 
-   /autoapi/abacusai/api_class/abstract/index
-   /autoapi/abacusai/api_class/ai_agents/index
-   /autoapi/abacusai/api_class/ai_chat/index
-   /autoapi/abacusai/api_class/batch_prediction/index
-   /autoapi/abacusai/api_class/blob_input/index
-   /autoapi/abacusai/api_class/connectors/index
-   /autoapi/abacusai/api_class/dataset/index
-   /autoapi/abacusai/api_class/dataset_application_connector/index
-   /autoapi/abacusai/api_class/deployment/index
-   /autoapi/abacusai/api_class/document_retriever/index
-   /autoapi/abacusai/api_class/enums/index
-   /autoapi/abacusai/api_class/feature_group/index
-   /autoapi/abacusai/api_class/model/index
-   /autoapi/abacusai/api_class/monitor/index
-   /autoapi/abacusai/api_class/monitor_alert/index
-   /autoapi/abacusai/api_class/project/index
-   /autoapi/abacusai/api_class/python_functions/index
-   /autoapi/abacusai/api_class/refresh/index
-
-
-Attributes
-----------
-
-.. autoapisummary::
+   abstract/index.rst
+   ai_agents/index.rst
+   ai_chat/index.rst
+   batch_prediction/index.rst
+   blob_input/index.rst
+   connectors/index.rst
+   dataset/index.rst
+   dataset_application_connector/index.rst
+   deployment/index.rst
+   document_retriever/index.rst
+   enums/index.rst
+   feature_group/index.rst
+   model/index.rst
+   monitor/index.rst
+   monitor_alert/index.rst
+   project/index.rst
+   python_functions/index.rst
+   refresh/index.rst
 
-   abacusai.api_class.DocumentRetrieverConfig
 
+Package Contents
+----------------
 
 Classes
--------
+~~~~~~~
 
 .. autoapisummary::
 
@@ -68,7 +63,13 @@ Classes
    abacusai.api_class.TrainablePlugAndPlayBatchPredictionArgs
    abacusai.api_class._BatchPredictionArgsFactory
    abacusai.api_class.ApiClass
+   abacusai.api_class.Blob
    abacusai.api_class.BlobInput
+   abacusai.api_class._ApiClassFactory
+   abacusai.api_class.DatasetConfig
+   abacusai.api_class.StreamingConnectorDatasetConfig
+   abacusai.api_class.KafkaDatasetConfig
+   abacusai.api_class._StreamingConnectorDatasetConfigFactory
    abacusai.api_class.ApiClass
    abacusai.api_class.OcrMode
    abacusai.api_class.DatasetConfig
@@ -117,6 +118,8 @@ Classes
    abacusai.api_class.ExplainerType
    abacusai.api_class.SamplingMethodType
    abacusai.api_class.MergeMode
+   abacusai.api_class.OperatorType
+   abacusai.api_class.MarkdownOperatorInputType
    abacusai.api_class.FillLogic
    abacusai.api_class.BatchSize
    abacusai.api_class.HolidayCalendars
@@ -161,8 +164,11 @@ Classes
    abacusai.api_class.DataType
    abacusai.api_class.AgentInterface
    abacusai.api_class.ProjectConfigType
+   abacusai.api_class.CPUSize
+   abacusai.api_class.MemorySize
    abacusai.api_class.ApiClass
    abacusai.api_class._ApiClassFactory
+   abacusai.api_class.DocumentProcessingConfig
    abacusai.api_class.SamplingConfig
    abacusai.api_class.NSamplingConfig
    abacusai.api_class.PercentSamplingConfig
@@ -171,6 +177,12 @@ Classes
    abacusai.api_class.LastNMergeConfig
    abacusai.api_class.TimeWindowMergeConfig
    abacusai.api_class._MergeConfigFactory
+   abacusai.api_class.OperatorConfig
+   abacusai.api_class.UnpivotConfig
+   abacusai.api_class.MarkdownConfig
+   abacusai.api_class.CrawlerTransformConfig
+   abacusai.api_class.ExtractDocumentDataConfig
+   abacusai.api_class._OperatorConfigFactory
    abacusai.api_class.ApiClass
    abacusai.api_class._ApiClassFactory
    abacusai.api_class.TrainingConfig
@@ -240,33 +252,41 @@ Classes
    abacusai.api_class._FeatureGroupExportConfigFactory
 
 
+
 Functions
----------
+~~~~~~~~~
 
 .. autoapisummary::
 
    abacusai.api_class.get_clean_function_source_code
 
 
-Package Contents
-----------------
+
+Attributes
+~~~~~~~~~~
+
+.. autoapisummary::
+
+   abacusai.api_class.DocumentRetrieverConfig
+
 
 .. py:class:: ApiClass
 
-   Bases: :py:obj:`abc.ABC`
 
+   Bases: :py:obj:`abc.ABC`
 
    Helper class that provides a standard way to create an ABC using
    inheritance.
 
-
    .. py:attribute:: _upper_snake_case_keys
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: _support_kwargs
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
@@ -275,13 +295,11 @@ Package Contents
       :classmethod:
 
 
-
    .. py:method:: __str__()
 
       Return str(self).
 
 
-
    .. py:method:: _repr_html_()
 
 
@@ -307,7 +325,6 @@ Package Contents
       This also validates the fields ( type, value, etc ) received in the dictionary.
 
 
-
    .. py:method:: from_dict(input_dict)
       :classmethod:
 
@@ -315,10 +332,11 @@ Package Contents
 
 .. py:function:: get_clean_function_source_code(func)
 
+
 .. py:class:: FieldDescriptor
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    Configs for vector store indexing.
 
@@ -331,43 +349,48 @@ Package Contents
    :param type: The type of this field. If not provided, the default type is STRING.
    :type type: FieldDescriptorType
 
-
    .. py:attribute:: field
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: description
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: example_extraction
-      :type:  Union[str, int, bool, float, list, dict]
+      :type: Union[str, int, bool, float, list, dict]
 
+      
 
    .. py:attribute:: type
-      :type:  abacusai.api_class.enums.FieldDescriptorType
+      :type: abacusai.api_class.enums.FieldDescriptorType
+
+      
 
 
 .. py:class:: WorkflowNodeInputSchema
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    A react-jsonschema-form conformant schema for workflow node input.
 
-   :param json_schema: The json schema for the input conformant to react-jsonschema-form specification. Must define keys like "title", "type" and "properties". Supported elements - Checkbox, Radio Button, Dropdown, Textarea, Number, Date, File Upload. Not supported - Nested elements, arrays and other complex types.
+   :param json_schema: The json schema for the input conformant to react-jsonschema-form specification. Must define keys like "title", "type" and "properties". Supported elements - Checkbox, Radio Button, Dropdown, Textarea, Number, Date, file upload. Not supported - Nested elements, arrays and other complex types.
    :type json_schema: dict
    :param ui_schema: The ui schema for the input conformant to react-jsonschema-form specification.
    :type ui_schema: dict
 
-
    .. py:attribute:: json_schema
-      :type:  dict
+      :type: dict
 
+      
 
    .. py:attribute:: ui_schema
-      :type:  dict
+      :type: dict
 
+      
 
    .. py:method:: to_dict()
 
@@ -376,7 +399,6 @@ Package Contents
       This also validates the fields ( type, value, etc ) received in the dictionary.
 
 
-
    .. py:method:: from_dict(schema)
       :classmethod:
 
@@ -384,18 +406,18 @@ Package Contents
 
 .. py:class:: WorkflowNodeOutputSchema
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    A react-jsonschema-form schema for a workflow node output.
 
    :param json_schema: The json schema for the output conformant to react-jsonschema-form specification.
    :type json_schema: dict
 
-
    .. py:attribute:: json_schema
-      :type:  dict
+      :type: dict
 
+      
 
    .. py:method:: to_dict()
 
@@ -404,7 +426,6 @@ Package Contents
       This also validates the fields ( type, value, etc ) received in the dictionary.
 
 
-
    .. py:method:: from_dict(schema)
       :classmethod:
 
@@ -412,8 +433,8 @@ Package Contents
 
 .. py:class:: WorkflowNodeInputMapping
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    A mapping of input to a workflow node.
 
@@ -429,22 +450,25 @@ Package Contents
    :param is_required: Whether the input is required. Defaults to True
    :type is_required: bool
 
-
    .. py:attribute:: name
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: variable_type
-      :type:  abacusai.api_class.enums.WorkflowNodeInputType
+      :type: abacusai.api_class.enums.WorkflowNodeInputType
 
+      
 
    .. py:attribute:: variable_source
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: is_required
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: to_dict()
 
@@ -453,7 +477,6 @@ Package Contents
       This also validates the fields ( type, value, etc ) received in the dictionary.
 
 
-
    .. py:method:: from_dict(mapping)
       :classmethod:
 
@@ -461,8 +484,8 @@ Package Contents
 
 .. py:class:: WorkflowNodeOutputMapping
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    A mapping of output to a workflow node.
 
@@ -471,14 +494,15 @@ Package Contents
    :param variable_type: The type of the output.
    :type variable_type: WorkflowNodeOutputType
 
-
    .. py:attribute:: name
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: variable_type
-      :type:  abacusai.api_class.enums.WorkflowNodeOutputType
+      :type: abacusai.api_class.enums.WorkflowNodeOutputType
 
+      
 
    .. py:method:: to_dict()
 
@@ -487,7 +511,6 @@ Package Contents
       This also validates the fields ( type, value, etc ) received in the dictionary.
 
 
-
    .. py:method:: from_dict(mapping)
       :classmethod:
 
@@ -495,8 +518,8 @@ Package Contents
 
 .. py:class:: WorkflowGraphNode(name, input_mappings, output_mappings, function = None, function_name = None, source_code = None, input_schema = None, output_schema = None, package_requirements = None)
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    A node in an Agent workflow graph.
 
@@ -515,7 +538,6 @@ Package Contents
    :param package_requirements: List of package requirements for the node.
    :type package_requirements: list
 
-
    .. py:method:: to_dict()
 
       Standardizes converting an ApiClass to dictionary.
@@ -523,7 +545,6 @@ Package Contents
       This also validates the fields ( type, value, etc ) received in the dictionary.
 
 
-
    .. py:method:: from_dict(node)
       :classmethod:
 
@@ -531,8 +552,8 @@ Package Contents
 
 .. py:class:: WorkflowGraphEdge
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    An edge in an Agent workflow graph.
 
@@ -543,26 +564,29 @@ Package Contents
    :param details: Additional details about the edge.
    :type details: dict
 
-
    .. py:attribute:: source
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: target
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: details
-      :type:  dict
+      :type: dict
 
+      
 
    .. py:method:: to_nx_edge()
 
 
+
 .. py:class:: WorkflowGraph
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    An Agent workflow graph. The edges define the node invokation order. The workflow must follow linear invokation order.
 
@@ -571,14 +595,15 @@ Package Contents
    :param edges: A list of edges in the workflow graph, where each edge is a tuple of source, target and details.
    :type edges: List[WorkflowGraphEdge]
 
-
    .. py:attribute:: nodes
-      :type:  List[WorkflowGraphNode]
+      :type: List[WorkflowGraphNode]
 
+      
 
    .. py:attribute:: edges
-      :type:  List[WorkflowGraphEdge]
+      :type: List[WorkflowGraphEdge]
 
+      
 
    .. py:method:: to_dict()
 
@@ -587,7 +612,6 @@ Package Contents
       This also validates the fields ( type, value, etc ) received in the dictionary.
 
 
-
    .. py:method:: from_dict(graph)
       :classmethod:
 
@@ -595,20 +619,21 @@ Package Contents
 
 .. py:class:: ApiClass
 
-   Bases: :py:obj:`abc.ABC`
 
+   Bases: :py:obj:`abc.ABC`
 
    Helper class that provides a standard way to create an ABC using
    inheritance.
 
-
    .. py:attribute:: _upper_snake_case_keys
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: _support_kwargs
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
@@ -617,13 +642,11 @@ Package Contents
       :classmethod:
 
 
-
    .. py:method:: __str__()
 
       Return str(self).
 
 
-
    .. py:method:: _repr_html_()
 
 
@@ -649,7 +672,6 @@ Package Contents
       This also validates the fields ( type, value, etc ) received in the dictionary.
 
 
-
    .. py:method:: from_dict(input_dict)
       :classmethod:
 
@@ -657,8 +679,8 @@ Package Contents
 
 .. py:class:: HotkeyPrompt
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    A config class for a Data Science Co-Pilot Hotkey
 
@@ -667,39 +689,44 @@ Package Contents
    :param title: A short, descriptive title for the prompt. If not provided, one will be automatically generated.
    :type title: str
 
-
    .. py:attribute:: prompt
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: title
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: disable_problem_type_context
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: ignore_history
-      :type:  bool
+      :type: bool
+
+      
 
 
 .. py:class:: ApiClass
 
-   Bases: :py:obj:`abc.ABC`
 
+   Bases: :py:obj:`abc.ABC`
 
    Helper class that provides a standard way to create an ABC using
    inheritance.
 
-
    .. py:attribute:: _upper_snake_case_keys
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: _support_kwargs
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
@@ -708,13 +735,11 @@ Package Contents
       :classmethod:
 
 
-
    .. py:method:: __str__()
 
       Return str(self).
 
 
-
    .. py:method:: _repr_html_()
 
 
@@ -740,7 +765,6 @@ Package Contents
       This also validates the fields ( type, value, etc ) received in the dictionary.
 
 
-
    .. py:method:: from_dict(input_dict)
       :classmethod:
 
@@ -748,25 +772,23 @@ Package Contents
 
 .. py:class:: _ApiClassFactory
 
-   Bases: :py:obj:`abc.ABC`
 
+   Bases: :py:obj:`abc.ABC`
 
    Helper class that provides a standard way to create an ABC using
    inheritance.
 
-
    .. py:attribute:: config_abstract_class
-      :value: None
-
 
+      
 
    .. py:attribute:: config_class_key
-      :value: None
-
 
+      
 
    .. py:attribute:: config_class_map
 
+      
 
    .. py:method:: from_dict(config)
       :classmethod:
@@ -775,23 +797,25 @@ Package Contents
 
 .. py:class:: BatchPredictionArgs
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    An abstract class for Batch Prediction args specific to problem type.
 
-
    .. py:attribute:: _support_kwargs
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: kwargs
-      :type:  dict
+      :type: dict
 
+      
 
    .. py:attribute:: problem_type
-      :type:  abacusai.api_class.enums.ProblemType
+      :type: abacusai.api_class.enums.ProblemType
 
+      
 
    .. py:method:: _get_builder()
       :classmethod:
@@ -800,8 +824,8 @@ Package Contents
 
 .. py:class:: ForecastingBatchPredictionArgs
 
-   Bases: :py:obj:`BatchPredictionArgs`
 
+   Bases: :py:obj:`BatchPredictionArgs`
 
    Batch Prediction Config for the FORECASTING problem type
 
@@ -822,64 +846,73 @@ Package Contents
    :param create_monitor: Controls whether to automatically create a monitor to calculate the drift each time the batch prediction is run. Defaults to true if not specified.
    :type create_monitor: bool
 
-
    .. py:attribute:: for_eval
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: predictions_start_date
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: use_prediction_offset
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: start_date_offset
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: forecasting_horizon
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: item_attributes_to_include_in_the_result
-      :type:  list
+      :type: list
 
+      
 
    .. py:attribute:: explain_predictions
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: create_monitor
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: NamedEntityExtractionBatchPredictionArgs
 
-   Bases: :py:obj:`BatchPredictionArgs`
 
+   Bases: :py:obj:`BatchPredictionArgs`
 
    Batch Prediction Config for the NAMED_ENTITY_EXTRACTION problem type
 
    :param for_eval: If True, the test fold which was created during training and used for metrics calculation will be used as input data. These predictions are hence, used for model evaluation.
    :type for_eval: bool
 
-
    .. py:attribute:: for_eval
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: PersonalizationBatchPredictionArgs
 
-   Bases: :py:obj:`BatchPredictionArgs`
 
+   Bases: :py:obj:`BatchPredictionArgs`
 
    Batch Prediction Config for the PERSONALIZATION problem type
 
@@ -892,30 +925,34 @@ Package Contents
    :param score_field: If specified, relative item scores will be returned using a field with this name
    :type score_field: str
 
-
    .. py:attribute:: for_eval
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: number_of_items
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: item_attributes_to_include_in_the_result
-      :type:  list
+      :type: list
 
+      
 
    .. py:attribute:: score_field
-      :type:  str
+      :type: str
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: PredictiveModelingBatchPredictionArgs
 
-   Bases: :py:obj:`BatchPredictionArgs`
 
+   Bases: :py:obj:`BatchPredictionArgs`
 
    Batch Prediction Config for the PREDICTIVE_MODELING problem type
 
@@ -944,62 +981,74 @@ Package Contents
    :param create_monitor: Controls whether to automatically create a monitor to calculate the drift each time the batch prediction is run. Defaults to true if not specified.
    :type create_monitor: bool
 
-
    .. py:attribute:: for_eval
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: explainer_type
-      :type:  abacusai.api_class.enums.ExplainerType
+      :type: abacusai.api_class.enums.ExplainerType
 
+      
 
    .. py:attribute:: number_of_samples_to_use_for_explainer
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: include_multi_class_explanations
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: features_considered_constant_for_explanations
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: importance_of_records_in_nested_columns
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: explanation_filter_lower_bound
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: explanation_filter_upper_bound
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: explanation_filter_label
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: output_columns
-      :type:  list
+      :type: list
 
+      
 
    .. py:attribute:: explain_predictions
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: create_monitor
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: PretrainedModelsBatchPredictionArgs
 
-   Bases: :py:obj:`BatchPredictionArgs`
 
+   Bases: :py:obj:`BatchPredictionArgs`
 
    Batch Prediction Config for the PRETRAINED_MODELS problem type
 
@@ -1010,26 +1059,29 @@ Package Contents
    :param channel_id_to_label_map: JSON string for the map from channel ids to their labels.
    :type channel_id_to_label_map: str
 
-
    .. py:attribute:: for_eval
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: files_output_location_prefix
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: channel_id_to_label_map
-      :type:  str
+      :type: str
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: SentenceBoundaryDetectionBatchPredictionArgs
 
-   Bases: :py:obj:`BatchPredictionArgs`
 
+   Bases: :py:obj:`BatchPredictionArgs`
 
    Batch Prediction Config for the SENTENCE_BOUNDARY_DETECTION problem type
 
@@ -1038,22 +1090,24 @@ Package Contents
    :param explode_output: Explode data so there is one sentence per row.
    :type explode_output: bool
 
-
    .. py:attribute:: for_eval
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: explode_output
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: ThemeAnalysisBatchPredictionArgs
 
-   Bases: :py:obj:`BatchPredictionArgs`
 
+   Bases: :py:obj:`BatchPredictionArgs`
 
    Batch Prediction Config for the THEME_ANALYSIS problem type
 
@@ -1066,48 +1120,53 @@ Package Contents
    :param analysis_days: How many days to analyze.
    :type analysis_days: int
 
-
    .. py:attribute:: for_eval
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: analysis_frequency
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: start_date
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: analysis_days
-      :type:  int
+      :type: int
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: ChatLLMBatchPredictionArgs
 
-   Bases: :py:obj:`BatchPredictionArgs`
 
+   Bases: :py:obj:`BatchPredictionArgs`
 
    Batch Prediction Config for the ChatLLM problem type
 
    :param for_eval: If True, the test fold which was created during training and used for metrics calculation will be used as input data. These predictions are hence, used for model evaluation.
    :type for_eval: bool
 
-
    .. py:attribute:: for_eval
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: TrainablePlugAndPlayBatchPredictionArgs
 
-   Bases: :py:obj:`BatchPredictionArgs`
 
+   Bases: :py:obj:`BatchPredictionArgs`
 
    Batch Prediction Config for the TrainablePlugAndPlay problem type
 
@@ -1116,54 +1175,59 @@ Package Contents
    :param create_monitor: Controls whether to automatically create a monitor to calculate the drift each time the batch prediction is run. Defaults to true if not specified.
    :type create_monitor: bool
 
-
    .. py:attribute:: for_eval
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: create_monitor
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: _BatchPredictionArgsFactory
 
-   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
+   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
    Helper class that provides a standard way to create an ABC using
    inheritance.
 
-
    .. py:attribute:: config_abstract_class
 
+      
 
    .. py:attribute:: config_class_key
       :value: 'problem_type'
 
-
+      
 
    .. py:attribute:: config_class_map
 
+      
+
 
 .. py:class:: ApiClass
 
-   Bases: :py:obj:`abc.ABC`
 
+   Bases: :py:obj:`abc.ABC`
 
    Helper class that provides a standard way to create an ABC using
    inheritance.
 
-
    .. py:attribute:: _upper_snake_case_keys
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: _support_kwargs
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
@@ -1172,13 +1236,11 @@ Package Contents
       :classmethod:
 
 
-
    .. py:method:: __str__()
 
       Return str(self).
 
 
-
    .. py:method:: _repr_html_()
 
 
@@ -1204,18 +1266,17 @@ Package Contents
       This also validates the fields ( type, value, etc ) received in the dictionary.
 
 
-
    .. py:method:: from_dict(input_dict)
       :classmethod:
 
 
 
-.. py:class:: BlobInput
+.. py:class:: Blob(contents, mime_type = None, filename = None, size = None)
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
-   Binary large object input data.
+   Binary large object data.
 
    :param filename: The original filename of the blob.
    :type filename: str
@@ -1226,49 +1287,163 @@ Package Contents
    :param size: The size of the blob in bytes.
    :type size: int
 
-
    .. py:attribute:: filename
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: contents
-      :type:  bytes
+      :type: bytes
 
+      
 
    .. py:attribute:: mime_type
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: size
-      :type:  int
+      :type: int
 
+      
 
    .. py:method:: from_local_file(file_path)
       :classmethod:
 
 
-
    .. py:method:: from_contents(contents, filename = None, mime_type = None)
       :classmethod:
 
 
 
-.. py:class:: ApiClass
+.. py:class:: BlobInput(filename = None, contents = None, mime_type = None, size = None)
+
+
+   Bases: :py:obj:`Blob`
+
+   Binary large object data.
+   An alias for Blob, used to indicate that this is an input object.
+
+
+.. py:class:: _ApiClassFactory
+
 
    Bases: :py:obj:`abc.ABC`
 
+   Helper class that provides a standard way to create an ABC using
+   inheritance.
+
+   .. py:attribute:: config_abstract_class
+
+      
+
+   .. py:attribute:: config_class_key
+
+      
+
+   .. py:attribute:: config_class_map
+
+      
+
+   .. py:method:: from_dict(config)
+      :classmethod:
+
+
+
+.. py:class:: DatasetConfig
+
+
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
+
+   An abstract class for dataset configs
+
+   :param is_documentset: Whether the dataset is a document set
+   :type is_documentset: bool
+
+   .. py:attribute:: is_documentset
+      :type: bool
+
+      
+
+
+.. py:class:: StreamingConnectorDatasetConfig
+
+
+   Bases: :py:obj:`abacusai.api_class.dataset.DatasetConfig`
+
+   An abstract class for dataset configs specific to streaming connectors.
+
+   :param streaming_connector_type: The type of streaming connector
+   :type streaming_connector_type: StreamingConnectorType
+
+   .. py:attribute:: streaming_connector_type
+      :type: abacusai.api_class.enums.StreamingConnectorType
+
+      
+
+   .. py:method:: _get_builder()
+      :classmethod:
+
+
+
+.. py:class:: KafkaDatasetConfig
+
+
+   Bases: :py:obj:`StreamingConnectorDatasetConfig`
+
+   Dataset config for Kafka Streaming Connector
+
+   :param topic: The kafka topic to consume
+   :type topic: str
+
+   .. py:attribute:: topic
+      :type: str
+
+      
+
+   .. py:method:: __post_init__()
+
+
+
+.. py:class:: _StreamingConnectorDatasetConfigFactory
+
+
+   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
    Helper class that provides a standard way to create an ABC using
    inheritance.
 
+   .. py:attribute:: config_abstract_class
+
+      
+
+   .. py:attribute:: config_class_key
+      :value: 'streaming_connector_type'
+
+      
+
+   .. py:attribute:: config_class_map
+
+      
+
+
+.. py:class:: ApiClass
+
+
+   Bases: :py:obj:`abc.ABC`
+
+   Helper class that provides a standard way to create an ABC using
+   inheritance.
 
    .. py:attribute:: _upper_snake_case_keys
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: _support_kwargs
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
@@ -1277,13 +1452,11 @@ Package Contents
       :classmethod:
 
 
-
    .. py:method:: __str__()
 
       Return str(self).
 
 
-
    .. py:method:: _repr_html_()
 
 
@@ -1309,7 +1482,6 @@ Package Contents
       This also validates the fields ( type, value, etc ) received in the dictionary.
 
 
-
    .. py:method:: from_dict(input_dict)
       :classmethod:
 
@@ -1317,63 +1489,69 @@ Package Contents
 
 .. py:class:: OcrMode
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: DEFAULT
       :value: 'DEFAULT'
 
-
+      
 
    .. py:attribute:: LAYOUT
       :value: 'LAYOUT'
 
-
+      
 
    .. py:attribute:: SCANNED
       :value: 'SCANNED'
 
-
+      
 
    .. py:attribute:: COMPREHENSIVE
       :value: 'COMPREHENSIVE'
 
-
+      
 
    .. py:attribute:: COMPREHENSIVE_V2
       :value: 'COMPREHENSIVE_V2'
 
-
+      
 
    .. py:attribute:: COMPREHENSIVE_TABLE_MD
       :value: 'COMPREHENSIVE_TABLE_MD'
 
+      
+
+   .. py:attribute:: TESSERACT_FAST
+      :value: 'TESSERACT_FAST'
+
+      
 
 
 .. py:class:: DatasetConfig
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    An abstract class for dataset configs
 
    :param is_documentset: Whether the dataset is a document set
    :type is_documentset: bool
 
-
    .. py:attribute:: is_documentset
-      :type:  bool
+      :type: bool
+
+      
 
 
 .. py:class:: ParsingConfig
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    Custom config for dataset parsing.
 
@@ -1384,23 +1562,26 @@ Package Contents
    :param file_path_with_schema: Path to the file with schema. Defaults to None.
    :type file_path_with_schema: str
 
-
    .. py:attribute:: escape
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: csv_delimiter
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: file_path_with_schema
-      :type:  str
+      :type: str
+
+      
 
 
 .. py:class:: DocumentProcessingConfig
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    Document processing configuration.
 
@@ -1416,46 +1597,54 @@ Package Contents
    :type remove_watermarks: bool
    :param convert_to_markdown: Whether to convert extracted text to markdown. Defaults to False. This option only takes effect when extract_bounding_boxes is True.
    :type convert_to_markdown: bool
-
+   :param return_links: Whether to augment the extracted text with embedded URLs in the PDF. Defaults to False. This option only takes effect when the document is a PDF.
+   :type return_links: bool
 
    .. py:attribute:: extract_bounding_boxes
-      :type:  bool
+      :type: bool
       :value: False
 
-
+      
 
    .. py:attribute:: ocr_mode
-      :type:  abacusai.api_class.enums.OcrMode
+      :type: abacusai.api_class.enums.OcrMode
 
+      
 
    .. py:attribute:: use_full_ocr
-      :type:  bool
-      :value: None
-
+      :type: bool
 
+      
 
    .. py:attribute:: remove_header_footer
-      :type:  bool
+      :type: bool
       :value: False
 
-
+      
 
    .. py:attribute:: remove_watermarks
-      :type:  bool
+      :type: bool
       :value: True
 
-
+      
 
    .. py:attribute:: convert_to_markdown
-      :type:  bool
+      :type: bool
       :value: False
 
+      
+
+   .. py:attribute:: return_links
+      :type: bool
+      :value: False
+
+      
 
 
 .. py:class:: DatasetDocumentProcessingConfig
 
-   Bases: :py:obj:`DocumentProcessingConfig`
 
+   Bases: :py:obj:`DocumentProcessingConfig`
 
    Document processing configuration for dataset imports.
 
@@ -1474,49 +1663,47 @@ Package Contents
    :param page_text_column: Name of the output column which contains the extracted text for each page. If not provided, no column will be created.
    :type page_text_column: str
 
-
    .. py:attribute:: page_text_column
-      :type:  str
-      :value: None
+      :type: str
 
+      
 
 
 .. py:class:: IncrementalDatabaseConnectorConfig
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    Config information for incremental datasets from database connectors
 
    :param timestamp_column: If dataset is incremental, this is the column name of the required column in the dataset. This column must contain timestamps in descending order which are used to determine the increments of the incremental dataset.
    :type timestamp_column: str
 
-
    .. py:attribute:: timestamp_column
-      :type:  str
+      :type: str
+
+      
 
 
 .. py:class:: _ApiClassFactory
 
-   Bases: :py:obj:`abc.ABC`
 
+   Bases: :py:obj:`abc.ABC`
 
    Helper class that provides a standard way to create an ABC using
    inheritance.
 
-
    .. py:attribute:: config_abstract_class
-      :value: None
-
 
+      
 
    .. py:attribute:: config_class_key
-      :value: None
-
 
+      
 
    .. py:attribute:: config_class_map
 
+      
 
    .. py:method:: from_dict(config)
       :classmethod:
@@ -1525,33 +1712,34 @@ Package Contents
 
 .. py:class:: DatasetConfig
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    An abstract class for dataset configs
 
    :param is_documentset: Whether the dataset is a document set
    :type is_documentset: bool
 
-
    .. py:attribute:: is_documentset
-      :type:  bool
+      :type: bool
+
+      
 
 
 .. py:class:: ApplicationConnectorDatasetConfig
 
-   Bases: :py:obj:`abacusai.api_class.dataset.DatasetConfig`
 
+   Bases: :py:obj:`abacusai.api_class.dataset.DatasetConfig`
 
    An abstract class for dataset configs specific to application connectors.
 
    :param application_connector_type: The type of application connector
    :type application_connector_type: enums.ApplicationConnectorType
 
-
    .. py:attribute:: application_connector_type
-      :type:  abacusai.api_class.enums.ApplicationConnectorType
+      :type: abacusai.api_class.enums.ApplicationConnectorType
 
+      
 
    .. py:method:: _get_builder()
       :classmethod:
@@ -1560,8 +1748,8 @@ Package Contents
 
 .. py:class:: ConfluenceDatasetConfig
 
-   Bases: :py:obj:`ApplicationConnectorDatasetConfig`
 
+   Bases: :py:obj:`ApplicationConnectorDatasetConfig`
 
    Dataset config for Confluence Application Connector
    :param location: The location of the pages to fetch
@@ -1573,30 +1761,34 @@ Package Contents
    :param extract_bounding_boxes: Whether to extract bounding boxes from the documents
    :type extract_bounding_boxes: bool
 
-
    .. py:attribute:: location
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: pull_attachments
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: space_key
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: extract_bounding_boxes
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: GoogleAnalyticsDatasetConfig
 
-   Bases: :py:obj:`ApplicationConnectorDatasetConfig`
 
+   Bases: :py:obj:`ApplicationConnectorDatasetConfig`
 
    Dataset config for Google Analytics Application Connector
 
@@ -1607,26 +1799,29 @@ Package Contents
    :param end_timestamp: Unix timestamp of the end of the period that will be queried
    :type end_timestamp: int
 
-
    .. py:attribute:: location
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: start_timestamp
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: end_timestamp
-      :type:  int
+      :type: int
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: GoogleDriveDatasetConfig
 
-   Bases: :py:obj:`ApplicationConnectorDatasetConfig`
 
+   Bases: :py:obj:`ApplicationConnectorDatasetConfig`
 
    Dataset config for Google Drive Application Connector
 
@@ -1639,30 +1834,34 @@ Package Contents
    :param merge_file_schemas: Signifies if the merge file schema policy is enabled. Not applicable if is_documentset is True
    :type merge_file_schemas: bool
 
-
    .. py:attribute:: location
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: csv_delimiter
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: extract_bounding_boxes
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: merge_file_schemas
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: JiraDatasetConfig
 
-   Bases: :py:obj:`ApplicationConnectorDatasetConfig`
 
+   Bases: :py:obj:`ApplicationConnectorDatasetConfig`
 
    Dataset config for Jira Application Connector
 
@@ -1675,30 +1874,34 @@ Package Contents
    :param include_watchers: Fetch watchers for each issue
    :type include_watchers: bool
 
-
    .. py:attribute:: jql
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: custom_fields
-      :type:  list
+      :type: list
 
+      
 
    .. py:attribute:: include_comments
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: include_watchers
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: OneDriveDatasetConfig
 
-   Bases: :py:obj:`ApplicationConnectorDatasetConfig`
 
+   Bases: :py:obj:`ApplicationConnectorDatasetConfig`
 
    Dataset config for OneDrive Application Connector
 
@@ -1711,30 +1914,34 @@ Package Contents
    :param merge_file_schemas: Signifies if the merge file schema policy is enabled. Not applicable if is_documentset is True
    :type merge_file_schemas: bool
 
-
    .. py:attribute:: location
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: csv_delimiter
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: extract_bounding_boxes
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: merge_file_schemas
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: SharepointDatasetConfig
 
-   Bases: :py:obj:`ApplicationConnectorDatasetConfig`
 
+   Bases: :py:obj:`ApplicationConnectorDatasetConfig`
 
    Dataset config for Sharepoint Application Connector
 
@@ -1747,48 +1954,53 @@ Package Contents
    :param merge_file_schemas: Signifies if the merge file schema policy is enabled. Not applicable if is_documentset is True
    :type merge_file_schemas: bool
 
-
    .. py:attribute:: location
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: csv_delimiter
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: extract_bounding_boxes
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: merge_file_schemas
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: ZendeskDatasetConfig
 
-   Bases: :py:obj:`ApplicationConnectorDatasetConfig`
 
+   Bases: :py:obj:`ApplicationConnectorDatasetConfig`
 
    Dataset config for Zendesk Application Connector
 
    :param location: The regex location of the files to fetch
    :type location: str
 
-
    .. py:attribute:: location
-      :type:  str
+      :type: str
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: AbacusUsageMetricsDatasetConfig
 
-   Bases: :py:obj:`ApplicationConnectorDatasetConfig`
 
+   Bases: :py:obj:`ApplicationConnectorDatasetConfig`
 
    Dataset config for Abacus Usage Metrics Application Connector
 
@@ -1797,65 +2009,70 @@ Package Contents
    :param include_all_feedback: Whether to include all feedback for this deployment conversation
    :type include_all_feedback: bool
 
-
    .. py:attribute:: include_entire_conversation_history
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: include_all_feedback
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: FreshserviceDatasetConfig
 
-   Bases: :py:obj:`ApplicationConnectorDatasetConfig`
 
+   Bases: :py:obj:`ApplicationConnectorDatasetConfig`
 
    Dataset config for Freshservice Application Connector
 
-
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: _ApplicationConnectorDatasetConfigFactory
 
-   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
+   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
    Helper class that provides a standard way to create an ABC using
    inheritance.
 
-
    .. py:attribute:: config_abstract_class
 
+      
 
    .. py:attribute:: config_class_key
       :value: 'application_connector_type'
 
-
+      
 
    .. py:attribute:: config_class_map
 
+      
+
 
 .. py:class:: ApiClass
 
-   Bases: :py:obj:`abc.ABC`
 
+   Bases: :py:obj:`abc.ABC`
 
    Helper class that provides a standard way to create an ABC using
    inheritance.
 
-
    .. py:attribute:: _upper_snake_case_keys
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: _support_kwargs
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
@@ -1864,13 +2081,11 @@ Package Contents
       :classmethod:
 
 
-
    .. py:method:: __str__()
 
       Return str(self).
 
 
-
    .. py:method:: _repr_html_()
 
 
@@ -1896,7 +2111,6 @@ Package Contents
       This also validates the fields ( type, value, etc ) received in the dictionary.
 
 
-
    .. py:method:: from_dict(input_dict)
       :classmethod:
 
@@ -1904,25 +2118,23 @@ Package Contents
 
 .. py:class:: _ApiClassFactory
 
-   Bases: :py:obj:`abc.ABC`
 
+   Bases: :py:obj:`abc.ABC`
 
    Helper class that provides a standard way to create an ABC using
    inheritance.
 
-
    .. py:attribute:: config_abstract_class
-      :value: None
-
 
+      
 
    .. py:attribute:: config_class_key
-      :value: None
-
 
+      
 
    .. py:attribute:: config_class_map
 
+      
 
    .. py:method:: from_dict(config)
       :classmethod:
@@ -1931,23 +2143,25 @@ Package Contents
 
 .. py:class:: PredictionArguments
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    An abstract class for prediction arguments specific to problem type.
 
-
    .. py:attribute:: _support_kwargs
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: kwargs
-      :type:  dict
+      :type: dict
 
+      
 
    .. py:attribute:: problem_type
-      :type:  abacusai.api_class.enums.ProblemType
+      :type: abacusai.api_class.enums.ProblemType
 
+      
 
    .. py:method:: _get_builder()
       :classmethod:
@@ -1956,8 +2170,8 @@ Package Contents
 
 .. py:class:: OptimizationPredictionArguments
 
-   Bases: :py:obj:`PredictionArguments`
 
+   Bases: :py:obj:`PredictionArguments`
 
    Prediction arguments for the OPTIMIZATION problem type
 
@@ -1968,26 +2182,29 @@ Package Contents
    :param include_all_assignments: If True, will return all assignments, including assignments with value 0. Default is False.
    :type include_all_assignments: bool
 
-
    .. py:attribute:: forced_assignments
-      :type:  dict
+      :type: dict
 
+      
 
    .. py:attribute:: solve_time_limit_seconds
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: include_all_assignments
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: TimeseriesAnomalyPredictionArguments
 
-   Bases: :py:obj:`PredictionArguments`
 
+   Bases: :py:obj:`PredictionArguments`
 
    Prediction arguments for the TS_ANOMALY problem type
 
@@ -1998,26 +2215,29 @@ Package Contents
    :param get_all_item_data: If True, anomaly detection has to be performed on all the data related to input ids
    :type get_all_item_data: bool
 
-
    .. py:attribute:: start_timestamp
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: end_timestamp
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: get_all_item_data
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: ChatLLMPredictionArguments
 
-   Bases: :py:obj:`PredictionArguments`
 
+   Bases: :py:obj:`PredictionArguments`
 
    Prediction arguments for the CHAT_LLM problem type
 
@@ -2034,38 +2254,44 @@ Package Contents
    :param ignore_documents: If True, will ignore any documents and search results, and only use the messages to generate a response.
    :type ignore_documents: bool
 
-
    .. py:attribute:: llm_name
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: num_completion_tokens
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: system_message
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: temperature
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: search_score_cutoff
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: ignore_documents
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: RegressionPredictionArguments
 
-   Bases: :py:obj:`PredictionArguments`
 
+   Bases: :py:obj:`PredictionArguments`
 
    Prediction arguments for the PREDICTIVE_MODELING problem type
 
@@ -2074,22 +2300,24 @@ Package Contents
    :param explainer_type: Type of explainer to use for explanations.
    :type explainer_type: str
 
-
    .. py:attribute:: explain_predictions
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: explainer_type
-      :type:  str
+      :type: str
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: ForecastingPredictionArguments
 
-   Bases: :py:obj:`PredictionArguments`
 
+   Bases: :py:obj:`PredictionArguments`
 
    Prediction arguments for the FORECASTING problem type
 
@@ -2104,34 +2332,39 @@ Package Contents
    :param get_item_data: If True, will return the data corresponding to items as well.
    :type get_item_data: bool
 
-
    .. py:attribute:: num_predictions
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: prediction_start
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: explain_predictions
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: explainer_type
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: get_item_data
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: CumulativeForecastingPredictionArguments
 
-   Bases: :py:obj:`PredictionArguments`
 
+   Bases: :py:obj:`PredictionArguments`
 
    Prediction arguments for the CUMULATIVE_FORECASTING problem type
 
@@ -2146,34 +2379,39 @@ Package Contents
    :param get_item_data: If True, will return the data corresponding to items as well.
    :type get_item_data: bool
 
-
    .. py:attribute:: num_predictions
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: prediction_start
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: explain_predictions
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: explainer_type
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: get_item_data
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: NaturalLanguageSearchPredictionArguments
 
-   Bases: :py:obj:`PredictionArguments`
 
+   Bases: :py:obj:`PredictionArguments`
 
    Prediction arguments for the NATURAL_LANGUAGE_SEARCH problem type
 
@@ -2190,88 +2428,98 @@ Package Contents
    :param ignore_documents: If True, will ignore any documents and search results, and only use the messages to generate a response.
    :type ignore_documents: bool
 
-
    .. py:attribute:: llm_name
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: num_completion_tokens
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: system_message
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: temperature
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: search_score_cutoff
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: ignore_documents
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: FeatureStorePredictionArguments
 
-   Bases: :py:obj:`PredictionArguments`
 
+   Bases: :py:obj:`PredictionArguments`
 
    Prediction arguments for the FEATURE_STORE problem type
 
    :param limit_results: If provided, will limit the number of results to the value specified.
    :type limit_results: int
 
-
    .. py:attribute:: limit_results
-      :type:  int
+      :type: int
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: _PredictionArgumentsFactory
 
-   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
+   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
    Helper class that provides a standard way to create an ABC using
    inheritance.
 
-
    .. py:attribute:: config_abstract_class
 
+      
 
    .. py:attribute:: config_class_key
       :value: 'problem_type'
 
-
+      
 
    .. py:attribute:: config_class_map
 
+      
+
 
 .. py:class:: ApiClass
 
-   Bases: :py:obj:`abc.ABC`
 
+   Bases: :py:obj:`abc.ABC`
 
    Helper class that provides a standard way to create an ABC using
    inheritance.
 
-
    .. py:attribute:: _upper_snake_case_keys
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: _support_kwargs
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
@@ -2280,13 +2528,11 @@ Package Contents
       :classmethod:
 
 
-
    .. py:method:: __str__()
 
       Return str(self).
 
 
-
    .. py:method:: _repr_html_()
 
 
@@ -2312,7 +2558,6 @@ Package Contents
       This also validates the fields ( type, value, etc ) received in the dictionary.
 
 
-
    .. py:method:: from_dict(input_dict)
       :classmethod:
 
@@ -2320,38 +2565,43 @@ Package Contents
 
 .. py:class:: VectorStoreTextEncoder
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: E5
       :value: 'E5'
 
-
+      
 
    .. py:attribute:: OPENAI
       :value: 'OPENAI'
 
-
+      
 
    .. py:attribute:: SENTENCE_BERT
       :value: 'SENTENCE_BERT'
 
-
+      
 
    .. py:attribute:: E5_SMALL
       :value: 'E5_SMALL'
 
+      
+
+   .. py:attribute:: CODE_BERT
+      :value: 'CODE_BERT'
+
+      
 
 
 .. py:class:: VectorStoreConfig
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    Config for indexing options of a document retriever. Default values of optional arguments are heuristically selected by the Abacus.AI platform based on the underlying data.
 
@@ -2368,49 +2618,55 @@ Package Contents
    :param prune_vectors: Transform vectors using SVD so that the average component of vectors in the corpus are removed.
    :type prune_vectors: bool
 
-
    .. py:attribute:: chunk_size
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: chunk_overlap_fraction
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: text_encoder
-      :type:  abacusai.api_class.enums.VectorStoreTextEncoder
+      :type: abacusai.api_class.enums.VectorStoreTextEncoder
 
+      
 
    .. py:attribute:: chunk_size_factors
-      :type:  list
+      :type: list
 
+      
 
    .. py:attribute:: score_multiplier_column
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: prune_vectors
-      :type:  bool
+      :type: bool
+
+      
 
 
 .. py:data:: DocumentRetrieverConfig
 
+   
+
 .. py:class:: ApiEnum
 
-   Bases: :py:obj:`enum.Enum`
 
+   Bases: :py:obj:`enum.Enum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:method:: __eq__(other)
 
       Return self==value.
 
 
-
    .. py:method:: __hash__()
 
       Return hash(self).
@@ -2419,2330 +2675,2455 @@ Package Contents
 
 .. py:class:: ProblemType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: AI_AGENT
       :value: 'ai_agent'
 
-
+      
 
    .. py:attribute:: EVENT_ANOMALY
       :value: 'event_anomaly'
 
-
+      
 
    .. py:attribute:: CLUSTERING
       :value: 'clustering'
 
-
+      
 
    .. py:attribute:: CLUSTERING_TIMESERIES
       :value: 'clustering_timeseries'
 
-
+      
 
    .. py:attribute:: CUMULATIVE_FORECASTING
       :value: 'cumulative_forecasting'
 
-
+      
 
    .. py:attribute:: NAMED_ENTITY_EXTRACTION
       :value: 'nlp_ner'
 
-
+      
 
    .. py:attribute:: NATURAL_LANGUAGE_SEARCH
       :value: 'nlp_search'
 
-
+      
 
    .. py:attribute:: CHAT_LLM
       :value: 'chat_llm'
 
-
+      
 
    .. py:attribute:: SENTENCE_BOUNDARY_DETECTION
       :value: 'nlp_sentence_boundary_detection'
 
-
+      
 
    .. py:attribute:: SENTIMENT_DETECTION
       :value: 'nlp_sentiment'
 
-
+      
 
    .. py:attribute:: DOCUMENT_CLASSIFICATION
       :value: 'nlp_classification'
 
-
+      
 
    .. py:attribute:: DOCUMENT_SUMMARIZATION
       :value: 'nlp_summarization'
 
-
+      
 
    .. py:attribute:: DOCUMENT_VISUALIZATION
       :value: 'nlp_document_visualization'
 
-
+      
 
    .. py:attribute:: PERSONALIZATION
       :value: 'personalization'
 
-
+      
 
    .. py:attribute:: PREDICTIVE_MODELING
       :value: 'regression'
 
-
+      
 
    .. py:attribute:: FINETUNED_LLM
       :value: 'finetuned_llm'
 
-
+      
 
    .. py:attribute:: FORECASTING
       :value: 'forecasting'
 
-
+      
 
    .. py:attribute:: CUSTOM_TRAINED_MODEL
       :value: 'plug_and_play'
 
-
+      
 
    .. py:attribute:: CUSTOM_ALGORITHM
       :value: 'trainable_plug_and_play'
 
-
+      
 
    .. py:attribute:: FEATURE_STORE
       :value: 'feature_store'
 
-
+      
 
    .. py:attribute:: IMAGE_CLASSIFICATION
       :value: 'vision_classification'
 
-
+      
 
    .. py:attribute:: OBJECT_DETECTION
       :value: 'vision_object_detection'
 
-
+      
 
    .. py:attribute:: IMAGE_VALUE_PREDICTION
       :value: 'vision_regression'
 
-
+      
 
    .. py:attribute:: MODEL_MONITORING
       :value: 'model_monitoring'
 
-
+      
 
    .. py:attribute:: LANGUAGE_DETECTION
       :value: 'language_detection'
 
-
+      
 
    .. py:attribute:: OPTIMIZATION
       :value: 'optimization'
 
-
+      
 
    .. py:attribute:: PRETRAINED_MODELS
       :value: 'pretrained'
 
-
+      
 
    .. py:attribute:: THEME_ANALYSIS
       :value: 'theme_analysis'
 
-
+      
 
    .. py:attribute:: TS_ANOMALY
       :value: 'ts_anomaly'
 
+      
 
 
 .. py:class:: RegressionObjective
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: AUC
       :value: 'auc'
 
-
+      
 
    .. py:attribute:: ACCURACY
       :value: 'acc'
 
-
+      
 
    .. py:attribute:: LOG_LOSS
       :value: 'log_loss'
 
-
+      
 
    .. py:attribute:: PRECISION
       :value: 'precision'
 
-
+      
 
    .. py:attribute:: RECALL
       :value: 'recall'
 
-
+      
 
    .. py:attribute:: F1_SCORE
       :value: 'fscore'
 
-
+      
 
    .. py:attribute:: MAE
       :value: 'mae'
 
-
+      
 
    .. py:attribute:: MAPE
       :value: 'mape'
 
-
+      
 
    .. py:attribute:: WAPE
       :value: 'wape'
 
-
+      
 
    .. py:attribute:: RMSE
       :value: 'rmse'
 
-
+      
 
    .. py:attribute:: R_SQUARED_COEFFICIENT_OF_DETERMINATION
       :value: 'r^2'
 
+      
 
 
 .. py:class:: RegressionTreeHPOMode
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: RAPID
       :value: 'rapid'
 
-
+      
 
    .. py:attribute:: THOROUGH
       :value: 'thorough'
 
+      
 
 
 .. py:class:: PartialDependenceAnalysis
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: RAPID
       :value: 'rapid'
 
-
+      
 
    .. py:attribute:: THOROUGH
       :value: 'thorough'
 
+      
 
 
 .. py:class:: RegressionAugmentationStrategy
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: SMOTE
       :value: 'smote'
 
-
+      
 
    .. py:attribute:: RESAMPLE
       :value: 'resample'
 
+      
 
 
 .. py:class:: RegressionTargetTransform
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: LOG
       :value: 'log'
 
-
+      
 
    .. py:attribute:: QUANTILE
       :value: 'quantile'
 
-
+      
 
    .. py:attribute:: YEO_JOHNSON
       :value: 'yeo-johnson'
 
-
+      
 
    .. py:attribute:: BOX_COX
       :value: 'box-cox'
 
+      
 
 
 .. py:class:: RegressionTypeOfSplit
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: RANDOM
       :value: 'Random Sampling'
 
-
+      
 
    .. py:attribute:: TIMESTAMP_BASED
       :value: 'Timestamp Based'
 
-
+      
 
    .. py:attribute:: ROW_INDICATOR_BASED
       :value: 'Row Indicator Based'
 
-
+      
 
    .. py:attribute:: STRATIFIED_RANDOM_SAMPLING
       :value: 'Stratified Random Sampling'
 
+      
 
 
 .. py:class:: RegressionTimeSplitMethod
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: TEST_SPLIT_PERCENTAGE_BASED
       :value: 'Test Split Percentage Based'
 
-
+      
 
    .. py:attribute:: TEST_START_TIMESTAMP_BASED
       :value: 'Test Start Timestamp Based'
 
+      
 
 
 .. py:class:: RegressionLossFunction
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: HUBER
       :value: 'Huber'
 
-
+      
 
    .. py:attribute:: MSE
       :value: 'Mean Squared Error'
 
-
+      
 
    .. py:attribute:: MAE
       :value: 'Mean Absolute Error'
 
-
+      
 
    .. py:attribute:: MAPE
       :value: 'Mean Absolute Percentage Error'
 
-
+      
 
    .. py:attribute:: MSLE
       :value: 'Mean Squared Logarithmic Error'
 
-
+      
 
    .. py:attribute:: TWEEDIE
       :value: 'Tweedie'
 
-
+      
 
    .. py:attribute:: CROSS_ENTROPY
       :value: 'Cross Entropy'
 
-
+      
 
    .. py:attribute:: FOCAL_CROSS_ENTROPY
       :value: 'Focal Cross Entropy'
 
-
+      
 
    .. py:attribute:: AUTOMATIC
       :value: 'Automatic'
 
-
+      
 
    .. py:attribute:: CUSTOM
       :value: 'Custom'
 
+      
 
 
 .. py:class:: ExplainerType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: KERNEL_EXPLAINER
       :value: 'KERNEL_EXPLAINER'
 
-
+      
 
    .. py:attribute:: LIME_EXPLAINER
       :value: 'LIME_EXPLAINER'
 
-
+      
 
    .. py:attribute:: TREE_EXPLAINER
       :value: 'TREE_EXPLAINER'
 
-
+      
 
    .. py:attribute:: EBM_EXPLAINER
       :value: 'EBM_EXPLAINER'
 
+      
 
 
 .. py:class:: SamplingMethodType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: N_SAMPLING
       :value: 'N_SAMPLING'
 
-
+      
 
    .. py:attribute:: PERCENT_SAMPLING
       :value: 'PERCENT_SAMPLING'
 
+      
 
 
 .. py:class:: MergeMode
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: LAST_N
       :value: 'LAST_N'
 
-
+      
 
    .. py:attribute:: TIME_WINDOW
       :value: 'TIME_WINDOW'
 
+      
 
 
-.. py:class:: FillLogic
+.. py:class:: OperatorType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
+   .. py:attribute:: UNPIVOT
+      :value: 'UNPIVOT'
 
-   .. py:attribute:: AVERAGE
-      :value: 'average'
-
+      
 
+   .. py:attribute:: MARKDOWN
+      :value: 'MARKDOWN'
 
-   .. py:attribute:: MAX
-      :value: 'max'
+      
 
+   .. py:attribute:: CRAWLER
+      :value: 'CRAWLER'
 
+      
 
-   .. py:attribute:: MEDIAN
-      :value: 'median'
+   .. py:attribute:: EXTRACT_DOCUMENT_DATA
+      :value: 'EXTRACT_DOCUMENT_DATA'
 
+      
 
 
-   .. py:attribute:: MIN
-      :value: 'min'
+.. py:class:: MarkdownOperatorInputType
 
 
+   Bases: :py:obj:`ApiEnum`
 
-   .. py:attribute:: CUSTOM
-      :value: 'custom'
+   Generic enumeration.
 
+   Derive from this class to define new enumerations.
 
+   .. py:attribute:: HTML
+      :value: 'HTML'
 
-   .. py:attribute:: BACKFILL
-      :value: 'bfill'
+      
 
 
+.. py:class:: FillLogic
 
-   .. py:attribute:: FORWARDFILL
-      :value: 'ffill'
 
+   Bases: :py:obj:`ApiEnum`
 
+   Generic enumeration.
 
-   .. py:attribute:: LINEAR
-      :value: 'linear'
+   Derive from this class to define new enumerations.
 
+   .. py:attribute:: AVERAGE
+      :value: 'average'
+
+      
+
+   .. py:attribute:: MAX
+      :value: 'max'
+
+      
+
+   .. py:attribute:: MEDIAN
+      :value: 'median'
+
+      
+
+   .. py:attribute:: MIN
+      :value: 'min'
+
+      
+
+   .. py:attribute:: CUSTOM
+      :value: 'custom'
+
+      
+
+   .. py:attribute:: BACKFILL
+      :value: 'bfill'
+
+      
+
+   .. py:attribute:: FORWARDFILL
+      :value: 'ffill'
 
+      
+
+   .. py:attribute:: LINEAR
+      :value: 'linear'
+
+      
 
    .. py:attribute:: NEAREST
       :value: 'nearest'
 
+      
 
 
 .. py:class:: BatchSize
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: BATCH_8
       :value: 8
 
-
+      
 
    .. py:attribute:: BATCH_16
       :value: 16
 
-
+      
 
    .. py:attribute:: BATCH_32
       :value: 32
 
-
+      
 
    .. py:attribute:: BATCH_64
       :value: 64
 
-
+      
 
    .. py:attribute:: BATCH_128
       :value: 128
 
-
+      
 
    .. py:attribute:: BATCH_256
       :value: 256
 
-
+      
 
    .. py:attribute:: BATCH_384
       :value: 384
 
-
+      
 
    .. py:attribute:: BATCH_512
       :value: 512
 
-
+      
 
    .. py:attribute:: BATCH_740
       :value: 740
 
-
+      
 
    .. py:attribute:: BATCH_1024
       :value: 1024
 
+      
 
 
 .. py:class:: HolidayCalendars
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: AU
       :value: 'AU'
 
-
+      
 
    .. py:attribute:: UK
       :value: 'UK'
 
-
+      
 
    .. py:attribute:: US
       :value: 'US'
 
+      
 
 
 .. py:class:: FileFormat
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: AVRO
       :value: 'AVRO'
 
-
+      
 
    .. py:attribute:: PARQUET
       :value: 'PARQUET'
 
-
+      
 
    .. py:attribute:: TFRECORD
       :value: 'TFRECORD'
 
-
+      
 
    .. py:attribute:: TSV
       :value: 'TSV'
 
-
+      
 
    .. py:attribute:: CSV
       :value: 'CSV'
 
-
+      
 
    .. py:attribute:: ORC
       :value: 'ORC'
 
-
+      
 
    .. py:attribute:: JSON
       :value: 'JSON'
 
-
+      
 
    .. py:attribute:: ODS
       :value: 'ODS'
 
-
+      
 
    .. py:attribute:: XLS
       :value: 'XLS'
 
-
+      
 
    .. py:attribute:: GZ
       :value: 'GZ'
 
-
+      
 
    .. py:attribute:: ZIP
       :value: 'ZIP'
 
-
+      
 
    .. py:attribute:: TAR
       :value: 'TAR'
 
-
+      
 
    .. py:attribute:: DOCX
       :value: 'DOCX'
 
-
+      
 
    .. py:attribute:: PDF
       :value: 'PDF'
 
-
+      
 
    .. py:attribute:: RAR
       :value: 'RAR'
 
-
+      
 
    .. py:attribute:: JPEG
       :value: 'JPG'
 
-
+      
 
    .. py:attribute:: PNG
       :value: 'PNG'
 
-
+      
 
    .. py:attribute:: TIF
       :value: 'TIFF'
 
-
+      
 
    .. py:attribute:: NUMBERS
       :value: 'NUMBERS'
 
-
+      
 
    .. py:attribute:: PPTX
       :value: 'PPTX'
 
-
+      
 
    .. py:attribute:: PPT
       :value: 'PPT'
 
-
+      
 
    .. py:attribute:: HTML
       :value: 'HTML'
 
-
+      
 
    .. py:attribute:: TXT
       :value: 'txt'
 
+      
 
 
 .. py:class:: ExperimentationMode
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: RAPID
       :value: 'rapid'
 
-
+      
 
    .. py:attribute:: THOROUGH
       :value: 'thorough'
 
+      
 
 
 .. py:class:: PersonalizationTrainingMode
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: EXPERIMENTAL
       :value: 'EXP'
 
-
+      
 
    .. py:attribute:: PRODUCTION
       :value: 'PROD'
 
+      
 
 
 .. py:class:: PersonalizationObjective
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: NDCG
       :value: 'ndcg'
 
-
+      
 
    .. py:attribute:: NDCG_5
       :value: 'ndcg@5'
 
-
+      
 
    .. py:attribute:: NDCG_10
       :value: 'ndcg@10'
 
-
+      
 
    .. py:attribute:: MAP
       :value: 'map'
 
-
+      
 
    .. py:attribute:: MAP_5
       :value: 'map@5'
 
-
+      
 
    .. py:attribute:: MAP_10
       :value: 'map@10'
 
-
+      
 
    .. py:attribute:: MRR
       :value: 'mrr'
 
-
+      
 
    .. py:attribute:: PERSONALIZATION
       :value: 'personalization@10'
 
-
+      
 
    .. py:attribute:: COVERAGE
       :value: 'coverage'
 
+      
 
 
 .. py:class:: ForecastingObjective
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: ACCURACY
       :value: 'w_c_accuracy'
 
-
+      
 
    .. py:attribute:: WAPE
       :value: 'wape'
 
-
+      
 
    .. py:attribute:: MAPE
       :value: 'mape'
 
-
+      
 
    .. py:attribute:: CMAPE
       :value: 'cmape'
 
-
+      
 
    .. py:attribute:: RMSE
       :value: 'rmse'
 
-
+      
 
    .. py:attribute:: CV
       :value: 'coefficient_of_variation'
 
-
+      
 
    .. py:attribute:: BIAS
       :value: 'bias'
 
-
+      
 
    .. py:attribute:: SRMSE
       :value: 'srmse'
 
+      
 
 
 .. py:class:: ForecastingFrequency
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: HOURLY
       :value: '1H'
 
-
+      
 
    .. py:attribute:: DAILY
       :value: '1D'
 
-
+      
 
    .. py:attribute:: WEEKLY_SUNDAY_START
       :value: '1W'
 
-
+      
 
    .. py:attribute:: WEEKLY_MONDAY_START
       :value: 'W-MON'
 
-
+      
 
    .. py:attribute:: WEEKLY_SATURDAY_START
       :value: 'W-SAT'
 
-
+      
 
    .. py:attribute:: MONTH_START
       :value: 'MS'
 
-
+      
 
    .. py:attribute:: MONTH_END
       :value: '1M'
 
-
+      
 
    .. py:attribute:: QUARTER_START
       :value: 'QS'
 
-
+      
 
    .. py:attribute:: QUARTER_END
       :value: '1Q'
 
-
+      
 
    .. py:attribute:: YEARLY
       :value: '1Y'
 
+      
 
 
 .. py:class:: ForecastingDataSplitType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: AUTO
       :value: 'Automatic Time Based'
 
-
+      
 
    .. py:attribute:: TIMESTAMP
       :value: 'Timestamp Based'
 
-
+      
 
    .. py:attribute:: ITEM
       :value: 'Item Based'
 
-
+      
 
    .. py:attribute:: PREDICTION_LENGTH
       :value: 'Force Prediction Length'
 
+      
 
 
 .. py:class:: ForecastingLossFunction
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: CUSTOM
       :value: 'Custom'
 
-
+      
 
    .. py:attribute:: MEAN_ABSOLUTE_ERROR
       :value: 'mae'
 
-
+      
 
    .. py:attribute:: NORMALIZED_MEAN_ABSOLUTE_ERROR
       :value: 'nmae'
 
-
+      
 
    .. py:attribute:: PEAKS_MEAN_ABSOLUTE_ERROR
       :value: 'peaks_mae'
 
-
+      
 
    .. py:attribute:: MEAN_ABSOLUTE_PERCENTAGE_ERROR
       :value: 'stable_mape'
 
-
+      
 
    .. py:attribute:: POINTWISE_ACCURACY
       :value: 'accuracy'
 
-
+      
 
    .. py:attribute:: ROOT_MEAN_SQUARE_ERROR
       :value: 'rmse'
 
-
+      
 
    .. py:attribute:: NORMALIZED_ROOT_MEAN_SQUARE_ERROR
       :value: 'nrmse'
 
-
+      
 
    .. py:attribute:: ASYMMETRIC_MEAN_ABSOLUTE_PERCENTAGE_ERROR
       :value: 'asymmetric_mape'
 
-
+      
 
    .. py:attribute:: STABLE_STANDARDIZED_MEAN_ABSOLUTE_PERCENTAGE_ERROR
       :value: 'stable_standardized_mape_with_cmape'
 
-
+      
 
    .. py:attribute:: GAUSSIAN
       :value: 'mle_gaussian_local'
 
-
+      
 
    .. py:attribute:: GAUSSIAN_FULL_COVARIANCE
       :value: 'mle_gaussfullcov'
 
-
+      
 
    .. py:attribute:: GUASSIAN_EXPONENTIAL
       :value: 'mle_gaussexp'
 
-
+      
 
    .. py:attribute:: MIX_GAUSSIANS
       :value: 'mle_gaussmix'
 
-
+      
 
    .. py:attribute:: WEIBULL
       :value: 'mle_weibull'
 
-
+      
 
    .. py:attribute:: NEGATIVE_BINOMIAL
       :value: 'mle_negbinom'
 
-
+      
 
    .. py:attribute:: LOG_ROOT_MEAN_SQUARE_ERROR
       :value: 'log_rmse'
 
+      
 
 
 .. py:class:: ForecastingLocalScaling
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: ZSCORE
       :value: 'zscore'
 
-
+      
 
    .. py:attribute:: SLIDING_ZSCORE
       :value: 'sliding_zscore'
 
-
+      
 
    .. py:attribute:: LAST_POINT
       :value: 'lastpoint'
 
-
+      
 
    .. py:attribute:: MIN_MAX
       :value: 'minmax'
 
-
+      
 
    .. py:attribute:: MIN_STD
       :value: 'minstd'
 
-
+      
 
    .. py:attribute:: ROBUST
       :value: 'robust'
 
-
+      
 
    .. py:attribute:: ITEM
       :value: 'item'
 
+      
 
 
 .. py:class:: ForecastingFillMethod
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: BACK
       :value: 'BACK'
 
-
+      
 
    .. py:attribute:: MIDDLE
       :value: 'MIDDLE'
 
-
+      
 
    .. py:attribute:: FUTURE
       :value: 'FUTURE'
 
+      
 
 
 .. py:class:: ForecastingQuanitlesExtensionMethod
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: DIRECT
       :value: 'direct'
 
-
+      
 
    .. py:attribute:: QUADRATIC
       :value: 'quadratic'
 
-
+      
 
    .. py:attribute:: ANCESTRAL_SIMULATION
       :value: 'simulation'
 
+      
 
 
 .. py:class:: TimeseriesAnomalyDataSplitType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: AUTO
       :value: 'Automatic Time Based'
 
-
+      
 
    .. py:attribute:: TIMESTAMP
       :value: 'Fixed Timestamp Based'
 
+      
 
 
 .. py:class:: TimeseriesAnomalyTypeOfAnomaly
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: HIGH_PEAK
       :value: 'high_peak'
 
-
+      
 
    .. py:attribute:: LOW_PEAK
       :value: 'low_peak'
 
+      
 
 
 .. py:class:: TimeseriesAnomalyUseHeuristic
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: ENABLE
       :value: 'enable'
 
-
+      
 
    .. py:attribute:: DISABLE
       :value: 'disable'
 
-
+      
 
    .. py:attribute:: AUTOMATIC
       :value: 'automatic'
 
+      
 
 
 .. py:class:: NERObjective
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: LOG_LOSS
       :value: 'log_loss'
 
-
+      
 
    .. py:attribute:: AUC
       :value: 'auc'
 
-
+      
 
    .. py:attribute:: PRECISION
       :value: 'precision'
 
-
+      
 
    .. py:attribute:: RECALL
       :value: 'recall'
 
-
+      
 
    .. py:attribute:: ANNOTATIONS_PRECISION
       :value: 'annotations_precision'
 
-
+      
 
    .. py:attribute:: ANNOTATIONS_RECALL
       :value: 'annotations_recall'
 
+      
 
 
 .. py:class:: NERModelType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: PRETRAINED_BERT
       :value: 'pretrained_bert'
 
-
+      
 
    .. py:attribute:: PRETRAINED_ROBERTA_27
       :value: 'pretrained_roberta_27'
 
-
+      
 
    .. py:attribute:: PRETRAINED_ROBERTA_43
       :value: 'pretrained_roberta_43'
 
-
+      
 
    .. py:attribute:: PRETRAINED_MULTILINGUAL
       :value: 'pretrained_multilingual'
 
-
+      
 
    .. py:attribute:: LEARNED
       :value: 'learned'
 
+      
 
 
 .. py:class:: NLPDocumentFormat
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: AUTO
       :value: 'auto'
 
-
+      
 
    .. py:attribute:: TEXT
       :value: 'text'
 
-
+      
 
    .. py:attribute:: DOC
       :value: 'doc'
 
-
+      
 
    .. py:attribute:: TOKENS
       :value: 'tokens'
 
+      
 
 
 .. py:class:: SentimentType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: VALENCE
       :value: 'valence'
 
-
+      
 
    .. py:attribute:: EMOTION
       :value: 'emotion'
 
+      
 
 
 .. py:class:: ClusteringImputationMethod
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: AUTOMATIC
       :value: 'Automatic'
 
-
+      
 
    .. py:attribute:: ZEROS
       :value: 'Zeros'
 
-
+      
 
    .. py:attribute:: INTERPOLATE
       :value: 'Interpolate'
 
+      
 
 
 .. py:class:: ConnectorType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: FILE
       :value: 'FILE'
 
-
+      
 
    .. py:attribute:: DATABASE
       :value: 'DATABASE'
 
-
+      
 
    .. py:attribute:: STREAMING
       :value: 'STREAMING'
 
-
+      
 
    .. py:attribute:: APPLICATION
       :value: 'APPLICATION'
 
+      
 
 
 .. py:class:: ApplicationConnectorType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: GOOGLEANALYTICS
       :value: 'GOOGLEANALYTICS'
 
-
+      
 
    .. py:attribute:: GOOGLEDRIVE
       :value: 'GOOGLEDRIVE'
 
-
+      
 
    .. py:attribute:: GIT
       :value: 'GIT'
 
-
+      
 
    .. py:attribute:: CONFLUENCE
       :value: 'CONFLUENCE'
 
-
+      
 
    .. py:attribute:: JIRA
       :value: 'JIRA'
 
-
+      
 
    .. py:attribute:: ONEDRIVE
       :value: 'ONEDRIVE'
 
-
+      
 
    .. py:attribute:: ZENDESK
       :value: 'ZENDESK'
 
-
+      
 
    .. py:attribute:: SLACK
       :value: 'SLACK'
 
-
+      
 
    .. py:attribute:: SHAREPOINT
       :value: 'SHAREPOINT'
 
-
+      
 
    .. py:attribute:: TEAMS
       :value: 'TEAMS'
 
-
+      
 
    .. py:attribute:: ABACUSUSAGEMETRICS
       :value: 'ABACUSUSAGEMETRICS'
 
-
+      
 
    .. py:attribute:: MICROSOFTAUTH
       :value: 'MICROSOFTAUTH'
 
-
+      
 
    .. py:attribute:: FRESHSERVICE
       :value: 'FRESHSERVICE'
 
-
+      
 
    .. py:attribute:: ZENDESKSUNSHINEMESSAGING
       :value: 'ZENDESKSUNSHINEMESSAGING'
 
+      
 
 
 .. py:class:: StreamingConnectorType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: KAFKA
       :value: 'KAFKA'
 
+      
 
 
 .. py:class:: PythonFunctionArgumentType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: FEATURE_GROUP
       :value: 'FEATURE_GROUP'
 
-
+      
 
    .. py:attribute:: INTEGER
       :value: 'INTEGER'
 
-
+      
 
    .. py:attribute:: STRING
       :value: 'STRING'
 
-
+      
 
    .. py:attribute:: BOOLEAN
       :value: 'BOOLEAN'
 
-
+      
 
    .. py:attribute:: FLOAT
       :value: 'FLOAT'
 
-
+      
 
    .. py:attribute:: JSON
       :value: 'JSON'
 
-
+      
 
    .. py:attribute:: LIST
       :value: 'LIST'
 
-
+      
 
    .. py:attribute:: DATASET_ID
       :value: 'DATASET_ID'
 
-
+      
 
    .. py:attribute:: MODEL_ID
       :value: 'MODEL_ID'
 
-
+      
 
    .. py:attribute:: FEATURE_GROUP_ID
       :value: 'FEATURE_GROUP_ID'
 
-
+      
 
    .. py:attribute:: MONITOR_ID
       :value: 'MONITOR_ID'
 
-
+      
 
    .. py:attribute:: BATCH_PREDICTION_ID
       :value: 'BATCH_PREDICTION_ID'
 
-
+      
 
    .. py:attribute:: DEPLOYMENT_ID
       :value: 'DEPLOYMENT_ID'
 
+      
 
 
 .. py:class:: PythonFunctionOutputArgumentType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: NTEGER
       :value: 'INTEGER'
 
-
+      
 
    .. py:attribute:: STRING
       :value: 'STRING'
 
-
+      
 
    .. py:attribute:: BOOLEAN
       :value: 'BOOLEAN'
 
-
+      
 
    .. py:attribute:: FLOAT
       :value: 'FLOAT'
 
-
+      
 
    .. py:attribute:: JSON
       :value: 'JSON'
 
-
+      
 
    .. py:attribute:: LIST
       :value: 'LIST'
 
-
+      
 
    .. py:attribute:: DATASET_ID
       :value: 'DATASET_ID'
 
-
+      
 
    .. py:attribute:: MODEL_ID
       :value: 'MODEL_ID'
 
-
+      
 
    .. py:attribute:: FEATURE_GROUP_ID
       :value: 'FEATURE_GROUP_ID'
 
-
+      
 
    .. py:attribute:: MONITOR_ID
       :value: 'MONITOR_ID'
 
-
+      
 
    .. py:attribute:: BATCH_PREDICTION_ID
       :value: 'BATCH_PREDICTION_ID'
 
-
+      
 
    .. py:attribute:: DEPLOYMENT_ID
       :value: 'DEPLOYMENT_ID'
 
-
+      
 
    .. py:attribute:: ANY
       :value: 'ANY'
 
+      
 
 
 .. py:class:: VectorStoreTextEncoder
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: E5
       :value: 'E5'
 
-
+      
 
    .. py:attribute:: OPENAI
       :value: 'OPENAI'
 
-
+      
 
    .. py:attribute:: SENTENCE_BERT
       :value: 'SENTENCE_BERT'
 
-
+      
 
    .. py:attribute:: E5_SMALL
       :value: 'E5_SMALL'
 
+      
+
+   .. py:attribute:: CODE_BERT
+      :value: 'CODE_BERT'
+
+      
 
 
 .. py:class:: LLMName
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: OPENAI_GPT4
       :value: 'OPENAI_GPT4'
 
-
+      
 
    .. py:attribute:: OPENAI_GPT4_32K
       :value: 'OPENAI_GPT4_32K'
 
-
+      
 
    .. py:attribute:: OPENAI_GPT4_128K
       :value: 'OPENAI_GPT4_128K'
 
-
+      
 
    .. py:attribute:: OPENAI_GPT4_128K_LATEST
       :value: 'OPENAI_GPT4_128K_LATEST'
 
-
+      
 
    .. py:attribute:: OPENAI_GPT4_VISION
       :value: 'OPENAI_GPT4_VISION'
 
-
+      
 
    .. py:attribute:: OPENAI_GPT4O
       :value: 'OPENAI_GPT4O'
 
-
+      
 
    .. py:attribute:: OPENAI_GPT3_5
       :value: 'OPENAI_GPT3_5'
 
-
+      
 
    .. py:attribute:: OPENAI_GPT3_5_TEXT
       :value: 'OPENAI_GPT3_5_TEXT'
 
-
+      
 
    .. py:attribute:: LLAMA3_LARGE_CHAT
       :value: 'LLAMA3_LARGE_CHAT'
 
-
+      
 
    .. py:attribute:: GROQ_LLAMA3_LARGE_CHAT
       :value: 'GROQ_LLAMA3_LARGE_CHAT'
 
-
+      
 
    .. py:attribute:: CLAUDE_V2_1
       :value: 'CLAUDE_V2_1'
 
-
+      
 
    .. py:attribute:: CLAUDE_V3_OPUS
       :value: 'CLAUDE_V3_OPUS'
 
-
+      
 
    .. py:attribute:: CLAUDE_V3_SONNET
       :value: 'CLAUDE_V3_SONNET'
 
-
+      
 
    .. py:attribute:: CLAUDE_V3_HAIKU
       :value: 'CLAUDE_V3_HAIKU'
 
-
+      
 
    .. py:attribute:: ABACUS_GIRAFFE
       :value: 'ABACUS_GIRAFFE'
 
-
+      
 
    .. py:attribute:: ABACUS_GIRAFFE_LARGE
       :value: 'ABACUS_GIRAFFE_LARGE'
 
-
+      
 
    .. py:attribute:: LLAMA2_CHAT
       :value: 'LLAMA2_CHAT'
 
-
+      
 
    .. py:attribute:: PALM
       :value: 'PALM'
 
-
+      
 
    .. py:attribute:: PALM_TEXT
       :value: 'PALM_TEXT'
 
-
+      
 
    .. py:attribute:: GEMINI_PRO
       :value: 'GEMINI_PRO'
 
-
+      
 
    .. py:attribute:: GEMINI_1_5_PRO
       :value: 'GEMINI_1_5_PRO'
 
-
+      
 
    .. py:attribute:: MIXTRAL_CHAT
       :value: 'MIXTRAL_CHAT'
 
-
+      
 
    .. py:attribute:: MISTRAL_MEDIUM
       :value: 'MISTRAL_MEDIUM'
 
-
+      
 
    .. py:attribute:: ABACUS_SMAUG3
       :value: 'ABACUS_SMAUG3'
 
+      
 
 
 .. py:class:: MonitorAlertType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: ACCURACY_BELOW_THRESHOLD
       :value: 'AccuracyBelowThreshold'
 
-
+      
 
    .. py:attribute:: FEATURE_DRIFT
       :value: 'FeatureDrift'
 
-
+      
 
    .. py:attribute:: DATA_INTEGRITY_VIOLATIONS
       :value: 'DataIntegrityViolations'
 
-
+      
 
    .. py:attribute:: BIAS_VIOLATIONS
       :value: 'BiasViolations'
 
-
+      
 
    .. py:attribute:: HISTORY_LENGTH_DRIFT
       :value: 'HistoryLengthDrift'
 
-
+      
 
    .. py:attribute:: TARGET_DRIFT
       :value: 'TargetDrift'
 
-
+      
 
    .. py:attribute:: PREDICTION_COUNT
       :value: 'PredictionCount'
 
+      
 
 
 .. py:class:: FeatureDriftType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: KL
       :value: 'kl'
 
-
+      
 
    .. py:attribute:: KS
       :value: 'ks'
 
-
+      
 
    .. py:attribute:: WS
       :value: 'ws'
 
-
+      
 
    .. py:attribute:: JS
       :value: 'js'
 
-
+      
 
    .. py:attribute:: PSI
       :value: 'psi'
 
-
+      
 
    .. py:attribute:: CHI_SQUARE
       :value: 'chi_square'
 
-
+      
 
    .. py:attribute:: CSI
       :value: 'csi'
 
+      
 
 
 .. py:class:: DataIntegrityViolationType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: NULL_VIOLATIONS
       :value: 'null_violations'
 
-
+      
 
    .. py:attribute:: RANGE_VIOLATIONS
       :value: 'range_violations'
 
-
+      
 
    .. py:attribute:: CATEGORICAL_RANGE_VIOLATION
       :value: 'categorical_range_violations'
 
-
+      
 
    .. py:attribute:: TOTAL_VIOLATIONS
       :value: 'total_violations'
 
+      
 
 
 .. py:class:: BiasType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: DEMOGRAPHIC_PARITY
       :value: 'demographic_parity'
 
-
+      
 
    .. py:attribute:: EQUAL_OPPORTUNITY
       :value: 'equal_opportunity'
 
-
+      
 
    .. py:attribute:: GROUP_BENEFIT_EQUALITY
       :value: 'group_benefit'
 
-
+      
 
    .. py:attribute:: TOTAL
       :value: 'total'
 
+      
 
 
 .. py:class:: AlertActionType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: EMAIL
       :value: 'Email'
 
+      
 
 
 .. py:class:: PythonFunctionType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: FEATURE_GROUP
       :value: 'FEATURE_GROUP'
 
-
+      
 
    .. py:attribute:: PLOTLY_FIG
       :value: 'PLOTLY_FIG'
 
-
+      
 
    .. py:attribute:: STEP_FUNCTION
       :value: 'STEP_FUNCTION'
 
+      
 
 
 .. py:class:: EvalArtifactType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: FORECASTING_ACCURACY
       :value: 'bar_chart'
 
-
+      
 
    .. py:attribute:: FORECASTING_VOLUME
       :value: 'bar_chart_volume'
 
-
+      
 
    .. py:attribute:: FORECASTING_HISTORY_LENGTH_ACCURACY
       :value: 'bar_chart_accuracy_by_history'
 
+      
 
 
 .. py:class:: FieldDescriptorType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: STRING
       :value: 'STRING'
 
-
+      
 
    .. py:attribute:: INTEGER
       :value: 'INTEGER'
 
-
+      
 
    .. py:attribute:: FLOAT
       :value: 'FLOAT'
 
-
+      
 
    .. py:attribute:: BOOLEAN
       :value: 'BOOLEAN'
 
-
+      
 
    .. py:attribute:: DATETIME
       :value: 'DATETIME'
 
-
+      
 
    .. py:attribute:: DATE
       :value: 'DATE'
 
+      
 
 
 .. py:class:: WorkflowNodeInputType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: USER_INPUT
       :value: 'USER_INPUT'
 
-
+      
 
    .. py:attribute:: WORKFLOW_VARIABLE
       :value: 'WORKFLOW_VARIABLE'
 
+      
 
 
 .. py:class:: WorkflowNodeOutputType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: ATTACHMENT
       :value: 'ATTACHMENT'
 
-
+      
 
    .. py:attribute:: BOOLEAN
       :value: 'BOOLEAN'
 
-
+      
 
    .. py:attribute:: FLOAT
       :value: 'FLOAT'
 
-
+      
 
    .. py:attribute:: INTEGER
       :value: 'INTEGER'
 
-
+      
 
    .. py:attribute:: DICT
       :value: 'DICT'
 
-
+      
 
    .. py:attribute:: LIST
       :value: 'LIST'
 
-
+      
 
    .. py:attribute:: STRING
       :value: 'STRING'
 
+      
 
 
 .. py:class:: OcrMode
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: DEFAULT
       :value: 'DEFAULT'
 
-
+      
 
    .. py:attribute:: LAYOUT
       :value: 'LAYOUT'
 
-
+      
 
    .. py:attribute:: SCANNED
       :value: 'SCANNED'
 
-
+      
 
    .. py:attribute:: COMPREHENSIVE
       :value: 'COMPREHENSIVE'
 
-
+      
 
    .. py:attribute:: COMPREHENSIVE_V2
       :value: 'COMPREHENSIVE_V2'
 
-
+      
 
    .. py:attribute:: COMPREHENSIVE_TABLE_MD
       :value: 'COMPREHENSIVE_TABLE_MD'
 
+      
+
+   .. py:attribute:: TESSERACT_FAST
+      :value: 'TESSERACT_FAST'
+
+      
 
 
 .. py:class:: StdDevThresholdType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: ABSOLUTE
       :value: 'ABSOLUTE'
 
-
+      
 
    .. py:attribute:: PERCENTILE
       :value: 'PERCENTILE'
 
-
+      
 
    .. py:attribute:: STDDEV
       :value: 'STDDEV'
 
+      
 
 
 .. py:class:: DataType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: INTEGER
       :value: 'integer'
 
-
+      
 
    .. py:attribute:: FLOAT
       :value: 'float'
 
-
+      
 
    .. py:attribute:: STRING
       :value: 'string'
 
-
+      
 
    .. py:attribute:: DATE
       :value: 'date'
 
-
+      
 
    .. py:attribute:: DATETIME
       :value: 'datetime'
 
-
+      
 
    .. py:attribute:: BOOLEAN
       :value: 'boolean'
 
+      
+
+   .. py:attribute:: LIST
+      :value: 'list'
+
+      
+
+   .. py:attribute:: STRUCT
+      :value: 'struct'
+
+      
+
+   .. py:attribute:: NULL
+      :value: 'null'
+
+      
+
+   .. py:attribute:: BINARY
+      :value: 'binary'
+
+      
 
 
-   .. py:attribute:: LIST
-      :value: 'list'
+.. py:class:: AgentInterface
+
+
+   Bases: :py:obj:`ApiEnum`
+
+   Generic enumeration.
+
+   Derive from this class to define new enumerations.
+
+   .. py:attribute:: DEFAULT
+      :value: 'DEFAULT'
+
+      
+
+   .. py:attribute:: CHAT
+      :value: 'CHAT'
+
+      
+
+
+.. py:class:: ProjectConfigType
+
+
+   Bases: :py:obj:`ApiEnum`
+
+   Generic enumeration.
+
+   Derive from this class to define new enumerations.
 
+   .. py:attribute:: CONSTRAINTS
+      :value: 'CONSTRAINTS'
 
+      
 
-   .. py:attribute:: STRUCT
-      :value: 'struct'
+   .. py:attribute:: CHAT_FEEDBACK
+      :value: 'CHAT_FEEDBACK'
 
+      
 
+   .. py:attribute:: REVIEW_MODE
+      :value: 'REVIEW_MODE'
 
-   .. py:attribute:: NULL
-      :value: 'null'
+      
 
 
+.. py:class:: CPUSize
 
-.. py:class:: AgentInterface
 
    Bases: :py:obj:`ApiEnum`
 
-
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
+   .. py:attribute:: SMALL
+      :value: 'small'
 
-   .. py:attribute:: DEFAULT
-      :value: 'DEFAULT'
+      
 
+   .. py:attribute:: MEDIUM
+      :value: 'medium'
 
+      
 
-   .. py:attribute:: CHAT
-      :value: 'CHAT'
+   .. py:attribute:: LARGE
+      :value: 'large'
 
+      
 
 
-.. py:class:: ProjectConfigType
+.. py:class:: MemorySize
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
+   .. py:attribute:: SMALL
+      :value: 16
 
-   .. py:attribute:: CONSTRAINTS
-      :value: 'CONSTRAINTS'
+      
+
+   .. py:attribute:: MEDIUM
+      :value: 32
 
+      
 
+   .. py:attribute:: LARGE
+      :value: 64
 
-   .. py:attribute:: REVIEW_MODE
-      :value: 'REVIEW_MODE'
+      
+
+   .. py:attribute:: XLARGE
+      :value: 128
+
+      
+
+   .. py:method:: from_value(value)
+      :classmethod:
 
 
 
 .. py:class:: ApiClass
 
-   Bases: :py:obj:`abc.ABC`
 
+   Bases: :py:obj:`abc.ABC`
 
    Helper class that provides a standard way to create an ABC using
    inheritance.
 
-
    .. py:attribute:: _upper_snake_case_keys
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: _support_kwargs
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
@@ -4751,13 +5132,11 @@ Package Contents
       :classmethod:
 
 
-
    .. py:method:: __str__()
 
       Return str(self).
 
 
-
    .. py:method:: _repr_html_()
 
 
@@ -4783,7 +5162,6 @@ Package Contents
       This also validates the fields ( type, value, etc ) received in the dictionary.
 
 
-
    .. py:method:: from_dict(input_dict)
       :classmethod:
 
@@ -4791,178 +5169,239 @@ Package Contents
 
 .. py:class:: _ApiClassFactory
 
-   Bases: :py:obj:`abc.ABC`
 
+   Bases: :py:obj:`abc.ABC`
 
    Helper class that provides a standard way to create an ABC using
    inheritance.
 
-
    .. py:attribute:: config_abstract_class
-      :value: None
-
 
+      
 
    .. py:attribute:: config_class_key
-      :value: None
-
 
+      
 
    .. py:attribute:: config_class_map
 
+      
 
    .. py:method:: from_dict(config)
       :classmethod:
 
 
 
-.. py:class:: SamplingConfig
+.. py:class:: DocumentProcessingConfig
+
 
    Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Document processing configuration.
+
+   :param extract_bounding_boxes: Whether to perform OCR and extract bounding boxes. If False, no OCR will be done but only the embedded text from digital documents will be extracted. Defaults to False.
+   :type extract_bounding_boxes: bool
+   :param ocr_mode: OCR mode. There are different OCR modes available for different kinds of documents and use cases. This option only takes effect when extract_bounding_boxes is True.
+   :type ocr_mode: OcrMode
+   :param use_full_ocr: Whether to perform full OCR. If True, OCR will be performed on the full page. If False, OCR will be performed on the non-text regions only. By default, it will be decided automatically based on the OCR mode and the document type. This option only takes effect when extract_bounding_boxes is True.
+   :type use_full_ocr: bool
+   :param remove_header_footer: Whether to remove headers and footers. Defaults to False. This option only takes effect when extract_bounding_boxes is True.
+   :type remove_header_footer: bool
+   :param remove_watermarks: Whether to remove watermarks. By default, it will be decided automatically based on the OCR mode and the document type. This option only takes effect when extract_bounding_boxes is True.
+   :type remove_watermarks: bool
+   :param convert_to_markdown: Whether to convert extracted text to markdown. Defaults to False. This option only takes effect when extract_bounding_boxes is True.
+   :type convert_to_markdown: bool
+   :param return_links: Whether to augment the extracted text with embedded URLs in the PDF. Defaults to False. This option only takes effect when the document is a PDF.
+   :type return_links: bool
 
-   An abstract class for the sampling config of a feature group
+   .. py:attribute:: extract_bounding_boxes
+      :type: bool
+      :value: False
 
+      
+
+   .. py:attribute:: ocr_mode
+      :type: abacusai.api_class.enums.OcrMode
+
+      
+
+   .. py:attribute:: use_full_ocr
+      :type: bool
+
+      
+
+   .. py:attribute:: remove_header_footer
+      :type: bool
+      :value: False
+
+      
+
+   .. py:attribute:: remove_watermarks
+      :type: bool
+      :value: True
+
+      
+
+   .. py:attribute:: convert_to_markdown
+      :type: bool
+      :value: False
+
+      
+
+   .. py:attribute:: return_links
+      :type: bool
+      :value: False
+
+      
+
+
+.. py:class:: SamplingConfig
+
+
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
+
+   An abstract class for the sampling config of a feature group
 
    .. py:attribute:: sampling_method
-      :type:  abacusai.api_class.enums.SamplingMethodType
+      :type: abacusai.api_class.enums.SamplingMethodType
 
+      
 
    .. py:method:: _get_builder()
       :classmethod:
 
 
-
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: NSamplingConfig
 
-   Bases: :py:obj:`SamplingConfig`
 
+   Bases: :py:obj:`SamplingConfig`
 
    The number of distinct values of the key columns to include in the sample, or number of rows if key columns not specified.
 
-   :param sampling_method: N_SAMPLING
-   :type sampling_method: SamplingMethodType
    :param sample_count: The number of rows to include in the sample
    :type sample_count: int
    :param key_columns: The feature(s) to use as the key(s) when sampling
    :type key_columns: List[str]
 
-
    .. py:attribute:: sample_count
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: key_columns
-      :type:  List[str]
+      :type: List[str]
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: PercentSamplingConfig
 
-   Bases: :py:obj:`SamplingConfig`
 
+   Bases: :py:obj:`SamplingConfig`
 
    The fraction of distinct values of the feature group to include in the sample.
 
-   :param sampling_method: PERCENT_SAMPLING
-   :type sampling_method: SamplingMethodType
    :param sample_percent: The percentage of the rows to sample
    :type sample_percent: float
    :param key_columns: The feature(s) to use as the key(s) when sampling
    :type key_columns: List[str]
 
-
    .. py:attribute:: sample_percent
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: key_columns
-      :type:  List[str]
+      :type: List[str]
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: _SamplingConfigFactory
 
-   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
+   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
    Helper class that provides a standard way to create an ABC using
    inheritance.
 
-
    .. py:attribute:: config_class_key
       :value: 'sampling_method'
 
-
+      
 
    .. py:attribute:: config_abstract_class
 
+      
 
    .. py:attribute:: config_class_map
 
+      
+
 
 .. py:class:: MergeConfig
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    An abstract class for the merge config of a feature group
 
-
    .. py:attribute:: merge_mode
-      :type:  abacusai.api_class.enums.MergeMode
+      :type: abacusai.api_class.enums.MergeMode
 
+      
 
    .. py:method:: _get_builder()
       :classmethod:
 
 
-
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: LastNMergeConfig
 
-   Bases: :py:obj:`MergeConfig`
 
+   Bases: :py:obj:`MergeConfig`
 
    Merge LAST N chunks/versions of an incremental dataset.
 
-   :param merge_mode: LAST_N
-   :type merge_mode: MergeMode
    :param num_versions: The number of versions to merge. num_versions == 0 means merge all versions.
    :type num_versions: int
    :param include_version_timestamp_column: If set, include a column with the creation timestamp of source FG versions.
    :type include_version_timestamp_column: bool
 
-
    .. py:attribute:: num_versions
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: include_version_timestamp_column
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: TimeWindowMergeConfig
 
-   Bases: :py:obj:`MergeConfig`
 
+   Bases: :py:obj:`MergeConfig`
 
    Merge rows within a given timewindow of the most recent timestamp
 
-   :param merge_mode: TIME_WINDOW
-   :type merge_mode: MergeMode
    :param feature_name: Time based column to index on
    :type feature_name: str
    :param time_window_size_ms: Range of merged rows will be [MAX_TIME - time_window_size_ms, MAX_TIME]
@@ -4970,58 +5409,275 @@ Package Contents
    :param include_version_timestamp_column: If set, include a column with the creation timestamp of source FG versions.
    :type include_version_timestamp_column: bool
 
-
    .. py:attribute:: feature_name
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: time_window_size_ms
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: include_version_timestamp_column
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: _MergeConfigFactory
 
-   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
+   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
    Helper class that provides a standard way to create an ABC using
    inheritance.
 
-
    .. py:attribute:: config_class_key
       :value: 'merge_mode'
 
+      
+
+   .. py:attribute:: config_abstract_class
+
+      
+
+   .. py:attribute:: config_class_map
+
+      
+
+
+.. py:class:: OperatorConfig
+
+
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
+
+   Configuration for a template Feature Group Operation
+
+   .. py:attribute:: operator_type
+      :type: abacusai.api_class.enums.OperatorType
+
+      
+
+   .. py:method:: _get_builder()
+      :classmethod:
+
+
+   .. py:method:: __post_init__()
+
+
+
+.. py:class:: UnpivotConfig
+
+
+   Bases: :py:obj:`OperatorConfig`
+
+   Unpivot Columns in a FeatureGroup.
+
+   :param columns: Which columns to unpivot.
+   :type columns: List[str]
+   :param index_column: Name of new column containing the unpivoted column names as its values
+   :type index_column: str
+   :param value_column: Name of new column containing the row values that were unpivoted.
+   :type value_column: str
+   :param exclude: If True, the unpivoted columns are all the columns EXCEPT the ones in the columns argument. Default is False.
+   :type exclude: bool
+
+   .. py:attribute:: columns
+      :type: List[str]
+
+      
+
+   .. py:attribute:: index_column
+      :type: str
+
+      
+
+   .. py:attribute:: value_column
+      :type: str
+
+      
+
+   .. py:attribute:: exclude
+      :type: bool
+
+      
+
+   .. py:method:: __post_init__()
+
+
+
+.. py:class:: MarkdownConfig
+
+
+   Bases: :py:obj:`OperatorConfig`
+
+   Transform a input column to a markdown column.
+
+   :param input_column: Name of input column to transform.
+   :type input_column: str
+   :param output_column: Name of output column to store transformed data.
+   :type output_column: str
+   :param input_column_type: Type of input column to transform.
+   :type input_column_type: MarkdownOperatorInputType
+
+   .. py:attribute:: input_column
+      :type: str
+
+      
+
+   .. py:attribute:: output_column
+      :type: str
+
+      
+
+   .. py:attribute:: input_column_type
+      :type: abacusai.api_class.enums.MarkdownOperatorInputType
+
+      
+
+   .. py:method:: __post_init__()
+
+
+
+.. py:class:: CrawlerTransformConfig
+
+
+   Bases: :py:obj:`OperatorConfig`
+
+   Transform a input column of urls to html text
+
+   :param input_column: Name of input column to transform.
+   :type input_column: str
+   :param output_column: Name of output column to store transformed data.
+   :type output_column: str
+   :param depth_column: Increasing depth explores more links, capturing more content
+   :type depth_column: str
+   :param disable_host_restriction: If True, will not restrict crawling to the same host.
+   :type disable_host_restriction: bool
+   :param honour_website_rules: If True, will respect robots.txt rules.
+   :type honour_website_rules: bool
+   :param user_agent: If provided, will use this user agent instead of randomly selecting one.
+   :type user_agent: str
+
+   .. py:attribute:: input_column
+      :type: str
+
+      
+
+   .. py:attribute:: output_column
+      :type: str
+
+      
+
+   .. py:attribute:: depth_column
+      :type: str
+
+      
+
+   .. py:attribute:: input_column_type
+      :type: str
+
+      
+
+   .. py:attribute:: crawl_depth
+      :type: int
 
+      
+
+   .. py:attribute:: disable_host_restriction
+      :type: bool
+
+      
+
+   .. py:attribute:: honour_website_rules
+      :type: bool
+
+      
+
+   .. py:attribute:: user_agent
+      :type: str
+
+      
+
+   .. py:method:: __post_init__()
+
+
+
+.. py:class:: ExtractDocumentDataConfig
+
+
+   Bases: :py:obj:`OperatorConfig`
+
+   Extracts data from documents.
+
+   :param doc_id_column: Name of input document ID column.
+   :type doc_id_column: str
+   :param document_column: Name of the input document column which contains the page infos. This column will be transformed to include the document processing config in the output feature group.
+   :type document_column: str
+   :param document_processing_config: Document processing configuration.
+   :type document_processing_config: DocumentProcessingConfig
+
+   .. py:attribute:: doc_id_column
+      :type: str
+
+      
+
+   .. py:attribute:: document_column
+      :type: str
+
+      
+
+   .. py:attribute:: document_processing_config
+      :type: abacusai.api_class.dataset.DocumentProcessingConfig
+
+      
+
+   .. py:method:: __post_init__()
+
+
+
+.. py:class:: _OperatorConfigFactory
+
+
+   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
+
+   A class to select and return the the correct type of Operator Config based on a serialized OperatorConfig instance.
 
    .. py:attribute:: config_abstract_class
 
+      
+
+   .. py:attribute:: config_class_key
+      :value: 'operator_type'
+
+      
 
    .. py:attribute:: config_class_map
 
+      
+
 
 .. py:class:: ApiClass
 
-   Bases: :py:obj:`abc.ABC`
 
+   Bases: :py:obj:`abc.ABC`
 
    Helper class that provides a standard way to create an ABC using
    inheritance.
 
-
    .. py:attribute:: _upper_snake_case_keys
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: _support_kwargs
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
@@ -5030,13 +5686,11 @@ Package Contents
       :classmethod:
 
 
-
    .. py:method:: __str__()
 
       Return str(self).
 
 
-
    .. py:method:: _repr_html_()
 
 
@@ -5062,7 +5716,6 @@ Package Contents
       This also validates the fields ( type, value, etc ) received in the dictionary.
 
 
-
    .. py:method:: from_dict(input_dict)
       :classmethod:
 
@@ -5070,25 +5723,23 @@ Package Contents
 
 .. py:class:: _ApiClassFactory
 
-   Bases: :py:obj:`abc.ABC`
 
+   Bases: :py:obj:`abc.ABC`
 
    Helper class that provides a standard way to create an ABC using
    inheritance.
 
-
    .. py:attribute:: config_abstract_class
-      :value: None
-
 
+      
 
    .. py:attribute:: config_class_key
-      :value: None
-
 
+      
 
    .. py:attribute:: config_class_map
 
+      
 
    .. py:method:: from_dict(config)
       :classmethod:
@@ -5097,31 +5748,35 @@ Package Contents
 
 .. py:class:: TrainingConfig
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    An abstract class for the training config options used to train the model.
 
-
    .. py:attribute:: _upper_snake_case_keys
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: _support_kwargs
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: kwargs
-      :type:  dict
+      :type: dict
 
+      
 
    .. py:attribute:: problem_type
-      :type:  abacusai.api_class.enums.ProblemType
+      :type: abacusai.api_class.enums.ProblemType
 
+      
 
    .. py:attribute:: algorithm
-      :type:  str
+      :type: str
 
+      
 
    .. py:method:: _get_builder()
       :classmethod:
@@ -5130,8 +5785,8 @@ Package Contents
 
 .. py:class:: PersonalizationTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the PERSONALIZATION problem type
 
@@ -5210,162 +5865,199 @@ Package Contents
    :param item_query_column: Name of column in the item catalog that will be matched to the query column in the interactions table.
    :type item_query_column: str
 
-
    .. py:attribute:: objective
-      :type:  abacusai.api_class.enums.PersonalizationObjective
+      :type: abacusai.api_class.enums.PersonalizationObjective
 
+      
 
    .. py:attribute:: sort_objective
-      :type:  abacusai.api_class.enums.PersonalizationObjective
+      :type: abacusai.api_class.enums.PersonalizationObjective
 
+      
 
    .. py:attribute:: training_mode
-      :type:  abacusai.api_class.enums.PersonalizationTrainingMode
+      :type: abacusai.api_class.enums.PersonalizationTrainingMode
 
+      
 
    .. py:attribute:: target_action_types
-      :type:  List[str]
+      :type: List[str]
 
+      
 
    .. py:attribute:: target_action_weights
-      :type:  Dict[str, float]
+      :type: Dict[str, float]
 
+      
 
    .. py:attribute:: session_event_types
-      :type:  List[str]
+      :type: List[str]
 
+      
 
    .. py:attribute:: test_split
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: recent_days_for_training
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: training_start_date
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: test_on_user_split
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: test_split_on_last_k_items
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: test_last_items_length
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: test_window_length_hours
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: explicit_time_split
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: test_row_indicator
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: full_data_retraining
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: sequential_training
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: data_split_feature_group_table_name
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: optimized_event_type
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: dropout_rate
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: batch_size
-      :type:  abacusai.api_class.enums.BatchSize
+      :type: abacusai.api_class.enums.BatchSize
 
+      
 
    .. py:attribute:: disable_transformer
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: disable_gpu
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: filter_history
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: action_types_exclusion_days
-      :type:  Dict[str, float]
+      :type: Dict[str, float]
 
+      
 
    .. py:attribute:: max_history_length
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: compute_rerank_metrics
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: add_time_features
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: disable_timestamp_scalar_features
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: compute_session_metrics
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: query_column
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: item_query_column
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: use_user_id_feature
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: session_dedupe_mins
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: max_user_history_len_percentile
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: downsample_item_popularity_percentile
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: min_item_history
-      :type:  int
+      :type: int
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: RegressionTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the PREDICTIVE_MODELING problem type
 
@@ -5451,179 +6143,227 @@ Package Contents
    :type custom_metrics: List[str]
    :param partial_dependence_analysis: Specify whether to run partial dependence plots for all features or only some features.
    :type partial_dependence_analysis: PartialDependenceAnalysis
-
+   :param do_masked_language_model_pretraining: Specify whether to run a masked language model unsupervised pretraining step before supervized training in certain supported algorithms which use BERT-like backbones.
+   :type do_masked_language_model_pretraining: bool
 
    .. py:attribute:: objective
-      :type:  abacusai.api_class.enums.RegressionObjective
+      :type: abacusai.api_class.enums.RegressionObjective
 
+      
 
    .. py:attribute:: sort_objective
-      :type:  abacusai.api_class.enums.RegressionObjective
+      :type: abacusai.api_class.enums.RegressionObjective
 
+      
 
    .. py:attribute:: tree_hpo_mode
-      :type:  abacusai.api_class.enums.RegressionTreeHPOMode
+      :type: abacusai.api_class.enums.RegressionTreeHPOMode
 
+      
 
    .. py:attribute:: partial_dependence_analysis
-      :type:  abacusai.api_class.enums.PartialDependenceAnalysis
+      :type: abacusai.api_class.enums.PartialDependenceAnalysis
 
+      
 
    .. py:attribute:: type_of_split
-      :type:  abacusai.api_class.enums.RegressionTypeOfSplit
+      :type: abacusai.api_class.enums.RegressionTypeOfSplit
 
+      
 
    .. py:attribute:: test_split
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: disable_test_val_fold
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: k_fold_cross_validation
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: num_cv_folds
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: timestamp_based_splitting_column
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: timestamp_based_splitting_method
-      :type:  abacusai.api_class.enums.RegressionTimeSplitMethod
+      :type: abacusai.api_class.enums.RegressionTimeSplitMethod
 
+      
 
    .. py:attribute:: test_splitting_timestamp
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: sampling_unit_keys
-      :type:  List[str]
+      :type: List[str]
 
+      
 
    .. py:attribute:: test_row_indicator
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: full_data_retraining
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: rebalance_classes
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: rare_class_augmentation_threshold
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: augmentation_strategy
-      :type:  abacusai.api_class.enums.RegressionAugmentationStrategy
+      :type: abacusai.api_class.enums.RegressionAugmentationStrategy
 
+      
 
    .. py:attribute:: training_rows_downsample_ratio
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: active_labels_column
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: min_categorical_count
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: sample_weight
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: numeric_clipping_percentile
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: target_transform
-      :type:  abacusai.api_class.enums.RegressionTargetTransform
+      :type: abacusai.api_class.enums.RegressionTargetTransform
 
+      
 
    .. py:attribute:: ignore_datetime_features
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: max_text_words
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: perform_feature_selection
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: feature_selection_intensity
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: batch_size
-      :type:  abacusai.api_class.enums.BatchSize
+      :type: abacusai.api_class.enums.BatchSize
 
+      
 
    .. py:attribute:: dropout_rate
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: pretrained_model_name
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: is_multilingual
-      :type:  bool
+      :type: bool
+
+      
 
+   .. py:attribute:: do_masked_language_model_pretraining
+      :type: bool
+
+      
 
    .. py:attribute:: loss_function
-      :type:  abacusai.api_class.enums.RegressionLossFunction
+      :type: abacusai.api_class.enums.RegressionLossFunction
 
+      
 
    .. py:attribute:: loss_parameters
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: target_encode_categoricals
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: drop_original_categoricals
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: monotonically_increasing_features
-      :type:  List[str]
+      :type: List[str]
 
+      
 
    .. py:attribute:: monotonically_decreasing_features
-      :type:  List[str]
+      :type: List[str]
 
+      
 
    .. py:attribute:: data_split_feature_group_table_name
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: custom_loss_functions
-      :type:  List[str]
+      :type: List[str]
 
+      
 
    .. py:attribute:: custom_metrics
-      :type:  List[str]
+      :type: List[str]
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: ForecastingTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the FORECASTING problem type
 
@@ -5750,262 +6490,324 @@ Package Contents
    :type custom_metrics: List[str]
    :param return_fractional_forecasts: Use this to return fractional forecast values while prediction
 
-
    .. py:attribute:: prediction_length
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: objective
-      :type:  abacusai.api_class.enums.ForecastingObjective
+      :type: abacusai.api_class.enums.ForecastingObjective
 
+      
 
    .. py:attribute:: sort_objective
-      :type:  abacusai.api_class.enums.ForecastingObjective
+      :type: abacusai.api_class.enums.ForecastingObjective
 
+      
 
    .. py:attribute:: forecast_frequency
-      :type:  abacusai.api_class.enums.ForecastingFrequency
+      :type: abacusai.api_class.enums.ForecastingFrequency
 
+      
 
    .. py:attribute:: probability_quantiles
-      :type:  List[float]
+      :type: List[float]
 
+      
 
    .. py:attribute:: force_prediction_length
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: filter_items
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: enable_feature_selection
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: enable_padding
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: enable_cold_start
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: enable_multiple_backtests
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: num_backtesting_windows
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: backtesting_window_step_size
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: full_data_retraining
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: additional_forecast_keys
-      :type:  List[str]
+      :type: List[str]
 
+      
 
    .. py:attribute:: experimentation_mode
-      :type:  abacusai.api_class.enums.ExperimentationMode
+      :type: abacusai.api_class.enums.ExperimentationMode
 
+      
 
    .. py:attribute:: type_of_split
-      :type:  abacusai.api_class.enums.ForecastingDataSplitType
+      :type: abacusai.api_class.enums.ForecastingDataSplitType
 
+      
 
    .. py:attribute:: test_by_item
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: test_start
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: test_split
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: loss_function
-      :type:  abacusai.api_class.enums.ForecastingLossFunction
+      :type: abacusai.api_class.enums.ForecastingLossFunction
 
+      
 
    .. py:attribute:: underprediction_weight
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: disable_networks_without_analytic_quantiles
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: initial_learning_rate
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: l2_regularization_factor
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: dropout_rate
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: recurrent_layers
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: recurrent_units
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: convolutional_layers
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: convolution_filters
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: local_scaling_mode
-      :type:  abacusai.api_class.enums.ForecastingLocalScaling
+      :type: abacusai.api_class.enums.ForecastingLocalScaling
 
+      
 
    .. py:attribute:: zero_predictor
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: skip_missing
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: batch_size
-      :type:  abacusai.api_class.enums.BatchSize
+      :type: abacusai.api_class.enums.BatchSize
 
+      
 
    .. py:attribute:: batch_renormalization
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: history_length
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: prediction_step_size
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: training_point_overlap
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: max_scale_context
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: quantiles_extension_method
-      :type:  abacusai.api_class.enums.ForecastingQuanitlesExtensionMethod
+      :type: abacusai.api_class.enums.ForecastingQuanitlesExtensionMethod
 
+      
 
    .. py:attribute:: number_of_samples
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: symmetrize_quantiles
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: use_log_transforms
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: smooth_history
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: local_scale_target
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: use_clipping
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: timeseries_weight_column
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: item_attributes_weight_column
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: use_timeseries_weights_in_objective
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: use_item_weights_in_objective
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: skip_timeseries_weight_scaling
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: timeseries_loss_weight_column
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: use_item_id
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: use_all_item_totals
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: handle_zeros_as_missing_values
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: datetime_holiday_calendars
-      :type:  List[abacusai.api_class.enums.HolidayCalendars]
+      :type: List[abacusai.api_class.enums.HolidayCalendars]
 
+      
 
    .. py:attribute:: fill_missing_values
-      :type:  List[dict]
+      :type: List[dict]
 
+      
 
    .. py:attribute:: enable_clustering
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: data_split_feature_group_table_name
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: custom_loss_functions
-      :type:  List[str]
+      :type: List[str]
 
+      
 
    .. py:attribute:: custom_metrics
-      :type:  List[str]
+      :type: List[str]
 
+      
 
    .. py:attribute:: return_fractional_forecasts
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: NamedEntityExtractionTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the NAMED_ENTITY_EXTRACTION problem type
 
@@ -6026,62 +6828,57 @@ Package Contents
    :param enhanced_ocr: Enhanced text extraction from predicted digital documents
    :type enhanced_ocr: bool
 
-
    .. py:attribute:: llm_for_ner
-      :type:  abacusai.api_class.enums.LLMName
-      :value: None
-
+      :type: abacusai.api_class.enums.LLMName
 
+      
 
    .. py:attribute:: test_split
-      :type:  int
-      :value: None
-
+      :type: int
 
+      
 
    .. py:attribute:: test_row_indicator
-      :type:  str
-      :value: None
-
+      :type: str
 
+      
 
    .. py:attribute:: active_labels_column
-      :type:  str
-      :value: None
-
+      :type: str
 
+      
 
    .. py:attribute:: document_format
-      :type:  abacusai.api_class.enums.NLPDocumentFormat
-      :value: None
-
+      :type: abacusai.api_class.enums.NLPDocumentFormat
 
+      
 
    .. py:attribute:: minimum_bounding_box_overlap_ratio
-      :type:  float
+      :type: float
       :value: 0.0
 
-
+      
 
    .. py:attribute:: save_predicted_pdf
-      :type:  bool
+      :type: bool
       :value: True
 
-
+      
 
    .. py:attribute:: enhanced_ocr
-      :type:  bool
+      :type: bool
       :value: False
 
-
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: NaturalLanguageSearchTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the NATURAL_LANGUAGE_SEARCH problem type
 
@@ -6098,38 +6895,44 @@ Package Contents
    :param index_fraction: Fraction of the chunk to use for indexing.
    :type index_fraction: float
 
-
    .. py:attribute:: abacus_internal_model
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: num_completion_tokens
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: larger_embeddings
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: search_chunk_size
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: index_fraction
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: chunk_overlap_fraction
-      :type:  float
+      :type: float
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: ChatLLMTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the CHAT_LLM problem type
 
@@ -6177,110 +6980,134 @@ Package Contents
    :param enable_code_execution: Enable python code execution in the ChatLLM. This equips the LLM with a python kernel in which all its code is executed.
    :type enable_code_execution: bool
 
-
    .. py:attribute:: document_retrievers
-      :type:  List[str]
+      :type: List[str]
 
+      
 
    .. py:attribute:: num_completion_tokens
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: temperature
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: retrieval_columns
-      :type:  list
+      :type: list
 
+      
 
    .. py:attribute:: filter_columns
-      :type:  list
+      :type: list
 
+      
 
    .. py:attribute:: include_general_knowledge
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: enable_web_search
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: behavior_instructions
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: response_instructions
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: enable_llm_rewrite
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: column_filtering_instructions
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: keyword_requirement_instructions
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: query_rewrite_instructions
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: max_search_results
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: data_feature_group_ids
-      :type:  List[str]
+      :type: List[str]
 
+      
 
    .. py:attribute:: data_prompt_context
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: hide_generated_sql
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: disable_data_summarization
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: search_score_cutoff
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: database_connector_id
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: database_connector_tables
-      :type:  List[str]
+      :type: List[str]
 
+      
 
    .. py:attribute:: enable_code_execution
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: metadata_columns
-      :type:  list
+      :type: list
 
+      
 
    .. py:attribute:: lookup_rewrite_instructions
-      :type:  str
+      :type: str
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: SentenceBoundaryDetectionTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the SENTENCE_BOUNDARY_DETECTION problem type
 
@@ -6291,26 +7118,29 @@ Package Contents
    :param batch_size: Batch size for neural network.
    :type batch_size: BatchSize
 
-
    .. py:attribute:: test_split
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: dropout_rate
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: batch_size
-      :type:  abacusai.api_class.enums.BatchSize
+      :type: abacusai.api_class.enums.BatchSize
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: SentimentDetectionTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the SENTIMENT_DETECTION problem type
 
@@ -6325,34 +7155,39 @@ Package Contents
    :param compute_metrics: Whether to compute metrics.
    :type compute_metrics: bool
 
-
    .. py:attribute:: sentiment_type
-      :type:  abacusai.api_class.enums.SentimentType
+      :type: abacusai.api_class.enums.SentimentType
 
+      
 
    .. py:attribute:: test_split
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: dropout_rate
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: batch_size
-      :type:  abacusai.api_class.enums.BatchSize
+      :type: abacusai.api_class.enums.BatchSize
 
+      
 
    .. py:attribute:: compute_metrics
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: DocumentClassificationTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the DOCUMENT_CLASSIFICATION problem type
 
@@ -6365,30 +7200,34 @@ Package Contents
    :param batch_size: Batch size for neural network.
    :type batch_size: BatchSize
 
-
    .. py:attribute:: zero_shot_hypotheses
-      :type:  List[str]
+      :type: List[str]
 
+      
 
    .. py:attribute:: test_split
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: dropout_rate
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: batch_size
-      :type:  abacusai.api_class.enums.BatchSize
+      :type: abacusai.api_class.enums.BatchSize
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: DocumentSummarizationTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the DOCUMENT_SUMMARIZATION problem type
 
@@ -6399,26 +7238,29 @@ Package Contents
    :param batch_size: Batch size for neural network.
    :type batch_size: BatchSize
 
-
    .. py:attribute:: test_split
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: dropout_rate
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: batch_size
-      :type:  abacusai.api_class.enums.BatchSize
+      :type: abacusai.api_class.enums.BatchSize
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: DocumentVisualizationTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the DOCUMENT_VISUALIZATION problem type
 
@@ -6429,44 +7271,48 @@ Package Contents
    :param batch_size: Batch size for neural network.
    :type batch_size: BatchSize
 
-
    .. py:attribute:: test_split
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: dropout_rate
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: batch_size
-      :type:  abacusai.api_class.enums.BatchSize
+      :type: abacusai.api_class.enums.BatchSize
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: ClusteringTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the CLUSTERING problem type
 
    :param num_clusters_selection: Number of clusters. If None, will be selected automatically.
    :type num_clusters_selection: int
 
-
    .. py:attribute:: num_clusters_selection
-      :type:  int
+      :type: int
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: ClusteringTimeseriesTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the CLUSTERING_TIMESERIES problem type
 
@@ -6475,40 +7321,43 @@ Package Contents
    :param imputation: Imputation method for missing values.
    :type imputation: ClusteringImputationMethod
 
-
    .. py:attribute:: num_clusters_selection
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: imputation
-      :type:  abacusai.api_class.enums.ClusteringImputationMethod
+      :type: abacusai.api_class.enums.ClusteringImputationMethod
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: EventAnomalyTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the EVENT_ANOMALY problem type
 
    :param anomaly_fraction: The fraction of the dataset to classify as anomalous, between 0 and 0.5
    :type anomaly_fraction: float
 
-
    .. py:attribute:: anomaly_fraction
-      :type:  float
+      :type: float
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: TimeseriesAnomalyTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the TS_ANOMALY problem type
 
@@ -6533,54 +7382,64 @@ Package Contents
    :param threshold_score: Threshold score for anomaly detection
    :type threshold_score: float
 
-
    .. py:attribute:: type_of_split
-      :type:  abacusai.api_class.enums.TimeseriesAnomalyDataSplitType
+      :type: abacusai.api_class.enums.TimeseriesAnomalyDataSplitType
 
+      
 
    .. py:attribute:: test_start
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: test_split
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: fill_missing_values
-      :type:  List[dict]
+      :type: List[dict]
 
+      
 
    .. py:attribute:: handle_zeros_as_missing_values
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: timeseries_frequency
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: min_samples_in_normal_region
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: anomaly_type
-      :type:  abacusai.api_class.enums.TimeseriesAnomalyTypeOfAnomaly
+      :type: abacusai.api_class.enums.TimeseriesAnomalyTypeOfAnomaly
 
+      
 
    .. py:attribute:: hyperparameter_calculation_with_heuristics
-      :type:  abacusai.api_class.enums.TimeseriesAnomalyUseHeuristic
+      :type: abacusai.api_class.enums.TimeseriesAnomalyUseHeuristic
 
+      
 
    .. py:attribute:: threshold_score
-      :type:  float
+      :type: float
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: CumulativeForecastingTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the CUMULATIVE_FORECASTING problem type
 
@@ -6597,49 +7456,55 @@ Package Contents
    :param predict_residuals: Predict residuals instead of totals at each prediction step.
    :type predict_residuals: bool
 
-
    .. py:attribute:: test_split
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: historical_frequency
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: cumulative_prediction_lengths
-      :type:  List[int]
+      :type: List[int]
 
+      
 
    .. py:attribute:: skip_input_transform
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: skip_target_transform
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: predict_residuals
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: ThemeAnalysisTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the THEME ANALYSIS problem type
 
-
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: AIAgentTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the AI_AGENT problem type
 
@@ -6648,34 +7513,39 @@ Package Contents
    :param agent_interface: The interface that the agent will be deployed with.
    :type agent_interface: AgentInterface
 
-
    .. py:attribute:: description
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: agent_interface
-      :type:  abacusai.api_class.enums.AgentInterface
+      :type: abacusai.api_class.enums.AgentInterface
 
+      
 
    .. py:attribute:: enable_binary_input
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: agent_input_schema
-      :type:  dict
+      :type: dict
 
+      
 
    .. py:attribute:: agent_output_schema
-      :type:  dict
+      :type: dict
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: CustomTrainedModelTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the CUSTOM_TRAINED_MODEL problem type
 
@@ -6692,56 +7562,63 @@ Package Contents
    :param streaming_embeddings: Flag to enable streaming embeddings.
    :type streaming_embeddings: bool
 
-
    .. py:attribute:: max_catalog_size
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: max_dimension
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: index_output_path
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: docker_image_uri
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: service_port
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: streaming_embeddings
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: CustomAlgorithmTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the CUSTOM_ALGORITHM problem type
 
    :param timeout_minutes: Timeout for the model training in minutes.
    :type timeout_minutes: int
 
-
    .. py:attribute:: timeout_minutes
-      :type:  int
+      :type: int
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: OptimizationTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the OPTIMIZATION problem type
 
@@ -6750,42 +7627,46 @@ Package Contents
    :param optimality_gap_limit: The stopping optimality gap limit. Optimality gap is fractional difference between the best known solution and the best possible solution. Accepts values between 0 and 1.
    :type optimality_gap_limit: float
 
-
    .. py:attribute:: solve_time_limit
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: optimality_gap_limit
-      :type:  float
+      :type: float
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: _TrainingConfigFactory
 
-   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
+   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
    Helper class that provides a standard way to create an ABC using
    inheritance.
 
-
    .. py:attribute:: config_abstract_class
 
+      
 
    .. py:attribute:: config_class_key
       :value: 'problem_type'
 
-
+      
 
    .. py:attribute:: config_class_map
 
+      
+
 
 .. py:class:: DeployableAlgorithm
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    Algorithm that can be deployed to a model.
 
@@ -6798,39 +7679,44 @@ Package Contents
    :param trained_model_types: List of trained model types.
    :type trained_model_types: List[dict]
 
-
    .. py:attribute:: algorithm
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: name
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: only_offline_deployable
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: trained_model_types
-      :type:  List[dict]
+      :type: List[dict]
+
+      
 
 
 .. py:class:: ApiClass
 
-   Bases: :py:obj:`abc.ABC`
 
+   Bases: :py:obj:`abc.ABC`
 
    Helper class that provides a standard way to create an ABC using
    inheritance.
 
-
    .. py:attribute:: _upper_snake_case_keys
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: _support_kwargs
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
@@ -6839,13 +7725,11 @@ Package Contents
       :classmethod:
 
 
-
    .. py:method:: __str__()
 
       Return str(self).
 
 
-
    .. py:method:: _repr_html_()
 
 
@@ -6871,7 +7755,6 @@ Package Contents
       This also validates the fields ( type, value, etc ) received in the dictionary.
 
 
-
    .. py:method:: from_dict(input_dict)
       :classmethod:
 
@@ -6879,33 +7762,33 @@ Package Contents
 
 .. py:class:: StdDevThresholdType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: ABSOLUTE
       :value: 'ABSOLUTE'
 
-
+      
 
    .. py:attribute:: PERCENTILE
       :value: 'PERCENTILE'
 
-
+      
 
    .. py:attribute:: STDDEV
       :value: 'STDDEV'
 
+      
 
 
 .. py:class:: TimeWindowConfig
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    Time Window Configuration
 
@@ -6914,14 +7797,15 @@ Package Contents
    :param window_from_start: Whether the window should be from the start of the time series.
    :type window_from_start: bool
 
-
    .. py:attribute:: window_duration
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: window_from_start
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: to_dict()
 
@@ -6933,8 +7817,8 @@ Package Contents
 
 .. py:class:: ForecastingMonitorConfig
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    Forecasting Monitor Configuration
 
@@ -6951,30 +7835,35 @@ Package Contents
    :param window_config: The windowing configuration for the time series data.
    :type window_config: TimeWindowConfig
 
-
    .. py:attribute:: id_column
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: timestamp_column
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: target_column
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: start_time
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: end_time
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: window_config
-      :type:  TimeWindowConfig
+      :type: TimeWindowConfig
 
+      
 
    .. py:method:: to_dict()
 
@@ -6986,8 +7875,8 @@ Package Contents
 
 .. py:class:: StdDevThreshold
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    Std Dev Threshold types
 
@@ -6996,14 +7885,15 @@ Package Contents
    :param value: Value to use for the threshold.
    :type value: float
 
-
    .. py:attribute:: threshold_type
-      :type:  abacusai.api_class.enums.StdDevThresholdType
+      :type: abacusai.api_class.enums.StdDevThresholdType
 
+      
 
    .. py:attribute:: value
-      :type:  float
+      :type: float
 
+      
 
    .. py:method:: to_dict()
 
@@ -7015,8 +7905,8 @@ Package Contents
 
 .. py:class:: ItemAttributesStdDevThreshold
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    Item Attributes Std Dev Threshold for Monitor Alerts
 
@@ -7025,14 +7915,15 @@ Package Contents
    :param upper_bound: Upper bound for the item attributes.
    :type upper_bound: StdDevThreshold
 
-
    .. py:attribute:: lower_bound
-      :type:  StdDevThreshold
+      :type: StdDevThreshold
 
+      
 
    .. py:attribute:: upper_bound
-      :type:  StdDevThreshold
+      :type: StdDevThreshold
 
+      
 
    .. py:method:: to_dict()
 
@@ -7044,8 +7935,8 @@ Package Contents
 
 .. py:class:: RestrictFeatureMappings
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    Restrict Feature Mappings for Monitor Filtering
 
@@ -7062,30 +7953,35 @@ Package Contents
    :param max_value: Filtering the numerical feature to below this value
    :type max_value: float
 
-
    .. py:attribute:: feature_name
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: restricted_feature_values
-      :type:  list
+      :type: list
 
+      
 
    .. py:attribute:: start_time
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: end_time
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: min_value
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: max_value
-      :type:  float
+      :type: float
 
+      
 
    .. py:method:: to_dict()
 
@@ -7097,8 +7993,8 @@ Package Contents
 
 .. py:class:: MonitorFilteringConfig
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    Monitor Filtering Configuration
 
@@ -7115,30 +8011,35 @@ Package Contents
    :param prediction_target_feature: Set the target feature for the prediction data.
    :type prediction_target_feature: str
 
-
    .. py:attribute:: start_time
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: end_time
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: restrict_feature_mappings
-      :type:  List[RestrictFeatureMappings]
+      :type: List[RestrictFeatureMappings]
 
+      
 
    .. py:attribute:: target_class
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: train_target_feature
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: prediction_target_feature
-      :type:  str
+      :type: str
 
+      
 
    .. py:method:: to_dict()
 
@@ -7150,20 +8051,21 @@ Package Contents
 
 .. py:class:: ApiClass
 
-   Bases: :py:obj:`abc.ABC`
 
+   Bases: :py:obj:`abc.ABC`
 
    Helper class that provides a standard way to create an ABC using
    inheritance.
 
-
    .. py:attribute:: _upper_snake_case_keys
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: _support_kwargs
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
@@ -7172,13 +8074,11 @@ Package Contents
       :classmethod:
 
 
-
    .. py:method:: __str__()
 
       Return str(self).
 
 
-
    .. py:method:: _repr_html_()
 
 
@@ -7204,7 +8104,6 @@ Package Contents
       This also validates the fields ( type, value, etc ) received in the dictionary.
 
 
-
    .. py:method:: from_dict(input_dict)
       :classmethod:
 
@@ -7212,25 +8111,23 @@ Package Contents
 
 .. py:class:: _ApiClassFactory
 
-   Bases: :py:obj:`abc.ABC`
 
+   Bases: :py:obj:`abc.ABC`
 
    Helper class that provides a standard way to create an ABC using
    inheritance.
 
-
    .. py:attribute:: config_abstract_class
-      :value: None
-
 
+      
 
    .. py:attribute:: config_class_key
-      :value: None
-
 
+      
 
    .. py:attribute:: config_class_map
 
+      
 
    .. py:method:: from_dict(config)
       :classmethod:
@@ -7239,15 +8136,15 @@ Package Contents
 
 .. py:class:: AlertConditionConfig
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    An abstract class for alert condition configs
 
-
    .. py:attribute:: alert_type
-      :type:  abacusai.api_class.enums.MonitorAlertType
+      :type: abacusai.api_class.enums.MonitorAlertType
 
+      
 
    .. py:method:: _get_builder()
       :classmethod:
@@ -7256,26 +8153,27 @@ Package Contents
 
 .. py:class:: AccuracyBelowThresholdConditionConfig
 
-   Bases: :py:obj:`AlertConditionConfig`
 
+   Bases: :py:obj:`AlertConditionConfig`
 
    Accuracy Below Threshold Condition Config for Monitor Alerts
 
    :param threshold: Threshold for when to consider a column to be in violation. The alert will only fire when the drift value is strictly greater than the threshold.
    :type threshold: float
 
-
    .. py:attribute:: threshold
-      :type:  float
+      :type: float
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: FeatureDriftConditionConfig
 
-   Bases: :py:obj:`AlertConditionConfig`
 
+   Bases: :py:obj:`AlertConditionConfig`
 
    Feature Drift Condition Config for Monitor Alerts
 
@@ -7288,30 +8186,34 @@ Package Contents
    :param feature_names: List of feature names to monitor for this alert.
    :type feature_names: List[str]
 
-
    .. py:attribute:: feature_drift_type
-      :type:  abacusai.api_class.enums.FeatureDriftType
+      :type: abacusai.api_class.enums.FeatureDriftType
 
+      
 
    .. py:attribute:: threshold
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: minimum_violations
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: feature_names
-      :type:  List[str]
+      :type: List[str]
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: TargetDriftConditionConfig
 
-   Bases: :py:obj:`AlertConditionConfig`
 
+   Bases: :py:obj:`AlertConditionConfig`
 
    Target Drift Condition Config for Monitor Alerts
 
@@ -7320,22 +8222,24 @@ Package Contents
    :param threshold: Threshold for when to consider the target column to be in violation. The alert will only fire when the drift value is strictly greater than the threshold.
    :type threshold: float
 
-
    .. py:attribute:: feature_drift_type
-      :type:  abacusai.api_class.enums.FeatureDriftType
+      :type: abacusai.api_class.enums.FeatureDriftType
 
+      
 
    .. py:attribute:: threshold
-      :type:  float
+      :type: float
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: HistoryLengthDriftConditionConfig
 
-   Bases: :py:obj:`AlertConditionConfig`
 
+   Bases: :py:obj:`AlertConditionConfig`
 
    History Length Drift Condition Config for Monitor Alerts
 
@@ -7344,22 +8248,24 @@ Package Contents
    :param threshold: Threshold for when to consider the history length  to be in violation. The alert will only fire when the drift value is strictly greater than the threshold.
    :type threshold: float
 
-
    .. py:attribute:: feature_drift_type
-      :type:  abacusai.api_class.enums.FeatureDriftType
+      :type: abacusai.api_class.enums.FeatureDriftType
 
+      
 
    .. py:attribute:: threshold
-      :type:  float
+      :type: float
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: DataIntegrityViolationConditionConfig
 
-   Bases: :py:obj:`AlertConditionConfig`
 
+   Bases: :py:obj:`AlertConditionConfig`
 
    Data Integrity Violation Condition Config for Monitor Alerts
 
@@ -7368,22 +8274,24 @@ Package Contents
    :param minimum_violations: Number of columns that must exceed the specified threshold to trigger an alert.
    :type minimum_violations: int
 
-
    .. py:attribute:: data_integrity_type
-      :type:  abacusai.api_class.enums.DataIntegrityViolationType
+      :type: abacusai.api_class.enums.DataIntegrityViolationType
 
+      
 
    .. py:attribute:: minimum_violations
-      :type:  int
+      :type: int
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: BiasViolationConditionConfig
 
-   Bases: :py:obj:`AlertConditionConfig`
 
+   Bases: :py:obj:`AlertConditionConfig`
 
    Bias Violation Condition Config for Monitor Alerts
 
@@ -7394,26 +8302,29 @@ Package Contents
    :param minimum_violations: Number of columns that must exceed the specified threshold to trigger an alert.
    :type minimum_violations: int
 
-
    .. py:attribute:: bias_type
-      :type:  abacusai.api_class.enums.BiasType
+      :type: abacusai.api_class.enums.BiasType
 
+      
 
    .. py:attribute:: threshold
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: minimum_violations
-      :type:  int
+      :type: int
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: PredictionCountConditionConfig
 
-   Bases: :py:obj:`AlertConditionConfig`
 
+   Bases: :py:obj:`AlertConditionConfig`
 
    Deployment Prediction Condition Config for Deployment Alerts. By default we monitor if predictions made over a time window has reduced significantly.
    :param threshold: Threshold for when to consider to be a violation. Negative means alert on reduction, positive means alert on increase.
@@ -7423,58 +8334,63 @@ Package Contents
    :param aggregation_type: Aggregation type to use for the aggregation window, e.g. sum, avg.
    :type aggregation_type: str
 
-
    .. py:attribute:: threshold
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: aggregation_window
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: aggregation_type
-      :type:  str
+      :type: str
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: _AlertConditionConfigFactory
 
-   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
+   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
    Helper class that provides a standard way to create an ABC using
    inheritance.
 
-
    .. py:attribute:: config_abstract_class
 
+      
 
    .. py:attribute:: config_class_key
       :value: 'alert_type'
 
-
+      
 
    .. py:attribute:: config_class_key_value_camel_case
       :value: True
 
-
+      
 
    .. py:attribute:: config_class_map
 
+      
+
 
 .. py:class:: AlertActionConfig
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    An abstract class for alert action configs
 
-
    .. py:attribute:: action_type
-      :type:  abacusai.api_class.enums.AlertActionType
+      :type: abacusai.api_class.enums.AlertActionType
 
+      
 
    .. py:method:: _get_builder()
       :classmethod:
@@ -7483,8 +8399,8 @@ Package Contents
 
 .. py:class:: EmailActionConfig
 
-   Bases: :py:obj:`AlertActionConfig`
 
+   Bases: :py:obj:`AlertActionConfig`
 
    Email Action Config for Monitor Alerts
 
@@ -7493,42 +8409,46 @@ Package Contents
    :param email_body: Body of the email to send.
    :type email_body: str
 
-
    .. py:attribute:: email_recipients
-      :type:  List[str]
+      :type: List[str]
 
+      
 
    .. py:attribute:: email_body
-      :type:  str
+      :type: str
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: _AlertActionConfigFactory
 
-   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
+   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
    Helper class that provides a standard way to create an ABC using
    inheritance.
 
-
    .. py:attribute:: config_abstract_class
 
+      
 
    .. py:attribute:: config_class_key
       :value: 'action_type'
 
-
+      
 
    .. py:attribute:: config_class_map
 
+      
+
 
 .. py:class:: MonitorThresholdConfig
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    Monitor Threshold Config for Monitor Alerts
 
@@ -7537,18 +8457,20 @@ Package Contents
    :param threshold_config: Thresholds for when to consider a column to be in violation. The alert will only fire when the drift value is strictly greater than the threshold.
    :type threshold_config: ThresholdConfigs
 
-
    .. py:attribute:: drift_type
-      :type:  abacusai.api_class.enums.FeatureDriftType
+      :type: abacusai.api_class.enums.FeatureDriftType
 
+      
 
    .. py:attribute:: at_risk_threshold
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: severely_drifting_threshold
-      :type:  float
+      :type: float
 
+      
 
    .. py:method:: to_dict()
 
@@ -7560,20 +8482,21 @@ Package Contents
 
 .. py:class:: ApiClass
 
-   Bases: :py:obj:`abc.ABC`
 
+   Bases: :py:obj:`abc.ABC`
 
    Helper class that provides a standard way to create an ABC using
    inheritance.
 
-
    .. py:attribute:: _upper_snake_case_keys
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: _support_kwargs
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
@@ -7582,13 +8505,11 @@ Package Contents
       :classmethod:
 
 
-
    .. py:method:: __str__()
 
       Return str(self).
 
 
-
    .. py:method:: _repr_html_()
 
 
@@ -7614,7 +8535,6 @@ Package Contents
       This also validates the fields ( type, value, etc ) received in the dictionary.
 
 
-
    .. py:method:: from_dict(input_dict)
       :classmethod:
 
@@ -7622,25 +8542,23 @@ Package Contents
 
 .. py:class:: _ApiClassFactory
 
-   Bases: :py:obj:`abc.ABC`
 
+   Bases: :py:obj:`abc.ABC`
 
    Helper class that provides a standard way to create an ABC using
    inheritance.
 
-
    .. py:attribute:: config_abstract_class
-      :value: None
-
 
+      
 
    .. py:attribute:: config_class_key
-      :value: None
-
 
+      
 
    .. py:attribute:: config_class_map
 
+      
 
    .. py:method:: from_dict(config)
       :classmethod:
@@ -7649,8 +8567,8 @@ Package Contents
 
 .. py:class:: FeatureMappingConfig
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    Feature mapping configuration for a feature group type.
 
@@ -7661,23 +8579,26 @@ Package Contents
    :param nested_feature_name: The name of the nested feature in the feature group.
    :type nested_feature_name: str
 
-
    .. py:attribute:: feature_name
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: feature_mapping
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: nested_feature_name
-      :type:  str
+      :type: str
+
+      
 
 
 .. py:class:: ProjectFeatureGroupTypeMappingsConfig
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    Project feature group type mappings.
 
@@ -7688,18 +8609,20 @@ Package Contents
    :param feature_mappings: The feature mappings for the feature group.
    :type feature_mappings: List[FeatureMappingConfig]
 
-
    .. py:attribute:: feature_group_id
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: feature_group_type
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: feature_mappings
-      :type:  List[FeatureMappingConfig]
+      :type: List[FeatureMappingConfig]
 
+      
 
    .. py:method:: from_dict(input_dict)
       :classmethod:
@@ -7708,8 +8631,8 @@ Package Contents
 
 .. py:class:: ConstraintConfig
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    Constraint configuration.
 
@@ -7724,38 +8647,43 @@ Package Contents
    :param penalty: The penalty for violating the constraint.
    :type penalty: float
 
-
    .. py:attribute:: constant
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: operator
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: enforcement
-      :type:  Optional[str]
+      :type: Optional[str]
 
+      
 
    .. py:attribute:: code
-      :type:  Optional[str]
+      :type: Optional[str]
 
+      
 
    .. py:attribute:: penalty
-      :type:  Optional[float]
+      :type: Optional[float]
+
+      
 
 
 .. py:class:: ProjectFeatureGroupConfig
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    An abstract class for project feature group configuration.
 
-
    .. py:attribute:: type
-      :type:  abacusai.api_class.enums.ProjectConfigType
+      :type: abacusai.api_class.enums.ProjectConfigType
 
+      
 
    .. py:method:: _get_builder()
       :classmethod:
@@ -7764,76 +8692,81 @@ Package Contents
 
 .. py:class:: ConstraintProjectFeatureGroupConfig
 
-   Bases: :py:obj:`ProjectFeatureGroupConfig`
 
+   Bases: :py:obj:`ProjectFeatureGroupConfig`
 
    Constraint project feature group configuration.
 
    :param constraints: The constraint for the feature group. Should be a list of one ConstraintConfig.
    :type constraints: List[ConstraintConfig]
 
-
    .. py:attribute:: constraints
-      :type:  List[ConstraintConfig]
+      :type: List[ConstraintConfig]
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: ReviewModeProjectFeatureGroupConfig
 
-   Bases: :py:obj:`ProjectFeatureGroupConfig`
 
+   Bases: :py:obj:`ProjectFeatureGroupConfig`
 
    Review mode project feature group configuration.
 
    :param is_review_mode: The review mode for the feature group.
    :type is_review_mode: bool
 
-
    .. py:attribute:: is_review_mode
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: _ProjectFeatureGroupConfigFactory
 
-   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
+   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
    Helper class that provides a standard way to create an ABC using
    inheritance.
 
-
    .. py:attribute:: config_abstract_class
 
+      
 
    .. py:attribute:: config_class_key
       :value: 'type'
 
-
+      
 
    .. py:attribute:: config_class_map
 
+      
+
 
 .. py:class:: ApiClass
 
-   Bases: :py:obj:`abc.ABC`
 
+   Bases: :py:obj:`abc.ABC`
 
    Helper class that provides a standard way to create an ABC using
    inheritance.
 
-
    .. py:attribute:: _upper_snake_case_keys
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: _support_kwargs
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
@@ -7842,13 +8775,11 @@ Package Contents
       :classmethod:
 
 
-
    .. py:method:: __str__()
 
       Return str(self).
 
 
-
    .. py:method:: _repr_html_()
 
 
@@ -7874,7 +8805,6 @@ Package Contents
       This also validates the fields ( type, value, etc ) received in the dictionary.
 
 
-
    .. py:method:: from_dict(input_dict)
       :classmethod:
 
@@ -7882,8 +8812,8 @@ Package Contents
 
 .. py:class:: PythonFunctionArgument
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    A config class for python function arguments
 
@@ -7898,31 +8828,36 @@ Package Contents
    :param pipeline_variable: The name of the pipeline variable to use as the value
    :type pipeline_variable: str
 
-
    .. py:attribute:: variable_type
-      :type:  abacusai.api_class.enums.PythonFunctionArgumentType
+      :type: abacusai.api_class.enums.PythonFunctionArgumentType
 
+      
 
    .. py:attribute:: name
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: is_required
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: value
-      :type:  Any
+      :type: Any
 
+      
 
    .. py:attribute:: pipeline_variable
-      :type:  str
+      :type: str
+
+      
 
 
 .. py:class:: OutputVariableMapping
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    A config class for python function arguments
 
@@ -7931,31 +8866,34 @@ Package Contents
    :param name: The name of the python function variable
    :type name: str
 
-
    .. py:attribute:: variable_type
-      :type:  abacusai.api_class.enums.PythonFunctionOutputArgumentType
+      :type: abacusai.api_class.enums.PythonFunctionOutputArgumentType
 
+      
 
    .. py:attribute:: name
-      :type:  str
+      :type: str
+
+      
 
 
 .. py:class:: ApiClass
 
-   Bases: :py:obj:`abc.ABC`
 
+   Bases: :py:obj:`abc.ABC`
 
    Helper class that provides a standard way to create an ABC using
    inheritance.
 
-
    .. py:attribute:: _upper_snake_case_keys
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: _support_kwargs
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
@@ -7964,13 +8902,11 @@ Package Contents
       :classmethod:
 
 
-
    .. py:method:: __str__()
 
       Return str(self).
 
 
-
    .. py:method:: _repr_html_()
 
 
@@ -7996,7 +8932,6 @@ Package Contents
       This also validates the fields ( type, value, etc ) received in the dictionary.
 
 
-
    .. py:method:: from_dict(input_dict)
       :classmethod:
 
@@ -8004,25 +8939,23 @@ Package Contents
 
 .. py:class:: _ApiClassFactory
 
-   Bases: :py:obj:`abc.ABC`
 
+   Bases: :py:obj:`abc.ABC`
 
    Helper class that provides a standard way to create an ABC using
    inheritance.
 
-
    .. py:attribute:: config_abstract_class
-      :value: None
-
 
+      
 
    .. py:attribute:: config_class_key
-      :value: None
-
 
+      
 
    .. py:attribute:: config_class_map
 
+      
 
    .. py:method:: from_dict(config)
       :classmethod:
@@ -8031,15 +8964,15 @@ Package Contents
 
 .. py:class:: FeatureGroupExportConfig
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    An abstract class for feature group exports.
 
-
    .. py:attribute:: connector_type
-      :type:  abacusai.api_class.enums.ConnectorType
+      :type: abacusai.api_class.enums.ConnectorType
 
+      
 
    .. py:method:: _get_builder()
       :classmethod:
@@ -8048,8 +8981,8 @@ Package Contents
 
 .. py:class:: FileConnectorExportConfig
 
-   Bases: :py:obj:`FeatureGroupExportConfig`
 
+   Bases: :py:obj:`FeatureGroupExportConfig`
 
    File connector export config for feature groups
 
@@ -8058,14 +8991,15 @@ Package Contents
    :param export_file_format: The file format to export the feature group to
    :type export_file_format: str
 
-
    .. py:attribute:: location
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: export_file_format
-      :type:  str
+      :type: str
 
+      
 
    .. py:method:: __post_init__()
 
@@ -8080,8 +9014,8 @@ Package Contents
 
 .. py:class:: DatabaseConnectorExportConfig
 
-   Bases: :py:obj:`FeatureGroupExportConfig`
 
+   Bases: :py:obj:`FeatureGroupExportConfig`
 
    Database connector export config for feature groups
 
@@ -8098,30 +9032,35 @@ Package Contents
    :param data_columns: The data columns to export the feature group to
    :type data_columns: Dict[str, str]
 
-
    .. py:attribute:: database_connector_id
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: mode
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: object_name
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: id_column
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: additional_id_columns
-      :type:  List[str]
+      :type: List[str]
 
+      
 
    .. py:attribute:: data_columns
-      :type:  Dict[str, str]
+      :type: Dict[str, str]
 
+      
 
    .. py:method:: __post_init__()
 
@@ -8136,21 +9075,23 @@ Package Contents
 
 .. py:class:: _FeatureGroupExportConfigFactory
 
-   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
+   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
    Helper class that provides a standard way to create an ABC using
    inheritance.
 
-
    .. py:attribute:: config_abstract_class
 
+      
 
    .. py:attribute:: config_class_key
       :value: 'connector_type'
 
-
+      
 
    .. py:attribute:: config_class_map
 
+      
+
 
diff --git a/docs/_sources/autoapi/abacusai/api_class/model/index.rst.txt b/docs/_sources/autoapi/abacusai/api_class/model/index.rst.txt
index bc90d6b5f..5bec30269 100644
--- a/docs/_sources/autoapi/abacusai/api_class/model/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/api_class/model/index.rst.txt
@@ -1,16 +1,17 @@
-abacusai.api_class.model
-========================
+:py:mod:`abacusai.api_class.model`
+==================================
 
 .. py:module:: abacusai.api_class.model
 
 
+Module Contents
+---------------
+
 Classes
--------
+~~~~~~~
 
 .. autoapisummary::
 
-   abacusai.api_class.model.ApiClass
-   abacusai.api_class.model._ApiClassFactory
    abacusai.api_class.model.TrainingConfig
    abacusai.api_class.model.PersonalizationTrainingConfig
    abacusai.api_class.model.RegressionTrainingConfig
@@ -37,125 +38,39 @@ Classes
    abacusai.api_class.model.DeployableAlgorithm
 
 
-Module Contents
----------------
-
-.. py:class:: ApiClass
-
-   Bases: :py:obj:`abc.ABC`
-
-
-   Helper class that provides a standard way to create an ABC using
-   inheritance.
-
-
-   .. py:attribute:: _upper_snake_case_keys
-      :type:  bool
-
-
-   .. py:attribute:: _support_kwargs
-      :type:  bool
-
-
-   .. py:method:: __post_init__()
-
-
-   .. py:method:: _get_builder()
-      :classmethod:
-
-
-
-   .. py:method:: __str__()
-
-      Return str(self).
-
-
-
-   .. py:method:: _repr_html_()
-
-
-   .. py:method:: __getitem__(item)
-
-
-   .. py:method:: __setitem__(item, value)
-
-
-   .. py:method:: _unset_item(item)
-
-
-   .. py:method:: get(item, default = None)
-
-
-   .. py:method:: pop(item, default = NotImplemented)
-
-
-   .. py:method:: to_dict()
-
-      Standardizes converting an ApiClass to dictionary.
-      Keys of response dictionary are converted to camel case.
-      This also validates the fields ( type, value, etc ) received in the dictionary.
-
-
-
-   .. py:method:: from_dict(input_dict)
-      :classmethod:
-
-
-
-.. py:class:: _ApiClassFactory
-
-   Bases: :py:obj:`abc.ABC`
-
-
-   Helper class that provides a standard way to create an ABC using
-   inheritance.
-
-
-   .. py:attribute:: config_abstract_class
-      :value: None
-
-
-
-   .. py:attribute:: config_class_key
-      :value: None
-
-
-
-   .. py:attribute:: config_class_map
-
-
-   .. py:method:: from_dict(config)
-      :classmethod:
-
 
 
 .. py:class:: TrainingConfig
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    An abstract class for the training config options used to train the model.
 
-
    .. py:attribute:: _upper_snake_case_keys
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: _support_kwargs
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: kwargs
-      :type:  dict
+      :type: dict
 
+      
 
    .. py:attribute:: problem_type
-      :type:  abacusai.api_class.enums.ProblemType
+      :type: abacusai.api_class.enums.ProblemType
 
+      
 
    .. py:attribute:: algorithm
-      :type:  str
+      :type: str
 
+      
 
    .. py:method:: _get_builder()
       :classmethod:
@@ -164,8 +79,8 @@ Module Contents
 
 .. py:class:: PersonalizationTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the PERSONALIZATION problem type
 
@@ -244,162 +159,199 @@ Module Contents
    :param item_query_column: Name of column in the item catalog that will be matched to the query column in the interactions table.
    :type item_query_column: str
 
-
    .. py:attribute:: objective
-      :type:  abacusai.api_class.enums.PersonalizationObjective
+      :type: abacusai.api_class.enums.PersonalizationObjective
 
+      
 
    .. py:attribute:: sort_objective
-      :type:  abacusai.api_class.enums.PersonalizationObjective
+      :type: abacusai.api_class.enums.PersonalizationObjective
 
+      
 
    .. py:attribute:: training_mode
-      :type:  abacusai.api_class.enums.PersonalizationTrainingMode
+      :type: abacusai.api_class.enums.PersonalizationTrainingMode
 
+      
 
    .. py:attribute:: target_action_types
-      :type:  List[str]
+      :type: List[str]
 
+      
 
    .. py:attribute:: target_action_weights
-      :type:  Dict[str, float]
+      :type: Dict[str, float]
 
+      
 
    .. py:attribute:: session_event_types
-      :type:  List[str]
+      :type: List[str]
 
+      
 
    .. py:attribute:: test_split
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: recent_days_for_training
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: training_start_date
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: test_on_user_split
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: test_split_on_last_k_items
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: test_last_items_length
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: test_window_length_hours
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: explicit_time_split
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: test_row_indicator
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: full_data_retraining
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: sequential_training
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: data_split_feature_group_table_name
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: optimized_event_type
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: dropout_rate
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: batch_size
-      :type:  abacusai.api_class.enums.BatchSize
+      :type: abacusai.api_class.enums.BatchSize
 
+      
 
    .. py:attribute:: disable_transformer
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: disable_gpu
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: filter_history
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: action_types_exclusion_days
-      :type:  Dict[str, float]
+      :type: Dict[str, float]
 
+      
 
    .. py:attribute:: max_history_length
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: compute_rerank_metrics
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: add_time_features
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: disable_timestamp_scalar_features
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: compute_session_metrics
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: query_column
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: item_query_column
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: use_user_id_feature
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: session_dedupe_mins
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: max_user_history_len_percentile
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: downsample_item_popularity_percentile
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: min_item_history
-      :type:  int
+      :type: int
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: RegressionTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the PREDICTIVE_MODELING problem type
 
@@ -485,179 +437,227 @@ Module Contents
    :type custom_metrics: List[str]
    :param partial_dependence_analysis: Specify whether to run partial dependence plots for all features or only some features.
    :type partial_dependence_analysis: PartialDependenceAnalysis
-
+   :param do_masked_language_model_pretraining: Specify whether to run a masked language model unsupervised pretraining step before supervized training in certain supported algorithms which use BERT-like backbones.
+   :type do_masked_language_model_pretraining: bool
 
    .. py:attribute:: objective
-      :type:  abacusai.api_class.enums.RegressionObjective
+      :type: abacusai.api_class.enums.RegressionObjective
 
+      
 
    .. py:attribute:: sort_objective
-      :type:  abacusai.api_class.enums.RegressionObjective
+      :type: abacusai.api_class.enums.RegressionObjective
 
+      
 
    .. py:attribute:: tree_hpo_mode
-      :type:  abacusai.api_class.enums.RegressionTreeHPOMode
+      :type: abacusai.api_class.enums.RegressionTreeHPOMode
 
+      
 
    .. py:attribute:: partial_dependence_analysis
-      :type:  abacusai.api_class.enums.PartialDependenceAnalysis
+      :type: abacusai.api_class.enums.PartialDependenceAnalysis
 
+      
 
    .. py:attribute:: type_of_split
-      :type:  abacusai.api_class.enums.RegressionTypeOfSplit
+      :type: abacusai.api_class.enums.RegressionTypeOfSplit
 
+      
 
    .. py:attribute:: test_split
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: disable_test_val_fold
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: k_fold_cross_validation
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: num_cv_folds
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: timestamp_based_splitting_column
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: timestamp_based_splitting_method
-      :type:  abacusai.api_class.enums.RegressionTimeSplitMethod
+      :type: abacusai.api_class.enums.RegressionTimeSplitMethod
 
+      
 
    .. py:attribute:: test_splitting_timestamp
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: sampling_unit_keys
-      :type:  List[str]
+      :type: List[str]
 
+      
 
    .. py:attribute:: test_row_indicator
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: full_data_retraining
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: rebalance_classes
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: rare_class_augmentation_threshold
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: augmentation_strategy
-      :type:  abacusai.api_class.enums.RegressionAugmentationStrategy
+      :type: abacusai.api_class.enums.RegressionAugmentationStrategy
 
+      
 
    .. py:attribute:: training_rows_downsample_ratio
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: active_labels_column
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: min_categorical_count
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: sample_weight
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: numeric_clipping_percentile
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: target_transform
-      :type:  abacusai.api_class.enums.RegressionTargetTransform
+      :type: abacusai.api_class.enums.RegressionTargetTransform
 
+      
 
    .. py:attribute:: ignore_datetime_features
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: max_text_words
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: perform_feature_selection
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: feature_selection_intensity
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: batch_size
-      :type:  abacusai.api_class.enums.BatchSize
+      :type: abacusai.api_class.enums.BatchSize
 
+      
 
    .. py:attribute:: dropout_rate
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: pretrained_model_name
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: is_multilingual
-      :type:  bool
+      :type: bool
 
+      
+
+   .. py:attribute:: do_masked_language_model_pretraining
+      :type: bool
+
+      
 
    .. py:attribute:: loss_function
-      :type:  abacusai.api_class.enums.RegressionLossFunction
+      :type: abacusai.api_class.enums.RegressionLossFunction
 
+      
 
    .. py:attribute:: loss_parameters
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: target_encode_categoricals
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: drop_original_categoricals
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: monotonically_increasing_features
-      :type:  List[str]
+      :type: List[str]
 
+      
 
    .. py:attribute:: monotonically_decreasing_features
-      :type:  List[str]
+      :type: List[str]
 
+      
 
    .. py:attribute:: data_split_feature_group_table_name
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: custom_loss_functions
-      :type:  List[str]
+      :type: List[str]
 
+      
 
    .. py:attribute:: custom_metrics
-      :type:  List[str]
+      :type: List[str]
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: ForecastingTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the FORECASTING problem type
 
@@ -784,262 +784,324 @@ Module Contents
    :type custom_metrics: List[str]
    :param return_fractional_forecasts: Use this to return fractional forecast values while prediction
 
-
    .. py:attribute:: prediction_length
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: objective
-      :type:  abacusai.api_class.enums.ForecastingObjective
+      :type: abacusai.api_class.enums.ForecastingObjective
 
+      
 
    .. py:attribute:: sort_objective
-      :type:  abacusai.api_class.enums.ForecastingObjective
+      :type: abacusai.api_class.enums.ForecastingObjective
 
+      
 
    .. py:attribute:: forecast_frequency
-      :type:  abacusai.api_class.enums.ForecastingFrequency
+      :type: abacusai.api_class.enums.ForecastingFrequency
 
+      
 
    .. py:attribute:: probability_quantiles
-      :type:  List[float]
+      :type: List[float]
 
+      
 
    .. py:attribute:: force_prediction_length
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: filter_items
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: enable_feature_selection
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: enable_padding
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: enable_cold_start
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: enable_multiple_backtests
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: num_backtesting_windows
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: backtesting_window_step_size
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: full_data_retraining
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: additional_forecast_keys
-      :type:  List[str]
+      :type: List[str]
 
+      
 
    .. py:attribute:: experimentation_mode
-      :type:  abacusai.api_class.enums.ExperimentationMode
+      :type: abacusai.api_class.enums.ExperimentationMode
 
+      
 
    .. py:attribute:: type_of_split
-      :type:  abacusai.api_class.enums.ForecastingDataSplitType
+      :type: abacusai.api_class.enums.ForecastingDataSplitType
 
+      
 
    .. py:attribute:: test_by_item
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: test_start
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: test_split
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: loss_function
-      :type:  abacusai.api_class.enums.ForecastingLossFunction
+      :type: abacusai.api_class.enums.ForecastingLossFunction
 
+      
 
    .. py:attribute:: underprediction_weight
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: disable_networks_without_analytic_quantiles
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: initial_learning_rate
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: l2_regularization_factor
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: dropout_rate
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: recurrent_layers
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: recurrent_units
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: convolutional_layers
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: convolution_filters
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: local_scaling_mode
-      :type:  abacusai.api_class.enums.ForecastingLocalScaling
+      :type: abacusai.api_class.enums.ForecastingLocalScaling
 
+      
 
    .. py:attribute:: zero_predictor
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: skip_missing
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: batch_size
-      :type:  abacusai.api_class.enums.BatchSize
+      :type: abacusai.api_class.enums.BatchSize
 
+      
 
    .. py:attribute:: batch_renormalization
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: history_length
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: prediction_step_size
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: training_point_overlap
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: max_scale_context
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: quantiles_extension_method
-      :type:  abacusai.api_class.enums.ForecastingQuanitlesExtensionMethod
+      :type: abacusai.api_class.enums.ForecastingQuanitlesExtensionMethod
 
+      
 
    .. py:attribute:: number_of_samples
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: symmetrize_quantiles
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: use_log_transforms
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: smooth_history
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: local_scale_target
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: use_clipping
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: timeseries_weight_column
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: item_attributes_weight_column
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: use_timeseries_weights_in_objective
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: use_item_weights_in_objective
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: skip_timeseries_weight_scaling
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: timeseries_loss_weight_column
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: use_item_id
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: use_all_item_totals
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: handle_zeros_as_missing_values
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: datetime_holiday_calendars
-      :type:  List[abacusai.api_class.enums.HolidayCalendars]
+      :type: List[abacusai.api_class.enums.HolidayCalendars]
 
+      
 
    .. py:attribute:: fill_missing_values
-      :type:  List[dict]
+      :type: List[dict]
 
+      
 
    .. py:attribute:: enable_clustering
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: data_split_feature_group_table_name
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: custom_loss_functions
-      :type:  List[str]
+      :type: List[str]
 
+      
 
    .. py:attribute:: custom_metrics
-      :type:  List[str]
+      :type: List[str]
 
+      
 
    .. py:attribute:: return_fractional_forecasts
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: NamedEntityExtractionTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the NAMED_ENTITY_EXTRACTION problem type
 
@@ -1060,62 +1122,57 @@ Module Contents
    :param enhanced_ocr: Enhanced text extraction from predicted digital documents
    :type enhanced_ocr: bool
 
-
    .. py:attribute:: llm_for_ner
-      :type:  abacusai.api_class.enums.LLMName
-      :value: None
-
+      :type: abacusai.api_class.enums.LLMName
 
+      
 
    .. py:attribute:: test_split
-      :type:  int
-      :value: None
-
+      :type: int
 
+      
 
    .. py:attribute:: test_row_indicator
-      :type:  str
-      :value: None
-
+      :type: str
 
+      
 
    .. py:attribute:: active_labels_column
-      :type:  str
-      :value: None
-
+      :type: str
 
+      
 
    .. py:attribute:: document_format
-      :type:  abacusai.api_class.enums.NLPDocumentFormat
-      :value: None
-
+      :type: abacusai.api_class.enums.NLPDocumentFormat
 
+      
 
    .. py:attribute:: minimum_bounding_box_overlap_ratio
-      :type:  float
+      :type: float
       :value: 0.0
 
-
+      
 
    .. py:attribute:: save_predicted_pdf
-      :type:  bool
+      :type: bool
       :value: True
 
-
+      
 
    .. py:attribute:: enhanced_ocr
-      :type:  bool
+      :type: bool
       :value: False
 
-
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: NaturalLanguageSearchTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the NATURAL_LANGUAGE_SEARCH problem type
 
@@ -1132,38 +1189,44 @@ Module Contents
    :param index_fraction: Fraction of the chunk to use for indexing.
    :type index_fraction: float
 
-
    .. py:attribute:: abacus_internal_model
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: num_completion_tokens
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: larger_embeddings
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: search_chunk_size
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: index_fraction
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: chunk_overlap_fraction
-      :type:  float
+      :type: float
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: ChatLLMTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the CHAT_LLM problem type
 
@@ -1211,110 +1274,134 @@ Module Contents
    :param enable_code_execution: Enable python code execution in the ChatLLM. This equips the LLM with a python kernel in which all its code is executed.
    :type enable_code_execution: bool
 
-
    .. py:attribute:: document_retrievers
-      :type:  List[str]
+      :type: List[str]
 
+      
 
    .. py:attribute:: num_completion_tokens
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: temperature
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: retrieval_columns
-      :type:  list
+      :type: list
 
+      
 
    .. py:attribute:: filter_columns
-      :type:  list
+      :type: list
 
+      
 
    .. py:attribute:: include_general_knowledge
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: enable_web_search
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: behavior_instructions
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: response_instructions
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: enable_llm_rewrite
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: column_filtering_instructions
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: keyword_requirement_instructions
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: query_rewrite_instructions
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: max_search_results
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: data_feature_group_ids
-      :type:  List[str]
+      :type: List[str]
 
+      
 
    .. py:attribute:: data_prompt_context
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: hide_generated_sql
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: disable_data_summarization
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: search_score_cutoff
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: database_connector_id
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: database_connector_tables
-      :type:  List[str]
+      :type: List[str]
 
+      
 
    .. py:attribute:: enable_code_execution
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: metadata_columns
-      :type:  list
+      :type: list
 
+      
 
    .. py:attribute:: lookup_rewrite_instructions
-      :type:  str
+      :type: str
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: SentenceBoundaryDetectionTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the SENTENCE_BOUNDARY_DETECTION problem type
 
@@ -1325,26 +1412,29 @@ Module Contents
    :param batch_size: Batch size for neural network.
    :type batch_size: BatchSize
 
-
    .. py:attribute:: test_split
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: dropout_rate
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: batch_size
-      :type:  abacusai.api_class.enums.BatchSize
+      :type: abacusai.api_class.enums.BatchSize
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: SentimentDetectionTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the SENTIMENT_DETECTION problem type
 
@@ -1359,34 +1449,39 @@ Module Contents
    :param compute_metrics: Whether to compute metrics.
    :type compute_metrics: bool
 
-
    .. py:attribute:: sentiment_type
-      :type:  abacusai.api_class.enums.SentimentType
+      :type: abacusai.api_class.enums.SentimentType
 
+      
 
    .. py:attribute:: test_split
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: dropout_rate
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: batch_size
-      :type:  abacusai.api_class.enums.BatchSize
+      :type: abacusai.api_class.enums.BatchSize
 
+      
 
    .. py:attribute:: compute_metrics
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: DocumentClassificationTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the DOCUMENT_CLASSIFICATION problem type
 
@@ -1399,30 +1494,34 @@ Module Contents
    :param batch_size: Batch size for neural network.
    :type batch_size: BatchSize
 
-
    .. py:attribute:: zero_shot_hypotheses
-      :type:  List[str]
+      :type: List[str]
 
+      
 
    .. py:attribute:: test_split
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: dropout_rate
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: batch_size
-      :type:  abacusai.api_class.enums.BatchSize
+      :type: abacusai.api_class.enums.BatchSize
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: DocumentSummarizationTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the DOCUMENT_SUMMARIZATION problem type
 
@@ -1433,26 +1532,29 @@ Module Contents
    :param batch_size: Batch size for neural network.
    :type batch_size: BatchSize
 
-
    .. py:attribute:: test_split
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: dropout_rate
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: batch_size
-      :type:  abacusai.api_class.enums.BatchSize
+      :type: abacusai.api_class.enums.BatchSize
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: DocumentVisualizationTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the DOCUMENT_VISUALIZATION problem type
 
@@ -1463,44 +1565,48 @@ Module Contents
    :param batch_size: Batch size for neural network.
    :type batch_size: BatchSize
 
-
    .. py:attribute:: test_split
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: dropout_rate
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: batch_size
-      :type:  abacusai.api_class.enums.BatchSize
+      :type: abacusai.api_class.enums.BatchSize
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: ClusteringTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the CLUSTERING problem type
 
    :param num_clusters_selection: Number of clusters. If None, will be selected automatically.
    :type num_clusters_selection: int
 
-
    .. py:attribute:: num_clusters_selection
-      :type:  int
+      :type: int
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: ClusteringTimeseriesTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the CLUSTERING_TIMESERIES problem type
 
@@ -1509,40 +1615,43 @@ Module Contents
    :param imputation: Imputation method for missing values.
    :type imputation: ClusteringImputationMethod
 
-
    .. py:attribute:: num_clusters_selection
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: imputation
-      :type:  abacusai.api_class.enums.ClusteringImputationMethod
+      :type: abacusai.api_class.enums.ClusteringImputationMethod
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: EventAnomalyTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the EVENT_ANOMALY problem type
 
    :param anomaly_fraction: The fraction of the dataset to classify as anomalous, between 0 and 0.5
    :type anomaly_fraction: float
 
-
    .. py:attribute:: anomaly_fraction
-      :type:  float
+      :type: float
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: TimeseriesAnomalyTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the TS_ANOMALY problem type
 
@@ -1567,54 +1676,64 @@ Module Contents
    :param threshold_score: Threshold score for anomaly detection
    :type threshold_score: float
 
-
    .. py:attribute:: type_of_split
-      :type:  abacusai.api_class.enums.TimeseriesAnomalyDataSplitType
+      :type: abacusai.api_class.enums.TimeseriesAnomalyDataSplitType
 
+      
 
    .. py:attribute:: test_start
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: test_split
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: fill_missing_values
-      :type:  List[dict]
+      :type: List[dict]
 
+      
 
    .. py:attribute:: handle_zeros_as_missing_values
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: timeseries_frequency
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: min_samples_in_normal_region
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: anomaly_type
-      :type:  abacusai.api_class.enums.TimeseriesAnomalyTypeOfAnomaly
+      :type: abacusai.api_class.enums.TimeseriesAnomalyTypeOfAnomaly
 
+      
 
    .. py:attribute:: hyperparameter_calculation_with_heuristics
-      :type:  abacusai.api_class.enums.TimeseriesAnomalyUseHeuristic
+      :type: abacusai.api_class.enums.TimeseriesAnomalyUseHeuristic
 
+      
 
    .. py:attribute:: threshold_score
-      :type:  float
+      :type: float
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: CumulativeForecastingTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the CUMULATIVE_FORECASTING problem type
 
@@ -1631,49 +1750,55 @@ Module Contents
    :param predict_residuals: Predict residuals instead of totals at each prediction step.
    :type predict_residuals: bool
 
-
    .. py:attribute:: test_split
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: historical_frequency
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: cumulative_prediction_lengths
-      :type:  List[int]
+      :type: List[int]
 
+      
 
    .. py:attribute:: skip_input_transform
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: skip_target_transform
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: predict_residuals
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: ThemeAnalysisTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the THEME ANALYSIS problem type
 
-
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: AIAgentTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the AI_AGENT problem type
 
@@ -1682,34 +1807,39 @@ Module Contents
    :param agent_interface: The interface that the agent will be deployed with.
    :type agent_interface: AgentInterface
 
-
    .. py:attribute:: description
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: agent_interface
-      :type:  abacusai.api_class.enums.AgentInterface
+      :type: abacusai.api_class.enums.AgentInterface
 
+      
 
    .. py:attribute:: enable_binary_input
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: agent_input_schema
-      :type:  dict
+      :type: dict
 
+      
 
    .. py:attribute:: agent_output_schema
-      :type:  dict
+      :type: dict
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: CustomTrainedModelTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the CUSTOM_TRAINED_MODEL problem type
 
@@ -1726,56 +1856,63 @@ Module Contents
    :param streaming_embeddings: Flag to enable streaming embeddings.
    :type streaming_embeddings: bool
 
-
    .. py:attribute:: max_catalog_size
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: max_dimension
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: index_output_path
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: docker_image_uri
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: service_port
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: streaming_embeddings
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: CustomAlgorithmTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the CUSTOM_ALGORITHM problem type
 
    :param timeout_minutes: Timeout for the model training in minutes.
    :type timeout_minutes: int
 
-
    .. py:attribute:: timeout_minutes
-      :type:  int
+      :type: int
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: OptimizationTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the OPTIMIZATION problem type
 
@@ -1784,42 +1921,46 @@ Module Contents
    :param optimality_gap_limit: The stopping optimality gap limit. Optimality gap is fractional difference between the best known solution and the best possible solution. Accepts values between 0 and 1.
    :type optimality_gap_limit: float
 
-
    .. py:attribute:: solve_time_limit
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: optimality_gap_limit
-      :type:  float
+      :type: float
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: _TrainingConfigFactory
 
-   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
+   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
    Helper class that provides a standard way to create an ABC using
    inheritance.
 
-
    .. py:attribute:: config_abstract_class
 
+      
 
    .. py:attribute:: config_class_key
       :value: 'problem_type'
 
-
+      
 
    .. py:attribute:: config_class_map
 
+      
+
 
 .. py:class:: DeployableAlgorithm
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    Algorithm that can be deployed to a model.
 
@@ -1832,20 +1973,24 @@ Module Contents
    :param trained_model_types: List of trained model types.
    :type trained_model_types: List[dict]
 
-
    .. py:attribute:: algorithm
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: name
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: only_offline_deployable
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: trained_model_types
-      :type:  List[dict]
+      :type: List[dict]
+
+      
 
 
diff --git a/docs/_sources/autoapi/abacusai/api_class/monitor/index.rst.txt b/docs/_sources/autoapi/abacusai/api_class/monitor/index.rst.txt
index 82f51c2ce..c7affb4a9 100644
--- a/docs/_sources/autoapi/abacusai/api_class/monitor/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/api_class/monitor/index.rst.txt
@@ -1,16 +1,17 @@
-abacusai.api_class.monitor
-==========================
+:py:mod:`abacusai.api_class.monitor`
+====================================
 
 .. py:module:: abacusai.api_class.monitor
 
 
+Module Contents
+---------------
+
 Classes
--------
+~~~~~~~
 
 .. autoapisummary::
 
-   abacusai.api_class.monitor.ApiClass
-   abacusai.api_class.monitor.StdDevThresholdType
    abacusai.api_class.monitor.TimeWindowConfig
    abacusai.api_class.monitor.ForecastingMonitorConfig
    abacusai.api_class.monitor.StdDevThreshold
@@ -19,100 +20,12 @@ Classes
    abacusai.api_class.monitor.MonitorFilteringConfig
 
 
-Module Contents
----------------
-
-.. py:class:: ApiClass
-
-   Bases: :py:obj:`abc.ABC`
-
-
-   Helper class that provides a standard way to create an ABC using
-   inheritance.
-
-
-   .. py:attribute:: _upper_snake_case_keys
-      :type:  bool
-
-
-   .. py:attribute:: _support_kwargs
-      :type:  bool
-
-
-   .. py:method:: __post_init__()
-
-
-   .. py:method:: _get_builder()
-      :classmethod:
-
-
-
-   .. py:method:: __str__()
-
-      Return str(self).
-
-
-
-   .. py:method:: _repr_html_()
-
-
-   .. py:method:: __getitem__(item)
-
-
-   .. py:method:: __setitem__(item, value)
-
-
-   .. py:method:: _unset_item(item)
-
-
-   .. py:method:: get(item, default = None)
-
-
-   .. py:method:: pop(item, default = NotImplemented)
-
-
-   .. py:method:: to_dict()
-
-      Standardizes converting an ApiClass to dictionary.
-      Keys of response dictionary are converted to camel case.
-      This also validates the fields ( type, value, etc ) received in the dictionary.
-
-
-
-   .. py:method:: from_dict(input_dict)
-      :classmethod:
-
-
-
-.. py:class:: StdDevThresholdType
-
-   Bases: :py:obj:`ApiEnum`
-
-
-   Generic enumeration.
-
-   Derive from this class to define new enumerations.
-
-
-   .. py:attribute:: ABSOLUTE
-      :value: 'ABSOLUTE'
-
-
-
-   .. py:attribute:: PERCENTILE
-      :value: 'PERCENTILE'
-
-
-
-   .. py:attribute:: STDDEV
-      :value: 'STDDEV'
-
 
 
 .. py:class:: TimeWindowConfig
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    Time Window Configuration
 
@@ -121,14 +34,15 @@ Module Contents
    :param window_from_start: Whether the window should be from the start of the time series.
    :type window_from_start: bool
 
-
    .. py:attribute:: window_duration
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: window_from_start
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: to_dict()
 
@@ -140,8 +54,8 @@ Module Contents
 
 .. py:class:: ForecastingMonitorConfig
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    Forecasting Monitor Configuration
 
@@ -158,30 +72,35 @@ Module Contents
    :param window_config: The windowing configuration for the time series data.
    :type window_config: TimeWindowConfig
 
-
    .. py:attribute:: id_column
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: timestamp_column
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: target_column
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: start_time
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: end_time
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: window_config
-      :type:  TimeWindowConfig
+      :type: TimeWindowConfig
 
+      
 
    .. py:method:: to_dict()
 
@@ -193,8 +112,8 @@ Module Contents
 
 .. py:class:: StdDevThreshold
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    Std Dev Threshold types
 
@@ -203,14 +122,15 @@ Module Contents
    :param value: Value to use for the threshold.
    :type value: float
 
-
    .. py:attribute:: threshold_type
-      :type:  abacusai.api_class.enums.StdDevThresholdType
+      :type: abacusai.api_class.enums.StdDevThresholdType
 
+      
 
    .. py:attribute:: value
-      :type:  float
+      :type: float
 
+      
 
    .. py:method:: to_dict()
 
@@ -222,8 +142,8 @@ Module Contents
 
 .. py:class:: ItemAttributesStdDevThreshold
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    Item Attributes Std Dev Threshold for Monitor Alerts
 
@@ -232,14 +152,15 @@ Module Contents
    :param upper_bound: Upper bound for the item attributes.
    :type upper_bound: StdDevThreshold
 
-
    .. py:attribute:: lower_bound
-      :type:  StdDevThreshold
+      :type: StdDevThreshold
 
+      
 
    .. py:attribute:: upper_bound
-      :type:  StdDevThreshold
+      :type: StdDevThreshold
 
+      
 
    .. py:method:: to_dict()
 
@@ -251,8 +172,8 @@ Module Contents
 
 .. py:class:: RestrictFeatureMappings
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    Restrict Feature Mappings for Monitor Filtering
 
@@ -269,30 +190,35 @@ Module Contents
    :param max_value: Filtering the numerical feature to below this value
    :type max_value: float
 
-
    .. py:attribute:: feature_name
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: restricted_feature_values
-      :type:  list
+      :type: list
 
+      
 
    .. py:attribute:: start_time
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: end_time
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: min_value
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: max_value
-      :type:  float
+      :type: float
 
+      
 
    .. py:method:: to_dict()
 
@@ -304,8 +230,8 @@ Module Contents
 
 .. py:class:: MonitorFilteringConfig
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    Monitor Filtering Configuration
 
@@ -322,30 +248,35 @@ Module Contents
    :param prediction_target_feature: Set the target feature for the prediction data.
    :type prediction_target_feature: str
 
-
    .. py:attribute:: start_time
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: end_time
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: restrict_feature_mappings
-      :type:  List[RestrictFeatureMappings]
+      :type: List[RestrictFeatureMappings]
 
+      
 
    .. py:attribute:: target_class
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: train_target_feature
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: prediction_target_feature
-      :type:  str
+      :type: str
 
+      
 
    .. py:method:: to_dict()
 
diff --git a/docs/_sources/autoapi/abacusai/api_class/monitor_alert/index.rst.txt b/docs/_sources/autoapi/abacusai/api_class/monitor_alert/index.rst.txt
index 00c8a64f0..0284e8212 100644
--- a/docs/_sources/autoapi/abacusai/api_class/monitor_alert/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/api_class/monitor_alert/index.rst.txt
@@ -1,16 +1,17 @@
-abacusai.api_class.monitor_alert
-================================
+:py:mod:`abacusai.api_class.monitor_alert`
+==========================================
 
 .. py:module:: abacusai.api_class.monitor_alert
 
 
+Module Contents
+---------------
+
 Classes
--------
+~~~~~~~
 
 .. autoapisummary::
 
-   abacusai.api_class.monitor_alert.ApiClass
-   abacusai.api_class.monitor_alert._ApiClassFactory
    abacusai.api_class.monitor_alert.AlertConditionConfig
    abacusai.api_class.monitor_alert.AccuracyBelowThresholdConditionConfig
    abacusai.api_class.monitor_alert.FeatureDriftConditionConfig
@@ -26,109 +27,19 @@ Classes
    abacusai.api_class.monitor_alert.MonitorThresholdConfig
 
 
-Module Contents
----------------
-
-.. py:class:: ApiClass
-
-   Bases: :py:obj:`abc.ABC`
-
-
-   Helper class that provides a standard way to create an ABC using
-   inheritance.
-
-
-   .. py:attribute:: _upper_snake_case_keys
-      :type:  bool
-
-
-   .. py:attribute:: _support_kwargs
-      :type:  bool
-
-
-   .. py:method:: __post_init__()
-
-
-   .. py:method:: _get_builder()
-      :classmethod:
-
-
-
-   .. py:method:: __str__()
-
-      Return str(self).
-
-
-
-   .. py:method:: _repr_html_()
-
-
-   .. py:method:: __getitem__(item)
-
-
-   .. py:method:: __setitem__(item, value)
-
-
-   .. py:method:: _unset_item(item)
-
-
-   .. py:method:: get(item, default = None)
-
-
-   .. py:method:: pop(item, default = NotImplemented)
-
-
-   .. py:method:: to_dict()
-
-      Standardizes converting an ApiClass to dictionary.
-      Keys of response dictionary are converted to camel case.
-      This also validates the fields ( type, value, etc ) received in the dictionary.
-
-
-
-   .. py:method:: from_dict(input_dict)
-      :classmethod:
-
-
-
-.. py:class:: _ApiClassFactory
-
-   Bases: :py:obj:`abc.ABC`
-
-
-   Helper class that provides a standard way to create an ABC using
-   inheritance.
-
-
-   .. py:attribute:: config_abstract_class
-      :value: None
-
-
-
-   .. py:attribute:: config_class_key
-      :value: None
-
-
-
-   .. py:attribute:: config_class_map
-
-
-   .. py:method:: from_dict(config)
-      :classmethod:
-
 
 
 .. py:class:: AlertConditionConfig
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    An abstract class for alert condition configs
 
-
    .. py:attribute:: alert_type
-      :type:  abacusai.api_class.enums.MonitorAlertType
+      :type: abacusai.api_class.enums.MonitorAlertType
 
+      
 
    .. py:method:: _get_builder()
       :classmethod:
@@ -137,26 +48,27 @@ Module Contents
 
 .. py:class:: AccuracyBelowThresholdConditionConfig
 
-   Bases: :py:obj:`AlertConditionConfig`
 
+   Bases: :py:obj:`AlertConditionConfig`
 
    Accuracy Below Threshold Condition Config for Monitor Alerts
 
    :param threshold: Threshold for when to consider a column to be in violation. The alert will only fire when the drift value is strictly greater than the threshold.
    :type threshold: float
 
-
    .. py:attribute:: threshold
-      :type:  float
+      :type: float
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: FeatureDriftConditionConfig
 
-   Bases: :py:obj:`AlertConditionConfig`
 
+   Bases: :py:obj:`AlertConditionConfig`
 
    Feature Drift Condition Config for Monitor Alerts
 
@@ -169,30 +81,34 @@ Module Contents
    :param feature_names: List of feature names to monitor for this alert.
    :type feature_names: List[str]
 
-
    .. py:attribute:: feature_drift_type
-      :type:  abacusai.api_class.enums.FeatureDriftType
+      :type: abacusai.api_class.enums.FeatureDriftType
 
+      
 
    .. py:attribute:: threshold
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: minimum_violations
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: feature_names
-      :type:  List[str]
+      :type: List[str]
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: TargetDriftConditionConfig
 
-   Bases: :py:obj:`AlertConditionConfig`
 
+   Bases: :py:obj:`AlertConditionConfig`
 
    Target Drift Condition Config for Monitor Alerts
 
@@ -201,22 +117,24 @@ Module Contents
    :param threshold: Threshold for when to consider the target column to be in violation. The alert will only fire when the drift value is strictly greater than the threshold.
    :type threshold: float
 
-
    .. py:attribute:: feature_drift_type
-      :type:  abacusai.api_class.enums.FeatureDriftType
+      :type: abacusai.api_class.enums.FeatureDriftType
 
+      
 
    .. py:attribute:: threshold
-      :type:  float
+      :type: float
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: HistoryLengthDriftConditionConfig
 
-   Bases: :py:obj:`AlertConditionConfig`
 
+   Bases: :py:obj:`AlertConditionConfig`
 
    History Length Drift Condition Config for Monitor Alerts
 
@@ -225,22 +143,24 @@ Module Contents
    :param threshold: Threshold for when to consider the history length  to be in violation. The alert will only fire when the drift value is strictly greater than the threshold.
    :type threshold: float
 
-
    .. py:attribute:: feature_drift_type
-      :type:  abacusai.api_class.enums.FeatureDriftType
+      :type: abacusai.api_class.enums.FeatureDriftType
 
+      
 
    .. py:attribute:: threshold
-      :type:  float
+      :type: float
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: DataIntegrityViolationConditionConfig
 
-   Bases: :py:obj:`AlertConditionConfig`
 
+   Bases: :py:obj:`AlertConditionConfig`
 
    Data Integrity Violation Condition Config for Monitor Alerts
 
@@ -249,22 +169,24 @@ Module Contents
    :param minimum_violations: Number of columns that must exceed the specified threshold to trigger an alert.
    :type minimum_violations: int
 
-
    .. py:attribute:: data_integrity_type
-      :type:  abacusai.api_class.enums.DataIntegrityViolationType
+      :type: abacusai.api_class.enums.DataIntegrityViolationType
 
+      
 
    .. py:attribute:: minimum_violations
-      :type:  int
+      :type: int
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: BiasViolationConditionConfig
 
-   Bases: :py:obj:`AlertConditionConfig`
 
+   Bases: :py:obj:`AlertConditionConfig`
 
    Bias Violation Condition Config for Monitor Alerts
 
@@ -275,26 +197,29 @@ Module Contents
    :param minimum_violations: Number of columns that must exceed the specified threshold to trigger an alert.
    :type minimum_violations: int
 
-
    .. py:attribute:: bias_type
-      :type:  abacusai.api_class.enums.BiasType
+      :type: abacusai.api_class.enums.BiasType
 
+      
 
    .. py:attribute:: threshold
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: minimum_violations
-      :type:  int
+      :type: int
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: PredictionCountConditionConfig
 
-   Bases: :py:obj:`AlertConditionConfig`
 
+   Bases: :py:obj:`AlertConditionConfig`
 
    Deployment Prediction Condition Config for Deployment Alerts. By default we monitor if predictions made over a time window has reduced significantly.
    :param threshold: Threshold for when to consider to be a violation. Negative means alert on reduction, positive means alert on increase.
@@ -304,58 +229,63 @@ Module Contents
    :param aggregation_type: Aggregation type to use for the aggregation window, e.g. sum, avg.
    :type aggregation_type: str
 
-
    .. py:attribute:: threshold
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: aggregation_window
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: aggregation_type
-      :type:  str
+      :type: str
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: _AlertConditionConfigFactory
 
-   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
+   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
    Helper class that provides a standard way to create an ABC using
    inheritance.
 
-
    .. py:attribute:: config_abstract_class
 
+      
 
    .. py:attribute:: config_class_key
       :value: 'alert_type'
 
-
+      
 
    .. py:attribute:: config_class_key_value_camel_case
       :value: True
 
-
+      
 
    .. py:attribute:: config_class_map
 
+      
+
 
 .. py:class:: AlertActionConfig
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    An abstract class for alert action configs
 
-
    .. py:attribute:: action_type
-      :type:  abacusai.api_class.enums.AlertActionType
+      :type: abacusai.api_class.enums.AlertActionType
 
+      
 
    .. py:method:: _get_builder()
       :classmethod:
@@ -364,8 +294,8 @@ Module Contents
 
 .. py:class:: EmailActionConfig
 
-   Bases: :py:obj:`AlertActionConfig`
 
+   Bases: :py:obj:`AlertActionConfig`
 
    Email Action Config for Monitor Alerts
 
@@ -374,42 +304,46 @@ Module Contents
    :param email_body: Body of the email to send.
    :type email_body: str
 
-
    .. py:attribute:: email_recipients
-      :type:  List[str]
+      :type: List[str]
 
+      
 
    .. py:attribute:: email_body
-      :type:  str
+      :type: str
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: _AlertActionConfigFactory
 
-   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
+   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
    Helper class that provides a standard way to create an ABC using
    inheritance.
 
-
    .. py:attribute:: config_abstract_class
 
+      
 
    .. py:attribute:: config_class_key
       :value: 'action_type'
 
-
+      
 
    .. py:attribute:: config_class_map
 
+      
+
 
 .. py:class:: MonitorThresholdConfig
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    Monitor Threshold Config for Monitor Alerts
 
@@ -418,18 +352,20 @@ Module Contents
    :param threshold_config: Thresholds for when to consider a column to be in violation. The alert will only fire when the drift value is strictly greater than the threshold.
    :type threshold_config: ThresholdConfigs
 
-
    .. py:attribute:: drift_type
-      :type:  abacusai.api_class.enums.FeatureDriftType
+      :type: abacusai.api_class.enums.FeatureDriftType
 
+      
 
    .. py:attribute:: at_risk_threshold
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: severely_drifting_threshold
-      :type:  float
+      :type: float
 
+      
 
    .. py:method:: to_dict()
 
diff --git a/docs/_sources/autoapi/abacusai/api_class/project/index.rst.txt b/docs/_sources/autoapi/abacusai/api_class/project/index.rst.txt
index b9707e209..17487fb53 100644
--- a/docs/_sources/autoapi/abacusai/api_class/project/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/api_class/project/index.rst.txt
@@ -1,16 +1,17 @@
-abacusai.api_class.project
-==========================
+:py:mod:`abacusai.api_class.project`
+====================================
 
 .. py:module:: abacusai.api_class.project
 
 
+Module Contents
+---------------
+
 Classes
--------
+~~~~~~~
 
 .. autoapisummary::
 
-   abacusai.api_class.project.ApiClass
-   abacusai.api_class.project._ApiClassFactory
    abacusai.api_class.project.FeatureMappingConfig
    abacusai.api_class.project.ProjectFeatureGroupTypeMappingsConfig
    abacusai.api_class.project.ConstraintConfig
@@ -20,102 +21,12 @@ Classes
    abacusai.api_class.project._ProjectFeatureGroupConfigFactory
 
 
-Module Contents
----------------
-
-.. py:class:: ApiClass
-
-   Bases: :py:obj:`abc.ABC`
-
-
-   Helper class that provides a standard way to create an ABC using
-   inheritance.
-
-
-   .. py:attribute:: _upper_snake_case_keys
-      :type:  bool
-
-
-   .. py:attribute:: _support_kwargs
-      :type:  bool
-
-
-   .. py:method:: __post_init__()
-
-
-   .. py:method:: _get_builder()
-      :classmethod:
-
-
-
-   .. py:method:: __str__()
-
-      Return str(self).
-
-
-
-   .. py:method:: _repr_html_()
-
-
-   .. py:method:: __getitem__(item)
-
-
-   .. py:method:: __setitem__(item, value)
-
-
-   .. py:method:: _unset_item(item)
-
-
-   .. py:method:: get(item, default = None)
-
-
-   .. py:method:: pop(item, default = NotImplemented)
-
-
-   .. py:method:: to_dict()
-
-      Standardizes converting an ApiClass to dictionary.
-      Keys of response dictionary are converted to camel case.
-      This also validates the fields ( type, value, etc ) received in the dictionary.
-
-
-
-   .. py:method:: from_dict(input_dict)
-      :classmethod:
-
-
-
-.. py:class:: _ApiClassFactory
-
-   Bases: :py:obj:`abc.ABC`
-
-
-   Helper class that provides a standard way to create an ABC using
-   inheritance.
-
-
-   .. py:attribute:: config_abstract_class
-      :value: None
-
-
-
-   .. py:attribute:: config_class_key
-      :value: None
-
-
-
-   .. py:attribute:: config_class_map
-
-
-   .. py:method:: from_dict(config)
-      :classmethod:
-
 
 
 .. py:class:: FeatureMappingConfig
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    Feature mapping configuration for a feature group type.
 
@@ -126,23 +37,26 @@ Module Contents
    :param nested_feature_name: The name of the nested feature in the feature group.
    :type nested_feature_name: str
 
-
    .. py:attribute:: feature_name
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: feature_mapping
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: nested_feature_name
-      :type:  str
+      :type: str
+
+      
 
 
 .. py:class:: ProjectFeatureGroupTypeMappingsConfig
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    Project feature group type mappings.
 
@@ -153,18 +67,20 @@ Module Contents
    :param feature_mappings: The feature mappings for the feature group.
    :type feature_mappings: List[FeatureMappingConfig]
 
-
    .. py:attribute:: feature_group_id
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: feature_group_type
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: feature_mappings
-      :type:  List[FeatureMappingConfig]
+      :type: List[FeatureMappingConfig]
 
+      
 
    .. py:method:: from_dict(input_dict)
       :classmethod:
@@ -173,8 +89,8 @@ Module Contents
 
 .. py:class:: ConstraintConfig
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    Constraint configuration.
 
@@ -189,38 +105,43 @@ Module Contents
    :param penalty: The penalty for violating the constraint.
    :type penalty: float
 
-
    .. py:attribute:: constant
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: operator
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: enforcement
-      :type:  Optional[str]
+      :type: Optional[str]
 
+      
 
    .. py:attribute:: code
-      :type:  Optional[str]
+      :type: Optional[str]
 
+      
 
    .. py:attribute:: penalty
-      :type:  Optional[float]
+      :type: Optional[float]
+
+      
 
 
 .. py:class:: ProjectFeatureGroupConfig
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    An abstract class for project feature group configuration.
 
-
    .. py:attribute:: type
-      :type:  abacusai.api_class.enums.ProjectConfigType
+      :type: abacusai.api_class.enums.ProjectConfigType
 
+      
 
    .. py:method:: _get_builder()
       :classmethod:
@@ -229,57 +150,61 @@ Module Contents
 
 .. py:class:: ConstraintProjectFeatureGroupConfig
 
-   Bases: :py:obj:`ProjectFeatureGroupConfig`
 
+   Bases: :py:obj:`ProjectFeatureGroupConfig`
 
    Constraint project feature group configuration.
 
    :param constraints: The constraint for the feature group. Should be a list of one ConstraintConfig.
    :type constraints: List[ConstraintConfig]
 
-
    .. py:attribute:: constraints
-      :type:  List[ConstraintConfig]
+      :type: List[ConstraintConfig]
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: ReviewModeProjectFeatureGroupConfig
 
-   Bases: :py:obj:`ProjectFeatureGroupConfig`
 
+   Bases: :py:obj:`ProjectFeatureGroupConfig`
 
    Review mode project feature group configuration.
 
    :param is_review_mode: The review mode for the feature group.
    :type is_review_mode: bool
 
-
    .. py:attribute:: is_review_mode
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: _ProjectFeatureGroupConfigFactory
 
-   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
+   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
    Helper class that provides a standard way to create an ABC using
    inheritance.
 
-
    .. py:attribute:: config_abstract_class
 
+      
 
    .. py:attribute:: config_class_key
       :value: 'type'
 
-
+      
 
    .. py:attribute:: config_class_map
 
+      
+
 
diff --git a/docs/_sources/autoapi/abacusai/api_class/python_functions/index.rst.txt b/docs/_sources/autoapi/abacusai/api_class/python_functions/index.rst.txt
index 25035a7d3..f799a9d1e 100644
--- a/docs/_sources/autoapi/abacusai/api_class/python_functions/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/api_class/python_functions/index.rst.txt
@@ -1,88 +1,27 @@
-abacusai.api_class.python_functions
-===================================
+:py:mod:`abacusai.api_class.python_functions`
+=============================================
 
 .. py:module:: abacusai.api_class.python_functions
 
 
+Module Contents
+---------------
+
 Classes
--------
+~~~~~~~
 
 .. autoapisummary::
 
-   abacusai.api_class.python_functions.ApiClass
    abacusai.api_class.python_functions.PythonFunctionArgument
    abacusai.api_class.python_functions.OutputVariableMapping
 
 
-Module Contents
----------------
-
-.. py:class:: ApiClass
-
-   Bases: :py:obj:`abc.ABC`
-
-
-   Helper class that provides a standard way to create an ABC using
-   inheritance.
-
-
-   .. py:attribute:: _upper_snake_case_keys
-      :type:  bool
-
-
-   .. py:attribute:: _support_kwargs
-      :type:  bool
-
-
-   .. py:method:: __post_init__()
-
-
-   .. py:method:: _get_builder()
-      :classmethod:
-
-
-
-   .. py:method:: __str__()
-
-      Return str(self).
-
-
-
-   .. py:method:: _repr_html_()
-
-
-   .. py:method:: __getitem__(item)
-
-
-   .. py:method:: __setitem__(item, value)
-
-
-   .. py:method:: _unset_item(item)
-
-
-   .. py:method:: get(item, default = None)
-
-
-   .. py:method:: pop(item, default = NotImplemented)
-
-
-   .. py:method:: to_dict()
-
-      Standardizes converting an ApiClass to dictionary.
-      Keys of response dictionary are converted to camel case.
-      This also validates the fields ( type, value, etc ) received in the dictionary.
-
-
-
-   .. py:method:: from_dict(input_dict)
-      :classmethod:
-
 
 
 .. py:class:: PythonFunctionArgument
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    A config class for python function arguments
 
@@ -97,31 +36,36 @@ Module Contents
    :param pipeline_variable: The name of the pipeline variable to use as the value
    :type pipeline_variable: str
 
-
    .. py:attribute:: variable_type
-      :type:  abacusai.api_class.enums.PythonFunctionArgumentType
+      :type: abacusai.api_class.enums.PythonFunctionArgumentType
 
+      
 
    .. py:attribute:: name
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: is_required
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: value
-      :type:  Any
+      :type: Any
 
+      
 
    .. py:attribute:: pipeline_variable
-      :type:  str
+      :type: str
+
+      
 
 
 .. py:class:: OutputVariableMapping
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    A config class for python function arguments
 
@@ -130,12 +74,14 @@ Module Contents
    :param name: The name of the python function variable
    :type name: str
 
-
    .. py:attribute:: variable_type
-      :type:  abacusai.api_class.enums.PythonFunctionOutputArgumentType
+      :type: abacusai.api_class.enums.PythonFunctionOutputArgumentType
 
+      
 
    .. py:attribute:: name
-      :type:  str
+      :type: str
+
+      
 
 
diff --git a/docs/_sources/autoapi/abacusai/api_class/refresh/index.rst.txt b/docs/_sources/autoapi/abacusai/api_class/refresh/index.rst.txt
index e31c54dc7..047f3cbde 100644
--- a/docs/_sources/autoapi/abacusai/api_class/refresh/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/api_class/refresh/index.rst.txt
@@ -1,125 +1,36 @@
-abacusai.api_class.refresh
-==========================
+:py:mod:`abacusai.api_class.refresh`
+====================================
 
 .. py:module:: abacusai.api_class.refresh
 
 
+Module Contents
+---------------
+
 Classes
--------
+~~~~~~~
 
 .. autoapisummary::
 
-   abacusai.api_class.refresh.ApiClass
-   abacusai.api_class.refresh._ApiClassFactory
    abacusai.api_class.refresh.FeatureGroupExportConfig
    abacusai.api_class.refresh.FileConnectorExportConfig
    abacusai.api_class.refresh.DatabaseConnectorExportConfig
    abacusai.api_class.refresh._FeatureGroupExportConfigFactory
 
 
-Module Contents
----------------
-
-.. py:class:: ApiClass
-
-   Bases: :py:obj:`abc.ABC`
-
-
-   Helper class that provides a standard way to create an ABC using
-   inheritance.
-
-
-   .. py:attribute:: _upper_snake_case_keys
-      :type:  bool
-
-
-   .. py:attribute:: _support_kwargs
-      :type:  bool
-
-
-   .. py:method:: __post_init__()
-
-
-   .. py:method:: _get_builder()
-      :classmethod:
-
-
-
-   .. py:method:: __str__()
-
-      Return str(self).
-
-
-
-   .. py:method:: _repr_html_()
-
-
-   .. py:method:: __getitem__(item)
-
-
-   .. py:method:: __setitem__(item, value)
-
-
-   .. py:method:: _unset_item(item)
-
-
-   .. py:method:: get(item, default = None)
-
-
-   .. py:method:: pop(item, default = NotImplemented)
-
-
-   .. py:method:: to_dict()
-
-      Standardizes converting an ApiClass to dictionary.
-      Keys of response dictionary are converted to camel case.
-      This also validates the fields ( type, value, etc ) received in the dictionary.
-
-
-
-   .. py:method:: from_dict(input_dict)
-      :classmethod:
-
-
-
-.. py:class:: _ApiClassFactory
-
-   Bases: :py:obj:`abc.ABC`
-
-
-   Helper class that provides a standard way to create an ABC using
-   inheritance.
-
-
-   .. py:attribute:: config_abstract_class
-      :value: None
-
-
-
-   .. py:attribute:: config_class_key
-      :value: None
-
-
-
-   .. py:attribute:: config_class_map
-
-
-   .. py:method:: from_dict(config)
-      :classmethod:
-
 
 
 .. py:class:: FeatureGroupExportConfig
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    An abstract class for feature group exports.
 
-
    .. py:attribute:: connector_type
-      :type:  abacusai.api_class.enums.ConnectorType
+      :type: abacusai.api_class.enums.ConnectorType
 
+      
 
    .. py:method:: _get_builder()
       :classmethod:
@@ -128,8 +39,8 @@ Module Contents
 
 .. py:class:: FileConnectorExportConfig
 
-   Bases: :py:obj:`FeatureGroupExportConfig`
 
+   Bases: :py:obj:`FeatureGroupExportConfig`
 
    File connector export config for feature groups
 
@@ -138,14 +49,15 @@ Module Contents
    :param export_file_format: The file format to export the feature group to
    :type export_file_format: str
 
-
    .. py:attribute:: location
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: export_file_format
-      :type:  str
+      :type: str
 
+      
 
    .. py:method:: __post_init__()
 
@@ -160,8 +72,8 @@ Module Contents
 
 .. py:class:: DatabaseConnectorExportConfig
 
-   Bases: :py:obj:`FeatureGroupExportConfig`
 
+   Bases: :py:obj:`FeatureGroupExportConfig`
 
    Database connector export config for feature groups
 
@@ -178,30 +90,35 @@ Module Contents
    :param data_columns: The data columns to export the feature group to
    :type data_columns: Dict[str, str]
 
-
    .. py:attribute:: database_connector_id
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: mode
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: object_name
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: id_column
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: additional_id_columns
-      :type:  List[str]
+      :type: List[str]
 
+      
 
    .. py:attribute:: data_columns
-      :type:  Dict[str, str]
+      :type: Dict[str, str]
 
+      
 
    .. py:method:: __post_init__()
 
@@ -216,21 +133,23 @@ Module Contents
 
 .. py:class:: _FeatureGroupExportConfigFactory
 
-   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
+   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
    Helper class that provides a standard way to create an ABC using
    inheritance.
 
-
    .. py:attribute:: config_abstract_class
 
+      
 
    .. py:attribute:: config_class_key
       :value: 'connector_type'
 
-
+      
 
    .. py:attribute:: config_class_map
 
+      
+
 
diff --git a/docs/_sources/autoapi/abacusai/api_client_utils/index.rst.txt b/docs/_sources/autoapi/abacusai/api_client_utils/index.rst.txt
index c461994d7..b2910ec09 100644
--- a/docs/_sources/autoapi/abacusai/api_client_utils/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/api_client_utils/index.rst.txt
@@ -1,19 +1,14 @@
-abacusai.api_client_utils
-=========================
+:py:mod:`abacusai.api_client_utils`
+===================================
 
 .. py:module:: abacusai.api_client_utils
 
 
-Attributes
-----------
-
-.. autoapisummary::
-
-   abacusai.api_client_utils.INVALID_PANDAS_COLUMN_NAME_CHARACTERS
-
+Module Contents
+---------------
 
 Classes
--------
+~~~~~~~
 
 .. autoapisummary::
 
@@ -22,8 +17,9 @@ Classes
    abacusai.api_client_utils.DocstoreUtils
 
 
+
 Functions
----------
+~~~~~~~~~
 
 .. autoapisummary::
 
@@ -36,23 +32,33 @@ Functions
    abacusai.api_client_utils.try_abacus_internal_copy
 
 
-Module Contents
----------------
+
+Attributes
+~~~~~~~~~~
+
+.. autoapisummary::
+
+   abacusai.api_client_utils.INVALID_PANDAS_COLUMN_NAME_CHARACTERS
+
 
 .. py:data:: INVALID_PANDAS_COLUMN_NAME_CHARACTERS
    :value: '[^A-Za-z0-9_]'
 
+   
 
 .. py:function:: clean_column_name(column)
 
+
 .. py:function:: avro_to_pandas_dtype(avro_type)
 
+
 .. py:function:: get_non_nullable_type(types)
 
+
 .. py:class:: StreamingHandler
 
-   Bases: :py:obj:`str`
 
+   Bases: :py:obj:`str`
 
    str(object='') -> str
    str(bytes_or_buffer[, encoding[, errors]]) -> str
@@ -65,7 +71,6 @@ Module Contents
    encoding defaults to sys.getdefaultencoding().
    errors defaults to 'strict'.
 
-
    .. py:method:: process_streaming_data(value, context, section_key, data_type)
       :classmethod:
 
@@ -73,136 +78,135 @@ Module Contents
 
 .. py:function:: get_object_from_context(client, context, variable_name, return_type)
 
+
 .. py:function:: load_as_pandas_from_avro_fd(fd)
 
+
 .. py:function:: load_as_pandas_from_avro_files(files, download_method, max_workers = 10)
 
+
 .. py:class:: StreamType
 
-   Bases: :py:obj:`enum.Enum`
 
+   Bases: :py:obj:`enum.Enum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: MESSAGE
       :value: 'message'
 
-
+      
 
    .. py:attribute:: SECTION_OUTPUT
       :value: 'section_output'
 
+      
 
 
 .. py:class:: DocstoreUtils
 
+
    Utility class for loading docstore data.
    Needs to be updated if docstore formats change.
 
-
    .. py:attribute:: DOC_ID
       :value: 'doc_id'
 
-
+      
 
    .. py:attribute:: PREDICTION_PREFIX
       :value: 'prediction'
 
-
+      
 
    .. py:attribute:: FIRST_PAGE
       :value: 'first_page'
 
-
+      
 
    .. py:attribute:: LAST_PAGE
       :value: 'last_page'
 
-
+      
 
    .. py:attribute:: PAGE_TEXT
       :value: 'page_text'
 
-
+      
 
    .. py:attribute:: PAGES
       :value: 'pages'
 
-
+      
 
    .. py:attribute:: CONTENT
       :value: 'content'
 
-
+      
 
    .. py:attribute:: TOKENS
       :value: 'tokens'
 
-
+      
 
    .. py:attribute:: PAGES_ZIP_METADATA
       :value: 'pages_zip_metadata'
 
-
+      
 
    .. py:attribute:: PAGE_DATA
       :value: 'page_data'
 
-
+      
 
    .. py:attribute:: HEIGHT
       :value: 'height'
 
-
+      
 
    .. py:attribute:: WIDTH
       :value: 'width'
 
-
+      
 
    .. py:attribute:: METADATA
       :value: 'metadata'
 
-
+      
 
    .. py:attribute:: EXTRACTED_TEXT
       :value: 'extracted_text'
 
-
+      
 
    .. py:attribute:: DOCUMENT_PROCESSING_CONFIG
       :value: 'document_processing_config'
 
-
+      
 
    .. py:attribute:: DOCUMENT_PROCESSING_VERSION
       :value: 'document_processing_version'
 
-
+      
 
    .. py:method:: get_archive_id(doc_id)
       :staticmethod:
 
 
-
    .. py:method:: get_page_id(doc_id, page)
       :staticmethod:
 
 
-
    .. py:method:: get_content_hash(doc_id)
       :staticmethod:
 
 
-
    .. py:method:: get_pandas_pages_df(df, feature_group_version, doc_id_column, document_column, get_docstore_resource_bytes, get_document_processing_result_infos, max_workers = 10)
       :classmethod:
 
 
-
    .. py:method:: get_pandas_documents_df(df, feature_group_version, doc_id_column, document_column, get_docstore_resource_bytes, get_document_processing_result_infos, max_workers = 10)
       :classmethod:
 
diff --git a/docs/_sources/autoapi/abacusai/api_endpoint/index.rst.txt b/docs/_sources/autoapi/abacusai/api_endpoint/index.rst.txt
index 1f100dd64..dfefbe55d 100644
--- a/docs/_sources/autoapi/abacusai/api_endpoint/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/api_endpoint/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.api_endpoint
-=====================
+:py:mod:`abacusai.api_endpoint`
+===============================
 
 .. py:module:: abacusai.api_endpoint
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.api_endpoint.AbstractApiClass
-   abacusai.api_endpoint.ApiEndpoint
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.api_endpoint.ApiEndpoint
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: ApiEndpoint(client, apiEndpoint=None, predictEndpoint=None, proxyEndpoint=None, llmEndpoint=None, externalChatEndpoint=None, dashboardEndpoint=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    An collection of endpoints which can be used to make requests to, such as api calls or predict calls
 
@@ -49,13 +39,11 @@ Module Contents
    :param dashboardEndpoint: The URI that the external chat will use to go back to the dashboard
    :type dashboardEndpoint: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/api_key/index.rst.txt b/docs/_sources/autoapi/abacusai/api_key/index.rst.txt
index bda6f77d0..8eae8e701 100644
--- a/docs/_sources/autoapi/abacusai/api_key/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/api_key/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.api_key
-================
+:py:mod:`abacusai.api_key`
+==========================
 
 .. py:module:: abacusai.api_key
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.api_key.AbstractApiClass
-   abacusai.api_key.ApiKey
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.api_key.ApiKey
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: ApiKey(client, apiKeyId=None, apiKey=None, tag=None, createdAt=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    An API Key to authenticate requests to the Abacus.AI API
 
@@ -45,13 +35,11 @@ Module Contents
    :param createdAt: The timestamp when the API key was created.
    :type createdAt: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
@@ -60,7 +48,6 @@ Module Contents
       :rtype: dict
 
 
-
    .. py:method:: delete()
 
       Delete a specified API key.
diff --git a/docs/_sources/autoapi/abacusai/app_user_group/index.rst.txt b/docs/_sources/autoapi/abacusai/app_user_group/index.rst.txt
index f248458a5..17138a709 100644
--- a/docs/_sources/autoapi/abacusai/app_user_group/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/app_user_group/index.rst.txt
@@ -1,73 +1,26 @@
-abacusai.app_user_group
-=======================
+:py:mod:`abacusai.app_user_group`
+=================================
 
 .. py:module:: abacusai.app_user_group
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.app_user_group.AbstractApiClass
-   abacusai.app_user_group.User
-   abacusai.app_user_group.AppUserGroup
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
-
-      Return self==value.
-
-
-
-   .. py:method:: _get_attribute_as_dict(attribute)
-
-
-.. py:class:: User(client, name=None, email=None, createdAt=None, status=None, organizationGroups={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   An Abacus.AI User
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param name: The User's name.
-   :type name: str
-   :param email: The User's primary email address.
-   :type email: str
-   :param createdAt: The date and time when the user joined Abacus.AI.
-   :type createdAt: str
-   :param status: `ACTIVE` when the user has accepted an invite to join the organization, else `INVITED`.
-   :type status: str
-   :param organizationGroups: List of Organization Groups this user belongs to.
-   :type organizationGroups: OrganizationGroup
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
+Classes
+~~~~~~~
 
-   .. py:method:: to_dict()
+.. autoapisummary::
 
-      Get a dict representation of the parameters in this class
+   abacusai.app_user_group.AppUserGroup
 
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
 
 
 
 .. py:class:: AppUserGroup(client, name=None, userGroupId=None, externalApplicationIds=None, invitedUserEmails=None, publicUserGroup=None, hasExternalApplicationReporting=None, isExternalServiceGroup=None, externalServiceGroupId=None, users={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    An app user group. This is used to determine which users have permissions for external chatbots.
 
@@ -92,13 +45,11 @@ Module Contents
    :param users: The users in the user group.
    :type users: User
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/application_connector/index.rst.txt b/docs/_sources/autoapi/abacusai/application_connector/index.rst.txt
index 313eeb989..7d03402aa 100644
--- a/docs/_sources/autoapi/abacusai/application_connector/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/application_connector/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.application_connector
-==============================
+:py:mod:`abacusai.application_connector`
+========================================
 
 .. py:module:: abacusai.application_connector
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.application_connector.AbstractApiClass
-   abacusai.application_connector.ApplicationConnector
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.application_connector.ApplicationConnector
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: ApplicationConnector(client, applicationConnectorId=None, service=None, name=None, createdAt=None, status=None, auth=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A connector to an external service
 
@@ -49,13 +39,11 @@ Module Contents
    :param auth: Non-secret connection information for this connector
    :type auth: dict
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
@@ -64,7 +52,6 @@ Module Contents
       :rtype: dict
 
 
-
    .. py:method:: rename(name)
 
       Renames a Application Connector
@@ -73,7 +60,6 @@ Module Contents
       :type name: str
 
 
-
    .. py:method:: delete()
 
       Delete an application connector.
@@ -82,7 +68,6 @@ Module Contents
       :type application_connector_id: str
 
 
-
    .. py:method:: list_objects()
 
       Lists querable objects in the application connector.
@@ -91,7 +76,6 @@ Module Contents
       :type application_connector_id: str
 
 
-
    .. py:method:: verify()
 
       Checks if Abacus.AI can access the application using the provided application connector ID.
diff --git a/docs/_sources/autoapi/abacusai/batch_prediction/index.rst.txt b/docs/_sources/autoapi/abacusai/batch_prediction/index.rst.txt
index 3f4c23311..f13b0ab03 100644
--- a/docs/_sources/autoapi/abacusai/batch_prediction/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/batch_prediction/index.rst.txt
@@ -1,378 +1,26 @@
-abacusai.batch_prediction
-=========================
+:py:mod:`abacusai.batch_prediction`
+===================================
 
 .. py:module:: abacusai.batch_prediction
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.batch_prediction.BatchPredictionArgs
-   abacusai.batch_prediction.BatchPredictionVersion
-   abacusai.batch_prediction.PredictionFeatureGroup
-   abacusai.batch_prediction.PredictionInput
-   abacusai.batch_prediction.RefreshSchedule
-   abacusai.batch_prediction.AbstractApiClass
-   abacusai.batch_prediction.BatchPrediction
-
-
 Module Contents
 ---------------
 
-.. py:class:: BatchPredictionArgs
-
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
-
-
-   An abstract class for Batch Prediction args specific to problem type.
-
-
-   .. py:attribute:: _support_kwargs
-      :type:  bool
-
-
-   .. py:attribute:: kwargs
-      :type:  dict
-
-
-   .. py:attribute:: problem_type
-      :type:  abacusai.api_class.enums.ProblemType
-
-
-   .. py:method:: _get_builder()
-      :classmethod:
-
-
-
-.. py:class:: BatchPredictionVersion(client, batchPredictionVersion=None, batchPredictionId=None, status=None, driftMonitorStatus=None, deploymentId=None, modelId=None, modelVersion=None, predictionsStartedAt=None, predictionsCompletedAt=None, databaseOutputError=None, totalPredictions=None, failedPredictions=None, databaseConnectorId=None, databaseOutputConfiguration=None, fileConnectorOutputLocation=None, fileOutputFormat=None, connectorType=None, legacyInputLocation=None, error=None, driftMonitorError=None, monitorWarnings=None, csvInputPrefix=None, csvPredictionPrefix=None, csvExplanationsPrefix=None, databaseOutputTotalWrites=None, databaseOutputFailedWrites=None, outputIncludesMetadata=None, resultInputColumns=None, modelMonitorVersion=None, algoName=None, algorithm=None, outputFeatureGroupId=None, outputFeatureGroupVersion=None, outputFeatureGroupTableName=None, batchPredictionWarnings=None, bpAcrossVersionsMonitorVersion=None, batchPredictionArgsType=None, batchInputs={}, inputFeatureGroups={}, globalPredictionArgs={}, batchPredictionArgs={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Batch Prediction Version
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param batchPredictionVersion: The unique identifier of the batch prediction version
-   :type batchPredictionVersion: str
-   :param batchPredictionId: The unique identifier of the batch prediction
-   :type batchPredictionId: str
-   :param status: The current status of the batch prediction
-   :type status: str
-   :param driftMonitorStatus: The status of the drift monitor for this batch prediction version
-   :type driftMonitorStatus: str
-   :param deploymentId: The deployment used to make the predictions
-   :type deploymentId: str
-   :param modelId: The model used to make the predictions
-   :type modelId: str
-   :param modelVersion: The model version used to make the predictions
-   :type modelVersion: str
-   :param predictionsStartedAt: Predictions start date and time
-   :type predictionsStartedAt: str
-   :param predictionsCompletedAt: Predictions completion date and time
-   :type predictionsCompletedAt: str
-   :param databaseOutputError: If true, there were errors reported by the database connector while writing
-   :type databaseOutputError: bool
-   :param totalPredictions: Number of predictions performed in this batch prediction job
-   :type totalPredictions: int
-   :param failedPredictions: Number of predictions that failed
-   :type failedPredictions: int
-   :param databaseConnectorId: The database connector to write the results to
-   :type databaseConnectorId: str
-   :param databaseOutputConfiguration: Contains information about where the batch predictions are written to
-   :type databaseOutputConfiguration: dict
-   :param fileConnectorOutputLocation: Contains information about where the batch predictions are written to
-   :type fileConnectorOutputLocation: str
-   :param fileOutputFormat: The format of the batch prediction output (CSV or JSON)
-   :type fileOutputFormat: str
-   :param connectorType: Null if writing to internal console, else FEATURE_GROUP | FILE_CONNECTOR | DATABASE_CONNECTOR
-   :type connectorType: str
-   :param legacyInputLocation: The location of the input data
-   :type legacyInputLocation: str
-   :param error: Relevant error if the status is FAILED
-   :type error: str
-   :param driftMonitorError: Error message for the drift monitor of this batch predcition
-   :type driftMonitorError: str
-   :param monitorWarnings: Relevant warning if there are issues found in drift or data integrity
-   :type monitorWarnings: str
-   :param csvInputPrefix: A prefix to prepend to the input columns, only applies when output format is CSV
-   :type csvInputPrefix: str
-   :param csvPredictionPrefix: A prefix to prepend to the prediction columns, only applies when output format is CSV
-   :type csvPredictionPrefix: str
-   :param csvExplanationsPrefix: A prefix to prepend to the explanation columns, only applies when output format is CSV
-   :type csvExplanationsPrefix: str
-   :param databaseOutputTotalWrites: The total number of rows attempted to write (may be less than total_predictions if write mode is UPSERT and multiple rows share the same ID)
-   :type databaseOutputTotalWrites: int
-   :param databaseOutputFailedWrites: The number of failed writes to the Database Connector
-   :type databaseOutputFailedWrites: int
-   :param outputIncludesMetadata: If true, output will contain columns including prediction start time, batch prediction version, and model version
-   :type outputIncludesMetadata: bool
-   :param resultInputColumns: If present, will limit result files or feature groups to only include columns present in this list
-   :type resultInputColumns: list[str]
-   :param modelMonitorVersion: The version of the model monitor
-   :type modelMonitorVersion: str
-   :param algoName: The name of the algorithm used to train the model
-   :type algoName: str
-   :param algorithm: The algorithm that is currently deployed.
-   :type algorithm: str
-   :param outputFeatureGroupId: The Batch Prediction output feature group ID if applicable
-   :type outputFeatureGroupId: str
-   :param outputFeatureGroupVersion: The Batch Prediction output feature group version if applicable
-   :type outputFeatureGroupVersion: str
-   :param outputFeatureGroupTableName: The Batch Prediction output feature group name if applicable
-   :type outputFeatureGroupTableName: str
-   :param batchPredictionWarnings: Relevant warnings if any issues are found
-   :type batchPredictionWarnings: str
-   :param bpAcrossVersionsMonitorVersion: The version of the batch prediction across versions monitor
-   :type bpAcrossVersionsMonitorVersion: str
-   :param batchPredictionArgsType: The type of the batch prediction args
-   :type batchPredictionArgsType: str
-   :param batchInputs: Inputs to the batch prediction
-   :type batchInputs: PredictionInput
-   :param inputFeatureGroups: List of prediction feature groups
-   :type inputFeatureGroups: PredictionFeatureGroup
-   :param globalPredictionArgs:
-   :type globalPredictionArgs: BatchPredictionArgs
-   :param batchPredictionArgs: Argument(s) passed to every prediction call
-   :type batchPredictionArgs: BatchPredictionArgs
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: download_batch_prediction_result_chunk(offset = 0, chunk_size = 10485760)
-
-      Returns a stream containing the batch prediction results.
-
-      :param offset: The offset to read from.
-      :type offset: int
-      :param chunk_size: The maximum amount of data to read.
-      :type chunk_size: int
-
-
-
-   .. py:method:: get_batch_prediction_connector_errors()
-
-      Returns a stream containing the batch prediction database connection write errors, if any writes failed for the specified batch prediction job.
-
-      :param batch_prediction_version: Unique string identifier of the batch prediction job to get the errors for.
-      :type batch_prediction_version: str
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: BatchPredictionVersion
-
-
-
-   .. py:method:: describe()
-
-      Describes a Batch Prediction Version.
-
-      :param batch_prediction_version: Unique string identifier of the Batch Prediction Version.
-      :type batch_prediction_version: str
-
-      :returns: The Batch Prediction Version.
-      :rtype: BatchPredictionVersion
-
-
-
-   .. py:method:: get_logs()
-
-      Retrieves the batch prediction logs.
-
-      :param batch_prediction_version: The unique version ID of the batch prediction version.
-      :type batch_prediction_version: str
-
-      :returns: The logs for the specified batch prediction version.
-      :rtype: BatchPredictionVersionLogs
-
-
-
-   .. py:method:: download_result_to_file(file)
-
-      Downloads the batch prediction version in a local file.
-
-      :param file: A file object opened in a binary mode e.g., file=open('/tmp/output', 'wb').
-      :type file: file object
-
-
-
-   .. py:method:: wait_for_predictions(timeout=86400)
-
-      A waiting call until batch prediction version is ready.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out.
-      :type timeout: int
-
-
-
-   .. py:method:: wait_for_drift_monitor(timeout=86400)
-
-      A waiting call until batch prediction drift monitor calculations are ready.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out.
-      :type timeout: int
-
-
-
-   .. py:method:: get_status(drift_monitor_status = False)
-
-      Gets the status of the batch prediction version.
-
-      :returns: A string describing the status of the batch prediction version, for e.g., pending, complete, etc.
-      :rtype: str
-
-
-
-   .. py:method:: load_results_as_pandas()
-
-      Loads the output feature groups into a python pandas dataframe.
-
-      :returns: A pandas dataframe with annotations and text_snippet columns.
-      :rtype: DataFrame
-
-
-
-.. py:class:: PredictionFeatureGroup(client, featureGroupId=None, featureGroupVersion=None, datasetType=None, default=None, required=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Batch Input Feature Group
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param featureGroupId: The unique identifier of the feature group
-   :type featureGroupId: str
-   :param featureGroupVersion: The unique identifier of the feature group version used for predictions
-   :type featureGroupVersion: str
-   :param datasetType: dataset type
-   :type datasetType: str
-   :param default: If true, this feature group is the default feature group in the model
-   :type default: bool
-   :param required: If true, this feature group is required for the batch prediction
-   :type required: bool
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: PredictionInput(client, featureGroupDatasetIds=None, datasetIdRemap=None, featureGroups={}, datasets={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Batch inputs
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param featureGroupDatasetIds: The list of dataset IDs to use as input
-   :type featureGroupDatasetIds: list
-   :param datasetIdRemap: Replacement datasets to swap as prediction input
-   :type datasetIdRemap: dict
-   :param featureGroups: List of prediction feature groups
-   :type featureGroups: PredictionFeatureGroup
-   :param datasets: List of prediction datasets
-   :type datasets: PredictionDataset
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: RefreshSchedule(client, refreshPolicyId=None, nextRunTime=None, cron=None, refreshType=None, error=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A refresh schedule for an object. Defines when the next version of the object will be created
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param refreshPolicyId: The unique identifier of the refresh policy
-   :type refreshPolicyId: str
-   :param nextRunTime: The next run time of the refresh policy. If null, the policy is paused.
-   :type nextRunTime: str
-   :param cron: A cron-style string that describes the when this refresh policy is to be executed in UTC
-   :type cron: str
-   :param refreshType: The type of refresh that will be run
-   :type refreshType: str
-   :param error: An error message for the last pipeline run of a policy
-   :type error: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.batch_prediction.BatchPrediction
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: BatchPrediction(client, batchPredictionId=None, createdAt=None, name=None, deploymentId=None, fileConnectorOutputLocation=None, databaseConnectorId=None, databaseOutputConfiguration=None, fileOutputFormat=None, connectorType=None, legacyInputLocation=None, outputFeatureGroupId=None, featureGroupTableName=None, outputFeatureGroupTableName=None, summaryFeatureGroupTableName=None, csvInputPrefix=None, csvPredictionPrefix=None, csvExplanationsPrefix=None, outputIncludesMetadata=None, resultInputColumns=None, modelMonitorId=None, modelVersion=None, bpAcrossVersionsMonitorId=None, algorithm=None, batchPredictionArgsType=None, batchInputs={}, latestBatchPredictionVersion={}, refreshSchedules={}, inputFeatureGroups={}, globalPredictionArgs={}, batchPredictionArgs={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Make batch predictions.
 
@@ -439,13 +87,11 @@ Module Contents
    :param batchPredictionArgs: Argument(s) passed to every prediction call.
    :type batchPredictionArgs: BatchPredictionArgs
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
@@ -454,7 +100,6 @@ Module Contents
       :rtype: dict
 
 
-
    .. py:method:: start()
 
       Creates a new batch prediction version job for a given batch prediction job description.
@@ -466,7 +111,6 @@ Module Contents
       :rtype: BatchPredictionVersion
 
 
-
    .. py:method:: refresh()
 
       Calls describe and refreshes the current object's fields
@@ -475,7 +119,6 @@ Module Contents
       :rtype: BatchPrediction
 
 
-
    .. py:method:: describe()
 
       Describe the batch prediction.
@@ -487,7 +130,6 @@ Module Contents
       :rtype: BatchPrediction
 
 
-
    .. py:method:: list_versions(limit = 100, start_after_version = None)
 
       Retrieves a list of versions of a given batch prediction
@@ -501,7 +143,6 @@ Module Contents
       :rtype: list[BatchPredictionVersion]
 
 
-
    .. py:method:: update(deployment_id = None, global_prediction_args = None, batch_prediction_args = None, explanations = None, output_format = None, csv_input_prefix = None, csv_prediction_prefix = None, csv_explanations_prefix = None, output_includes_metadata = None, result_input_columns = None, name = None)
 
       Update a batch prediction job description.
@@ -529,7 +170,6 @@ Module Contents
       :rtype: BatchPrediction
 
 
-
    .. py:method:: set_file_connector_output(output_format = None, output_location = None)
 
       Updates the file connector output configuration of the batch prediction
@@ -543,7 +183,6 @@ Module Contents
       :rtype: BatchPrediction
 
 
-
    .. py:method:: set_database_connector_output(database_connector_id = None, database_output_config = None)
 
       Updates the database connector output configuration of the batch prediction
@@ -557,7 +196,6 @@ Module Contents
       :rtype: BatchPrediction
 
 
-
    .. py:method:: set_feature_group_output(table_name)
 
       Creates a feature group and sets it as the batch prediction output.
@@ -569,7 +207,6 @@ Module Contents
       :rtype: BatchPrediction
 
 
-
    .. py:method:: set_output_to_console()
 
       Sets the batch prediction output to the console, clearing both the file connector and database connector configurations.
@@ -581,7 +218,6 @@ Module Contents
       :rtype: BatchPrediction
 
 
-
    .. py:method:: set_feature_group(feature_group_type, feature_group_id = None)
 
       Sets the batch prediction input feature group.
@@ -595,7 +231,6 @@ Module Contents
       :rtype: BatchPrediction
 
 
-
    .. py:method:: set_dataset_remap(dataset_id_remap)
 
       For the purpose of this batch prediction, will swap out datasets in the training feature groups
@@ -607,7 +242,6 @@ Module Contents
       :rtype: BatchPrediction
 
 
-
    .. py:method:: delete()
 
       Deletes a batch prediction and associated data, such as associated monitors.
@@ -616,7 +250,6 @@ Module Contents
       :type batch_prediction_id: str
 
 
-
    .. py:method:: wait_for_predictions(timeout=86400)
 
       A waiting call until batch predictions are ready.
@@ -625,7 +258,6 @@ Module Contents
       :type timeout: int
 
 
-
    .. py:method:: wait_for_drift_monitor(timeout=86400)
 
       A waiting call until batch prediction drift monitor calculations are ready.
@@ -634,7 +266,6 @@ Module Contents
       :type timeout: int
 
 
-
    .. py:method:: get_status()
 
       Gets the status of the latest batch prediction version.
@@ -643,7 +274,6 @@ Module Contents
       :rtype: str
 
 
-
    .. py:method:: create_refresh_policy(cron)
 
       To create a refresh policy for a batch prediction.
@@ -655,7 +285,6 @@ Module Contents
       :rtype: RefreshPolicy
 
 
-
    .. py:method:: list_refresh_policies()
 
       Gets the refresh policies in a list.
@@ -664,7 +293,6 @@ Module Contents
       :rtype: List[RefreshPolicy]
 
 
-
    .. py:method:: describe_output_feature_group()
 
       Gets the results feature group for this batch prediction
@@ -673,7 +301,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: load_results_as_pandas()
 
       Loads the output feature groups into a python pandas dataframe.
diff --git a/docs/_sources/autoapi/abacusai/batch_prediction_version/index.rst.txt b/docs/_sources/autoapi/abacusai/batch_prediction_version/index.rst.txt
index ed7a83cea..db4b1ddb1 100644
--- a/docs/_sources/autoapi/abacusai/batch_prediction_version/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/batch_prediction_version/index.rst.txt
@@ -1,260 +1,26 @@
-abacusai.batch_prediction_version
-=================================
+:py:mod:`abacusai.batch_prediction_version`
+===========================================
 
 .. py:module:: abacusai.batch_prediction_version
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.batch_prediction_version.BatchPredictionArgs
-   abacusai.batch_prediction_version.FileFormat
-   abacusai.batch_prediction_version.PredictionFeatureGroup
-   abacusai.batch_prediction_version.PredictionInput
-   abacusai.batch_prediction_version.AbstractApiClass
-   abacusai.batch_prediction_version.BatchPredictionVersion
-
-
 Module Contents
 ---------------
 
-.. py:class:: BatchPredictionArgs
-
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
-
-
-   An abstract class for Batch Prediction args specific to problem type.
-
-
-   .. py:attribute:: _support_kwargs
-      :type:  bool
-
-
-   .. py:attribute:: kwargs
-      :type:  dict
-
-
-   .. py:attribute:: problem_type
-      :type:  abacusai.api_class.enums.ProblemType
-
-
-   .. py:method:: _get_builder()
-      :classmethod:
-
-
-
-.. py:class:: FileFormat
-
-   Bases: :py:obj:`ApiEnum`
-
-
-   Generic enumeration.
-
-   Derive from this class to define new enumerations.
-
-
-   .. py:attribute:: AVRO
-      :value: 'AVRO'
-
-
-
-   .. py:attribute:: PARQUET
-      :value: 'PARQUET'
-
-
-
-   .. py:attribute:: TFRECORD
-      :value: 'TFRECORD'
-
-
-
-   .. py:attribute:: TSV
-      :value: 'TSV'
-
-
-
-   .. py:attribute:: CSV
-      :value: 'CSV'
-
-
-
-   .. py:attribute:: ORC
-      :value: 'ORC'
-
-
-
-   .. py:attribute:: JSON
-      :value: 'JSON'
-
-
-
-   .. py:attribute:: ODS
-      :value: 'ODS'
-
-
-
-   .. py:attribute:: XLS
-      :value: 'XLS'
-
-
-
-   .. py:attribute:: GZ
-      :value: 'GZ'
-
-
-
-   .. py:attribute:: ZIP
-      :value: 'ZIP'
-
-
-
-   .. py:attribute:: TAR
-      :value: 'TAR'
-
-
-
-   .. py:attribute:: DOCX
-      :value: 'DOCX'
-
-
-
-   .. py:attribute:: PDF
-      :value: 'PDF'
-
-
-
-   .. py:attribute:: RAR
-      :value: 'RAR'
-
-
-
-   .. py:attribute:: JPEG
-      :value: 'JPG'
-
-
-
-   .. py:attribute:: PNG
-      :value: 'PNG'
-
-
-
-   .. py:attribute:: TIF
-      :value: 'TIFF'
-
-
-
-   .. py:attribute:: NUMBERS
-      :value: 'NUMBERS'
-
-
-
-   .. py:attribute:: PPTX
-      :value: 'PPTX'
-
-
-
-   .. py:attribute:: PPT
-      :value: 'PPT'
-
-
-
-   .. py:attribute:: HTML
-      :value: 'HTML'
-
-
-
-   .. py:attribute:: TXT
-      :value: 'txt'
-
-
-
-.. py:class:: PredictionFeatureGroup(client, featureGroupId=None, featureGroupVersion=None, datasetType=None, default=None, required=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Batch Input Feature Group
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param featureGroupId: The unique identifier of the feature group
-   :type featureGroupId: str
-   :param featureGroupVersion: The unique identifier of the feature group version used for predictions
-   :type featureGroupVersion: str
-   :param datasetType: dataset type
-   :type datasetType: str
-   :param default: If true, this feature group is the default feature group in the model
-   :type default: bool
-   :param required: If true, this feature group is required for the batch prediction
-   :type required: bool
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: PredictionInput(client, featureGroupDatasetIds=None, datasetIdRemap=None, featureGroups={}, datasets={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Batch inputs
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param featureGroupDatasetIds: The list of dataset IDs to use as input
-   :type featureGroupDatasetIds: list
-   :param datasetIdRemap: Replacement datasets to swap as prediction input
-   :type datasetIdRemap: dict
-   :param featureGroups: List of prediction feature groups
-   :type featureGroups: PredictionFeatureGroup
-   :param datasets: List of prediction datasets
-   :type datasets: PredictionDataset
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.batch_prediction_version.BatchPredictionVersion
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: BatchPredictionVersion(client, batchPredictionVersion=None, batchPredictionId=None, status=None, driftMonitorStatus=None, deploymentId=None, modelId=None, modelVersion=None, predictionsStartedAt=None, predictionsCompletedAt=None, databaseOutputError=None, totalPredictions=None, failedPredictions=None, databaseConnectorId=None, databaseOutputConfiguration=None, fileConnectorOutputLocation=None, fileOutputFormat=None, connectorType=None, legacyInputLocation=None, error=None, driftMonitorError=None, monitorWarnings=None, csvInputPrefix=None, csvPredictionPrefix=None, csvExplanationsPrefix=None, databaseOutputTotalWrites=None, databaseOutputFailedWrites=None, outputIncludesMetadata=None, resultInputColumns=None, modelMonitorVersion=None, algoName=None, algorithm=None, outputFeatureGroupId=None, outputFeatureGroupVersion=None, outputFeatureGroupTableName=None, batchPredictionWarnings=None, bpAcrossVersionsMonitorVersion=None, batchPredictionArgsType=None, batchInputs={}, inputFeatureGroups={}, globalPredictionArgs={}, batchPredictionArgs={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Batch Prediction Version
 
@@ -343,13 +109,11 @@ Module Contents
    :param batchPredictionArgs: Argument(s) passed to every prediction call
    :type batchPredictionArgs: BatchPredictionArgs
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
@@ -358,7 +122,6 @@ Module Contents
       :rtype: dict
 
 
-
    .. py:method:: download_batch_prediction_result_chunk(offset = 0, chunk_size = 10485760)
 
       Returns a stream containing the batch prediction results.
@@ -369,7 +132,6 @@ Module Contents
       :type chunk_size: int
 
 
-
    .. py:method:: get_batch_prediction_connector_errors()
 
       Returns a stream containing the batch prediction database connection write errors, if any writes failed for the specified batch prediction job.
@@ -378,7 +140,6 @@ Module Contents
       :type batch_prediction_version: str
 
 
-
    .. py:method:: refresh()
 
       Calls describe and refreshes the current object's fields
@@ -387,7 +148,6 @@ Module Contents
       :rtype: BatchPredictionVersion
 
 
-
    .. py:method:: describe()
 
       Describes a Batch Prediction Version.
@@ -399,7 +159,6 @@ Module Contents
       :rtype: BatchPredictionVersion
 
 
-
    .. py:method:: get_logs()
 
       Retrieves the batch prediction logs.
@@ -411,7 +170,6 @@ Module Contents
       :rtype: BatchPredictionVersionLogs
 
 
-
    .. py:method:: download_result_to_file(file)
 
       Downloads the batch prediction version in a local file.
@@ -420,7 +178,6 @@ Module Contents
       :type file: file object
 
 
-
    .. py:method:: wait_for_predictions(timeout=86400)
 
       A waiting call until batch prediction version is ready.
@@ -429,7 +186,6 @@ Module Contents
       :type timeout: int
 
 
-
    .. py:method:: wait_for_drift_monitor(timeout=86400)
 
       A waiting call until batch prediction drift monitor calculations are ready.
@@ -438,7 +194,6 @@ Module Contents
       :type timeout: int
 
 
-
    .. py:method:: get_status(drift_monitor_status = False)
 
       Gets the status of the batch prediction version.
@@ -447,7 +202,6 @@ Module Contents
       :rtype: str
 
 
-
    .. py:method:: load_results_as_pandas()
 
       Loads the output feature groups into a python pandas dataframe.
diff --git a/docs/_sources/autoapi/abacusai/batch_prediction_version_logs/index.rst.txt b/docs/_sources/autoapi/abacusai/batch_prediction_version_logs/index.rst.txt
index 8f49cd540..17977ffc6 100644
--- a/docs/_sources/autoapi/abacusai/batch_prediction_version_logs/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/batch_prediction_version_logs/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.batch_prediction_version_logs
-======================================
+:py:mod:`abacusai.batch_prediction_version_logs`
+================================================
 
 .. py:module:: abacusai.batch_prediction_version_logs
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.batch_prediction_version_logs.AbstractApiClass
-   abacusai.batch_prediction_version_logs.BatchPredictionVersionLogs
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.batch_prediction_version_logs.BatchPredictionVersionLogs
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: BatchPredictionVersionLogs(client, logs=None, warnings=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Logs from batch prediction version.
 
@@ -41,13 +31,11 @@ Module Contents
    :param warnings: List of warnings from batch prediction version.
    :type warnings: list[str]
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/categorical_range_violation/index.rst.txt b/docs/_sources/autoapi/abacusai/categorical_range_violation/index.rst.txt
index eedcadbfa..74edabce3 100644
--- a/docs/_sources/autoapi/abacusai/categorical_range_violation/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/categorical_range_violation/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.categorical_range_violation
-====================================
+:py:mod:`abacusai.categorical_range_violation`
+==============================================
 
 .. py:module:: abacusai.categorical_range_violation
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.categorical_range_violation.AbstractApiClass
-   abacusai.categorical_range_violation.CategoricalRangeViolation
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.categorical_range_violation.CategoricalRangeViolation
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: CategoricalRangeViolation(client, name=None, mostCommonValues=None, freqOutsideTrainingRange=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Summary of important range mismatches for a numerical feature discovered by a model monitoring instance
 
@@ -43,13 +33,11 @@ Module Contents
    :param freqOutsideTrainingRange: Frequency of prediction rows outside training distribution for the specified feature.
    :type freqOutsideTrainingRange: float
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/chat_message/index.rst.txt b/docs/_sources/autoapi/abacusai/chat_message/index.rst.txt
index bf5a53c8f..ca1e26bfd 100644
--- a/docs/_sources/autoapi/abacusai/chat_message/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/chat_message/index.rst.txt
@@ -1,37 +1,27 @@
-abacusai.chat_message
-=====================
+:py:mod:`abacusai.chat_message`
+===============================
 
 .. py:module:: abacusai.chat_message
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.chat_message.AbstractApiClass
-   abacusai.chat_message.ChatMessage
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
+Classes
+~~~~~~~
 
-   .. py:method:: __eq__(other)
+.. autoapisummary::
 
-      Return self==value.
+   abacusai.chat_message.ChatMessage
 
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
+.. py:class:: ChatMessage(client, role=None, text=None, timestamp=None, isUseful=None, feedback=None, docIds=None, hotkeyTitle=None, tasks=None, keywordArguments=None)
 
-.. py:class:: ChatMessage(client, role=None, text=None, timestamp=None, isUseful=None, feedback=None, docIds=None, hotkeyTitle=None, tasks=None)
 
    Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
-
    A single chat message with Abacus Chat.
 
    :param client: An authenticated API Client instance
@@ -52,14 +42,14 @@ Module Contents
    :type hotkeyTitle: str
    :param tasks: The list of spawned tasks, if the message was broken down into smaller sub-tasks.
    :type tasks: list[str]
-
+   :param keywordArguments: A dict of kwargs used to generate the response.
+   :type keywordArguments: dict
 
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/chat_session/index.rst.txt b/docs/_sources/autoapi/abacusai/chat_session/index.rst.txt
index a823a3273..d2e4c38ad 100644
--- a/docs/_sources/autoapi/abacusai/chat_session/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/chat_session/index.rst.txt
@@ -1,110 +1,26 @@
-abacusai.chat_session
-=====================
+:py:mod:`abacusai.chat_session`
+===============================
 
 .. py:module:: abacusai.chat_session
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.chat_session.AiBuildingTask
-   abacusai.chat_session.ChatMessage
-   abacusai.chat_session.AbstractApiClass
-   abacusai.chat_session.ChatSession
-
-
 Module Contents
 ---------------
 
-.. py:class:: AiBuildingTask(client, task=None, taskType=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A task for Data Science Co-pilot to help build AI.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param task: The task to be performed
-   :type task: str
-   :param taskType: The type of task
-   :type taskType: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: ChatMessage(client, role=None, text=None, timestamp=None, isUseful=None, feedback=None, docIds=None, hotkeyTitle=None, tasks=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A single chat message with Abacus Chat.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param role: The role of the message sender
-   :type role: str
-   :param text: A list of text segments for the message
-   :type text: list[dict]
-   :param timestamp: The timestamp at which the message was sent
-   :type timestamp: str
-   :param isUseful: Whether this message was marked as useful or not
-   :type isUseful: bool
-   :param feedback: The feedback provided for the message
-   :type feedback: str
-   :param docIds: A list of IDs of the uploaded document if the message has
-   :type docIds: list[str]
-   :param hotkeyTitle: The title of the hotkey prompt if the message has one
-   :type hotkeyTitle: str
-   :param tasks: The list of spawned tasks, if the message was broken down into smaller sub-tasks.
-   :type tasks: list[str]
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.chat_session.ChatSession
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: ChatSession(client, answer=None, chatSessionId=None, projectId=None, name=None, createdAt=None, status=None, aiBuildingInProgress=None, notification=None, whiteboard=None, chatHistory={}, nextAiBuildingTask={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A chat session with Abacus Data Science Co-pilot.
 
@@ -133,13 +49,11 @@ Module Contents
    :param nextAiBuildingTask: The next AI building task for the chat session
    :type nextAiBuildingTask: AiBuildingTask
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
@@ -148,7 +62,6 @@ Module Contents
       :rtype: dict
 
 
-
    .. py:method:: get()
 
       Gets a chat session from Data Science Co-pilot.
@@ -160,7 +73,6 @@ Module Contents
       :rtype: ChatSession
 
 
-
    .. py:method:: delete_chat_message(message_index)
 
       Deletes a message in a chat session and its associated response.
@@ -169,7 +81,6 @@ Module Contents
       :type message_index: int
 
 
-
    .. py:method:: export()
 
       Exports a chat session to an HTML file
@@ -178,7 +89,6 @@ Module Contents
       :type chat_session_id: str
 
 
-
    .. py:method:: rename(name)
 
       Renames a chat session with Data Science Co-pilot.
diff --git a/docs/_sources/autoapi/abacusai/client/index.rst.txt b/docs/_sources/autoapi/abacusai/client/index.rst.txt
index a4b570cb0..47b71305d 100644
--- a/docs/_sources/autoapi/abacusai/client/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/client/index.rst.txt
@@ -1,13079 +1,60 @@
-abacusai.client
-===============
+:py:mod:`abacusai.client`
+=========================
 
 .. py:module:: abacusai.client
 
 
-Attributes
-----------
-
-.. autoapisummary::
-
-   abacusai.client.INVALID_PANDAS_COLUMN_NAME_CHARACTERS
-   abacusai.client.DEFAULT_SERVER
-   abacusai.client._request_context
-   abacusai.client._cached_endpoints
-
-
-Exceptions
-----------
-
-.. autoapisummary::
-
-   abacusai.client.ApiException
-   abacusai.client.MissingParameterError
-   abacusai.client.InvalidParameterError
-   abacusai.client.InvalidEnumParameterError
-   abacusai.client.PaymentMethodRequired
-   abacusai.client.InvalidRequest
-   abacusai.client.GenericPermissionDeniedError
-   abacusai.client.PermissionDeniedError
-   abacusai.client.PaidPlanRequired
-   abacusai.client.Generic404Error
-   abacusai.client.DataNotFoundError
-   abacusai.client.MethodNotAllowed
-   abacusai.client.RequestTimeoutError
-   abacusai.client.ConflictError
-   abacusai.client.AlreadyExistsError
-   abacusai.client.NotReadyError
-   abacusai.client.FailedDependencyError
-   abacusai.client.TooManyRequestsError
-   abacusai.client.InstanceNotModifiedError
-   abacusai.client.GatewayTimeoutError
-   abacusai.client.InternalServerError
-
-
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.client.AbacusApi
-   abacusai.client.Agent
-   abacusai.client.AgentDataExecutionResult
-   abacusai.client.AgentVersion
-   abacusai.client.Algorithm
-   abacusai.client.AnnotationConfig
-   abacusai.client.AnnotationDocument
-   abacusai.client.AnnotationEntry
-   abacusai.client.AnnotationsStatus
-   abacusai.client.AgentInterface
-   abacusai.client.AlertActionConfig
-   abacusai.client.AlertConditionConfig
-   abacusai.client.ApiClass
-   abacusai.client.ApiEnum
-   abacusai.client.ApplicationConnectorDatasetConfig
-   abacusai.client.BatchPredictionArgs
-   abacusai.client.BlobInput
-   abacusai.client.DatasetDocumentProcessingConfig
-   abacusai.client.DataType
-   abacusai.client.DocumentProcessingConfig
-   abacusai.client.EvalArtifactType
-   abacusai.client.ForecastingMonitorConfig
-   abacusai.client.IncrementalDatabaseConnectorConfig
-   abacusai.client.LLMName
-   abacusai.client.MergeConfig
-   abacusai.client.ParsingConfig
-   abacusai.client.PredictionArguments
-   abacusai.client.ProjectFeatureGroupConfig
-   abacusai.client.PythonFunctionType
-   abacusai.client.SamplingConfig
-   abacusai.client.TrainingConfig
-   abacusai.client.VectorStoreConfig
-   abacusai.client.WorkflowGraph
-   abacusai.client.StreamingHandler
-   abacusai.client.StreamType
-   abacusai.client.ApiEndpoint
-   abacusai.client.ApiKey
-   abacusai.client.AppUserGroup
-   abacusai.client.ApplicationConnector
-   abacusai.client.BatchPrediction
-   abacusai.client.BatchPredictionVersion
-   abacusai.client.BatchPredictionVersionLogs
-   abacusai.client.ChatMessage
-   abacusai.client.ChatSession
-   abacusai.client.CustomLossFunction
-   abacusai.client.CustomMetric
-   abacusai.client.CustomMetricVersion
-   abacusai.client.CustomTrainFunctionInfo
-   abacusai.client.DataMetrics
-   abacusai.client.DataPrepLogs
-   abacusai.client.DatabaseConnector
-   abacusai.client.DatabaseConnectorSchema
-   abacusai.client.Dataset
-   abacusai.client.DatasetColumn
-   abacusai.client.DatasetVersion
-   abacusai.client.DatasetVersionLogs
-   abacusai.client.Deployment
-   abacusai.client.DeploymentAuthToken
-   abacusai.client.DeploymentConversation
-   abacusai.client.DeploymentConversationExport
-   abacusai.client.DocumentData
-   abacusai.client.DocumentRetriever
-   abacusai.client.DocumentRetrieverLookupResult
-   abacusai.client.DocumentRetrieverVersion
-   abacusai.client.DriftDistributions
-   abacusai.client.Eda
-   abacusai.client.EdaCollinearity
-   abacusai.client.EdaDataConsistency
-   abacusai.client.EdaFeatureAssociation
-   abacusai.client.EdaFeatureCollinearity
-   abacusai.client.EdaForecastingAnalysis
-   abacusai.client.EdaVersion
-   abacusai.client.ExecuteFeatureGroupOperation
-   abacusai.client.ExternalApplication
-   abacusai.client.ExternalInvite
-   abacusai.client.ExtractedFields
-   abacusai.client.Feature
-   abacusai.client.FeatureDistribution
-   abacusai.client.FeatureGroup
-   abacusai.client.FeatureGroupExport
-   abacusai.client.FeatureGroupExportConfig
-   abacusai.client.FeatureGroupExportDownloadUrl
-   abacusai.client.FeatureGroupRow
-   abacusai.client.FeatureGroupRowProcess
-   abacusai.client.FeatureGroupRowProcessLogs
-   abacusai.client.FeatureGroupRowProcessSummary
-   abacusai.client.FeatureGroupTemplate
-   abacusai.client.FeatureGroupVersion
-   abacusai.client.FeatureGroupVersionLogs
-   abacusai.client.FeatureImportance
-   abacusai.client.FileConnector
-   abacusai.client.FileConnectorInstructions
-   abacusai.client.FileConnectorVerification
-   abacusai.client.FunctionLogs
-   abacusai.client.GeneratedPitFeatureConfigOption
-   abacusai.client.GraphDashboard
-   abacusai.client.HoldoutAnalysis
-   abacusai.client.HoldoutAnalysisVersion
-   abacusai.client.InferredFeatureMappings
-   abacusai.client.LlmApp
-   abacusai.client.LlmExecutionResult
-   abacusai.client.LlmGeneratedCode
-   abacusai.client.LlmInput
-   abacusai.client.LlmResponse
-   abacusai.client.Model
-   abacusai.client.ModelArtifactsExport
-   abacusai.client.ModelMetrics
-   abacusai.client.ModelMonitor
-   abacusai.client.ModelMonitorOrgSummary
-   abacusai.client.ModelMonitorSummary
-   abacusai.client.ModelMonitorSummaryFromOrg
-   abacusai.client.ModelMonitorVersion
-   abacusai.client.ModelMonitorVersionMetricData
-   abacusai.client.ModelTrainingTypeForDeployment
-   abacusai.client.ModelUpload
-   abacusai.client.ModelVersion
-   abacusai.client.ModelVersionFeatureGroupSchema
-   abacusai.client.ModificationLockInfo
-   abacusai.client.Module
-   abacusai.client.MonitorAlert
-   abacusai.client.MonitorAlertVersion
-   abacusai.client.NaturalLanguageExplanation
-   abacusai.client.OrganizationGroup
-   abacusai.client.OrganizationSearchResult
-   abacusai.client.OrganizationSecret
-   abacusai.client.PageData
-   abacusai.client.Pipeline
-   abacusai.client.PipelineStep
-   abacusai.client.PipelineStepVersion
-   abacusai.client.PipelineStepVersionLogs
-   abacusai.client.PipelineVersion
-   abacusai.client.PipelineVersionLogs
-   abacusai.client.PredictionOperator
-   abacusai.client.PredictionOperatorVersion
-   abacusai.client.ProblemType
-   abacusai.client.Project
-   abacusai.client.ProjectConfig
-   abacusai.client.ProjectFeatureGroup
-   abacusai.client.ProjectValidation
-   abacusai.client.PythonFunction
-   abacusai.client.PythonPlotFunction
-   abacusai.client.RealtimeMonitor
-   abacusai.client.RefreshPipelineRun
-   abacusai.client.RefreshPolicy
-   abacusai.client.ResolvedFeatureGroupTemplate
-   abacusai.client.AbstractApiClass
-   abacusai.client.Schema
-   abacusai.client.StreamingAuthToken
-   abacusai.client.StreamingConnector
-   abacusai.client.TrainingConfigOptions
-   abacusai.client.Upload
-   abacusai.client.UploadPart
-   abacusai.client.UseCase
-   abacusai.client.UseCaseRequirements
-   abacusai.client.User
-   abacusai.client.WebSearchResponse
-   abacusai.client.Webhook
-   abacusai.client.Blob
-   abacusai.client.AgentResponse
-   abacusai.client.ClientOptions
-   abacusai.client._ApiExceptionFactory
-   abacusai.client.BaseApiClient
-   abacusai.client.ReadOnlyClient
-   abacusai.client.ApiClient
-
-
-Functions
----------
-
-.. autoapisummary::
-
-   abacusai.client.get_clean_function_source_code
-   abacusai.client.snake_case
-   abacusai.client.clean_column_name
-   abacusai.client.get_object_from_context
-   abacusai.client._is_json_serializable
-   abacusai.client.sse_asynchronous_generator
-   abacusai.client._requests_retry_session
-   abacusai.client._discover_service_url
-   abacusai.client.get_source_code_info
-   abacusai.client.get_module_code_from_notebook
-   abacusai.client.include_modules
-
-
-Module Contents
----------------
-
-.. py:class:: AbacusApi(client, method=None, docstring=None, score=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   An Abacus API.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param method: The name of of the API method.
-   :type method: str
-   :param docstring: The docstring of the API method.
-   :type docstring: str
-   :param score: The relevance score of the API method.
-   :type score: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: Agent(client, name=None, agentId=None, createdAt=None, projectId=None, notebookId=None, predictFunctionName=None, sourceCode=None, agentConfig=None, memory=None, trainingRequired=None, agentExecutionConfig=None, codeSource={}, latestAgentVersion={}, workflowGraph={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   An AI agent.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param name: The user-friendly name for the agent.
-   :type name: str
-   :param agentId: The unique identifier of the agent.
-   :type agentId: str
-   :param createdAt: Date and time at which the agent was created.
-   :type createdAt: str
-   :param projectId: The project this agent belongs to.
-   :type projectId: str
-   :param notebookId: The notebook associated with the agent.
-   :type notebookId: str
-   :param predictFunctionName: Name of the function found in the source code that will be executed run predictions through agent. It is not executed when this function is run.
-   :type predictFunctionName: str
-   :param sourceCode: Python code used to make the agent.
-   :type sourceCode: str
-   :param agentConfig: The config options used to create this agent.
-   :type agentConfig: dict
-   :param memory: Memory in GB specified for the deployment resources for the agent.
-   :type memory: int
-   :param trainingRequired: Whether training is required to deploy the latest agent code.
-   :type trainingRequired: bool
-   :param agentExecutionConfig: The config for arguments used to execute the agent.
-   :type agentExecutionConfig: dict
-   :param latestAgentVersion: The latest agent version.
-   :type latestAgentVersion: AgentVersion
-   :param codeSource: If a python model, information on the source code
-   :type codeSource: CodeSource
-   :param workflowGraph: The workflow graph for the agent.
-   :type workflowGraph: WorkflowGraph
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: Agent
-
-
-
-   .. py:method:: describe()
-
-      Retrieves a full description of the specified model.
-
-      :param agent_id: Unique string identifier associated with the model.
-      :type agent_id: str
-
-      :returns: Description of the agent.
-      :rtype: Agent
-
-
-
-   .. py:method:: list_versions(limit = 100, start_after_version = None)
-
-      List all versions of an agent.
-
-      :param limit: If provided, limits the number of agent versions returned.
-      :type limit: int
-      :param start_after_version: Unique string identifier of the version after which the list starts.
-      :type start_after_version: str
-
-      :returns: An array of Agent versions.
-      :rtype: list[AgentVersion]
-
-
-
-   .. py:method:: wait_for_publish(timeout=None)
-
-      A waiting call until agent is published.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out.
-      :type timeout: int
-
-
-
-   .. py:method:: get_status()
-
-      Gets the status of the agent publishing.
-
-      :returns: A string describing the status of a agent publishing (pending, complete, etc.).
-      :rtype: str
-
-
-
-.. py:class:: AgentDataExecutionResult(client, response=None, deploymentConversationId=None, docInfos={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Results of agent execution with uploaded data.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param response: The result of agent conversation execution.
-   :type response: str
-   :param deploymentConversationId: The unique identifier of the deployment conversation.
-   :type deploymentConversationId: id
-   :param docInfos: A list of dict containing information on documents uploaded to agent.
-   :type docInfos: AgentDataDocumentInfo
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: AgentVersion(client, agentVersion=None, status=None, agentId=None, agentConfig=None, publishingStartedAt=None, publishingCompletedAt=None, pendingDeploymentIds=None, failedDeploymentIds=None, error=None, agentExecutionConfig=None, codeSource={}, workflowGraph={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A version of an AI agent.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param agentVersion: The unique identifier of an agent version.
-   :type agentVersion: str
-   :param status: The current status of the model.
-   :type status: str
-   :param agentId: A reference to the agent this version belongs to.
-   :type agentId: str
-   :param agentConfig: The config options used to create this agent.
-   :type agentConfig: dict
-   :param publishingStartedAt: The start time and date of the training process in ISO-8601 format.
-   :type publishingStartedAt: str
-   :param publishingCompletedAt: The end time and date of the training process in ISO-8601 format.
-   :type publishingCompletedAt: str
-   :param pendingDeploymentIds: List of deployment IDs where deployment is pending.
-   :type pendingDeploymentIds: list
-   :param failedDeploymentIds: List of failed deployment IDs.
-   :type failedDeploymentIds: list
-   :param error: Relevant error if the status is FAILED.
-   :type error: str
-   :param agentExecutionConfig: The config for arguments used to execute the agent.
-   :type agentExecutionConfig: dict
-   :param codeSource: If a python model, information on where the source code is located.
-   :type codeSource: CodeSource
-   :param workflowGraph: The workflow graph for the agent.
-   :type workflowGraph: WorkflowGraph
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: AgentVersion
-
-
-
-   .. py:method:: describe()
-
-      Retrieves a full description of the specified agent version.
-
-      :param agent_version: Unique string identifier of the agent version.
-      :type agent_version: str
-
-      :returns: A agent version.
-      :rtype: AgentVersion
-
-
-
-   .. py:method:: wait_for_publish(timeout=None)
-
-      A waiting call until agent gets published.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out.
-      :type timeout: int
-
-
-
-   .. py:method:: get_status()
-
-      Gets the status of the model version under training.
-
-      :returns: A string describing the status of a model training (pending, complete, etc.).
-      :rtype: str
-
-
-
-.. py:class:: Algorithm(client, name=None, problemType=None, createdAt=None, updatedAt=None, isDefaultEnabled=None, trainingInputMappings=None, trainFunctionName=None, predictFunctionName=None, predictManyFunctionName=None, initializeFunctionName=None, configOptions=None, algorithmId=None, useGpu=None, algorithmTrainingConfig=None, onlyOfflineDeployable=None, codeSource={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Customer created algorithm
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param name: The name of the algorithm
-   :type name: str
-   :param problemType: The type of the problem this algorithm will work on
-   :type problemType: str
-   :param createdAt: When the algorithm was created
-   :type createdAt: str
-   :param updatedAt: When the algorithm was last updated
-   :type updatedAt: str
-   :param isDefaultEnabled: Whether train with the algorithm by default
-   :type isDefaultEnabled: bool
-   :param trainingInputMappings: The mappings for train function parameters' names, e.g. names for training data, name for training config
-   :type trainingInputMappings: dict
-   :param trainFunctionName: Name of the function found in the source code that will be executed to train the model. It is not executed when this function is run.
-   :type trainFunctionName: str
-   :param predictFunctionName: Name of the function found in the source code that will be executed run predictions through model. It is not executed when this function is run.
-   :type predictFunctionName: str
-   :param predictManyFunctionName: Name of the function found in the source code that will be executed for batch prediction of the model. It is not executed when this function is run.
-   :type predictManyFunctionName: str
-   :param initializeFunctionName: Name of the function found in the source code to initialize the trained model before using it to make predictions using the model
-   :type initializeFunctionName: str
-   :param configOptions: Map dataset types and configs to train function parameter names
-   :type configOptions: dict
-   :param algorithmId: The unique identifier of the algorithm
-   :type algorithmId: str
-   :param useGpu: Whether to use gpu for model training
-   :type useGpu: bool
-   :param algorithmTrainingConfig: The algorithm specific training config
-   :type algorithmTrainingConfig: dict
-   :param onlyOfflineDeployable: Whether or not the algorithm is only allowed to be deployed offline
-   :type onlyOfflineDeployable: bool
-   :param codeSource: Info about the source code of the algorithm
-   :type codeSource: CodeSource
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: AnnotationConfig(client, featureAnnotationConfigs=None, labels=None, statusFeature=None, commentsFeatures=None, metadataFeature=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Annotation config for a feature group
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param featureAnnotationConfigs: List of feature annotation configs
-   :type featureAnnotationConfigs: list
-   :param labels: List of labels
-   :type labels: list
-   :param statusFeature: Name of the feature that contains the status of the annotation (Optional)
-   :type statusFeature: str
-   :param commentsFeatures: Features that contain comments for the annotation (Optional)
-   :type commentsFeatures: list
-   :param metadataFeature: Name of the feature that contains the metadata for the annotation (Optional)
-   :type metadataFeature: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: AnnotationDocument(client, docId=None, featureGroupRowIdentifier=None, featureGroupRowIndex=None, totalRows=None, isAnnotationPresent=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Document to be annotated.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param docId: The docstore Document ID of the document.
-   :type docId: str
-   :param featureGroupRowIdentifier: The key value of the feature group row the annotation is on. Usually the primary key value.
-   :type featureGroupRowIdentifier: str
-   :param featureGroupRowIndex: The index of the document row in the feature group.
-   :type featureGroupRowIndex: int
-   :param totalRows: The total number of rows in the feature group.
-   :type totalRows: int
-   :param isAnnotationPresent: Whether the document already has an annotation. Returns None if feature group is not under annotations review mode.
-   :type isAnnotationPresent: bool
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: AnnotationEntry(client, featureGroupId=None, featureName=None, docId=None, featureGroupRowIdentifier=None, updatedAt=None, annotationEntryMarker=None, status=None, lockedUntil=None, verificationInfo=None, annotation={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   An Annotation Store entry for an Annotation
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param featureGroupId: The ID of the feature group this annotation belongs to.
-   :type featureGroupId: str
-   :param featureName: name of the feature this annotation is on.
-   :type featureName: str
-   :param docId: The ID of the primary document the annotation is on.
-   :type docId: str
-   :param featureGroupRowIdentifier: The key value of the feature group row the annotation is on (cast to string). Usually the primary key value.
-   :type featureGroupRowIdentifier: str
-   :param updatedAt: Most recent time the annotation entry was modified, e.g. creation or update time.
-   :type updatedAt: str
-   :param annotationEntryMarker: The entry marker for the annotation.
-   :type annotationEntryMarker: str
-   :param status: The status of labeling the document.
-   :type status: str
-   :param lockedUntil: The time until which the document is locked for editing,  in ISO-8601 format.
-   :type lockedUntil: str
-   :param verificationInfo: The verification info for the annotation.
-   :type verificationInfo: dict
-   :param annotation: json-compatible structure holding the type and value of the annotation.
-   :type annotation: Annotation
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: AnnotationsStatus(client, total=None, done=None, inProgress=None, todo=None, latestUpdatedAt=None, isMaterializationNeeded=None, latestMaterializedAnnotationConfig={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   The status of annotations for a feature group
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param total: The total number of documents annotated
-   :type total: int
-   :param done: The number of documents annotated
-   :type done: int
-   :param inProgress: The number of documents currently being annotated
-   :type inProgress: int
-   :param todo: The number of documents that need to be annotated
-   :type todo: int
-   :param latestUpdatedAt: The latest time an annotation was updated (ISO-8601 format)
-   :type latestUpdatedAt: str
-   :param isMaterializationNeeded: Whether feature group needs to be materialized before using for annotations
-   :type isMaterializationNeeded: bool
-   :param latestMaterializedAnnotationConfig: The annotation config corresponding to the latest materialized feature group
-   :type latestMaterializedAnnotationConfig: AnnotationConfig
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: AgentInterface
-
-   Bases: :py:obj:`ApiEnum`
-
-
-   Generic enumeration.
-
-   Derive from this class to define new enumerations.
-
-
-   .. py:attribute:: DEFAULT
-      :value: 'DEFAULT'
-
-
-
-   .. py:attribute:: CHAT
-      :value: 'CHAT'
-
-
-
-.. py:class:: AlertActionConfig
-
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
-
-
-   An abstract class for alert action configs
-
-
-   .. py:attribute:: action_type
-      :type:  abacusai.api_class.enums.AlertActionType
-
-
-   .. py:method:: _get_builder()
-      :classmethod:
-
-
-
-.. py:class:: AlertConditionConfig
-
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
-
-
-   An abstract class for alert condition configs
-
-
-   .. py:attribute:: alert_type
-      :type:  abacusai.api_class.enums.MonitorAlertType
-
-
-   .. py:method:: _get_builder()
-      :classmethod:
-
-
-
-.. py:class:: ApiClass
-
-   Bases: :py:obj:`abc.ABC`
-
-
-   Helper class that provides a standard way to create an ABC using
-   inheritance.
-
-
-   .. py:attribute:: _upper_snake_case_keys
-      :type:  bool
-
-
-   .. py:attribute:: _support_kwargs
-      :type:  bool
-
-
-   .. py:method:: __post_init__()
-
-
-   .. py:method:: _get_builder()
-      :classmethod:
-
-
-
-   .. py:method:: __str__()
-
-      Return str(self).
-
-
-
-   .. py:method:: _repr_html_()
-
-
-   .. py:method:: __getitem__(item)
-
-
-   .. py:method:: __setitem__(item, value)
-
-
-   .. py:method:: _unset_item(item)
-
-
-   .. py:method:: get(item, default = None)
-
-
-   .. py:method:: pop(item, default = NotImplemented)
-
-
-   .. py:method:: to_dict()
-
-      Standardizes converting an ApiClass to dictionary.
-      Keys of response dictionary are converted to camel case.
-      This also validates the fields ( type, value, etc ) received in the dictionary.
-
-
-
-   .. py:method:: from_dict(input_dict)
-      :classmethod:
-
-
-
-.. py:class:: ApiEnum
-
-   Bases: :py:obj:`enum.Enum`
-
-
-   Generic enumeration.
-
-   Derive from this class to define new enumerations.
-
-
-   .. py:method:: __eq__(other)
-
-      Return self==value.
-
-
-
-   .. py:method:: __hash__()
-
-      Return hash(self).
-
-
-
-.. py:class:: ApplicationConnectorDatasetConfig
-
-   Bases: :py:obj:`abacusai.api_class.dataset.DatasetConfig`
-
-
-   An abstract class for dataset configs specific to application connectors.
-
-   :param application_connector_type: The type of application connector
-   :type application_connector_type: enums.ApplicationConnectorType
-
-
-   .. py:attribute:: application_connector_type
-      :type:  abacusai.api_class.enums.ApplicationConnectorType
-
-
-   .. py:method:: _get_builder()
-      :classmethod:
-
-
-
-.. py:class:: BatchPredictionArgs
-
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
-
-
-   An abstract class for Batch Prediction args specific to problem type.
-
-
-   .. py:attribute:: _support_kwargs
-      :type:  bool
-
-
-   .. py:attribute:: kwargs
-      :type:  dict
-
-
-   .. py:attribute:: problem_type
-      :type:  abacusai.api_class.enums.ProblemType
-
-
-   .. py:method:: _get_builder()
-      :classmethod:
-
-
-
-.. py:class:: BlobInput
-
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
-
-
-   Binary large object input data.
-
-   :param filename: The original filename of the blob.
-   :type filename: str
-   :param contents: The binary contents of the blob.
-   :type contents: bytes
-   :param mime_type: The mime type of the blob.
-   :type mime_type: str
-   :param size: The size of the blob in bytes.
-   :type size: int
-
-
-   .. py:attribute:: filename
-      :type:  str
-
-
-   .. py:attribute:: contents
-      :type:  bytes
-
-
-   .. py:attribute:: mime_type
-      :type:  str
-
-
-   .. py:attribute:: size
-      :type:  int
-
-
-   .. py:method:: from_local_file(file_path)
-      :classmethod:
-
-
-
-   .. py:method:: from_contents(contents, filename = None, mime_type = None)
-      :classmethod:
-
-
-
-.. py:class:: DatasetDocumentProcessingConfig
-
-   Bases: :py:obj:`DocumentProcessingConfig`
-
-
-   Document processing configuration for dataset imports.
-
-   :param extract_bounding_boxes: Whether to perform OCR and extract bounding boxes. If False, no OCR will be done but only the embedded text from digital documents will be extracted. Defaults to False.
-   :type extract_bounding_boxes: bool
-   :param ocr_mode: OCR mode. There are different OCR modes available for different kinds of documents and use cases. This option only takes effect when extract_bounding_boxes is True.
-   :type ocr_mode: OcrMode
-   :param use_full_ocr: Whether to perform full OCR. If True, OCR will be performed on the full page. If False, OCR will be performed on the non-text regions only. By default, it will be decided automatically based on the OCR mode and the document type. This option only takes effect when extract_bounding_boxes is True.
-   :type use_full_ocr: bool
-   :param remove_header_footer: Whether to remove headers and footers. Defaults to False. This option only takes effect when extract_bounding_boxes is True.
-   :type remove_header_footer: bool
-   :param remove_watermarks: Whether to remove watermarks. By default, it will be decided automatically based on the OCR mode and the document type. This option only takes effect when extract_bounding_boxes is True.
-   :type remove_watermarks: bool
-   :param convert_to_markdown: Whether to convert extracted text to markdown. Defaults to False. This option only takes effect when extract_bounding_boxes is True.
-   :type convert_to_markdown: bool
-   :param page_text_column: Name of the output column which contains the extracted text for each page. If not provided, no column will be created.
-   :type page_text_column: str
-
-
-   .. py:attribute:: page_text_column
-      :type:  str
-      :value: None
-
-
-
-.. py:class:: DataType
-
-   Bases: :py:obj:`ApiEnum`
-
-
-   Generic enumeration.
-
-   Derive from this class to define new enumerations.
-
-
-   .. py:attribute:: INTEGER
-      :value: 'integer'
-
-
-
-   .. py:attribute:: FLOAT
-      :value: 'float'
-
-
-
-   .. py:attribute:: STRING
-      :value: 'string'
-
-
-
-   .. py:attribute:: DATE
-      :value: 'date'
-
-
-
-   .. py:attribute:: DATETIME
-      :value: 'datetime'
-
-
-
-   .. py:attribute:: BOOLEAN
-      :value: 'boolean'
-
-
-
-   .. py:attribute:: LIST
-      :value: 'list'
-
-
-
-   .. py:attribute:: STRUCT
-      :value: 'struct'
-
-
-
-   .. py:attribute:: NULL
-      :value: 'null'
-
-
-
-.. py:class:: DocumentProcessingConfig
-
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
-
-
-   Document processing configuration.
-
-   :param extract_bounding_boxes: Whether to perform OCR and extract bounding boxes. If False, no OCR will be done but only the embedded text from digital documents will be extracted. Defaults to False.
-   :type extract_bounding_boxes: bool
-   :param ocr_mode: OCR mode. There are different OCR modes available for different kinds of documents and use cases. This option only takes effect when extract_bounding_boxes is True.
-   :type ocr_mode: OcrMode
-   :param use_full_ocr: Whether to perform full OCR. If True, OCR will be performed on the full page. If False, OCR will be performed on the non-text regions only. By default, it will be decided automatically based on the OCR mode and the document type. This option only takes effect when extract_bounding_boxes is True.
-   :type use_full_ocr: bool
-   :param remove_header_footer: Whether to remove headers and footers. Defaults to False. This option only takes effect when extract_bounding_boxes is True.
-   :type remove_header_footer: bool
-   :param remove_watermarks: Whether to remove watermarks. By default, it will be decided automatically based on the OCR mode and the document type. This option only takes effect when extract_bounding_boxes is True.
-   :type remove_watermarks: bool
-   :param convert_to_markdown: Whether to convert extracted text to markdown. Defaults to False. This option only takes effect when extract_bounding_boxes is True.
-   :type convert_to_markdown: bool
-
-
-   .. py:attribute:: extract_bounding_boxes
-      :type:  bool
-      :value: False
-
-
-
-   .. py:attribute:: ocr_mode
-      :type:  abacusai.api_class.enums.OcrMode
-
-
-   .. py:attribute:: use_full_ocr
-      :type:  bool
-      :value: None
-
-
-
-   .. py:attribute:: remove_header_footer
-      :type:  bool
-      :value: False
-
-
-
-   .. py:attribute:: remove_watermarks
-      :type:  bool
-      :value: True
-
-
-
-   .. py:attribute:: convert_to_markdown
-      :type:  bool
-      :value: False
-
-
-
-.. py:class:: EvalArtifactType
-
-   Bases: :py:obj:`ApiEnum`
-
-
-   Generic enumeration.
-
-   Derive from this class to define new enumerations.
-
-
-   .. py:attribute:: FORECASTING_ACCURACY
-      :value: 'bar_chart'
-
-
-
-   .. py:attribute:: FORECASTING_VOLUME
-      :value: 'bar_chart_volume'
-
-
-
-   .. py:attribute:: FORECASTING_HISTORY_LENGTH_ACCURACY
-      :value: 'bar_chart_accuracy_by_history'
-
-
-
-.. py:class:: ForecastingMonitorConfig
-
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
-
-
-   Forecasting Monitor Configuration
-
-   :param id_column: The name of the column that contains the unique identifier for the time series.
-   :type id_column: str
-   :param timestamp_column: The name of the column that contains the timestamp for the time series.
-   :type timestamp_column: str
-   :param target_column: The name of the column that contains the target value for the time series.
-   :type target_column: str
-   :param start_time: The start time of the time series data.
-   :type start_time: str
-   :param end_time: The end time of the time series data.
-   :type end_time: str
-   :param window_config: The windowing configuration for the time series data.
-   :type window_config: TimeWindowConfig
-
-
-   .. py:attribute:: id_column
-      :type:  str
-
-
-   .. py:attribute:: timestamp_column
-      :type:  str
-
-
-   .. py:attribute:: target_column
-      :type:  str
-
-
-   .. py:attribute:: start_time
-      :type:  str
-
-
-   .. py:attribute:: end_time
-      :type:  str
-
-
-   .. py:attribute:: window_config
-      :type:  TimeWindowConfig
-
-
-   .. py:method:: to_dict()
-
-      Standardizes converting an ApiClass to dictionary.
-      Keys of response dictionary are converted to camel case.
-      This also validates the fields ( type, value, etc ) received in the dictionary.
-
-
-
-.. py:class:: IncrementalDatabaseConnectorConfig
-
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
-
-
-   Config information for incremental datasets from database connectors
-
-   :param timestamp_column: If dataset is incremental, this is the column name of the required column in the dataset. This column must contain timestamps in descending order which are used to determine the increments of the incremental dataset.
-   :type timestamp_column: str
-
-
-   .. py:attribute:: timestamp_column
-      :type:  str
-
-
-.. py:class:: LLMName
-
-   Bases: :py:obj:`ApiEnum`
-
-
-   Generic enumeration.
-
-   Derive from this class to define new enumerations.
-
-
-   .. py:attribute:: OPENAI_GPT4
-      :value: 'OPENAI_GPT4'
-
-
-
-   .. py:attribute:: OPENAI_GPT4_32K
-      :value: 'OPENAI_GPT4_32K'
-
-
-
-   .. py:attribute:: OPENAI_GPT4_128K
-      :value: 'OPENAI_GPT4_128K'
-
-
-
-   .. py:attribute:: OPENAI_GPT4_128K_LATEST
-      :value: 'OPENAI_GPT4_128K_LATEST'
-
-
-
-   .. py:attribute:: OPENAI_GPT4_VISION
-      :value: 'OPENAI_GPT4_VISION'
-
-
-
-   .. py:attribute:: OPENAI_GPT4O
-      :value: 'OPENAI_GPT4O'
-
-
-
-   .. py:attribute:: OPENAI_GPT3_5
-      :value: 'OPENAI_GPT3_5'
-
-
-
-   .. py:attribute:: OPENAI_GPT3_5_TEXT
-      :value: 'OPENAI_GPT3_5_TEXT'
-
-
-
-   .. py:attribute:: LLAMA3_LARGE_CHAT
-      :value: 'LLAMA3_LARGE_CHAT'
-
-
-
-   .. py:attribute:: GROQ_LLAMA3_LARGE_CHAT
-      :value: 'GROQ_LLAMA3_LARGE_CHAT'
-
-
-
-   .. py:attribute:: CLAUDE_V2_1
-      :value: 'CLAUDE_V2_1'
-
-
-
-   .. py:attribute:: CLAUDE_V3_OPUS
-      :value: 'CLAUDE_V3_OPUS'
-
-
-
-   .. py:attribute:: CLAUDE_V3_SONNET
-      :value: 'CLAUDE_V3_SONNET'
-
-
-
-   .. py:attribute:: CLAUDE_V3_HAIKU
-      :value: 'CLAUDE_V3_HAIKU'
-
-
-
-   .. py:attribute:: ABACUS_GIRAFFE
-      :value: 'ABACUS_GIRAFFE'
-
-
-
-   .. py:attribute:: ABACUS_GIRAFFE_LARGE
-      :value: 'ABACUS_GIRAFFE_LARGE'
-
-
-
-   .. py:attribute:: LLAMA2_CHAT
-      :value: 'LLAMA2_CHAT'
-
-
-
-   .. py:attribute:: PALM
-      :value: 'PALM'
-
-
-
-   .. py:attribute:: PALM_TEXT
-      :value: 'PALM_TEXT'
-
-
-
-   .. py:attribute:: GEMINI_PRO
-      :value: 'GEMINI_PRO'
-
-
-
-   .. py:attribute:: GEMINI_1_5_PRO
-      :value: 'GEMINI_1_5_PRO'
-
-
-
-   .. py:attribute:: MIXTRAL_CHAT
-      :value: 'MIXTRAL_CHAT'
-
-
-
-   .. py:attribute:: MISTRAL_MEDIUM
-      :value: 'MISTRAL_MEDIUM'
-
-
-
-   .. py:attribute:: ABACUS_SMAUG3
-      :value: 'ABACUS_SMAUG3'
-
-
-
-.. py:class:: MergeConfig
-
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
-
-
-   An abstract class for the merge config of a feature group
-
-
-   .. py:attribute:: merge_mode
-      :type:  abacusai.api_class.enums.MergeMode
-
-
-   .. py:method:: _get_builder()
-      :classmethod:
-
-
-
-   .. py:method:: __post_init__()
-
-
-.. py:class:: ParsingConfig
-
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
-
-
-   Custom config for dataset parsing.
-
-   :param escape: Escape character for CSV files. Defaults to '"'.
-   :type escape: str
-   :param csv_delimiter: Delimiter for CSV files. Defaults to None.
-   :type csv_delimiter: str
-   :param file_path_with_schema: Path to the file with schema. Defaults to None.
-   :type file_path_with_schema: str
-
-
-   .. py:attribute:: escape
-      :type:  str
-
-
-   .. py:attribute:: csv_delimiter
-      :type:  str
-
-
-   .. py:attribute:: file_path_with_schema
-      :type:  str
-
-
-.. py:class:: PredictionArguments
-
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
-
-
-   An abstract class for prediction arguments specific to problem type.
-
-
-   .. py:attribute:: _support_kwargs
-      :type:  bool
-
-
-   .. py:attribute:: kwargs
-      :type:  dict
-
-
-   .. py:attribute:: problem_type
-      :type:  abacusai.api_class.enums.ProblemType
-
-
-   .. py:method:: _get_builder()
-      :classmethod:
-
-
-
-.. py:class:: ProjectFeatureGroupConfig
-
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
-
-
-   An abstract class for project feature group configuration.
-
-
-   .. py:attribute:: type
-      :type:  abacusai.api_class.enums.ProjectConfigType
-
-
-   .. py:method:: _get_builder()
-      :classmethod:
-
-
-
-.. py:class:: PythonFunctionType
-
-   Bases: :py:obj:`ApiEnum`
-
-
-   Generic enumeration.
-
-   Derive from this class to define new enumerations.
-
-
-   .. py:attribute:: FEATURE_GROUP
-      :value: 'FEATURE_GROUP'
-
-
-
-   .. py:attribute:: PLOTLY_FIG
-      :value: 'PLOTLY_FIG'
-
-
-
-   .. py:attribute:: STEP_FUNCTION
-      :value: 'STEP_FUNCTION'
-
-
-
-.. py:class:: SamplingConfig
-
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
-
-
-   An abstract class for the sampling config of a feature group
-
-
-   .. py:attribute:: sampling_method
-      :type:  abacusai.api_class.enums.SamplingMethodType
-
-
-   .. py:method:: _get_builder()
-      :classmethod:
-
-
-
-   .. py:method:: __post_init__()
-
-
-.. py:class:: TrainingConfig
-
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
-
-
-   An abstract class for the training config options used to train the model.
-
-
-   .. py:attribute:: _upper_snake_case_keys
-      :type:  bool
-
-
-   .. py:attribute:: _support_kwargs
-      :type:  bool
-
-
-   .. py:attribute:: kwargs
-      :type:  dict
-
-
-   .. py:attribute:: problem_type
-      :type:  abacusai.api_class.enums.ProblemType
-
-
-   .. py:attribute:: algorithm
-      :type:  str
-
-
-   .. py:method:: _get_builder()
-      :classmethod:
-
-
-
-.. py:class:: VectorStoreConfig
-
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
-
-
-   Config for indexing options of a document retriever. Default values of optional arguments are heuristically selected by the Abacus.AI platform based on the underlying data.
-
-   :param chunk_size: The size of text chunks in the vector store.
-   :type chunk_size: int
-   :param chunk_overlap_fraction: The fraction of overlap between chunks.
-   :type chunk_overlap_fraction: float
-   :param text_encoder: Encoder used to index texts from the documents.
-   :type text_encoder: VectorStoreTextEncoder
-   :param chunk_size_factors: Chunking data with multiple sizes. The specified list of factors are used to calculate more sizes, in addition to `chunk_size`.
-   :type chunk_size_factors: list
-   :param score_multiplier_column: If provided, will use the values in this metadata column to modify the relevance score of returned chunks for all queries.
-   :type score_multiplier_column: str
-   :param prune_vectors: Transform vectors using SVD so that the average component of vectors in the corpus are removed.
-   :type prune_vectors: bool
-
-
-   .. py:attribute:: chunk_size
-      :type:  int
-
-
-   .. py:attribute:: chunk_overlap_fraction
-      :type:  float
-
-
-   .. py:attribute:: text_encoder
-      :type:  abacusai.api_class.enums.VectorStoreTextEncoder
-
-
-   .. py:attribute:: chunk_size_factors
-      :type:  list
-
-
-   .. py:attribute:: score_multiplier_column
-      :type:  str
-
-
-   .. py:attribute:: prune_vectors
-      :type:  bool
-
-
-.. py:function:: get_clean_function_source_code(func)
-
-.. py:function:: snake_case(value)
-
-.. py:class:: WorkflowGraph
-
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
-
-
-   An Agent workflow graph. The edges define the node invokation order. The workflow must follow linear invokation order.
-
-   :param nodes: A list of nodes in the workflow graph.
-   :type nodes: List[WorkflowGraphNode]
-   :param edges: A list of edges in the workflow graph, where each edge is a tuple of source, target and details.
-   :type edges: List[WorkflowGraphEdge]
-
-
-   .. py:attribute:: nodes
-      :type:  List[WorkflowGraphNode]
-
-
-   .. py:attribute:: edges
-      :type:  List[WorkflowGraphEdge]
-
-
-   .. py:method:: to_dict()
-
-      Standardizes converting an ApiClass to dictionary.
-      Keys of response dictionary are converted to camel case.
-      This also validates the fields ( type, value, etc ) received in the dictionary.
-
-
-
-   .. py:method:: from_dict(graph)
-      :classmethod:
-
-
-
-.. py:data:: INVALID_PANDAS_COLUMN_NAME_CHARACTERS
-   :value: '[^A-Za-z0-9_]'
-
-
-.. py:class:: StreamingHandler
-
-   Bases: :py:obj:`str`
-
-
-   str(object='') -> str
-   str(bytes_or_buffer[, encoding[, errors]]) -> str
-
-   Create a new string object from the given object. If encoding or
-   errors is specified, then the object must expose a data buffer
-   that will be decoded using the given encoding and error handler.
-   Otherwise, returns the result of object.__str__() (if defined)
-   or repr(object).
-   encoding defaults to sys.getdefaultencoding().
-   errors defaults to 'strict'.
-
-
-   .. py:method:: process_streaming_data(value, context, section_key, data_type)
-      :classmethod:
-
-
-
-.. py:class:: StreamType
-
-   Bases: :py:obj:`enum.Enum`
-
-
-   Generic enumeration.
-
-   Derive from this class to define new enumerations.
-
-
-   .. py:attribute:: MESSAGE
-      :value: 'message'
-
-
-
-   .. py:attribute:: SECTION_OUTPUT
-      :value: 'section_output'
-
-
-
-.. py:function:: clean_column_name(column)
-
-.. py:function:: get_object_from_context(client, context, variable_name, return_type)
-
-.. py:class:: ApiEndpoint(client, apiEndpoint=None, predictEndpoint=None, proxyEndpoint=None, llmEndpoint=None, externalChatEndpoint=None, dashboardEndpoint=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   An collection of endpoints which can be used to make requests to, such as api calls or predict calls
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param apiEndpoint: The URI that can be used to make API calls
-   :type apiEndpoint: str
-   :param predictEndpoint: The URI that can be used to make predict calls against Deployments
-   :type predictEndpoint: str
-   :param proxyEndpoint: The URI that can be used to make proxy server calls
-   :type proxyEndpoint: str
-   :param llmEndpoint: The URI that can be used to make llm api calls
-   :type llmEndpoint: str
-   :param externalChatEndpoint: The URI that can be used to access the external chat
-   :type externalChatEndpoint: str
-   :param dashboardEndpoint: The URI that the external chat will use to go back to the dashboard
-   :type dashboardEndpoint: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: ApiKey(client, apiKeyId=None, apiKey=None, tag=None, createdAt=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   An API Key to authenticate requests to the Abacus.AI API
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param apiKeyId: The unique ID for the API key
-   :type apiKeyId: str
-   :param apiKey: The unique API key scoped to a specific organization. Value will be partially obscured.
-   :type apiKey: str
-   :param tag: A user-friendly tag for the API key.
-   :type tag: str
-   :param createdAt: The timestamp when the API key was created.
-   :type createdAt: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: delete()
-
-      Delete a specified API key.
-
-      :param api_key_id: The ID of the API key to delete.
-      :type api_key_id: str
-
-
-
-.. py:class:: AppUserGroup(client, name=None, userGroupId=None, externalApplicationIds=None, invitedUserEmails=None, publicUserGroup=None, hasExternalApplicationReporting=None, isExternalServiceGroup=None, externalServiceGroupId=None, users={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   An app user group. This is used to determine which users have permissions for external chatbots.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param name: The name of the user group.
-   :type name: str
-   :param userGroupId: The unique identifier of the user group.
-   :type userGroupId: str
-   :param externalApplicationIds: The ids of the external applications the group has access to.
-   :type externalApplicationIds: list[str]
-   :param invitedUserEmails: The emails of the users invited to the user group who have not yet accepted the invite.
-   :type invitedUserEmails: list[str]
-   :param publicUserGroup: Boolean flag whether the app user group is the public user group of the org or not.
-   :type publicUserGroup: bool
-   :param hasExternalApplicationReporting: Whether users in the App User Group have permission to view all reports in their organization.
-   :type hasExternalApplicationReporting: bool
-   :param isExternalServiceGroup: Whether the App User Group corresponds to a user group that's defined in an external service (i.e Microsft Active Directory or Okta) or not
-   :type isExternalServiceGroup: bool
-   :param externalServiceGroupId: The identifier that corresponds to the app user group's external service group representation
-   :type externalServiceGroupId: str
-   :param users: The users in the user group.
-   :type users: User
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: ApplicationConnector(client, applicationConnectorId=None, service=None, name=None, createdAt=None, status=None, auth=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A connector to an external service
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param applicationConnectorId: The unique ID for the connection.
-   :type applicationConnectorId: str
-   :param service: The service this connection connects to
-   :type service: str
-   :param name: A user-friendly name for the service
-   :type name: str
-   :param createdAt: When the API key was created
-   :type createdAt: str
-   :param status: The status of the Application Connector
-   :type status: str
-   :param auth: Non-secret connection information for this connector
-   :type auth: dict
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: rename(name)
-
-      Renames a Application Connector
-
-      :param name: A new name for the application connector.
-      :type name: str
-
-
-
-   .. py:method:: delete()
-
-      Delete an application connector.
-
-      :param application_connector_id: The unique identifier for the application connector.
-      :type application_connector_id: str
-
-
-
-   .. py:method:: list_objects()
-
-      Lists querable objects in the application connector.
-
-      :param application_connector_id: Unique string identifier for the application connector.
-      :type application_connector_id: str
-
-
-
-   .. py:method:: verify()
-
-      Checks if Abacus.AI can access the application using the provided application connector ID.
-
-      :param application_connector_id: Unique string identifier for the application connector.
-      :type application_connector_id: str
-
-
-
-.. py:class:: BatchPrediction(client, batchPredictionId=None, createdAt=None, name=None, deploymentId=None, fileConnectorOutputLocation=None, databaseConnectorId=None, databaseOutputConfiguration=None, fileOutputFormat=None, connectorType=None, legacyInputLocation=None, outputFeatureGroupId=None, featureGroupTableName=None, outputFeatureGroupTableName=None, summaryFeatureGroupTableName=None, csvInputPrefix=None, csvPredictionPrefix=None, csvExplanationsPrefix=None, outputIncludesMetadata=None, resultInputColumns=None, modelMonitorId=None, modelVersion=None, bpAcrossVersionsMonitorId=None, algorithm=None, batchPredictionArgsType=None, batchInputs={}, latestBatchPredictionVersion={}, refreshSchedules={}, inputFeatureGroups={}, globalPredictionArgs={}, batchPredictionArgs={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Make batch predictions.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param batchPredictionId: The unique identifier of the batch prediction request.
-   :type batchPredictionId: str
-   :param createdAt: When the batch prediction was created, in ISO-8601 format.
-   :type createdAt: str
-   :param name: Name given to the batch prediction object.
-   :type name: str
-   :param deploymentId: The deployment used to make the predictions.
-   :type deploymentId: str
-   :param fileConnectorOutputLocation: Contains information about where the batch predictions are written to.
-   :type fileConnectorOutputLocation: str
-   :param databaseConnectorId: The database connector to write the results to.
-   :type databaseConnectorId: str
-   :param databaseOutputConfiguration: Contains information about where the batch predictions are written to.
-   :type databaseOutputConfiguration: dict
-   :param fileOutputFormat: The format of the batch prediction output (CSV or JSON).
-   :type fileOutputFormat: str
-   :param connectorType: Null if writing to internal console, else FEATURE_GROUP | FILE_CONNECTOR | DATABASE_CONNECTOR.
-   :type connectorType: str
-   :param legacyInputLocation: The location of the input data.
-   :type legacyInputLocation: str
-   :param outputFeatureGroupId: The Batch Prediction output feature group ID if applicable
-   :type outputFeatureGroupId: str
-   :param featureGroupTableName: The table name of the Batch Prediction output feature group.
-   :type featureGroupTableName: str
-   :param outputFeatureGroupTableName: The table name of the Batch Prediction output feature group.
-   :type outputFeatureGroupTableName: str
-   :param summaryFeatureGroupTableName: The table name of the metrics summary feature group output by Batch Prediction.
-   :type summaryFeatureGroupTableName: str
-   :param csvInputPrefix: A prefix to prepend to the input columns, only applies when output format is CSV.
-   :type csvInputPrefix: str
-   :param csvPredictionPrefix: A prefix to prepend to the prediction columns, only applies when output format is CSV.
-   :type csvPredictionPrefix: str
-   :param csvExplanationsPrefix: A prefix to prepend to the explanation columns, only applies when output format is CSV.
-   :type csvExplanationsPrefix: str
-   :param outputIncludesMetadata: If true, output will contain columns including prediction start time, batch prediction version, and model version.
-   :type outputIncludesMetadata: bool
-   :param resultInputColumns: If present, will limit result files or feature groups to only include columns present in this list.
-   :type resultInputColumns: list
-   :param modelMonitorId: The model monitor for this batch prediction.
-   :type modelMonitorId: str
-   :param modelVersion: The model instance used in the deployment for the batch prediction.
-   :type modelVersion: str
-   :param bpAcrossVersionsMonitorId: The model monitor for this batch prediction across versions.
-   :type bpAcrossVersionsMonitorId: str
-   :param algorithm: The algorithm that is currently deployed.
-   :type algorithm: str
-   :param batchPredictionArgsType: The type of batch prediction arguments used for this batch prediction.
-   :type batchPredictionArgsType: str
-   :param batchInputs: Inputs to the batch prediction.
-   :type batchInputs: PredictionInput
-   :param latestBatchPredictionVersion: The latest batch prediction version.
-   :type latestBatchPredictionVersion: BatchPredictionVersion
-   :param refreshSchedules: List of refresh schedules that dictate the next time the batch prediction will be run.
-   :type refreshSchedules: RefreshSchedule
-   :param inputFeatureGroups: List of prediction feature groups.
-   :type inputFeatureGroups: PredictionFeatureGroup
-   :param globalPredictionArgs:
-   :type globalPredictionArgs: BatchPredictionArgs
-   :param batchPredictionArgs: Argument(s) passed to every prediction call.
-   :type batchPredictionArgs: BatchPredictionArgs
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: start()
-
-      Creates a new batch prediction version job for a given batch prediction job description.
-
-      :param batch_prediction_id: The unique identifier of the batch prediction to create a new version of.
-      :type batch_prediction_id: str
-
-      :returns: The batch prediction version started by this method call.
-      :rtype: BatchPredictionVersion
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: BatchPrediction
-
-
-
-   .. py:method:: describe()
-
-      Describe the batch prediction.
-
-      :param batch_prediction_id: The unique identifier associated with the batch prediction.
-      :type batch_prediction_id: str
-
-      :returns: The batch prediction description.
-      :rtype: BatchPrediction
-
-
-
-   .. py:method:: list_versions(limit = 100, start_after_version = None)
-
-      Retrieves a list of versions of a given batch prediction
-
-      :param limit: Number of versions to list.
-      :type limit: int
-      :param start_after_version: Version to start after.
-      :type start_after_version: str
-
-      :returns: List of batch prediction versions.
-      :rtype: list[BatchPredictionVersion]
-
-
-
-   .. py:method:: update(deployment_id = None, global_prediction_args = None, batch_prediction_args = None, explanations = None, output_format = None, csv_input_prefix = None, csv_prediction_prefix = None, csv_explanations_prefix = None, output_includes_metadata = None, result_input_columns = None, name = None)
-
-      Update a batch prediction job description.
-
-      :param deployment_id: Unique identifier of the deployment.
-      :type deployment_id: str
-      :param batch_prediction_args: Batch Prediction args specific to problem type.
-      :type batch_prediction_args: BatchPredictionArgs
-      :param output_format: If specified, sets the format of the batch prediction output (CSV or JSON).
-      :type output_format: str
-      :param csv_input_prefix: Prefix to prepend to the input columns, only applies when output format is CSV.
-      :type csv_input_prefix: str
-      :param csv_prediction_prefix: Prefix to prepend to the prediction columns, only applies when output format is CSV.
-      :type csv_prediction_prefix: str
-      :param csv_explanations_prefix: Prefix to prepend to the explanation columns, only applies when output format is CSV.
-      :type csv_explanations_prefix: str
-      :param output_includes_metadata: If True, output will contain columns including prediction start time, batch prediction version, and model version.
-      :type output_includes_metadata: bool
-      :param result_input_columns: If present, will limit result files or feature groups to only include columns present in this list.
-      :type result_input_columns: list
-      :param name: If present, will rename the batch prediction.
-      :type name: str
-
-      :returns: The batch prediction.
-      :rtype: BatchPrediction
-
-
-
-   .. py:method:: set_file_connector_output(output_format = None, output_location = None)
-
-      Updates the file connector output configuration of the batch prediction
-
-      :param output_format: The format of the batch prediction output (CSV or JSON). If not specified, the default format will be used.
-      :type output_format: str
-      :param output_location: The location to write the prediction results. If not specified, results will be stored in Abacus.AI.
-      :type output_location: str
-
-      :returns: The batch prediction description.
-      :rtype: BatchPrediction
-
-
-
-   .. py:method:: set_database_connector_output(database_connector_id = None, database_output_config = None)
-
-      Updates the database connector output configuration of the batch prediction
-
-      :param database_connector_id: Unique string identifier of an Database Connection to write predictions to.
-      :type database_connector_id: str
-      :param database_output_config: Key-value pair of columns/values to write to the database connector.
-      :type database_output_config: dict
-
-      :returns: Description of the batch prediction.
-      :rtype: BatchPrediction
-
-
-
-   .. py:method:: set_feature_group_output(table_name)
-
-      Creates a feature group and sets it as the batch prediction output.
-
-      :param table_name: Name of the feature group table to create.
-      :type table_name: str
-
-      :returns: Batch prediction after the output has been applied.
-      :rtype: BatchPrediction
-
-
-
-   .. py:method:: set_output_to_console()
-
-      Sets the batch prediction output to the console, clearing both the file connector and database connector configurations.
-
-      :param batch_prediction_id: The unique identifier of the batch prediction.
-      :type batch_prediction_id: str
-
-      :returns: The batch prediction description.
-      :rtype: BatchPrediction
-
-
-
-   .. py:method:: set_feature_group(feature_group_type, feature_group_id = None)
-
-      Sets the batch prediction input feature group.
-
-      :param feature_group_type: Enum string representing the feature group type to set. The type is based on the use case under which the feature group is being created (e.g. Catalog Attributes for personalized recommendation use case).
-      :type feature_group_type: str
-      :param feature_group_id: Unique identifier of the feature group to set as input to the batch prediction.
-      :type feature_group_id: str
-
-      :returns: Description of the batch prediction.
-      :rtype: BatchPrediction
-
-
-
-   .. py:method:: set_dataset_remap(dataset_id_remap)
-
-      For the purpose of this batch prediction, will swap out datasets in the training feature groups
-
-      :param dataset_id_remap: Key/value pairs of dataset ids to be replaced during the batch prediction.
-      :type dataset_id_remap: dict
-
-      :returns: Batch prediction object.
-      :rtype: BatchPrediction
-
-
-
-   .. py:method:: delete()
-
-      Deletes a batch prediction and associated data, such as associated monitors.
-
-      :param batch_prediction_id: Unique string identifier of the batch prediction.
-      :type batch_prediction_id: str
-
-
-
-   .. py:method:: wait_for_predictions(timeout=86400)
-
-      A waiting call until batch predictions are ready.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out.
-      :type timeout: int
-
-
-
-   .. py:method:: wait_for_drift_monitor(timeout=86400)
-
-      A waiting call until batch prediction drift monitor calculations are ready.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out.
-      :type timeout: int
-
-
-
-   .. py:method:: get_status()
-
-      Gets the status of the latest batch prediction version.
-
-      :returns: A string describing the status of the latest batch prediction version e.g., pending, complete, etc.
-      :rtype: str
-
-
-
-   .. py:method:: create_refresh_policy(cron)
-
-      To create a refresh policy for a batch prediction.
-
-      :param cron: A cron style string to set the refresh time.
-      :type cron: str
-
-      :returns: The refresh policy object.
-      :rtype: RefreshPolicy
-
-
-
-   .. py:method:: list_refresh_policies()
-
-      Gets the refresh policies in a list.
-
-      :returns: A list of refresh policy objects.
-      :rtype: List[RefreshPolicy]
-
-
-
-   .. py:method:: describe_output_feature_group()
-
-      Gets the results feature group for this batch prediction
-
-      :returns: A feature group object.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: load_results_as_pandas()
-
-      Loads the output feature groups into a python pandas dataframe.
-
-      :returns: A pandas dataframe with annotations and text_snippet columns.
-      :rtype: DataFrame
-
-
-
-.. py:class:: BatchPredictionVersion(client, batchPredictionVersion=None, batchPredictionId=None, status=None, driftMonitorStatus=None, deploymentId=None, modelId=None, modelVersion=None, predictionsStartedAt=None, predictionsCompletedAt=None, databaseOutputError=None, totalPredictions=None, failedPredictions=None, databaseConnectorId=None, databaseOutputConfiguration=None, fileConnectorOutputLocation=None, fileOutputFormat=None, connectorType=None, legacyInputLocation=None, error=None, driftMonitorError=None, monitorWarnings=None, csvInputPrefix=None, csvPredictionPrefix=None, csvExplanationsPrefix=None, databaseOutputTotalWrites=None, databaseOutputFailedWrites=None, outputIncludesMetadata=None, resultInputColumns=None, modelMonitorVersion=None, algoName=None, algorithm=None, outputFeatureGroupId=None, outputFeatureGroupVersion=None, outputFeatureGroupTableName=None, batchPredictionWarnings=None, bpAcrossVersionsMonitorVersion=None, batchPredictionArgsType=None, batchInputs={}, inputFeatureGroups={}, globalPredictionArgs={}, batchPredictionArgs={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Batch Prediction Version
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param batchPredictionVersion: The unique identifier of the batch prediction version
-   :type batchPredictionVersion: str
-   :param batchPredictionId: The unique identifier of the batch prediction
-   :type batchPredictionId: str
-   :param status: The current status of the batch prediction
-   :type status: str
-   :param driftMonitorStatus: The status of the drift monitor for this batch prediction version
-   :type driftMonitorStatus: str
-   :param deploymentId: The deployment used to make the predictions
-   :type deploymentId: str
-   :param modelId: The model used to make the predictions
-   :type modelId: str
-   :param modelVersion: The model version used to make the predictions
-   :type modelVersion: str
-   :param predictionsStartedAt: Predictions start date and time
-   :type predictionsStartedAt: str
-   :param predictionsCompletedAt: Predictions completion date and time
-   :type predictionsCompletedAt: str
-   :param databaseOutputError: If true, there were errors reported by the database connector while writing
-   :type databaseOutputError: bool
-   :param totalPredictions: Number of predictions performed in this batch prediction job
-   :type totalPredictions: int
-   :param failedPredictions: Number of predictions that failed
-   :type failedPredictions: int
-   :param databaseConnectorId: The database connector to write the results to
-   :type databaseConnectorId: str
-   :param databaseOutputConfiguration: Contains information about where the batch predictions are written to
-   :type databaseOutputConfiguration: dict
-   :param fileConnectorOutputLocation: Contains information about where the batch predictions are written to
-   :type fileConnectorOutputLocation: str
-   :param fileOutputFormat: The format of the batch prediction output (CSV or JSON)
-   :type fileOutputFormat: str
-   :param connectorType: Null if writing to internal console, else FEATURE_GROUP | FILE_CONNECTOR | DATABASE_CONNECTOR
-   :type connectorType: str
-   :param legacyInputLocation: The location of the input data
-   :type legacyInputLocation: str
-   :param error: Relevant error if the status is FAILED
-   :type error: str
-   :param driftMonitorError: Error message for the drift monitor of this batch predcition
-   :type driftMonitorError: str
-   :param monitorWarnings: Relevant warning if there are issues found in drift or data integrity
-   :type monitorWarnings: str
-   :param csvInputPrefix: A prefix to prepend to the input columns, only applies when output format is CSV
-   :type csvInputPrefix: str
-   :param csvPredictionPrefix: A prefix to prepend to the prediction columns, only applies when output format is CSV
-   :type csvPredictionPrefix: str
-   :param csvExplanationsPrefix: A prefix to prepend to the explanation columns, only applies when output format is CSV
-   :type csvExplanationsPrefix: str
-   :param databaseOutputTotalWrites: The total number of rows attempted to write (may be less than total_predictions if write mode is UPSERT and multiple rows share the same ID)
-   :type databaseOutputTotalWrites: int
-   :param databaseOutputFailedWrites: The number of failed writes to the Database Connector
-   :type databaseOutputFailedWrites: int
-   :param outputIncludesMetadata: If true, output will contain columns including prediction start time, batch prediction version, and model version
-   :type outputIncludesMetadata: bool
-   :param resultInputColumns: If present, will limit result files or feature groups to only include columns present in this list
-   :type resultInputColumns: list[str]
-   :param modelMonitorVersion: The version of the model monitor
-   :type modelMonitorVersion: str
-   :param algoName: The name of the algorithm used to train the model
-   :type algoName: str
-   :param algorithm: The algorithm that is currently deployed.
-   :type algorithm: str
-   :param outputFeatureGroupId: The Batch Prediction output feature group ID if applicable
-   :type outputFeatureGroupId: str
-   :param outputFeatureGroupVersion: The Batch Prediction output feature group version if applicable
-   :type outputFeatureGroupVersion: str
-   :param outputFeatureGroupTableName: The Batch Prediction output feature group name if applicable
-   :type outputFeatureGroupTableName: str
-   :param batchPredictionWarnings: Relevant warnings if any issues are found
-   :type batchPredictionWarnings: str
-   :param bpAcrossVersionsMonitorVersion: The version of the batch prediction across versions monitor
-   :type bpAcrossVersionsMonitorVersion: str
-   :param batchPredictionArgsType: The type of the batch prediction args
-   :type batchPredictionArgsType: str
-   :param batchInputs: Inputs to the batch prediction
-   :type batchInputs: PredictionInput
-   :param inputFeatureGroups: List of prediction feature groups
-   :type inputFeatureGroups: PredictionFeatureGroup
-   :param globalPredictionArgs:
-   :type globalPredictionArgs: BatchPredictionArgs
-   :param batchPredictionArgs: Argument(s) passed to every prediction call
-   :type batchPredictionArgs: BatchPredictionArgs
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: download_batch_prediction_result_chunk(offset = 0, chunk_size = 10485760)
-
-      Returns a stream containing the batch prediction results.
-
-      :param offset: The offset to read from.
-      :type offset: int
-      :param chunk_size: The maximum amount of data to read.
-      :type chunk_size: int
-
-
-
-   .. py:method:: get_batch_prediction_connector_errors()
-
-      Returns a stream containing the batch prediction database connection write errors, if any writes failed for the specified batch prediction job.
-
-      :param batch_prediction_version: Unique string identifier of the batch prediction job to get the errors for.
-      :type batch_prediction_version: str
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: BatchPredictionVersion
-
-
-
-   .. py:method:: describe()
-
-      Describes a Batch Prediction Version.
-
-      :param batch_prediction_version: Unique string identifier of the Batch Prediction Version.
-      :type batch_prediction_version: str
-
-      :returns: The Batch Prediction Version.
-      :rtype: BatchPredictionVersion
-
-
-
-   .. py:method:: get_logs()
-
-      Retrieves the batch prediction logs.
-
-      :param batch_prediction_version: The unique version ID of the batch prediction version.
-      :type batch_prediction_version: str
-
-      :returns: The logs for the specified batch prediction version.
-      :rtype: BatchPredictionVersionLogs
-
-
-
-   .. py:method:: download_result_to_file(file)
-
-      Downloads the batch prediction version in a local file.
-
-      :param file: A file object opened in a binary mode e.g., file=open('/tmp/output', 'wb').
-      :type file: file object
-
-
-
-   .. py:method:: wait_for_predictions(timeout=86400)
-
-      A waiting call until batch prediction version is ready.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out.
-      :type timeout: int
-
-
-
-   .. py:method:: wait_for_drift_monitor(timeout=86400)
-
-      A waiting call until batch prediction drift monitor calculations are ready.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out.
-      :type timeout: int
-
-
-
-   .. py:method:: get_status(drift_monitor_status = False)
-
-      Gets the status of the batch prediction version.
-
-      :returns: A string describing the status of the batch prediction version, for e.g., pending, complete, etc.
-      :rtype: str
-
-
-
-   .. py:method:: load_results_as_pandas()
-
-      Loads the output feature groups into a python pandas dataframe.
-
-      :returns: A pandas dataframe with annotations and text_snippet columns.
-      :rtype: DataFrame
-
-
-
-.. py:class:: BatchPredictionVersionLogs(client, logs=None, warnings=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Logs from batch prediction version.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param logs: List of logs from batch prediction version.
-   :type logs: list[str]
-   :param warnings: List of warnings from batch prediction version.
-   :type warnings: list[str]
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: ChatMessage(client, role=None, text=None, timestamp=None, isUseful=None, feedback=None, docIds=None, hotkeyTitle=None, tasks=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A single chat message with Abacus Chat.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param role: The role of the message sender
-   :type role: str
-   :param text: A list of text segments for the message
-   :type text: list[dict]
-   :param timestamp: The timestamp at which the message was sent
-   :type timestamp: str
-   :param isUseful: Whether this message was marked as useful or not
-   :type isUseful: bool
-   :param feedback: The feedback provided for the message
-   :type feedback: str
-   :param docIds: A list of IDs of the uploaded document if the message has
-   :type docIds: list[str]
-   :param hotkeyTitle: The title of the hotkey prompt if the message has one
-   :type hotkeyTitle: str
-   :param tasks: The list of spawned tasks, if the message was broken down into smaller sub-tasks.
-   :type tasks: list[str]
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: ChatSession(client, answer=None, chatSessionId=None, projectId=None, name=None, createdAt=None, status=None, aiBuildingInProgress=None, notification=None, whiteboard=None, chatHistory={}, nextAiBuildingTask={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A chat session with Abacus Data Science Co-pilot.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param answer: The response from the chatbot
-   :type answer: str
-   :param chatSessionId: The chat session id
-   :type chatSessionId: str
-   :param projectId: The project id associated with the chat session
-   :type projectId: str
-   :param name: The name of the chat session
-   :type name: str
-   :param createdAt: The timestamp at which the chat session was created
-   :type createdAt: str
-   :param status: The status of the chat sessions
-   :type status: str
-   :param aiBuildingInProgress: Whether the AI building is in progress or not
-   :type aiBuildingInProgress: bool
-   :param notification: A warn/info message about the chat session. For example, a suggestion to create a new session if the current one is too old
-   :type notification: str
-   :param whiteboard: A set of whiteboard notes associated with the chat session
-   :type whiteboard: str
-   :param chatHistory: The chat history for the conversation
-   :type chatHistory: ChatMessage
-   :param nextAiBuildingTask: The next AI building task for the chat session
-   :type nextAiBuildingTask: AiBuildingTask
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: get()
-
-      Gets a chat session from Data Science Co-pilot.
-
-      :param chat_session_id: Unique ID of the chat session.
-      :type chat_session_id: str
-
-      :returns: The chat session with Data Science Co-pilot
-      :rtype: ChatSession
-
-
-
-   .. py:method:: delete_chat_message(message_index)
-
-      Deletes a message in a chat session and its associated response.
-
-      :param message_index: The index of the chat message within the UI.
-      :type message_index: int
-
-
-
-   .. py:method:: export()
-
-      Exports a chat session to an HTML file
-
-      :param chat_session_id: Unique ID of the chat session.
-      :type chat_session_id: str
-
-
-
-   .. py:method:: rename(name)
-
-      Renames a chat session with Data Science Co-pilot.
-
-      :param name: The new name of the chat session.
-      :type name: str
-
-
-
-.. py:class:: CustomLossFunction(client, notebookId=None, name=None, createdAt=None, lossFunctionName=None, lossFunctionType=None, codeSource={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Custom Loss Function
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param notebookId: The unique identifier of the notebook used to create/edit the loss function.
-   :type notebookId: str
-   :param name: Name assigned to the custom loss function.
-   :type name: str
-   :param createdAt: When the loss function was created.
-   :type createdAt: str
-   :param lossFunctionName: The name of the function defined in the source code.
-   :type lossFunctionName: str
-   :param lossFunctionType: The category of problems that this loss would be applicable to, e.g. regression, multi-label classification, etc.
-   :type lossFunctionType: str
-   :param codeSource: Information about the source code of the loss function.
-   :type codeSource: CodeSource
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: CustomMetric(client, customMetricId=None, name=None, createdAt=None, problemType=None, notebookId=None, latestCustomMetricVersion={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Custom metric.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param customMetricId: Unique string identifier of the custom metric.
-   :type customMetricId: str
-   :param name: Name assigned to the custom metric.
-   :type name: str
-   :param createdAt: Date and time when the custom metric was created (ISO 8601 format).
-   :type createdAt: str
-   :param problemType: Problem type that this custom metric is applicable to (e.g. regression).
-   :type problemType: str
-   :param notebookId: Unique string identifier of the notebook used to create/edit the custom metric.
-   :type notebookId: str
-   :param latestCustomMetricVersion: Latest version of the custom metric.
-   :type latestCustomMetricVersion: CustomMetricVersion
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: CustomMetricVersion(client, customMetricVersion=None, name=None, createdAt=None, customMetricFunctionName=None, codeSource={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Custom metric version
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param customMetricVersion: Unique string identifier for the custom metric version.
-   :type customMetricVersion: str
-   :param name: Name assigned to the custom metric.
-   :type name: str
-   :param createdAt: ISO-8601 string indicating when the custom metric was created.
-   :type createdAt: str
-   :param customMetricFunctionName: The name of the function defined in the source code.
-   :type customMetricFunctionName: str
-   :param codeSource: Information about the source code of the custom metric.
-   :type codeSource: CodeSource
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: CustomMetricVersion
-
-
-
-   .. py:method:: describe()
-
-      Describes a given custom metric version
-
-      :param custom_metric_version: A unique string identifier for the custom metric version.
-      :type custom_metric_version: str
-
-      :returns: An object describing the custom metric version.
-      :rtype: CustomMetricVersion
-
-
-
-.. py:class:: CustomTrainFunctionInfo(client, trainingDataParameterNameMapping=None, schemaMappings=None, trainDataParameterToFeatureGroupIds=None, trainingConfig=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Information about how to call the customer provided train function.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param trainingDataParameterNameMapping: The mapping from feature group type to the dataframe parameter name
-   :type trainingDataParameterNameMapping: dict
-   :param schemaMappings: The feature type to feature name mapping for each dataframe
-   :type schemaMappings: dict
-   :param trainDataParameterToFeatureGroupIds: The mapping from the dataframe parameter name to the feature group id backing the data
-   :type trainDataParameterToFeatureGroupIds: dict
-   :param trainingConfig: The configs for training
-   :type trainingConfig: dict
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: DataMetrics(client, metrics=None, schema=None, numRows=None, numCols=None, numDuplicateRows=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Processed Metrics and Schema for a dataset version or feature group version
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param metrics: A list of dicts with metrics for each columns
-   :type metrics: list[dict]
-   :param schema: A list of dicts with the schema for each metric
-   :type schema: list[dict]
-   :param numRows: The number of rows
-   :type numRows: int
-   :param numCols: The number of columns
-   :type numCols: int
-   :param numDuplicateRows: The number of duplicate rows
-   :type numDuplicateRows: int
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: DataPrepLogs(client, logs=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Logs from data preparation.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param logs: List of logs from data preparation during model training.
-   :type logs: list[str]
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: DatabaseConnector(client, databaseConnectorId=None, service=None, name=None, status=None, auth=None, createdAt=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A connector to an external service
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param databaseConnectorId: A unique string identifier for the connection.
-   :type databaseConnectorId: str
-   :param service: An enum string indicating the service this connection connects to.
-   :type service: str
-   :param name: A user-friendly name for the service.
-   :type name: str
-   :param status: The status of the database connector.
-   :type status: str
-   :param auth: Non-secret connection information for this connector.
-   :type auth: dict
-   :param createdAt: The ISO-8601 string indicating when the API key was created.
-   :type createdAt: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: list_objects(fetch_raw_data = False)
-
-      Lists querable objects in the database connector.
-
-      :param fetch_raw_data: If true, return unfiltered objects.
-      :type fetch_raw_data: bool
-
-
-
-   .. py:method:: get_object_schema(object_name = None, fetch_raw_data = False)
-
-      Get the schema of an object in an database connector.
-
-      :param object_name: Unique identifier for the object in the external system.
-      :type object_name: str
-      :param fetch_raw_data: If true, return unfiltered list of columns.
-      :type fetch_raw_data: bool
-
-      :returns: The schema of the object.
-      :rtype: DatabaseConnectorSchema
-
-
-
-   .. py:method:: rename(name)
-
-      Renames a Database Connector
-
-      :param name: The new name for the Database Connector.
-      :type name: str
-
-
-
-   .. py:method:: verify()
-
-      Checks if Abacus.AI can access the specified database.
-
-      :param database_connector_id: Unique string identifier for the database connector.
-      :type database_connector_id: str
-
-
-
-   .. py:method:: delete()
-
-      Delete a database connector.
-
-      :param database_connector_id: The unique identifier for the database connector.
-      :type database_connector_id: str
-
-
-
-   .. py:method:: query(query)
-
-      Runs a query in the specified database connector.
-
-      :param query: The query to be run in the database connector.
-      :type query: str
-
-
-
-.. py:class:: DatabaseConnectorSchema(client, tableName=None, columns={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A schema description for a table from a database connector
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param tableName: The unique name of the table.
-   :type tableName: str
-   :param columns: List of columns in the table.
-   :type columns: DatabaseConnectorColumn
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: Dataset(client, datasetId=None, sourceType=None, dataSource=None, createdAt=None, ignoreBefore=None, ephemeral=None, lookbackDays=None, databaseConnectorId=None, databaseConnectorConfig=None, connectorType=None, featureGroupTableName=None, applicationConnectorId=None, applicationConnectorConfig=None, incremental=None, isDocumentset=None, extractBoundingBoxes=None, mergeFileSchemas=None, referenceOnlyDocumentset=None, schema={}, refreshSchedules={}, latestDatasetVersion={}, parsingConfig={}, documentProcessingConfig={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A dataset reference
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param datasetId: The unique identifier of the dataset.
-   :type datasetId: str
-   :param sourceType: The source of the Dataset. EXTERNAL_SERVICE, UPLOAD, or STREAMING.
-   :type sourceType: str
-   :param dataSource: Location of data. It may be a URI such as an s3 bucket or the database table.
-   :type dataSource: str
-   :param createdAt: The timestamp at which this dataset was created.
-   :type createdAt: str
-   :param ignoreBefore: The timestamp at which all previous events are ignored when training.
-   :type ignoreBefore: str
-   :param ephemeral: The dataset is ephemeral and not used for training.
-   :type ephemeral: bool
-   :param lookbackDays: Specific to streaming datasets, this specifies how many days worth of data to include when generating a snapshot. Value of 0 indicates leaves this selection to the system.
-   :type lookbackDays: int
-   :param databaseConnectorId: The Database Connector used.
-   :type databaseConnectorId: str
-   :param databaseConnectorConfig: The database connector query used to retrieve data.
-   :type databaseConnectorConfig: dict
-   :param connectorType: The type of connector used to get this dataset FILE or DATABASE.
-   :type connectorType: str
-   :param featureGroupTableName: The table name of the dataset's feature group
-   :type featureGroupTableName: str
-   :param applicationConnectorId: The Application Connector used.
-   :type applicationConnectorId: str
-   :param applicationConnectorConfig: The application connector query used to retrieve data.
-   :type applicationConnectorConfig: dict
-   :param incremental: If dataset is an incremental dataset.
-   :type incremental: bool
-   :param isDocumentset: If dataset is a documentset.
-   :type isDocumentset: bool
-   :param extractBoundingBoxes: Signifies whether to extract bounding boxes out of the documents. Only valid if is_documentset if True.
-   :type extractBoundingBoxes: bool
-   :param mergeFileSchemas: If the merge file schemas policy is enabled.
-   :type mergeFileSchemas: bool
-   :param referenceOnlyDocumentset: Signifies whether to save the data reference only. Only valid if is_documentset if True.
-   :type referenceOnlyDocumentset: bool
-   :param latestDatasetVersion: The latest version of this dataset.
-   :type latestDatasetVersion: DatasetVersion
-   :param schema: List of resolved columns.
-   :type schema: DatasetColumn
-   :param refreshSchedules: List of schedules that determines when the next version of the dataset will be created.
-   :type refreshSchedules: RefreshSchedule
-   :param parsingConfig: The parsing config used for dataset.
-   :type parsingConfig: ParsingConfig
-   :param documentProcessingConfig: The document processing config used for dataset (when is_documentset is True).
-   :type documentProcessingConfig: DocumentProcessingConfig
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: create_version_from_file_connector(location = None, file_format = None, csv_delimiter = None, merge_file_schemas = None, parsing_config = None)
-
-      Creates a new version of the specified dataset.
-
-      :param location: External URI to import the dataset from. If not specified, the last location will be used.
-      :type location: str
-      :param file_format: File format to be used. If not specified, the service will try to detect the file format.
-      :type file_format: str
-      :param csv_delimiter: If the file format is CSV, use a specific CSV delimiter.
-      :type csv_delimiter: str
-      :param merge_file_schemas: Signifies if the merge file schema policy is enabled.
-      :type merge_file_schemas: bool
-      :param parsing_config: Custom config for dataset parsing.
-      :type parsing_config: ParsingConfig
-
-      :returns: The new Dataset Version created.
-      :rtype: DatasetVersion
-
-
-
-   .. py:method:: create_version_from_database_connector(object_name = None, columns = None, query_arguments = None, sql_query = None)
-
-      Creates a new version of the specified dataset.
-
-      :param object_name: The name/ID of the object in the service to query. If not specified, the last name will be used.
-      :type object_name: str
-      :param columns: The columns to query from the external service object. If not specified, the last columns will be used.
-      :type columns: str
-      :param query_arguments: Additional query arguments to filter the data. If not specified, the last arguments will be used.
-      :type query_arguments: str
-      :param sql_query: The full SQL query to use when fetching data. If present, this parameter will override object_name, columns, and query_arguments.
-      :type sql_query: str
-
-      :returns: The new Dataset Version created.
-      :rtype: DatasetVersion
-
-
-
-   .. py:method:: create_version_from_application_connector(dataset_config = None)
-
-      Creates a new version of the specified dataset.
-
-      :param dataset_config: Dataset config for the application connector. If any of the fields are not specified, the last values will be used.
-      :type dataset_config: ApplicationConnectorDatasetConfig
-
-      :returns: The new Dataset Version created.
-      :rtype: DatasetVersion
-
-
-
-   .. py:method:: create_version_from_upload(file_format = None)
-
-      Creates a new version of the specified dataset using a local file upload.
-
-      :param file_format: File format to be used. If not specified, the service will attempt to detect the file format.
-      :type file_format: str
-
-      :returns: Token to be used when uploading file parts.
-      :rtype: Upload
-
-
-
-   .. py:method:: create_version_from_document_reprocessing(document_processing_config = None)
-
-      Creates a new dataset version for a source docstore dataset with the provided document processing configuration. This does not re-import the data but uses the same data which is imported in the latest dataset version and only performs document processing on it.
-
-      :param document_processing_config: The document processing configuration to use for the new dataset version. If not specified, the document processing configuration from the source dataset will be used.
-      :type document_processing_config: DatasetDocumentProcessingConfig
-
-      :returns: The new dataset version created.
-      :rtype: DatasetVersion
-
-
-
-   .. py:method:: snapshot_streaming_data()
-
-      Snapshots the current data in the streaming dataset.
-
-      :param dataset_id: The unique ID associated with the dataset.
-      :type dataset_id: str
-
-      :returns: The new Dataset Version created by taking a snapshot of the current data in the streaming dataset.
-      :rtype: DatasetVersion
-
-
-
-   .. py:method:: set_column_data_type(column, data_type)
-
-      Set a Dataset's column type.
-
-      :param column: The name of the column.
-      :type column: str
-      :param data_type: The type of the data in the column. Note: Some ColumnMappings may restrict the options or explicitly set the DataType.
-      :type data_type: DataType
-
-      :returns: The dataset and schema after the data type has been set.
-      :rtype: Dataset
-
-
-
-   .. py:method:: set_streaming_retention_policy(retention_hours = None, retention_row_count = None, ignore_records_before_timestamp = None)
-
-      Sets the streaming retention policy.
-
-      :param retention_hours: Number of hours to retain streamed data in memory.
-      :type retention_hours: int
-      :param retention_row_count: Number of rows to retain streamed data in memory.
-      :type retention_row_count: int
-      :param ignore_records_before_timestamp: The Unix timestamp (in seconds) to use as a cutoff to ignore all entries sent before it
-      :type ignore_records_before_timestamp: int
-
-
-
-   .. py:method:: get_schema()
-
-      Retrieves the column schema of a dataset.
-
-      :param dataset_id: Unique string identifier of the dataset schema to look up.
-      :type dataset_id: str
-
-      :returns: List of column schema definitions.
-      :rtype: list[DatasetColumn]
-
-
-
-   .. py:method:: set_database_connector_config(database_connector_id, object_name = None, columns = None, query_arguments = None, sql_query = None)
-
-      Sets database connector config for a dataset. This method is currently only supported for streaming datasets.
-
-      :param database_connector_id: Unique String Identifier of the Database Connector to import the dataset from.
-      :type database_connector_id: str
-      :param object_name: If applicable, the name/ID of the object in the service to query.
-      :type object_name: str
-      :param columns: The columns to query from the external service object.
-      :type columns: str
-      :param query_arguments: Additional query arguments to filter the data.
-      :type query_arguments: str
-      :param sql_query: The full SQL query to use when fetching data. If present, this parameter will override `object_name`, `columns` and `query_arguments`.
-      :type sql_query: str
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: Dataset
-
-
-
-   .. py:method:: describe()
-
-      Retrieves a full description of the specified dataset, with attributes such as its ID, name, source type, etc.
-
-      :param dataset_id: The unique ID associated with the dataset.
-      :type dataset_id: str
-
-      :returns: The dataset.
-      :rtype: Dataset
-
-
-
-   .. py:method:: list_versions(limit = 100, start_after_version = None)
-
-      Retrieves a list of all dataset versions for the specified dataset.
-
-      :param limit: The maximum length of the list of all dataset versions.
-      :type limit: int
-      :param start_after_version: The ID of the version after which the list starts.
-      :type start_after_version: str
-
-      :returns: A list of dataset versions.
-      :rtype: list[DatasetVersion]
-
-
-
-   .. py:method:: delete()
-
-      Deletes the specified dataset from the organization.
-
-      :param dataset_id: Unique string identifier of the dataset to delete.
-      :type dataset_id: str
-
-
-
-   .. py:method:: wait_for_import(timeout=900)
-
-      A waiting call until dataset is imported.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out.
-      :type timeout: int
-
-
-
-   .. py:method:: wait_for_inspection(timeout=None)
-
-      A waiting call until dataset is completely inspected.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out.
-      :type timeout: int
-
-
-
-   .. py:method:: get_status()
-
-      Gets the status of the latest dataset version.
-
-      :returns: A string describing the status of a dataset (importing, inspecting, complete, etc.).
-      :rtype: str
-
-
-
-   .. py:method:: describe_feature_group()
-
-      Gets the feature group attached to the dataset.
-
-      :returns: A feature group object.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: create_refresh_policy(cron)
-
-      To create a refresh policy for a dataset.
-
-      :param cron: A cron style string to set the refresh time.
-      :type cron: str
-
-      :returns: The refresh policy object.
-      :rtype: RefreshPolicy
-
-
-
-   .. py:method:: list_refresh_policies()
-
-      Gets the refresh policies in a list.
-
-      :returns: A list of refresh policy objects.
-      :rtype: List[RefreshPolicy]
-
-
-
-.. py:class:: DatasetColumn(client, name=None, dataType=None, detectedDataType=None, featureType=None, detectedFeatureType=None, originalName=None, validDataTypes=None, timeFormat=None, timestampFrequency=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A schema description for a column
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param name: The unique name of the column.
-   :type name: str
-   :param dataType: The underlying data type of each column.
-   :type dataType: str
-   :param detectedDataType: The detected data type of the column.
-   :type detectedDataType: str
-   :param featureType: Feature type of the column.
-   :type featureType: str
-   :param detectedFeatureType: The detected feature type of the column.
-   :type detectedFeatureType: str
-   :param originalName: The original name of the column.
-   :type originalName: str
-   :param validDataTypes: The valid data type options for this column.
-   :type validDataTypes: list[str]
-   :param timeFormat: The detected time format of the column.
-   :type timeFormat: str
-   :param timestampFrequency: The detected frequency of the timestamps in the dataset.
-   :type timestampFrequency: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: DatasetVersion(client, datasetVersion=None, status=None, datasetId=None, size=None, rowCount=None, fileInspectMetadata=None, createdAt=None, error=None, incrementalQueriedAt=None, uploadId=None, mergeFileSchemas=None, databaseConnectorConfig=None, applicationConnectorConfig=None, invalidRecords=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A specific version of a dataset
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param datasetVersion: The unique identifier of the dataset version.
-   :type datasetVersion: str
-   :param status: The current status of the dataset version
-   :type status: str
-   :param datasetId: A reference to the Dataset this dataset version belongs to.
-   :type datasetId: str
-   :param size: The size in bytes of the file.
-   :type size: int
-   :param rowCount: Number of rows in the dataset version.
-   :type rowCount: int
-   :param fileInspectMetadata: Metadata information about file's inspection. For example - the detected delimiter for CSV files.
-   :type fileInspectMetadata: dict
-   :param createdAt: The timestamp this dataset version was created.
-   :type createdAt: str
-   :param error: If status is FAILED, this field will be populated with an error.
-   :type error: str
-   :param incrementalQueriedAt: If the dataset version is from an incremental dataset, this is the last entry of timestamp column when the dataset version was created.
-   :type incrementalQueriedAt: str
-   :param uploadId: If the dataset version is being uploaded, this the reference to the Upload
-   :type uploadId: str
-   :param mergeFileSchemas: If the merge file schemas policy is enabled.
-   :type mergeFileSchemas: bool
-   :param databaseConnectorConfig: The database connector query used to retrieve data for this version.
-   :type databaseConnectorConfig: dict
-   :param applicationConnectorConfig: The application connector used to retrieve data for this version.
-   :type applicationConnectorConfig: dict
-   :param invalidRecords: Invalid records in the dataset version
-   :type invalidRecords: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: get_metrics(selected_columns = None, include_charts = False, include_statistics = True)
-
-      Get metrics for a specific dataset version.
-
-      :param selected_columns: A list of columns to order first.
-      :type selected_columns: List
-      :param include_charts: A flag indicating whether charts should be included in the response. Default is false.
-      :type include_charts: bool
-      :param include_statistics: A flag indicating whether statistics should be included in the response. Default is true.
-      :type include_statistics: bool
-
-      :returns: The metrics for the specified Dataset version.
-      :rtype: DataMetrics
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: DatasetVersion
-
-
-
-   .. py:method:: describe()
-
-      Retrieves a full description of the specified dataset version, including its ID, name, source type, and other attributes.
-
-      :param dataset_version: Unique string identifier associated with the dataset version.
-      :type dataset_version: str
-
-      :returns: The dataset version.
-      :rtype: DatasetVersion
-
-
-
-   .. py:method:: get_logs()
-
-      Retrieves the dataset import logs.
-
-      :param dataset_version: The unique version ID of the dataset version.
-      :type dataset_version: str
-
-      :returns: The logs for the specified dataset version.
-      :rtype: DatasetVersionLogs
-
-
-
-   .. py:method:: wait_for_import(timeout=900)
-
-      A waiting call until dataset version is imported.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out.
-      :type timeout: int
-
-
-
-   .. py:method:: wait_for_inspection(timeout=None)
-
-      A waiting call until dataset version is completely inspected.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out.
-      :type timeout: int
-
-
-
-   .. py:method:: get_status()
-
-      Gets the status of the dataset version.
-
-      :returns: A string describing the status of a dataset version (importing, inspecting, complete, etc.).
-      :rtype: str
-
-
-
-.. py:class:: DatasetVersionLogs(client, logs=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Logs from dataset version.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param logs: List of logs from dataset version.
-   :type logs: list[str]
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: Deployment(client, deploymentId=None, name=None, status=None, description=None, deployedAt=None, createdAt=None, projectId=None, modelId=None, modelVersion=None, featureGroupId=None, featureGroupVersion=None, callsPerSecond=None, autoDeploy=None, skipMetricsCheck=None, algoName=None, regions=None, error=None, batchStreamingUpdates=None, algorithm=None, pendingModelVersion=None, modelDeploymentConfig=None, predictionOperatorId=None, predictionOperatorVersion=None, pendingPredictionOperatorVersion=None, onlineFeatureGroupId=None, outputOnlineFeatureGroupId=None, realtimeMonitorId=None, refreshSchedules={}, featureGroupExportConfig={}, defaultPredictionArguments={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A model deployment
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param deploymentId: A unique identifier for the deployment.
-   :type deploymentId: str
-   :param name: A user-friendly name for the deployment.
-   :type name: str
-   :param status: The status of the deployment.
-   :type status: str
-   :param description: A description of the deployment.
-   :type description: str
-   :param deployedAt: The date and time when the deployment became active, in ISO-8601 format.
-   :type deployedAt: str
-   :param createdAt: The date and time when the deployment was created, in ISO-8601 format.
-   :type createdAt: str
-   :param projectId: A unique identifier for the project this deployment belongs to.
-   :type projectId: str
-   :param modelId: The model that is currently deployed.
-   :type modelId: str
-   :param modelVersion: The model version ID that is currently deployed.
-   :type modelVersion: str
-   :param featureGroupId: The feature group that is currently deployed.
-   :type featureGroupId: str
-   :param featureGroupVersion: The feature group version ID that is currently deployed.
-   :type featureGroupVersion: str
-   :param callsPerSecond: The number of calls per second the deployment can handle.
-   :type callsPerSecond: int
-   :param autoDeploy: A flag marking the deployment as eligible for auto deployments whenever any model in the project finishes training.
-   :type autoDeploy: bool
-   :param skipMetricsCheck: A flag to skip metric regression with this current deployment. This field is only relevant when auto_deploy is on
-   :type skipMetricsCheck: bool
-   :param algoName: The name of the algorithm that is currently deployed.
-   :type algoName: str
-   :param regions: A list of regions that the deployment has been deployed to.
-   :type regions: list
-   :param error: The relevant error, if the status is FAILED.
-   :type error: str
-   :param batchStreamingUpdates: A flag marking the feature group deployment as having enabled a background process which caches streamed-in rows for quicker lookup.
-   :type batchStreamingUpdates: bool
-   :param algorithm: The algorithm that is currently deployed.
-   :type algorithm: str
-   :param pendingModelVersion: The model that the deployment is switching to, or being stopped.
-   :type pendingModelVersion: dict
-   :param modelDeploymentConfig: The config for which model to be deployed.
-   :type modelDeploymentConfig: dict
-   :param predictionOperatorId: The prediction operator ID that is currently deployed.
-   :type predictionOperatorId: str
-   :param predictionOperatorVersion: The prediction operator version ID that is currently deployed.
-   :type predictionOperatorVersion: str
-   :param pendingPredictionOperatorVersion: The prediction operator version ID that the deployment is switching to, or being stopped.
-   :type pendingPredictionOperatorVersion: str
-   :param onlineFeatureGroupId: The online feature group ID that the deployment is running on
-   :type onlineFeatureGroupId: id
-   :param outputOnlineFeatureGroupId: The online feature group ID that the deployment is outputting results to
-   :type outputOnlineFeatureGroupId: id
-   :param realtimeMonitorId: The realtime monitor ID of the realtime-monitor that is associated with the deployment
-   :type realtimeMonitorId: id
-   :param refreshSchedules: A list of refresh schedules that indicate when the deployment will be updated to the latest model version.
-   :type refreshSchedules: RefreshSchedule
-   :param featureGroupExportConfig: The export config (file connector or database connector information) for feature group deployment exports.
-   :type featureGroupExportConfig: FeatureGroupExportConfig
-   :param defaultPredictionArguments: The default prediction arguments for prediction APIs
-   :type defaultPredictionArguments: PredictionArguments
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: create_webhook(endpoint, webhook_event_type, payload_template = None)
-
-      Create a webhook attached to a given deployment ID.
-
-      :param endpoint: URI that the webhook will send HTTP POST requests to.
-      :type endpoint: str
-      :param webhook_event_type: One of 'DEPLOYMENT_START', 'DEPLOYMENT_SUCCESS', or 'DEPLOYMENT_FAILED'.
-      :type webhook_event_type: str
-      :param payload_template: Template for the body of the HTTP POST requests. Defaults to {}.
-      :type payload_template: dict
-
-      :returns: The webhook attached to the deployment.
-      :rtype: Webhook
-
-
-
-   .. py:method:: list_webhooks()
-
-      List all the webhooks attached to a given deployment.
-
-      :param deployment_id: Unique identifier of the target deployment.
-      :type deployment_id: str
-
-      :returns: List of the webhooks attached to the given deployment ID.
-      :rtype: list[Webhook]
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: Deployment
-
-
-
-   .. py:method:: describe()
-
-      Retrieves a full description of the specified deployment.
-
-      :param deployment_id: Unique string identifier associated with the deployment.
-      :type deployment_id: str
-
-      :returns: Description of the deployment.
-      :rtype: Deployment
-
-
-
-   .. py:method:: update(description = None, auto_deploy = None, skip_metrics_check = None)
-
-      Updates a deployment's properties.
-
-      :param description: The new description for the deployment.
-      :type description: str
-      :param auto_deploy: Flag to enable the automatic deployment when a new Model Version finishes training.
-      :type auto_deploy: bool
-      :param skip_metrics_check: Flag to skip metric regression with this current deployment. This field is only relevant when auto_deploy is on
-      :type skip_metrics_check: bool
-
-
-
-   .. py:method:: rename(name)
-
-      Updates a deployment's name
-
-      :param name: The new deployment name.
-      :type name: str
-
-
-
-   .. py:method:: set_auto(enable = None)
-
-      Enable or disable auto deployment for the specified deployment.
-
-      When a model is scheduled to retrain, deployments with auto deployment enabled will be marked to automatically promote the new model version. After the newly trained model completes, a check on its metrics in comparison to the currently deployed model version will be performed. If the metrics are comparable or better, the newly trained model version is automatically promoted. If not, it will be marked as a failed model version promotion with an error indicating poor metrics performance.
-
-
-      :param enable: Enable or disable the autoDeploy property of the deployment.
-      :type enable: bool
-
-
-
-   .. py:method:: set_model_version(model_version, algorithm = None, model_deployment_config = None)
-
-      Promotes a model version and/or algorithm to be the active served deployment version
-
-      :param model_version: A unique identifier for the model version.
-      :type model_version: str
-      :param algorithm: The algorithm to use for the model version. If not specified, the algorithm will be inferred from the model version.
-      :type algorithm: str
-      :param model_deployment_config: The deployment configuration for the model to deploy.
-      :type model_deployment_config: dict
-
-
-
-   .. py:method:: set_feature_group_version(feature_group_version)
-
-      Promotes a feature group version to be served in the deployment.
-
-      :param feature_group_version: Unique string identifier for the feature group version.
-      :type feature_group_version: str
-
-
-
-   .. py:method:: set_prediction_operator_version(prediction_operator_version)
-
-      Promotes a prediction operator version to be served in the deployment.
-
-      :param prediction_operator_version: Unique string identifier for the prediction operator version.
-      :type prediction_operator_version: str
-
-
-
-   .. py:method:: start()
-
-      Restarts the specified deployment that was previously suspended.
-
-      :param deployment_id: A unique string identifier associated with the deployment.
-      :type deployment_id: str
-
-
-
-   .. py:method:: stop()
-
-      Stops the specified deployment.
-
-      :param deployment_id: Unique string identifier of the deployment to be stopped.
-      :type deployment_id: str
-
-
-
-   .. py:method:: delete()
-
-      Deletes the specified deployment. The deployment's models will not be affected. Note that the deployments are not recoverable after they are deleted.
-
-      :param deployment_id: Unique string identifier of the deployment to delete.
-      :type deployment_id: str
-
-
-
-   .. py:method:: set_feature_group_export_file_connector_output(file_format = None, output_location = None)
-
-      Sets the export output for the Feature Group Deployment to be a file connector.
-
-      :param file_format: The type of export output, either CSV or JSON.
-      :type file_format: str
-      :param output_location: The file connector (cloud) location where the output should be exported.
-      :type output_location: str
-
-
-
-   .. py:method:: set_feature_group_export_database_connector_output(database_connector_id, object_name, write_mode, database_feature_mapping, id_column = None, additional_id_columns = None)
-
-      Sets the export output for the Feature Group Deployment to a Database connector.
-
-      :param database_connector_id: The unique string identifier of the database connector used.
-      :type database_connector_id: str
-      :param object_name: The object of the database connector to write to.
-      :type object_name: str
-      :param write_mode: The write mode to use when writing to the database connector, either UPSERT or INSERT.
-      :type write_mode: str
-      :param database_feature_mapping: The column/feature pairs mapping the features to the database columns.
-      :type database_feature_mapping: dict
-      :param id_column: The id column to use as the upsert key.
-      :type id_column: str
-      :param additional_id_columns: For database connectors which support it, a list of additional ID columns to use as a complex key for upserting.
-      :type additional_id_columns: list
-
-
-
-   .. py:method:: remove_feature_group_export_output()
-
-      Removes the export type that is set for the Feature Group Deployment
-
-      :param deployment_id: The ID of the deployment for which the export type is set.
-      :type deployment_id: str
-
-
-
-   .. py:method:: set_default_prediction_arguments(prediction_arguments, set_as_override = False)
-
-      Sets the deployment config.
-
-      :param prediction_arguments: The prediction arguments to set.
-      :type prediction_arguments: PredictionArguments
-      :param set_as_override: If True, use these arguments as overrides instead of defaults for predict calls
-      :type set_as_override: bool
-
-      :returns: description of the updated deployment.
-      :rtype: Deployment
-
-
-
-   .. py:method:: create_alert(alert_name, condition_config, action_config)
-
-      Create a deployment alert for the given conditions.
-
-      Only support batch prediction usage now.
-
-
-      :param alert_name: Name of the alert.
-      :type alert_name: str
-      :param condition_config: Condition to run the actions for the alert.
-      :type condition_config: AlertConditionConfig
-      :param action_config: Configuration for the action of the alert.
-      :type action_config: AlertActionConfig
-
-      :returns: Object describing the deployment alert.
-      :rtype: MonitorAlert
-
-
-
-   .. py:method:: list_alerts()
-
-      List the monitor alerts associated with the deployment id.
-
-      :param deployment_id: Unique string identifier for the deployment.
-      :type deployment_id: str
-
-      :returns: An array of deployment alerts.
-      :rtype: list[MonitorAlert]
-
-
-
-   .. py:method:: create_realtime_monitor(realtime_monitor_schedule = None, lookback_time = None)
-
-      Real time monitors compute and monitor metrics of real time prediction data.
-
-      :param realtime_monitor_schedule: The cron expression for triggering monitor.
-      :type realtime_monitor_schedule: str
-      :param lookback_time: Lookback time (in seconds) for each monitor trigger
-      :type lookback_time: int
-
-      :returns: Object describing the real-time monitor.
-      :rtype: RealtimeMonitor
-
-
-
-   .. py:method:: get_conversation_response(message, deployment_conversation_id = None, external_session_id = None, llm_name = None, num_completion_tokens = None, system_message = None, temperature = 0.0, filter_key_values = None, search_score_cutoff = None, chat_config = None, ignore_documents = False, deployment_token = None, doc_infos = None)
-
-      Return a conversation response which continues the conversation based on the input message and deployment conversation id (if exists).
-
-      :param message: A message from the user
-      :type message: str
-      :param deployment_conversation_id: The unique identifier of a deployment conversation to continue. If not specified, a new one will be created.
-      :type deployment_conversation_id: str
-      :param external_session_id: The user supplied unique identifier of a deployment conversation to continue. If specified, we will use this instead of a internal deployment conversation id.
-      :type external_session_id: str
-      :param llm_name: Name of the specific LLM backend to use to power the chat experience
-      :type llm_name: str
-      :param num_completion_tokens: Default for maximum number of tokens for chat answers
-      :type num_completion_tokens: int
-      :param system_message: The generative LLM system message
-      :type system_message: str
-      :param temperature: The generative LLM temperature
-      :type temperature: float
-      :param filter_key_values: A dictionary mapping column names to a list of values to restrict the retrived search results.
-      :type filter_key_values: dict
-      :param search_score_cutoff: Cutoff for the document retriever score. Matching search results below this score will be ignored.
-      :type search_score_cutoff: float
-      :param chat_config: A dictionary specifiying the query chat config override.
-      :type chat_config: dict
-      :param ignore_documents: If True, will ignore any documents and search results, and only use the message and past conversation to generate a response.
-      :type ignore_documents: bool
-      :param deployment_token: A token used to authenticate access to deployments created in this project. This token is only authorized to predict on deployments in this project, so it is safe to embed this model inside of an application or website.
-      :type deployment_token: str
-      :param doc_infos: An optional list of documents use for the conversation. A keyword 'doc_id' is expected to be present in each document for retrieving contents from docstore.
-      :type doc_infos: list
-
-
-
-   .. py:method:: get_conversation_response_with_binary_data(deployment_token, message, deployment_conversation_id = None, external_session_id = None, llm_name = None, num_completion_tokens = None, system_message = None, temperature = 0.0, filter_key_values = None, search_score_cutoff = None, chat_config = None, ignore_documents = False, attachments = None)
-
-      Return a conversation response which continues the conversation based on the input message and deployment conversation id (if exists).
-
-      :param deployment_token: A token used to authenticate access to deployments created in this project. This token is only authorized to predict on deployments in this project, so it is safe to embed this model inside of an application or website.
-      :type deployment_token: str
-      :param message: A message from the user
-      :type message: str
-      :param deployment_conversation_id: The unique identifier of a deployment conversation to continue. If not specified, a new one will be created.
-      :type deployment_conversation_id: str
-      :param external_session_id: The user supplied unique identifier of a deployment conversation to continue. If specified, we will use this instead of a internal deployment conversation id.
-      :type external_session_id: str
-      :param llm_name: Name of the specific LLM backend to use to power the chat experience
-      :type llm_name: str
-      :param num_completion_tokens: Default for maximum number of tokens for chat answers
-      :type num_completion_tokens: int
-      :param system_message: The generative LLM system message
-      :type system_message: str
-      :param temperature: The generative LLM temperature
-      :type temperature: float
-      :param filter_key_values: A dictionary mapping column names to a list of values to restrict the retrived search results.
-      :type filter_key_values: dict
-      :param search_score_cutoff: Cutoff for the document retriever score. Matching search results below this score will be ignored.
-      :type search_score_cutoff: float
-      :param chat_config: A dictionary specifiying the query chat config override.
-      :type chat_config: dict
-      :param ignore_documents: If True, will ignore any documents and search results, and only use the message and past conversation to generate a response.
-      :type ignore_documents: bool
-      :param attachments: A dictionary of binary data to use to answer the queries.
-      :type attachments: None
-
-
-
-   .. py:method:: create_batch_prediction(table_name = None, name = None, global_prediction_args = None, batch_prediction_args = None, explanations = False, output_format = None, output_location = None, database_connector_id = None, database_output_config = None, refresh_schedule = None, csv_input_prefix = None, csv_prediction_prefix = None, csv_explanations_prefix = None, output_includes_metadata = None, result_input_columns = None, input_feature_groups = None)
-
-      Creates a batch prediction job description for the given deployment.
-
-      :param table_name: Name of the feature group table to write the results of the batch prediction. Can only be specified if outputLocation and databaseConnectorId are not specified. If tableName is specified, the outputType will be enforced as CSV.
-      :type table_name: str
-      :param name: Name of the batch prediction job.
-      :type name: str
-      :param batch_prediction_args: Batch Prediction args specific to problem type.
-      :type batch_prediction_args: BatchPredictionArgs
-      :param output_format: Format of the batch prediction output (CSV or JSON).
-      :type output_format: str
-      :param output_location: Location to write the prediction results. Otherwise, results will be stored in Abacus.AI.
-      :type output_location: str
-      :param database_connector_id: Unique identifier of a Database Connection to write predictions to. Cannot be specified in conjunction with outputLocation.
-      :type database_connector_id: str
-      :param database_output_config: Key-value pair of columns/values to write to the database connector. Only available if databaseConnectorId is specified.
-      :type database_output_config: dict
-      :param refresh_schedule: Cron-style string that describes a schedule in UTC to automatically run the batch prediction.
-      :type refresh_schedule: str
-      :param csv_input_prefix: Prefix to prepend to the input columns, only applies when output format is CSV.
-      :type csv_input_prefix: str
-      :param csv_prediction_prefix: Prefix to prepend to the prediction columns, only applies when output format is CSV.
-      :type csv_prediction_prefix: str
-      :param csv_explanations_prefix: Prefix to prepend to the explanation columns, only applies when output format is CSV.
-      :type csv_explanations_prefix: str
-      :param output_includes_metadata: If true, output will contain columns including prediction start time, batch prediction version, and model version.
-      :type output_includes_metadata: bool
-      :param result_input_columns: If present, will limit result files or feature groups to only include columns present in this list.
-      :type result_input_columns: list
-      :param input_feature_groups: A dict of {'<feature_group_type>': '<feature_group_id>'} which overrides the default input data of that type for the Batch Prediction. Default input data is the training data that was used for training the deployed model.
-      :type input_feature_groups: dict
-
-      :returns: The batch prediction description.
-      :rtype: BatchPrediction
-
-
-
-   .. py:method:: describe_feature_group_row_process_by_key(primary_key_value)
-
-      Gets the feature group row process.
-
-      :param primary_key_value: The primary key value
-      :type primary_key_value: str
-
-      :returns: An object representing the feature group row process
-      :rtype: FeatureGroupRowProcess
-
-
-
-   .. py:method:: list_feature_group_row_processes(limit = None, status = None)
-
-      Gets a list of feature group row processes.
-
-      :param limit: The maximum number of processes to return. Defaults to None.
-      :type limit: int
-      :param status: The status of the processes to return. Defaults to None.
-      :type status: str
-
-      :returns: A list of object representing the feature group row process
-      :rtype: list[FeatureGroupRowProcess]
-
-
-
-   .. py:method:: get_feature_group_row_process_summary()
-
-      Gets a summary of the statuses of the individual feature group processes.
-
-      :param deployment_id: The deployment id for the process
-      :type deployment_id: str
-
-      :returns: An object representing the summary of the statuses of the individual feature group processes
-      :rtype: FeatureGroupRowProcessSummary
-
-
-
-   .. py:method:: reset_feature_group_row_process_by_key(primary_key_value)
-
-      Resets a feature group row process so that it can be reprocessed
-
-      :param primary_key_value: The primary key value
-      :type primary_key_value: str
-
-      :returns: An object representing the feature group row process.
-      :rtype: FeatureGroupRowProcess
-
-
-
-   .. py:method:: get_feature_group_row_process_logs_by_key(primary_key_value)
-
-      Gets the logs for a feature group row process
-
-      :param primary_key_value: The primary key value
-      :type primary_key_value: str
-
-      :returns: An object representing the logs for the feature group row process
-      :rtype: FeatureGroupRowProcessLogs
-
-
-
-   .. py:method:: create_conversation(name, deployment_token = None, external_application_id = None)
-
-      Creates a deployment conversation.
-
-      :param name: The name of the conversation.
-      :type name: str
-      :param deployment_token: The deployment token to authenticate access to the deployment. This is required if not logged in.
-      :type deployment_token: str
-      :param external_application_id: The external application id associated with the deployment conversation.
-      :type external_application_id: str
-
-      :returns: The deployment conversation.
-      :rtype: DeploymentConversation
-
-
-
-   .. py:method:: list_conversations(external_application_id = None)
-
-      Lists all conversations for the given deployment and current user.
-
-      :param external_application_id: The external application id associated with the deployment conversation. If specified, only conversations created on that application will be listed.
-      :type external_application_id: str
-
-      :returns: The deployment conversations.
-      :rtype: list[DeploymentConversation]
-
-
-
-   .. py:method:: create_external_application(name = None, description = None, logo = None, theme = None)
-
-      Creates a new External Application from an existing ChatLLM Deployment.
-
-      :param name: The name of the External Application. If not provided, the name of the deployment will be used.
-      :type name: str
-      :param description: The description of the External Application. This will be shown to users when they access the External Application. If not provided, the description of the deployment will be used.
-      :type description: str
-      :param logo: The logo to be displayed.
-      :type logo: str
-      :param theme: The visual theme of the External Application.
-      :type theme: dict
-
-      :returns: The newly created External Application.
-      :rtype: ExternalApplication
-
-
-
-   .. py:method:: download_agent_attachment(attachment_id)
-
-      Return an agent attachment.
-
-      :param attachment_id: The attachment ID.
-      :type attachment_id: str
-
-
-
-   .. py:method:: wait_for_deployment(wait_states={'PENDING', 'DEPLOYING'}, timeout=900)
-
-      A waiting call until deployment is completed.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out.
-      :type timeout: int
-
-
-
-   .. py:method:: wait_for_pending_deployment_update(timeout=900)
-
-      A waiting call until deployment is in a stable state, that pending model switch is completed and previous model is stopped.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out.
-      :type timeout: int
-
-      :returns: the latest deployment object.
-      :rtype: Deployment
-
-
-
-   .. py:method:: get_status()
-
-      Gets the status of the deployment.
-
-      :returns: A string describing the status of a deploymet (pending, deploying, active, etc.).
-      :rtype: str
-
-
-
-   .. py:method:: create_refresh_policy(cron)
-
-      To create a refresh policy for a deployment.
-
-      :param cron: A cron style string to set the refresh time.
-      :type cron: str
-
-      :returns: The refresh policy object.
-      :rtype: RefreshPolicy
-
-
-
-   .. py:method:: list_refresh_policies()
-
-      Gets the refresh policies in a list.
-
-      :returns: A list of refresh policy objects.
-      :rtype: List[RefreshPolicy]
-
-
-
-.. py:class:: DeploymentAuthToken(client, deploymentToken=None, createdAt=None, name=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A deployment authentication token that is used to authenticate prediction requests
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param deploymentToken: The unique token used to authenticate requests.
-   :type deploymentToken: str
-   :param createdAt: The date and time when the token was created, in ISO-8601 format.
-   :type createdAt: str
-   :param name: The name associated with the authentication token.
-   :type name: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: DeploymentConversation(client, deploymentConversationId=None, name=None, deploymentId=None, createdAt=None, lastEventCreatedAt=None, externalSessionId=None, regenerateAttempt=None, externalApplicationId=None, history={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A deployment conversation.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param deploymentConversationId: The unique identifier of the deployment conversation.
-   :type deploymentConversationId: str
-   :param name: The name of the deployment conversation.
-   :type name: str
-   :param deploymentId: The deployment id associated with the deployment conversation.
-   :type deploymentId: str
-   :param createdAt: The timestamp at which the deployment conversation was created.
-   :type createdAt: str
-   :param lastEventCreatedAt: The timestamp at which the most recent corresponding deployment conversation event was created at.
-   :type lastEventCreatedAt: str
-   :param externalSessionId: The external session id associated with the deployment conversation.
-   :type externalSessionId: str
-   :param regenerateAttempt: The sequence number of regeneration. Not regenerated if 0.
-   :type regenerateAttempt: int
-   :param externalApplicationId: The external application id associated with the deployment conversation.
-   :type externalApplicationId: str
-   :param history: The history of the deployment conversation.
-   :type history: DeploymentConversationEvent
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: get(external_session_id = None, deployment_id = None, deployment_token = None, filter_intermediate_conversation_events = True)
-
-      Gets a deployment conversation.
-
-      :param external_session_id: External session ID of the conversation.
-      :type external_session_id: str
-      :param deployment_id: The deployment this conversation belongs to. This is required if not logged in.
-      :type deployment_id: str
-      :param deployment_token: The deployment token to authenticate access to the deployment. This is required if not logged in.
-      :type deployment_token: str
-      :param filter_intermediate_conversation_events: If true, intermediate conversation events will be filtered out. Default is true.
-      :type filter_intermediate_conversation_events: bool
-
-      :returns: The deployment conversation.
-      :rtype: DeploymentConversation
-
-
-
-   .. py:method:: delete(deployment_id = None, deployment_token = None)
-
-      Delete a Deployment Conversation.
-
-      :param deployment_id: The deployment this conversation belongs to. This is required if not logged in.
-      :type deployment_id: str
-      :param deployment_token: The deployment token to authenticate access to the deployment. This is required if not logged in.
-      :type deployment_token: str
-
-
-
-   .. py:method:: clear(external_session_id = None, deployment_id = None, deployment_token = None, user_message_indices = None)
-
-      Clear the message history of a Deployment Conversation.
-
-      :param external_session_id: The external session id associated with the deployment conversation.
-      :type external_session_id: str
-      :param deployment_id: The deployment this conversation belongs to. This is required if not logged in.
-      :type deployment_id: str
-      :param deployment_token: The deployment token to authenticate access to the deployment. This is required if not logged in.
-      :type deployment_token: str
-      :param user_message_indices: Optional list of user message indices to clear. The associated bot response will also be cleared. If not provided, all messages will be cleared.
-      :type user_message_indices: list
-
-
-
-   .. py:method:: set_feedback(message_index, is_useful = None, is_not_useful = None, feedback = None, feedback_type = None, deployment_id = None, deployment_token = None)
-
-      Sets a deployment conversation message as useful or not useful
-
-      :param message_index: The index of the deployment conversation message
-      :type message_index: int
-      :param is_useful: If the message is useful. If true, the message is useful. If false, clear the useful flag.
-      :type is_useful: bool
-      :param is_not_useful: If the message is not useful. If true, the message is not useful. If set to false, clear the useful flag.
-      :type is_not_useful: bool
-      :param feedback: Optional feedback on why the message is useful or not useful
-      :type feedback: str
-      :param feedback_type: Optional feedback type
-      :type feedback_type: str
-      :param deployment_id: The deployment this conversation belongs to. This is required if not logged in.
-      :type deployment_id: str
-      :param deployment_token: The deployment token to authenticate access to the deployment. This is required if not logged in.
-      :type deployment_token: str
-
-
-
-   .. py:method:: rename(name, deployment_id = None, deployment_token = None)
-
-      Rename a Deployment Conversation.
-
-      :param name: The new name of the conversation.
-      :type name: str
-      :param deployment_id: The deployment this conversation belongs to. This is required if not logged in.
-      :type deployment_id: str
-      :param deployment_token: The deployment token to authenticate access to the deployment. This is required if not logged in.
-      :type deployment_token: str
-
-
-
-   .. py:method:: export(external_session_id = None)
-
-      Export a Deployment Conversation.
-
-      :param external_session_id: The external session id associated with the deployment conversation. One of deployment_conversation_id or external_session_id must be provided.
-      :type external_session_id: str
-
-      :returns: The deployment conversation html export.
-      :rtype: DeploymentConversationExport
-
-
-
-.. py:class:: DeploymentConversationExport(client, deploymentConversationId=None, conversationExportHtml=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A deployment conversation html export, to be used for downloading the conversation.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param deploymentConversationId: The unique identifier of the deployment conversation.
-   :type deploymentConversationId: str
-   :param conversationExportHtml: The html string of the deployment conversation.
-   :type conversationExportHtml: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: DocumentData(client, docId=None, mimeType=None, pageCount=None, totalPageCount=None, extractedText=None, embeddedText=None, pages=None, tokens=None, metadata=None, pageMarkdown=None, extractedPageText=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Data extracted from a docstore document.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param docId: Unique Docstore string identifier for the document.
-   :type docId: str
-   :param mimeType: The mime type of the document.
-   :type mimeType: str
-   :param pageCount: The number of pages for which the data is available. This is generally same as the total number of pages but may be less than the total number of pages in the document if processing is done only for selected pages.
-   :type pageCount: int
-   :param totalPageCount: The total number of pages in the document.
-   :type totalPageCount: int
-   :param extractedText: The extracted text in the document obtained from OCR.
-   :type extractedText: str
-   :param embeddedText: The embedded text in the document. Only available for digital documents.
-   :type embeddedText: str
-   :param pages: List of embedded text for each page in the document. Only available for digital documents.
-   :type pages: list
-   :param tokens: List of extracted tokens in the document obtained from OCR.
-   :type tokens: list
-   :param metadata: List of metadata for each page in the document.
-   :type metadata: list
-   :param pageMarkdown: The markdown text for the page.
-   :type pageMarkdown: list
-   :param extractedPageText: List of extracted text for each page in the document obtained from OCR.
-   :type extractedPageText: list
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: DocumentRetriever(client, name=None, documentRetrieverId=None, createdAt=None, featureGroupId=None, featureGroupName=None, indexingRequired=None, latestDocumentRetrieverVersion={}, documentRetrieverConfig={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A vector store that stores embeddings for a list of document trunks.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param name: The name of the document retriever.
-   :type name: str
-   :param documentRetrieverId: The unique identifier of the vector store.
-   :type documentRetrieverId: str
-   :param createdAt: When the vector store was created.
-   :type createdAt: str
-   :param featureGroupId: The feature group id associated with the document retriever.
-   :type featureGroupId: str
-   :param featureGroupName: The feature group name associated with the document retriever.
-   :type featureGroupName: str
-   :param indexingRequired: Whether the document retriever is required to be indexed due to changes in underlying data.
-   :type indexingRequired: bool
-   :param latestDocumentRetrieverVersion: The latest version of vector store.
-   :type latestDocumentRetrieverVersion: DocumentRetrieverVersion
-   :param documentRetrieverConfig: The config for vector store creation.
-   :type documentRetrieverConfig: DocumentRetrieverConfig
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: rename(name)
-
-      Updates an existing document retriever.
-
-      :param name: The name to update the document retriever with.
-      :type name: str
-
-      :returns: The updated document retriever.
-      :rtype: DocumentRetriever
-
-
-
-   .. py:method:: create_version(feature_group_id = None, document_retriever_config = None)
-
-      Creates a document retriever version from the latest version of the feature group that the document retriever associated with.
-
-      :param feature_group_id: The ID of the feature group to update the document retriever with.
-      :type feature_group_id: str
-      :param document_retriever_config: The configuration, including chunk_size and chunk_overlap_fraction, for document retrieval.
-      :type document_retriever_config: VectorStoreConfig
-
-      :returns: The newly created document retriever version.
-      :rtype: DocumentRetrieverVersion
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: DocumentRetriever
-
-
-
-   .. py:method:: describe()
-
-      Describe a Document Retriever.
-
-      :param document_retriever_id: A unique string identifier associated with the document retriever.
-      :type document_retriever_id: str
-
-      :returns: The document retriever object.
-      :rtype: DocumentRetriever
-
-
-
-   .. py:method:: list_versions(limit = 100, start_after_version = None)
-
-      List all the document retriever versions with a given ID.
-
-      :param limit: The number of vector store versions to retrieve.
-      :type limit: int
-      :param start_after_version: An offset parameter to exclude all document retriever versions up to this specified one.
-      :type start_after_version: str
-
-      :returns: All the document retriever versions associated with the document retriever.
-      :rtype: list[DocumentRetrieverVersion]
-
-
-
-   .. py:method:: get_document_snippet(document_id, start_word_index = None, end_word_index = None)
-
-      Get a snippet from documents in the document retriever.
-
-      :param document_id: The ID of the document to retrieve the snippet from.
-      :type document_id: str
-      :param start_word_index: If provided, will start the snippet at the index (of words in the document) specified.
-      :type start_word_index: int
-      :param end_word_index: If provided, will end the snippet at the index of (of words in the document) specified.
-      :type end_word_index: int
-
-      :returns: The documentation snippet found from the document retriever.
-      :rtype: DocumentRetrieverLookupResult
-
-
-
-   .. py:method:: restart()
-
-      Restart the document retriever if it is stopped. This will start the deployment of the document retriever,
-
-      but will not wait for it to be ready. You need to call wait_until_ready to wait until the deployment is ready.
-
-
-      :param document_retriever_id: A unique string identifier associated with the document retriever.
-      :type document_retriever_id: str
-
-
-
-   .. py:method:: wait_until_ready(timeout = 3600)
-
-      A waiting call until document retriever is ready. It restarts the document retriever if it is stopped.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out. Default value given is 3600 seconds.
-      :type timeout: int
-
-
-
-   .. py:method:: wait_until_deployment_ready(timeout = 3600)
-
-      A waiting call until the document retriever deployment is ready to serve.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out. Default value given is 3600 seconds.
-      :type timeout: int
-
-
-
-   .. py:method:: get_status()
-
-      Gets the indexing status of the document retriever.
-
-      :returns: A string describing the status of a document retriever (pending, complete, etc.).
-      :rtype: str
-
-
-
-   .. py:method:: get_deployment_status()
-
-      Gets the deployment status of the document retriever.
-
-      :returns: A string describing the deployment status of document retriever (pending, deploying, active, etc.).
-      :rtype: str
-
-
-
-   .. py:method:: get_matching_documents(query, filters = None, limit = None, result_columns = None, max_words = None, num_retrieval_margin_words = None, max_words_per_chunk = None, score_multiplier_column = None, min_score = None, required_phrases = None, filter_clause = None, crowding_limits = None)
-
-      Lookup document retrievers and return the matching documents from the document retriever deployed with given query.
-
-      Original documents are split into chunks and stored in the document retriever. This lookup function will return the relevant chunks
-      from the document retriever. The returned chunks could be expanded to include more words from the original documents and merged if they
-      are overlapping, and permitted by the settings provided. The returned chunks are sorted by relevance.
-
-
-      :param query: The query to search for.
-      :type query: str
-      :param filters: A dictionary mapping column names to a list of values to restrict the retrieved search results.
-      :type filters: dict
-      :param limit: If provided, will limit the number of results to the value specified.
-      :type limit: int
-      :param result_columns: If provided, will limit the column properties present in each result to those specified in this list.
-      :type result_columns: list
-      :param max_words: If provided, will limit the total number of words in the results to the value specified.
-      :type max_words: int
-      :param num_retrieval_margin_words: If provided, will add this number of words from left and right of the returned chunks.
-      :type num_retrieval_margin_words: int
-      :param max_words_per_chunk: If provided, will limit the number of words in each chunk to the value specified. If the value provided is smaller than the actual size of chunk on disk, which is determined during document retriever creation, the actual size of chunk will be used. I.e, chunks looked up from document retrievers will not be split into smaller chunks during lookup due to this setting.
-      :type max_words_per_chunk: int
-      :param score_multiplier_column: If provided, will use the values in this column to modify the relevance score of the returned chunks. Values in this column must be numeric.
-      :type score_multiplier_column: str
-      :param min_score: If provided, will filter out the results with score lower than the value specified.
-      :type min_score: float
-      :param required_phrases: If provided, each result will have at least one of the phrases.
-      :type required_phrases: list
-      :param filter_clause: If provided, filter the results of the query using this sql where clause.
-      :type filter_clause: str
-      :param crowding_limits: A dictionary mapping metadata columns to the maximum number of results per unique value of the column. This is used to ensure diversity of metadata attribute values in the results. If a particular attribute value has already reached its maximum count, further results with that same attribute value will be excluded from the final result set.
-      :type crowding_limits: dict
-
-      :returns: The relevant documentation results found from the document retriever.
-      :rtype: list[DocumentRetrieverLookupResult]
-
-
-
-.. py:class:: DocumentRetrieverLookupResult(client, document=None, score=None, properties=None, pages=None, boundingBoxes=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Result of a document retriever lookup.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param document: The document that was looked up.
-   :type document: str
-   :param score: Score of the document with respect to the query.
-   :type score: float
-   :param properties: Properties of the retrieved documents.
-   :type properties: dict
-   :param pages: Pages of the retrieved text from the original document.
-   :type pages: list
-   :param boundingBoxes: Bounding boxes of the retrieved text from the original document.
-   :type boundingBoxes: list
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: DocumentRetrieverVersion(client, documentRetrieverId=None, documentRetrieverVersion=None, createdAt=None, status=None, deploymentStatus=None, featureGroupId=None, featureGroupVersion=None, error=None, numberOfChunks=None, embeddingFileSize=None, warnings=None, resolvedConfig={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A version of document retriever.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param documentRetrieverId: The unique identifier of the Document Retriever.
-   :type documentRetrieverId: str
-   :param documentRetrieverVersion: The unique identifier of the Document Retriever version.
-   :type documentRetrieverVersion: str
-   :param createdAt: When the Document Retriever was created.
-   :type createdAt: str
-   :param status: The status of creating Document Retriever version.
-   :type status: str
-   :param deploymentStatus: The status of deploying the Document Retriever version.
-   :type deploymentStatus: str
-   :param featureGroupId: The feature group id associated with the document retriever.
-   :type featureGroupId: str
-   :param featureGroupVersion: The unique identifier of the feature group version at which the Document Retriever version is created.
-   :type featureGroupVersion: str
-   :param error: The error message when it failed to create the document retriever version.
-   :type error: str
-   :param numberOfChunks: The number of chunks for the document retriever.
-   :type numberOfChunks: int
-   :param embeddingFileSize: The size of embedding file for the document retriever.
-   :type embeddingFileSize: int
-   :param warnings: The warning messages when creating the document retriever.
-   :type warnings: list
-   :param resolvedConfig: The resolved configurations, such as default settings, for indexing documents.
-   :type resolvedConfig: DocumentRetrieverConfig
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: DocumentRetrieverVersion
-
-
-
-   .. py:method:: describe()
-
-      Describe a document retriever version.
-
-      :param document_retriever_version: A unique string identifier associated with the document retriever version.
-      :type document_retriever_version: str
-
-      :returns: The document retriever version object.
-      :rtype: DocumentRetrieverVersion
-
-
-
-   .. py:method:: wait_for_results(timeout=3600)
-
-      A waiting call until document retriever version is complete.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out.
-      :type timeout: int
-
-
-
-   .. py:method:: wait_until_ready(timeout=3600)
-
-      A waiting call until the document retriever version is ready.  It restarts the document retriever if it is stopped.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out.
-      :type timeout: int
-
-
-
-   .. py:method:: wait_until_deployment_ready(timeout = 3600)
-
-      A waiting call until the document retriever deployment is ready to serve.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out. Default value given is 3600 seconds.
-      :type timeout: int
-
-
-
-   .. py:method:: get_status()
-
-      Gets the status of the document retriever version.
-
-      :returns: A string describing the status of a document retriever version (pending, complete, etc.).
-      :rtype: str
-
-
-
-   .. py:method:: get_deployment_status()
-
-      Gets the status of the document retriever version.
-
-      :returns: A string describing the deployment status of a document retriever version (pending, deploying, etc.).
-      :rtype: str
-
-
-
-.. py:class:: DriftDistributions(client, labelDrift={}, predictionDrift={}, bpPredictionDrift={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   For either actuals or predicted values, how it has changed in the training data versus some specified window
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param labelDrift: A DriftDistribution describing column names and the range of values for label drift.
-   :type labelDrift: DriftDistribution
-   :param predictionDrift: A DriftDistribution describing column names and the range of values for prediction drift.
-   :type predictionDrift: DriftDistribution
-   :param bpPredictionDrift: A DriftDistribution describing column names and the range of values for prediction drift, when the predictions come from BP.
-   :type bpPredictionDrift: DriftDistribution
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: Eda(client, edaId=None, name=None, createdAt=None, projectId=None, featureGroupId=None, referenceFeatureGroupVersion=None, testFeatureGroupVersion=None, edaConfigs=None, latestEdaVersion={}, refreshSchedules={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A exploratory data analysis object
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param edaId: The unique identifier of the eda object.
-   :type edaId: str
-   :param name: The user-friendly name for the eda object.
-   :type name: str
-   :param createdAt: Date and time at which the eda object was created.
-   :type createdAt: str
-   :param projectId: The project this eda object belongs to.
-   :type projectId: str
-   :param featureGroupId: Feature group ID for which eda analysis is being done.
-   :type featureGroupId: str
-   :param referenceFeatureGroupVersion: Reference Feature group version for data consistency analysis, will be latest feature group version for collinearity analysis.
-   :type referenceFeatureGroupVersion: str
-   :param testFeatureGroupVersion: Test Feature group version for data consistency analysis, will be latest feature group version for collinearity analysis.
-   :type testFeatureGroupVersion: str
-   :param edaConfigs: Configurations for eda object.
-   :type edaConfigs: dict
-   :param latestEdaVersion: The latest eda object version.
-   :type latestEdaVersion: EdaVersion
-   :param refreshSchedules: List of refresh schedules that indicate when the next model version will be trained.
-   :type refreshSchedules: RefreshSchedule
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: rerun()
-
-      Reruns the specified EDA object.
-
-      :param eda_id: Unique string identifier of the EDA object to rerun.
-      :type eda_id: str
-
-      :returns: The EDA object that is being rerun.
-      :rtype: Eda
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: Eda
-
-
-
-   .. py:method:: describe()
-
-      Retrieves a full description of the specified EDA object.
-
-      :param eda_id: Unique string identifier associated with the EDA object.
-      :type eda_id: str
-
-      :returns: Description of the EDA object.
-      :rtype: Eda
-
-
-
-   .. py:method:: list_versions(limit = 100, start_after_version = None)
-
-      Retrieves a list of versions for a given EDA object.
-
-      :param limit: The maximum length of the list of all EDA versions.
-      :type limit: int
-      :param start_after_version: The ID of the version after which the list starts.
-      :type start_after_version: str
-
-      :returns: A list of EDA versions.
-      :rtype: list[EdaVersion]
-
-
-
-   .. py:method:: rename(name)
-
-      Renames an EDA
-
-      :param name: The new name to apply to the model monitor.
-      :type name: str
-
-
-
-   .. py:method:: delete()
-
-      Deletes the specified EDA and all its versions.
-
-      :param eda_id: Unique string identifier of the EDA to delete.
-      :type eda_id: str
-
-
-
-.. py:class:: EdaCollinearity(client, columnNames=None, collinearityMatrix=None, groupFeatureDict=None, collinearityGroups=None, columnNamesX=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Eda Collinearity of the latest version of the data between all the features.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param columnNames: Name of all the features in the y axis of the collinearity matrix
-   :type columnNames: list
-   :param collinearityMatrix: A dict describing the collinearity between all the features
-   :type collinearityMatrix: dict
-   :param groupFeatureDict: A dict describing the index of the group from collinearity_groups a feature exists in
-   :type groupFeatureDict: dict
-   :param collinearityGroups: Groups created based on a collinearity threshold of 0.7
-   :type collinearityGroups: list
-   :param columnNamesX: Name of all the features in the x axis of the collinearity matrix
-   :type columnNamesX: list
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: EdaDataConsistency(client, columnNames=None, primaryKeys=None, transformationColumnNames=None, baseDuplicates={}, compareDuplicates={}, deletions={}, transformations={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Eda Data Consistency, contained the duplicates in the base version, Comparison version, Deletions between the base and comparison and feature transformations between the base and comparison data.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param columnNames: Name of all the features in the data
-   :type columnNames: list
-   :param primaryKeys: Name of the primary keys in the data
-   :type primaryKeys: list
-   :param transformationColumnNames: Name of all the features that are not the primary keys
-   :type transformationColumnNames: list
-   :param baseDuplicates: A DataConsistencyDuplication describing the number of duplicates within the data
-   :type baseDuplicates: DataConsistencyDuplication
-   :param compareDuplicates: A DataConsistencyDuplication describing the number of duplicates within the data
-   :type compareDuplicates: DataConsistencyDuplication
-   :param deletions: A DataConsistencyDeletion describing the number of deletion between two versions in the data
-   :type deletions: DataConsistencyDuplication
-   :param transformations: A DataConsistencyTransformation the number of changes that occured per feature in the data
-   :type transformations: DataConsistencyTransformation
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: EdaFeatureAssociation(client, data=None, isScatter=None, isBoxWhisker=None, xAxis=None, yAxis=None, xAxisColumnValues=None, yAxisColumnValues=None, dataColumns=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Eda Feature Association between two features in the data.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param data: the data to display the feature association between two features
-   :type data: dict
-   :param isScatter: A Boolean that represents if the data creates a scatter plot (for cases of numerical data vs numerical data)
-   :type isScatter: bool
-   :param isBoxWhisker: A Boolean that represents if the data creates a box whisker plot (For cases of categorical data vs numerical data and vice versa)
-   :type isBoxWhisker: bool
-   :param xAxis: Name of the feature selected for feature association (reference_feature_name) for x axis on the plot
-   :type xAxis: str
-   :param yAxis: Name of the feature selected for feature association (test_feature_name) for y axis on the plot
-   :type yAxis: str
-   :param xAxisColumnValues: Name of all the categories within the x_axis feature (if it is a categorical data type)
-   :type xAxisColumnValues: list
-   :param yAxisColumnValues: Name of all the categories within the y_axis feature (if it is a categorical data type)
-   :type yAxisColumnValues: list
-   :param dataColumns: A list of columns listed in the data as keys
-   :type dataColumns: list
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: EdaFeatureCollinearity(client, selectedFeature=None, sortedColumnNames=None, featureCollinearity=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Eda Collinearity of the latest version of the data for a given feature.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param selectedFeature: Selected feature to show the collinearity
-   :type selectedFeature: str
-   :param sortedColumnNames: Name of all the features in the data sorted in descending order of collinearity value
-   :type sortedColumnNames: list
-   :param featureCollinearity: A dict describing the collinearity between a given feature and all the features in the data
-   :type featureCollinearity: dict
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: EdaForecastingAnalysis(client, primaryKeys=None, forecastingTargetFeature=None, timestampFeature=None, forecastFrequency=None, salesAcrossTime={}, cummulativeContribution={}, missingValueDistribution={}, historyLength={}, numRowsHistogram={}, productMaturity={}, seasonalityYear={}, seasonalityMonth={}, seasonalityWeekOfYear={}, seasonalityDayOfYear={}, seasonalityDayOfMonth={}, seasonalityDayOfWeek={}, seasonalityQuarter={}, seasonalityHour={}, seasonalityMinute={}, seasonalitySecond={}, autocorrelation={}, partialAutocorrelation={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Eda Forecasting Analysis of the latest version of the data.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param primaryKeys: Name of the primary keys in the data
-   :type primaryKeys: list
-   :param forecastingTargetFeature: Feature in the data that represents the target.
-   :type forecastingTargetFeature: str
-   :param timestampFeature: Feature in the data that represents the timestamp column.
-   :type timestampFeature: str
-   :param forecastFrequency: Frequency of data, could be hourly, daily, weekly, monthly, quarterly or yearly.
-   :type forecastFrequency: str
-   :param salesAcrossTime: Data showing average, p10, p90, median sales across time
-   :type salesAcrossTime: ForecastingAnalysisGraphData
-   :param cummulativeContribution: Data showing what percent of items contribute to what amount of sales.
-   :type cummulativeContribution: ForecastingAnalysisGraphData
-   :param missingValueDistribution: Data showing missing or null value distribution
-   :type missingValueDistribution: ForecastingAnalysisGraphData
-   :param historyLength: Data showing length of history distribution
-   :type historyLength: ForecastingAnalysisGraphData
-   :param numRowsHistogram: Data showing number of rows for an item distribution
-   :type numRowsHistogram: ForecastingAnalysisGraphData
-   :param productMaturity: Data showing length of how long a product has been alive with average, p10, p90 and median
-   :type productMaturity: ForecastingAnalysisGraphData
-   :param seasonalityYear: Data showing average, p10, p90, median sales across grouped years
-   :type seasonalityYear: ForecastingAnalysisGraphData
-   :param seasonalityMonth: Data showing average, p10, p90, median sales across grouped months
-   :type seasonalityMonth: ForecastingAnalysisGraphData
-   :param seasonalityWeekOfYear: Data showing average, p10, p90, median sales across week of year seasonality
-   :type seasonalityWeekOfYear: ForecastingAnalysisGraphData
-   :param seasonalityDayOfYear: Data showing average, p10, p90, median sales across day of year seasonality
-   :type seasonalityDayOfYear: ForecastingAnalysisGraphData
-   :param seasonalityDayOfMonth: Data showing average, p10, p90, median sales across day of month seasonality
-   :type seasonalityDayOfMonth: ForecastingAnalysisGraphData
-   :param seasonalityDayOfWeek: Data showing average, p10, p90, median sales across day of week seasonality
-   :type seasonalityDayOfWeek: ForecastingAnalysisGraphData
-   :param seasonalityQuarter: Data showing average, p10, p90, median sales across grouped quarters
-   :type seasonalityQuarter: ForecastingAnalysisGraphData
-   :param seasonalityHour: Data showing average, p10, p90, median sales across grouped hours
-   :type seasonalityHour: ForecastingAnalysisGraphData
-   :param seasonalityMinute: Data showing average, p10, p90, median sales across grouped minutes
-   :type seasonalityMinute: ForecastingAnalysisGraphData
-   :param seasonalitySecond: Data showing average, p10, p90, median sales across grouped seconds
-   :type seasonalitySecond: ForecastingAnalysisGraphData
-   :param autocorrelation: Data showing the correlation of the forecasting target and its lagged values at different time lags.
-   :type autocorrelation: ForecastingAnalysisGraphData
-   :param partialAutocorrelation: Data showing the correlation of the forecasting target and its lagged values, controlling for the effects of intervening lags.
-   :type partialAutocorrelation: ForecastingAnalysisGraphData
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: EdaVersion(client, edaVersion=None, status=None, edaId=None, edaStartedAt=None, edaCompletedAt=None, referenceFeatureGroupVersion=None, testFeatureGroupVersion=None, error=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A version of an eda object
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param edaVersion: The unique identifier of a eda version.
-   :type edaVersion: str
-   :param status: The current status of the eda object.
-   :type status: str
-   :param edaId: A reference to the eda this version belongs to.
-   :type edaId: str
-   :param edaStartedAt: The start time and date of the eda process.
-   :type edaStartedAt: str
-   :param edaCompletedAt: The end time and date of the eda process.
-   :type edaCompletedAt: str
-   :param referenceFeatureGroupVersion: Feature group version IDs that this refresh pipeline run is analyzing.
-   :type referenceFeatureGroupVersion: list[str]
-   :param testFeatureGroupVersion: Feature group version IDs that this refresh pipeline run is analyzing.
-   :type testFeatureGroupVersion: list[str]
-   :param error: Relevant error if the status is FAILED.
-   :type error: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: EdaVersion
-
-
-
-   .. py:method:: describe()
-
-      Retrieves a full description of the specified EDA version.
-
-      :param eda_version: Unique string identifier of the EDA version.
-      :type eda_version: str
-
-      :returns: An EDA version.
-      :rtype: EdaVersion
-
-
-
-   .. py:method:: delete()
-
-      Deletes the specified EDA version.
-
-      :param eda_version: Unique string identifier of the EDA version to delete.
-      :type eda_version: str
-
-
-
-   .. py:method:: get_eda_collinearity()
-
-      Gets the Collinearity between all features for the Exploratory Data Analysis.
-
-      :param eda_version: Unique string identifier associated with the EDA instance.
-      :type eda_version: str
-
-      :returns: An object with a record of correlations between each feature for the EDA.
-      :rtype: EdaCollinearity
-
-
-
-   .. py:method:: get_eda_data_consistency(transformation_feature = None)
-
-      Gets the data consistency for the Exploratory Data Analysis.
-
-      :param transformation_feature: The transformation feature to get consistency for.
-      :type transformation_feature: str
-
-      :returns: Object with duplication, deletion, and transformation data for data consistency analysis for an EDA.
-      :rtype: EdaDataConsistency
-
-
-
-   .. py:method:: get_collinearity_for_feature(feature_name = None)
-
-      Gets the Collinearity for the given feature from the Exploratory Data Analysis.
-
-      :param feature_name: Name of the feature for which correlation is shown.
-      :type feature_name: str
-
-      :returns: Object with a record of correlations for the provided feature for an EDA.
-      :rtype: EdaFeatureCollinearity
-
-
-
-   .. py:method:: get_feature_association(reference_feature_name, test_feature_name)
-
-      Gets the Feature Association for the given features from the feature group version within the eda_version.
-
-      :param reference_feature_name: Name of the feature for feature association (on x-axis for the plots generated for the Feature association in the product).
-      :type reference_feature_name: str
-      :param test_feature_name: Name of the feature for feature association (on y-axis for the plots generated for the Feature association in the product).
-      :type test_feature_name: str
-
-      :returns: An object with a record of data for the feature association between the two given features for an EDA version.
-      :rtype: EdaFeatureAssociation
-
-
-
-   .. py:method:: get_eda_forecasting_analysis()
-
-      Gets the Forecasting analysis for the Exploratory Data Analysis.
-
-      :param eda_version: Unique string identifier associated with the EDA version.
-      :type eda_version: str
-
-      :returns: Object with forecasting analysis that includes sales_across_time, cummulative_contribution, missing_value_distribution, history_length, num_rows_histogram, product_maturity data.
-      :rtype: EdaForecastingAnalysis
-
-
-
-   .. py:method:: wait_for_eda(timeout=1200)
-
-      A waiting call until eda version is ready.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out.
-      :type timeout: int
-
-
-
-   .. py:method:: get_status()
-
-      Gets the status of the eda version.
-
-      :returns: A string describing the status of the model monitor version, for e.g., pending, complete, etc.
-      :rtype: str
-
-
-
-.. py:class:: ExecuteFeatureGroupOperation(client, featureGroupOperationRunId=None, status=None, error=None, query=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   The result of executing a SQL query
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param featureGroupOperationRunId: The run id of the operation
-   :type featureGroupOperationRunId: str
-   :param status: The status of the operation
-   :type status: str
-   :param error: The error message if the operation failed
-   :type error: str
-   :param query: The SQL query of the operation
-   :type query: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: wait_for_results(timeout=3600, delay=2)
-
-      A waiting call until query is executed.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out.
-      :type timeout: int
-      :param delay: Polling interval for checking timeout.
-      :type delay: int
-
-
-
-   .. py:method:: wait_for_execution(timeout=3600, delay=2)
-
-      A waiting call until query is executed.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out.
-      :type timeout: int
-      :param delay: Polling interval for checking timeout.
-      :type delay: int
-
-
-
-   .. py:method:: get_status()
-
-      Gets the status of the query execution
-
-      :returns: A string describing the status of a query execution (pending, complete, etc.).
-      :rtype: str
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: DatasetVersion
-
-
-
-   .. py:method:: describe()
-
-      Gets the description of the query execution
-
-      :returns: A ExecuteFeatureGroupOperation object describing the query execution.
-      :rtype: ExecuteFeatureGroupOperation
-
-
-
-   .. py:method:: _download_avro_file(file_part, tmp_dir, part_index)
-
-
-   .. py:method:: load_as_pandas(max_workers=10)
-
-      Loads the result data into a pandas dataframe
-
-      :param max_workers: The number of threads.
-      :type max_workers: int
-
-      :returns: A pandas dataframe displaying the data from execution.
-      :rtype: DataFrame
-
-
-
-.. py:class:: ExternalApplication(client, name=None, externalApplicationId=None, deploymentId=None, description=None, logo=None, theme=None, userGroupIds=None, useCase=None, status=None, deploymentConversationRetentionHours=None, managedUserService=None, predictionOverrides=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   An external application.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param name: The name of the external application.
-   :type name: str
-   :param externalApplicationId: The unique identifier of the external application.
-   :type externalApplicationId: str
-   :param deploymentId: The deployment id associated with the external application.
-   :type deploymentId: str
-   :param description: The description of the external application.
-   :type description: str
-   :param logo: The logo.
-   :type logo: str
-   :param theme: The theme used for the External Application.
-   :type theme: dict
-   :param userGroupIds: A list of App User Groups with access to this external application
-   :type userGroupIds: list
-   :param useCase: Use Case of the project of this deployment
-   :type useCase: str
-   :param status: The status of the deployment.
-   :type status: str
-   :param deploymentConversationRetentionHours: The retention policy for the external application.
-   :type deploymentConversationRetentionHours: int
-   :param managedUserService: The external service that is managing the user accounts.
-   :type managedUserService: str
-   :param predictionOverrides: The prediction overrides for the external application.
-   :type predictionOverrides: dict
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: update(name = None, description = None, theme = None, deployment_id = None, deployment_conversation_retention_hours = None, reset_retention_policy = False)
-
-      Updates an External Application.
-
-      :param name: The name of the External Application.
-      :type name: str
-      :param description: The description of the External Application. This will be shown to users when they access the External Application.
-      :type description: str
-      :param theme: The visual theme of the External Application.
-      :type theme: dict
-      :param deployment_id: The ID of the deployment to use.
-      :type deployment_id: str
-      :param deployment_conversation_retention_hours: The number of hours to retain the conversations for.
-      :type deployment_conversation_retention_hours: int
-      :param reset_retention_policy: If true, the retention policy will be removed.
-      :type reset_retention_policy: bool
-
-      :returns: The updated External Application.
-      :rtype: ExternalApplication
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: ExternalApplication
-
-
-
-   .. py:method:: describe()
-
-      Describes an External Application.
-
-      :param external_application_id: The ID of the External Application.
-      :type external_application_id: str
-
-      :returns: The External Application.
-      :rtype: ExternalApplication
-
-
-
-   .. py:method:: delete()
-
-      Deletes an External Application.
-
-      :param external_application_id: The ID of the External Application.
-      :type external_application_id: str
-
-
-
-.. py:class:: ExternalInvite(client, userAlreadyInOrg=None, userAlreadyInAppGroup=None, userExistsAsInternal=None, successfulInvites=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   The response of the invites for different emails
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param userAlreadyInOrg: List of user emails not successfullt invited, because they are already in the organization.
-   :type userAlreadyInOrg: list
-   :param userAlreadyInAppGroup: List of user emails not successfully invited, because they are already in the application group.
-   :type userAlreadyInAppGroup: list
-   :param userExistsAsInternal: List of user emails not successfully invited, because they are already internal users.
-   :type userExistsAsInternal: list
-   :param successfulInvites: List of users successfully invited.
-   :type successfulInvites: list
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: ExtractedFields(client, data=None, rawLlmResponse=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   The fields extracted from a document.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param data: The data for the document.
-   :type data: dict
-   :param rawLlmResponse: The raw llm response. Only returned if it could not be parsed to json.
-   :type rawLlmResponse: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: Feature(client, name=None, selectClause=None, featureMapping=None, sourceTable=None, originalName=None, usingClause=None, orderClause=None, whereClause=None, featureType=None, dataType=None, detectedFeatureType=None, detectedDataType=None, columns={}, pointInTimeInfo={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A feature in a feature group
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param name: The unique name of the column
-   :type name: str
-   :param selectClause: The sql logic for creating this feature's data
-   :type selectClause: str
-   :param featureMapping: The Feature Mapping of the feature
-   :type featureMapping: str
-   :param sourceTable: The source table of the column
-   :type sourceTable: str
-   :param originalName: The original name of the column
-   :type originalName: str
-   :param usingClause: Nested Column Using Clause
-   :type usingClause: str
-   :param orderClause: Nested Column Ordering Clause
-   :type orderClause: str
-   :param whereClause: Nested Column Where Clause
-   :type whereClause: str
-   :param featureType: Feature Type of the Feature
-   :type featureType: str
-   :param dataType: Data Type of the Feature
-   :type dataType: str
-   :param detectedFeatureType: The detected feature type of the column
-   :type detectedFeatureType: str
-   :param detectedDataType: The detected data type of the column
-   :type detectedDataType: str
-   :param columns: Nested Features
-   :type columns: NestedFeature
-   :param pointInTimeInfo: Point in time column information
-   :type pointInTimeInfo: PointInTimeFeature
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: FeatureDistribution(client, type=None, trainingDistribution=None, predictionDistribution=None, numericalTrainingDistribution=None, numericalPredictionDistribution=None, trainingStatistics=None, predictionStatistics=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   For a single feature, how it has changed in the training data versus some specified window
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param type: Data type of values in each distribution, typically 'categorical' or 'numerical'.
-   :type type: str
-   :param trainingDistribution: A dict describing the range of values in the training distribution.
-   :type trainingDistribution: dict
-   :param predictionDistribution: A dict describing the range of values in the specified window.
-   :type predictionDistribution: dict
-   :param numericalTrainingDistribution: A dict describing the summary statistics of the numerical training distribution.
-   :type numericalTrainingDistribution: dict
-   :param numericalPredictionDistribution: A dict describing the summary statistics of the numerical prediction distribution.
-   :type numericalPredictionDistribution: dict
-   :param trainingStatistics: A dict describing summary statistics of values in the training distribution.
-   :type trainingStatistics: dict
-   :param predictionStatistics: A dict describing summary statistics of values in the specified window.
-   :type predictionStatistics: dict
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: FeatureGroup(client, featureGroupId=None, modificationLock=None, name=None, featureGroupSourceType=None, tableName=None, sql=None, datasetId=None, functionSourceCode=None, functionName=None, sourceTables=None, createdAt=None, description=None, sqlError=None, latestVersionOutdated=None, referencedFeatureGroups=None, tags=None, primaryKey=None, updateTimestampKey=None, lookupKeys=None, streamingEnabled=None, incremental=None, mergeConfig=None, operatorConfig=None, samplingConfig=None, cpuSize=None, memory=None, streamingReady=None, featureTags=None, moduleName=None, templateBindings=None, featureExpression=None, useOriginalCsvNames=None, pythonFunctionBindings=None, pythonFunctionName=None, useGpu=None, features={}, duplicateFeatures={}, pointInTimeGroups={}, annotationConfig={}, concatenationConfig={}, indexingConfig={}, codeSource={}, featureGroupTemplate={}, explanation={}, refreshSchedules={}, latestFeatureGroupVersion={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A feature group.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param featureGroupId: Unique identifier for this feature group.
-   :type featureGroupId: str
-   :param modificationLock: If feature group is locked against a change or not.
-   :type modificationLock: bool
-   :param name:
-   :type name: str
-   :param featureGroupSourceType: The source type of the feature group
-   :type featureGroupSourceType: str
-   :param tableName: Unique table name of this feature group.
-   :type tableName: str
-   :param sql: SQL definition creating this feature group.
-   :type sql: str
-   :param datasetId: Dataset ID the feature group is sourced from.
-   :type datasetId: str
-   :param functionSourceCode: Source definition creating this feature group.
-   :type functionSourceCode: str
-   :param functionName: Function name to execute from the source code.
-   :type functionName: str
-   :param sourceTables: Source tables for this feature group.
-   :type sourceTables: list[str]
-   :param createdAt: Timestamp at which the feature group was created.
-   :type createdAt: str
-   :param description: Description of the feature group.
-   :type description: str
-   :param sqlError: Error message with this feature group.
-   :type sqlError: str
-   :param latestVersionOutdated: Is latest materialized feature group version outdated.
-   :type latestVersionOutdated: bool
-   :param referencedFeatureGroups: Feature groups this feature group is used in.
-   :type referencedFeatureGroups: list[str]
-   :param tags: Tags added to this feature group.
-   :type tags: list[str]
-   :param primaryKey: Primary index feature.
-   :type primaryKey: str
-   :param updateTimestampKey: Primary timestamp feature.
-   :type updateTimestampKey: str
-   :param lookupKeys: Additional indexed features for this feature group.
-   :type lookupKeys: list[str]
-   :param streamingEnabled: If true, the feature group can have data streamed to it.
-   :type streamingEnabled: bool
-   :param incremental: If feature group corresponds to an incremental dataset.
-   :type incremental: bool
-   :param mergeConfig: Merge configuration settings for the feature group.
-   :type mergeConfig: dict
-   :param operatorConfig: Operator configuration settings for the feature group.
-   :type operatorConfig: dict
-   :param samplingConfig: Sampling configuration for the feature group.
-   :type samplingConfig: dict
-   :param cpuSize: CPU size specified for the Python feature group.
-   :type cpuSize: str
-   :param memory: Memory in GB specified for the Python feature group.
-   :type memory: int
-   :param streamingReady: If true, the feature group is ready to receive streaming data.
-   :type streamingReady: bool
-   :param featureTags: Tags for features in this feature group
-   :type featureTags: dict
-   :param moduleName: Path to the file with the feature group function.
-   :type moduleName: str
-   :param templateBindings: Config specifying variable names and values to use when resolving a feature group template.
-   :type templateBindings: dict
-   :param featureExpression: If the dataset feature group has custom features, the SQL select expression creating those features.
-   :type featureExpression: str
-   :param useOriginalCsvNames: If true, the feature group will use the original column names in the source dataset.
-   :type useOriginalCsvNames: bool
-   :param pythonFunctionBindings: Config specifying variable names, types, and values to use when resolving a Python feature group.
-   :type pythonFunctionBindings: dict
-   :param pythonFunctionName: Name of the Python function the feature group was built from.
-   :type pythonFunctionName: str
-   :param useGpu: Whether this feature group is using gpu
-   :type useGpu: bool
-   :param features: List of resolved features.
-   :type features: Feature
-   :param duplicateFeatures: List of duplicate features.
-   :type duplicateFeatures: Feature
-   :param pointInTimeGroups: List of Point In Time Groups.
-   :type pointInTimeGroups: PointInTimeGroup
-   :param annotationConfig: Annotation config for this feature
-   :type annotationConfig: AnnotationConfig
-   :param latestFeatureGroupVersion: Latest feature group version.
-   :type latestFeatureGroupVersion: FeatureGroupVersion
-   :param concatenationConfig: Feature group ID whose data will be concatenated into this feature group.
-   :type concatenationConfig: ConcatenationConfig
-   :param indexingConfig: Indexing config for the feature group for feature store
-   :type indexingConfig: IndexingConfig
-   :param codeSource: If a Python feature group, information on the source code.
-   :type codeSource: CodeSource
-   :param featureGroupTemplate: FeatureGroupTemplate to use when this feature group is attached to a template.
-   :type featureGroupTemplate: FeatureGroupTemplate
-   :param explanation: Natural language explanation of the feature group
-   :type explanation: NaturalLanguageExplanation
-   :param refreshSchedules: List of schedules that determines when the next version of the feature group will be created.
-   :type refreshSchedules: RefreshSchedule
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: add_to_project(project_id, feature_group_type = 'CUSTOM_TABLE')
-
-      Adds a feature group to a project.
-
-      :param project_id: The unique ID associated with the project.
-      :type project_id: str
-      :param feature_group_type: The feature group type of the feature group, based on the use case under which the feature group is being created.
-      :type feature_group_type: str
-
-
-
-   .. py:method:: set_project_config(project_id, project_config = None)
-
-      Sets a feature group's project config
-
-      :param project_id: Unique string identifier for the project.
-      :type project_id: str
-      :param project_config: Feature group's project configuration.
-      :type project_config: ProjectFeatureGroupConfig
-
-
-
-   .. py:method:: get_project_config(project_id)
-
-      Gets a feature group's project config
-
-      :param project_id: Unique string identifier for the project.
-      :type project_id: str
-
-      :returns: The feature group's project configuration.
-      :rtype: ProjectConfig
-
-
-
-   .. py:method:: remove_from_project(project_id)
-
-      Removes a feature group from a project.
-
-      :param project_id: The unique ID associated with the project.
-      :type project_id: str
-
-
-
-   .. py:method:: set_type(project_id, feature_group_type = 'CUSTOM_TABLE')
-
-      Update the feature group type in a project. The feature group must already be added to the project.
-
-      :param project_id: Unique identifier associated with the project.
-      :type project_id: str
-      :param feature_group_type: The feature group type to set the feature group as.
-      :type feature_group_type: str
-
-
-
-   .. py:method:: describe_annotation(feature_name = None, doc_id = None, feature_group_row_identifier = None)
-
-      Get the latest annotation entry for a given feature group, feature, and document.
-
-      :param feature_name: The name of the feature the annotation is on.
-      :type feature_name: str
-      :param doc_id: The ID of the primary document the annotation is on. At least one of the doc_id or feature_group_row_identifier must be provided in order to identify the correct annotation.
-      :type doc_id: str
-      :param feature_group_row_identifier: The key value of the feature group row the annotation is on (cast to string). Usually the feature group's primary / identifier key value. At least one of the doc_id or feature_group_row_identifier must be provided in order to identify the correct annotation.
-      :type feature_group_row_identifier: str
-
-      :returns: The latest annotation entry for the given feature group, feature, document, and/or annotation key value.
-      :rtype: AnnotationEntry
-
-
-
-   .. py:method:: verify_and_describe_annotation(feature_name = None, doc_id = None, feature_group_row_identifier = None)
-
-      Get the latest annotation entry for a given feature group, feature, and document along with verification information.
-
-      :param feature_name: The name of the feature the annotation is on.
-      :type feature_name: str
-      :param doc_id: The ID of the primary document the annotation is on. At least one of the doc_id or feature_group_row_identifier must be provided in order to identify the correct annotation.
-      :type doc_id: str
-      :param feature_group_row_identifier: The key value of the feature group row the annotation is on (cast to string). Usually the feature group's primary / identifier key value. At least one of the doc_id or feature_group_row_identifier must be provided in order to identify the correct annotation.
-      :type feature_group_row_identifier: str
-
-      :returns: The latest annotation entry for the given feature group, feature, document, and/or annotation key value. Includes the verification information.
-      :rtype: AnnotationEntry
-
-
-
-   .. py:method:: update_annotation_status(feature_name, status, doc_id = None, feature_group_row_identifier = None, save_metadata = False)
-
-      Update the status of an annotation entry.
-
-      :param feature_name: The name of the feature the annotation is on.
-      :type feature_name: str
-      :param status: The new status of the annotation. Must be one of the following: 'TODO', 'IN_PROGRESS', 'DONE'.
-      :type status: str
-      :param doc_id: The ID of the primary document the annotation is on. At least one of the doc_id or feature_group_row_identifier must be provided in order to identify the correct annotation.
-      :type doc_id: str
-      :param feature_group_row_identifier: The key value of the feature group row the annotation is on (cast to string). Usually the feature group's primary / identifier key value. At least one of the doc_id or feature_group_row_identifier must be provided in order to identify the correct annotation.
-      :type feature_group_row_identifier: str
-      :param save_metadata: If True, save the metadata for the annotation entry.
-      :type save_metadata: bool
-
-      :returns: The updated annotation entry.
-      :rtype: AnnotationEntry
-
-
-
-   .. py:method:: get_document_to_annotate(project_id, feature_name, feature_group_row_identifier = None, get_previous = False)
-
-      Get an available document that needs to be annotated for a annotation feature group.
-
-      :param project_id: The ID of the project that the annotation is associated with.
-      :type project_id: str
-      :param feature_name: The name of the feature the annotation is on.
-      :type feature_name: str
-      :param feature_group_row_identifier: The key value of the feature group row the annotation is on (cast to string). Usually the primary key value. If provided, fetch the immediate next (or previous) available document.
-      :type feature_group_row_identifier: str
-      :param get_previous: If True, get the previous document instead of the next document. Applicable if feature_group_row_identifier is provided.
-      :type get_previous: bool
-
-      :returns: The document to annotate.
-      :rtype: AnnotationDocument
-
-
-
-   .. py:method:: get_annotations_status(feature_name = None, check_for_materialization = False)
-
-      Get the status of the annotations for a given feature group and feature.
-
-      :param feature_name: The name of the feature the annotation is on.
-      :type feature_name: str
-      :param check_for_materialization: If True, check if the feature group needs to be materialized before using for annotations.
-      :type check_for_materialization: bool
-
-      :returns: The status of the annotations for the given feature group and feature.
-      :rtype: AnnotationsStatus
-
-
-
-   .. py:method:: import_annotation_labels(file, annotation_type)
-
-      Imports annotation labels from csv file. All valid values in the file will be imported as labels (including header row if present).
-
-      :param file: The file to import. Must be a csv file.
-      :type file: io.TextIOBase
-      :param annotation_type: The type of the annotation.
-      :type annotation_type: str
-
-      :returns: The annotation config for the feature group.
-      :rtype: AnnotationConfig
-
-
-
-   .. py:method:: create_sampling(table_name, sampling_config, description = None)
-
-      Creates a new Feature Group defined as a sample of rows from another Feature Group.
-
-      For efficiency, sampling is approximate unless otherwise specified. (e.g. the number of rows may vary slightly from what was requested).
-
-
-      :param table_name: The unique name to be given to this sampling Feature Group. Can be up to 120 characters long and can only contain alphanumeric characters and underscores.
-      :type table_name: str
-      :param sampling_config: Dictionary defining the sampling method and its parameters.
-      :type sampling_config: SamplingConfig
-      :param description: A human-readable description of this Feature Group.
-      :type description: str
-
-      :returns: The created Feature Group.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: set_sampling_config(sampling_config)
-
-      Set a FeatureGroup’s sampling to the config values provided, so that the rows the FeatureGroup returns will be a sample of those it would otherwise have returned.
-
-      :param sampling_config: A JSON string object specifying the sampling method and parameters specific to that sampling method. An empty sampling_config indicates no sampling.
-      :type sampling_config: SamplingConfig
-
-      :returns: The updated FeatureGroup.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: set_merge_config(merge_config)
-
-      Set a MergeFeatureGroup’s merge config to the values provided, so that the feature group only returns a bounded range of an incremental dataset.
-
-      :param merge_config: JSON object string specifying the merge rule. An empty merge_config will default to only including the latest dataset version.
-      :type merge_config: MergeConfig
-
-      :returns: The updated FeatureGroup.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: set_operator_config(operator_config)
-
-      Set a OperatorFeatureGroup’s operator config to the values provided.
-
-      :param operator_config: A dictionary object specifying the pre-defined operations.
-      :type operator_config: dict
-
-
-
-   .. py:method:: set_schema(schema)
-
-      Creates a new schema and points the feature group to the new feature group schema ID.
-
-      :param schema: JSON string containing an array of objects with 'name' and 'dataType' properties.
-      :type schema: list
-
-
-
-   .. py:method:: get_schema(project_id = None)
-
-      Returns a schema for a given FeatureGroup in a project.
-
-      :param project_id: The unique ID associated with the project.
-      :type project_id: str
-
-      :returns: A list of objects for each column in the specified feature group.
-      :rtype: list[Feature]
-
-
-
-   .. py:method:: create_feature(name, select_expression)
-
-      Creates a new feature in a Feature Group from a SQL select statement.
-
-      :param name: The name of the feature to add.
-      :type name: str
-      :param select_expression: SQL SELECT expression to create the feature.
-      :type select_expression: str
-
-      :returns: A Feature Group object with the newly added feature.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: add_tag(tag)
-
-      Adds a tag to the feature group
-
-      :param tag: The tag to add to the feature group.
-      :type tag: str
-
-
-
-   .. py:method:: remove_tag(tag)
-
-      Removes a tag from the specified feature group.
-
-      :param tag: The tag to remove from the feature group.
-      :type tag: str
-
-
-
-   .. py:method:: add_annotatable_feature(name, annotation_type)
-
-      Add an annotatable feature in a Feature Group
-
-      :param name: The name of the feature to add.
-      :type name: str
-      :param annotation_type: The type of annotation to set.
-      :type annotation_type: str
-
-      :returns: The feature group after the feature has been set
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: set_feature_as_annotatable_feature(feature_name, annotation_type, feature_group_row_identifier_feature = None, doc_id_feature = None)
-
-      Sets an existing feature as an annotatable feature (Feature that can be annotated).
-
-      :param feature_name: The name of the feature to set as annotatable.
-      :type feature_name: str
-      :param annotation_type: The type of annotation label to add.
-      :type annotation_type: str
-      :param feature_group_row_identifier_feature: The key value of the feature group row the annotation is on (cast to string) and uniquely identifies the feature group row. At least one of the doc_id or key value must be provided so that the correct annotation can be identified.
-      :type feature_group_row_identifier_feature: str
-      :param doc_id_feature: The name of the document ID feature.
-      :type doc_id_feature: str
-
-      :returns: A feature group object with the newly added annotatable feature.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: set_annotation_status_feature(feature_name)
-
-      Sets a feature as the annotation status feature for a feature group.
-
-      :param feature_name: The name of the feature to set as the annotation status feature.
-      :type feature_name: str
-
-      :returns: The updated feature group.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: unset_feature_as_annotatable_feature(feature_name)
-
-      Unsets a feature as annotatable
-
-      :param feature_name: The name of the feature to unset.
-      :type feature_name: str
-
-      :returns: The feature group after unsetting the feature
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: add_annotation_label(label_name, annotation_type, label_definition = None)
-
-      Adds an annotation label
-
-      :param label_name: The name of the label.
-      :type label_name: str
-      :param annotation_type: The type of the annotation to set.
-      :type annotation_type: str
-      :param label_definition: the definition of the label.
-      :type label_definition: str
-
-      :returns: The feature group after adding the annotation label
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: remove_annotation_label(label_name)
-
-      Removes an annotation label
-
-      :param label_name: The name of the label to remove.
-      :type label_name: str
-
-      :returns: The feature group after adding the annotation label
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: add_feature_tag(feature, tag)
-
-      Adds a tag on a feature
-
-      :param feature: The feature to set the tag on.
-      :type feature: str
-      :param tag: The tag to set on the feature.
-      :type tag: str
-
-
-
-   .. py:method:: remove_feature_tag(feature, tag)
-
-      Removes a tag from a feature
-
-      :param feature: The feature to remove the tag from.
-      :type feature: str
-      :param tag: The tag to remove.
-      :type tag: str
-
-
-
-   .. py:method:: create_nested_feature(nested_feature_name, table_name, using_clause, where_clause = None, order_clause = None)
-
-      Creates a new nested feature in a feature group from a SQL statement.
-
-      :param nested_feature_name: The name of the feature.
-      :type nested_feature_name: str
-      :param table_name: The table name of the feature group to nest. Can be up to 120 characters long and can only contain alphanumeric characters and underscores.
-      :type table_name: str
-      :param using_clause: The SQL join column or logic to join the nested table with the parent.
-      :type using_clause: str
-      :param where_clause: A SQL WHERE statement to filter the nested rows.
-      :type where_clause: str
-      :param order_clause: A SQL clause to order the nested rows.
-      :type order_clause: str
-
-      :returns: A feature group object with the newly added nested feature.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: update_nested_feature(nested_feature_name, table_name = None, using_clause = None, where_clause = None, order_clause = None, new_nested_feature_name = None)
-
-      Updates a previously existing nested feature in a feature group.
-
-      :param nested_feature_name: The name of the feature to be updated.
-      :type nested_feature_name: str
-      :param table_name: The name of the table. Can be up to 120 characters long and can only contain alphanumeric characters and underscores.
-      :type table_name: str
-      :param using_clause: The SQL join column or logic to join the nested table with the parent.
-      :type using_clause: str
-      :param where_clause: An SQL WHERE statement to filter the nested rows.
-      :type where_clause: str
-      :param order_clause: An SQL clause to order the nested rows.
-      :type order_clause: str
-      :param new_nested_feature_name: New name for the nested feature.
-      :type new_nested_feature_name: str
-
-      :returns: A feature group object with the updated nested feature.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: delete_nested_feature(nested_feature_name)
-
-      Delete a nested feature.
-
-      :param nested_feature_name: The name of the feature to be deleted.
-      :type nested_feature_name: str
-
-      :returns: A feature group object without the specified nested feature.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: create_point_in_time_feature(feature_name, history_table_name, aggregation_keys, timestamp_key, historical_timestamp_key, expression, lookback_window_seconds = None, lookback_window_lag_seconds = 0, lookback_count = None, lookback_until_position = 0)
-
-      Creates a new point in time feature in a feature group using another historical feature group, window spec, and aggregate expression.
-
-      We use the aggregation keys and either the lookbackWindowSeconds or the lookbackCount values to perform the window aggregation for every row in the current feature group.
-
-      If the window is specified in seconds, then all rows in the history table which match the aggregation keys and with historicalTimeFeature greater than or equal to lookbackStartCount and less than the value of the current rows timeFeature are considered. An optional lookbackWindowLagSeconds (+ve or -ve) can be used to offset the current value of the timeFeature. If this value is negative, we will look at the future rows in the history table, so care must be taken to ensure that these rows are available in the online context when we are performing a lookup on this feature group. If the window is specified in counts, then we order the historical table rows aligning by time and consider rows from the window where the rank order is greater than or equal to lookbackCount and includes the row just prior to the current one. The lag is specified in terms of positions using lookbackUntilPosition.
-
-
-      :param feature_name: The name of the feature to create.
-      :type feature_name: str
-      :param history_table_name: The table name of the history table.
-      :type history_table_name: str
-      :param aggregation_keys: List of keys to use for joining the historical table and performing the window aggregation.
-      :type aggregation_keys: list
-      :param timestamp_key: Name of feature which contains the timestamp value for the point in time feature.
-      :type timestamp_key: str
-      :param historical_timestamp_key: Name of feature which contains the historical timestamp.
-      :type historical_timestamp_key: str
-      :param expression: SQL aggregate expression which can convert a sequence of rows into a scalar value.
-      :type expression: str
-      :param lookback_window_seconds: If window is specified in terms of time, number of seconds in the past from the current time for start of the window.
-      :type lookback_window_seconds: float
-      :param lookback_window_lag_seconds: Optional lag to offset the closest point for the window. If it is positive, we delay the start of window. If it is negative, we are looking at the "future" rows in the history table.
-      :type lookback_window_lag_seconds: float
-      :param lookback_count: If window is specified in terms of count, the start position of the window (0 is the current row).
-      :type lookback_count: int
-      :param lookback_until_position: Optional lag to offset the closest point for the window. If it is positive, we delay the start of window by that many rows. If it is negative, we are looking at those many "future" rows in the history table.
-      :type lookback_until_position: int
-
-      :returns: A feature group object with the newly added nested feature.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: update_point_in_time_feature(feature_name, history_table_name = None, aggregation_keys = None, timestamp_key = None, historical_timestamp_key = None, expression = None, lookback_window_seconds = None, lookback_window_lag_seconds = None, lookback_count = None, lookback_until_position = None, new_feature_name = None)
-
-      Updates an existing Point-in-Time (PiT) feature in a feature group. See `createPointInTimeFeature` for detailed semantics.
-
-      :param feature_name: The name of the feature.
-      :type feature_name: str
-      :param history_table_name: The table name of the history table. If not specified, we use the current table to do a self join.
-      :type history_table_name: str
-      :param aggregation_keys: List of keys to use for joining the historical table and performing the window aggregation.
-      :type aggregation_keys: list
-      :param timestamp_key: Name of the feature which contains the timestamp value for the PiT feature.
-      :type timestamp_key: str
-      :param historical_timestamp_key: Name of the feature which contains the historical timestamp.
-      :type historical_timestamp_key: str
-      :param expression: SQL Aggregate expression which can convert a sequence of rows into a scalar value.
-      :type expression: str
-      :param lookback_window_seconds: If the window is specified in terms of time, the number of seconds in the past from the current time for the start of the window.
-      :type lookback_window_seconds: float
-      :param lookback_window_lag_seconds: Optional lag to offset the closest point for the window. If it is positive, we delay the start of the window. If it is negative, we are looking at the "future" rows in the history table.
-      :type lookback_window_lag_seconds: float
-      :param lookback_count: If the window is specified in terms of count, the start position of the window (0 is the current row).
-      :type lookback_count: int
-      :param lookback_until_position: Optional lag to offset the closest point for the window. If it is positive, we delay the start of the window by that many rows. If it is negative, we are looking at those many "future" rows in the history table.
-      :type lookback_until_position: int
-      :param new_feature_name: New name for the PiT feature.
-      :type new_feature_name: str
-
-      :returns: A feature group object with the newly added nested feature.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: create_point_in_time_group(group_name, window_key, aggregation_keys, history_table_name = None, history_window_key = None, history_aggregation_keys = None, lookback_window = None, lookback_window_lag = 0, lookback_count = None, lookback_until_position = 0)
-
-      Create a Point-in-Time Group
-
-      :param group_name: The name of the point in time group.
-      :type group_name: str
-      :param window_key: Name of feature to use for ordering the rows on the source table.
-      :type window_key: str
-      :param aggregation_keys: List of keys to perform on the source table for the window aggregation.
-      :type aggregation_keys: list
-      :param history_table_name: The table to use for aggregating, if not provided, the source table will be used.
-      :type history_table_name: str
-      :param history_window_key: Name of feature to use for ordering the rows on the history table. If not provided, the windowKey from the source table will be used.
-      :type history_window_key: str
-      :param history_aggregation_keys: List of keys to use for join the historical table and performing the window aggregation. If not provided, the aggregationKeys from the source table will be used. Must be the same length and order as the source table's aggregationKeys.
-      :type history_aggregation_keys: list
-      :param lookback_window: Number of seconds in the past from the current time for the start of the window. If 0, the lookback will include all rows.
-      :type lookback_window: float
-      :param lookback_window_lag: Optional lag to offset the closest point for the window. If it is positive, the start of the window is delayed. If it is negative, "future" rows in the history table are used.
-      :type lookback_window_lag: float
-      :param lookback_count: If window is specified in terms of count, the start position of the window (0 is the current row).
-      :type lookback_count: int
-      :param lookback_until_position: Optional lag to offset the closest point for the window. If it is positive, the start of the window is delayed by that many rows. If it is negative, those many "future" rows in the history table are used.
-      :type lookback_until_position: int
-
-      :returns: The feature group after the point in time group has been created.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: generate_point_in_time_features(group_name, columns, window_functions, prefix = None)
-
-      Generates and adds PIT features given the selected columns to aggregate over, and the operations to include.
-
-      :param group_name: Name of the point-in-time group.
-      :type group_name: str
-      :param columns: List of columns to generate point-in-time features for.
-      :type columns: list
-      :param window_functions: List of window functions to operate on.
-      :type window_functions: list
-      :param prefix: Prefix for generated features, defaults to group name
-      :type prefix: str
-
-      :returns: Feature group object with newly added point-in-time features.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: update_point_in_time_group(group_name, window_key = None, aggregation_keys = None, history_table_name = None, history_window_key = None, history_aggregation_keys = None, lookback_window = None, lookback_window_lag = None, lookback_count = None, lookback_until_position = None)
-
-      Update Point-in-Time Group
-
-      :param group_name: The name of the point-in-time group.
-      :type group_name: str
-      :param window_key: Name of feature which contains the timestamp value for the point-in-time feature.
-      :type window_key: str
-      :param aggregation_keys: List of keys to use for joining the historical table and performing the window aggregation.
-      :type aggregation_keys: list
-      :param history_table_name: The table to use for aggregating, if not provided, the source table will be used.
-      :type history_table_name: str
-      :param history_window_key: Name of feature to use for ordering the rows on the history table. If not provided, the windowKey from the source table will be used.
-      :type history_window_key: str
-      :param history_aggregation_keys: List of keys to use for joining the historical table and performing the window aggregation. If not provided, the aggregationKeys from the source table will be used. Must be the same length and order as the source table's aggregationKeys.
-      :type history_aggregation_keys: list
-      :param lookback_window: Number of seconds in the past from the current time for the start of the window.
-      :type lookback_window: float
-      :param lookback_window_lag: Optional lag to offset the closest point for the window. If it is positive, the start of the window is delayed. If it is negative, future rows in the history table are looked at.
-      :type lookback_window_lag: float
-      :param lookback_count: If window is specified in terms of count, the start position of the window (0 is the current row).
-      :type lookback_count: int
-      :param lookback_until_position: Optional lag to offset the closest point for the window. If it is positive, the start of the window is delayed by that many rows. If it is negative, those many future rows in the history table are looked at.
-      :type lookback_until_position: int
-
-      :returns: The feature group after the update has been applied.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: delete_point_in_time_group(group_name)
-
-      Delete point in time group
-
-      :param group_name: The name of the point in time group.
-      :type group_name: str
-
-      :returns: The feature group after the point in time group has been deleted.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: create_point_in_time_group_feature(group_name, name, expression)
-
-      Create point in time group feature
-
-      :param group_name: The name of the point-in-time group.
-      :type group_name: str
-      :param name: The name of the feature to add to the point-in-time group.
-      :type name: str
-      :param expression: A SQL aggregate expression which can convert a sequence of rows into a scalar value.
-      :type expression: str
-
-      :returns: The feature group after the update has been applied.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: update_point_in_time_group_feature(group_name, name, expression)
-
-      Update a feature's SQL expression in a point in time group
-
-      :param group_name: The name of the point-in-time group.
-      :type group_name: str
-      :param name: The name of the feature to add to the point-in-time group.
-      :type name: str
-      :param expression: SQL aggregate expression which can convert a sequence of rows into a scalar value.
-      :type expression: str
-
-      :returns: The feature group after the update has been applied.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: set_feature_type(feature, feature_type, project_id = None)
-
-      Set the type of a feature in a feature group. Specify the feature group ID, feature name, and feature type, and the method will return the new column with the changes reflected.
-
-      :param feature: The name of the feature.
-      :type feature: str
-      :param feature_type: The machine learning type of the data in the feature.
-      :type feature_type: str
-      :param project_id: Optional unique ID associated with the project.
-      :type project_id: str
-
-      :returns: The feature group after the data_type is applied.
-      :rtype: Schema
-
-
-
-   .. py:method:: invalidate_streaming_data(invalid_before_timestamp)
-
-      Invalidates all streaming data with timestamp before invalidBeforeTimestamp
-
-      :param invalid_before_timestamp: Unix timestamp; any data with a timestamp before this time will be invalidated
-      :type invalid_before_timestamp: int
-
-
-
-   .. py:method:: concatenate_data(source_feature_group_id, merge_type = 'UNION', replace_until_timestamp = None, skip_materialize = False)
-
-      Concatenates data from one Feature Group to another. Feature Groups can be merged if their schemas are compatible, they have the special `updateTimestampKey` column, and (if set) the `primaryKey` column. The second operand in the concatenate operation will be appended to the first operand (merge target).
-
-      :param source_feature_group_id: The Feature Group to concatenate with the destination Feature Group.
-      :type source_feature_group_id: str
-      :param merge_type: `UNION` or `INTERSECTION`.
-      :type merge_type: str
-      :param replace_until_timestamp: The UNIX timestamp to specify the point until which we will replace data from the source Feature Group.
-      :type replace_until_timestamp: int
-      :param skip_materialize: If `True`, will not materialize the concatenated Feature Group.
-      :type skip_materialize: bool
-
-
-
-   .. py:method:: remove_concatenation_config()
-
-      Removes the concatenation config on a destination feature group.
-
-      :param feature_group_id: Unique identifier of the destination feature group to remove the concatenation configuration from.
-      :type feature_group_id: str
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: describe()
-
-      Describe a Feature Group.
-
-      :param feature_group_id: A unique string identifier associated with the feature group.
-      :type feature_group_id: str
-
-      :returns: The feature group object.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: set_indexing_config(primary_key = None, update_timestamp_key = None, lookup_keys = None)
-
-      Sets various attributes of the feature group used for primary key, deployment lookups and streaming updates.
-
-      :param primary_key: Name of the feature which defines the primary key of the feature group.
-      :type primary_key: str
-      :param update_timestamp_key: Name of the feature which defines the update timestamp of the feature group. Used in concatenation and primary key deduplication.
-      :type update_timestamp_key: str
-      :param lookup_keys: List of feature names which can be used in the lookup API to restrict the computation to a set of dataset rows. These feature names have to correspond to underlying dataset columns.
-      :type lookup_keys: list
-
-
-
-   .. py:method:: update(description = None)
-
-      Modify an existing Feature Group.
-
-      :param description: Description of the Feature Group.
-      :type description: str
-
-      :returns: Updated Feature Group object.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: detach_from_template()
-
-      Update a feature group to detach it from a template.
-
-      :param feature_group_id: Unique string identifier associated with the feature group.
-      :type feature_group_id: str
-
-      :returns: The updated feature group.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: update_template_bindings(template_bindings = None)
-
-      Update the feature group template bindings for a template feature group.
-
-      :param template_bindings: Values in these bindings override values set in the template.
-      :type template_bindings: list
-
-      :returns: Updated feature group.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: update_python_function_bindings(python_function_bindings)
-
-      Updates an existing Feature Group's Python function bindings from a user-provided Python Function. If a list of feature groups are supplied within the Python function bindings, we will provide DataFrames (Pandas in the case of Python) with the materialized feature groups for those input feature groups as arguments to the function.
-
-      :param python_function_bindings: List of python function arguments.
-      :type python_function_bindings: List
-
-
-
-   .. py:method:: update_python_function(python_function_name, python_function_bindings = None, cpu_size = None, memory = None, use_gpu = None, use_original_csv_names = None)
-
-      Updates an existing Feature Group's python function from a user provided Python Function. If a list of feature groups are supplied within the python function
-
-      bindings, we will provide as arguments to the function DataFrame's (pandas in the case of Python) with the materialized
-      feature groups for those input feature groups.
-
-
-      :param python_function_name: The name of the python function to be associated with the feature group.
-      :type python_function_name: str
-      :param python_function_bindings: List of python function arguments.
-      :type python_function_bindings: List
-      :param cpu_size: Size of the CPU for the feature group python function.
-      :type cpu_size: str
-      :param memory: Memory (in GB) for the feature group python function.
-      :type memory: int
-      :param use_gpu: Whether the feature group needs a gpu or not. Otherwise default to CPU.
-      :type use_gpu: bool
-      :param use_original_csv_names: If enabled, it uses the original column names for input feature groups from CSV datasets.
-      :type use_original_csv_names: bool
-
-
-
-   .. py:method:: update_sql_definition(sql)
-
-      Updates the SQL statement for a feature group.
-
-      :param sql: The input SQL statement for the feature group.
-      :type sql: str
-
-      :returns: The updated feature group.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: update_dataset_feature_expression(feature_expression)
-
-      Updates the SQL feature expression for a Dataset FeatureGroup's custom features
-
-      :param feature_expression: The input SQL statement for the feature group.
-      :type feature_expression: str
-
-      :returns: The updated feature group.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: update_feature(name, select_expression = None, new_name = None)
-
-      Modifies an existing feature in a feature group.
-
-      :param name: Name of the feature to be updated.
-      :type name: str
-      :param select_expression: SQL statement for modifying the feature.
-      :type select_expression: str
-      :param new_name: New name of the feature.
-      :type new_name: str
-
-      :returns: Updated feature group object.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: list_exports()
-
-      Lists all of the feature group exports for the feature group
-
-      :param feature_group_id: Unique identifier of the feature group
-      :type feature_group_id: str
-
-      :returns: List of feature group exports
-      :rtype: list[FeatureGroupExport]
-
-
-
-   .. py:method:: set_modifier_lock(locked = True)
-
-      Lock a feature group to prevent modification.
-
-      :param locked: Whether to disable or enable feature group modification (True or False).
-      :type locked: bool
-
-
-
-   .. py:method:: list_modifiers()
-
-      List the users who can modify a given feature group.
-
-      :param feature_group_id: Unique string identifier of the feature group.
-      :type feature_group_id: str
-
-      :returns: Information about the modification lock status and groups/organizations added to the feature group.
-      :rtype: ModificationLockInfo
-
-
-
-   .. py:method:: add_user_to_modifiers(email)
-
-      Adds a user to a feature group.
-
-      :param email: The email address of the user to be added.
-      :type email: str
-
-
-
-   .. py:method:: add_organization_group_to_modifiers(organization_group_id)
-
-      Add OrganizationGroup to a feature group modifiers list
-
-      :param organization_group_id: Unique string identifier of the organization group.
-      :type organization_group_id: str
-
-
-
-   .. py:method:: remove_user_from_modifiers(email)
-
-      Removes a user from a specified feature group.
-
-      :param email: The email address of the user to be removed.
-      :type email: str
-
-
-
-   .. py:method:: remove_organization_group_from_modifiers(organization_group_id)
-
-      Removes an OrganizationGroup from a feature group modifiers list
-
-      :param organization_group_id: The unique ID associated with the organization group.
-      :type organization_group_id: str
-
-
-
-   .. py:method:: delete_feature(name)
-
-      Removes a feature from the feature group.
-
-      :param name: Name of the feature to be deleted.
-      :type name: str
-
-      :returns: Updated feature group object.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: delete()
-
-      Deletes a Feature Group.
-
-      :param feature_group_id: Unique string identifier for the feature group to be removed.
-      :type feature_group_id: str
-
-
-
-   .. py:method:: create_version(variable_bindings = None)
-
-      Creates a snapshot for a specified feature group. Triggers materialization of the feature group. The new version of the feature group is created after it has materialized.
-
-      :param variable_bindings: Dictionary defining variable bindings that override parent feature group values.
-      :type variable_bindings: dict
-
-      :returns: A feature group version.
-      :rtype: FeatureGroupVersion
-
-
-
-   .. py:method:: list_versions(limit = 100, start_after_version = None)
-
-      Retrieves a list of all feature group versions for the specified feature group.
-
-      :param limit: The maximum length of the returned versions.
-      :type limit: int
-      :param start_after_version: Results will start after this version.
-      :type start_after_version: str
-
-      :returns: A list of feature group versions.
-      :rtype: list[FeatureGroupVersion]
-
-
-
-   .. py:method:: create_template(name, template_sql, template_variables, description = None, template_bindings = None, should_attach_feature_group_to_template = False)
-
-      Create a feature group template.
-
-      :param name: User-friendly name for this feature group template.
-      :type name: str
-      :param template_sql: The template SQL that will be resolved by applying values from the template variables to generate SQL for a feature group.
-      :type template_sql: str
-      :param template_variables: The template variables for resolving the template.
-      :type template_variables: list
-      :param description: Description of this feature group template.
-      :type description: str
-      :param template_bindings: If the feature group will be attached to the newly created template, set these variable bindings on that feature group.
-      :type template_bindings: list
-      :param should_attach_feature_group_to_template: Set to `True` to convert the feature group to a template feature group and attach it to the newly created template.
-      :type should_attach_feature_group_to_template: bool
-
-      :returns: The created feature group template.
-      :rtype: FeatureGroupTemplate
-
-
-
-   .. py:method:: suggest_template_for()
-
-      Suggest values for a feature gruop template, based on a feature group.
-
-      :param feature_group_id: Unique identifier associated with the feature group to use for suggesting values to use in the template.
-      :type feature_group_id: str
-
-      :returns: The suggested feature group template.
-      :rtype: FeatureGroupTemplate
-
-
-
-   .. py:method:: get_recent_streamed_data()
-
-      Returns recently streamed data to a streaming feature group.
-
-      :param feature_group_id: Unique string identifier associated with the feature group.
-      :type feature_group_id: str
-
-
-
-   .. py:method:: append_data(streaming_token, data)
-
-      Appends new data into the feature group for a given lookup key recordId.
-
-      :param streaming_token: The streaming token for authenticating requests.
-      :type streaming_token: str
-      :param data: The data to record as a JSON object.
-      :type data: dict
-
-
-
-   .. py:method:: append_multiple_data(streaming_token, data)
-
-      Appends new data into the feature group for a given lookup key recordId.
-
-      :param streaming_token: Streaming token for authenticating requests.
-      :type streaming_token: str
-      :param data: Data to record, as a list of JSON objects.
-      :type data: list
-
-
-
-   .. py:method:: upsert_data(data, streaming_token = None)
-
-      Update new data into the feature group for a given lookup key record ID if the record ID is found; otherwise, insert new data into the feature group.
-
-      :param data: The data to record, in JSON format.
-      :type data: dict
-      :param streaming_token: Optional streaming token for authenticating requests if upserting to streaming FG.
-      :type streaming_token: str
-
-      :returns: The feature group row that was upserted.
-      :rtype: FeatureGroupRow
-
-
-
-   .. py:method:: delete_data(primary_key)
-
-      Deletes a row from the feature group given the primary key
-
-      :param primary_key: The primary key value for which to delete the feature group row
-      :type primary_key: str
-
-
-
-   .. py:method:: get_data(primary_key = None, num_rows = None)
-
-      Gets the feature group rows for online updatable feature groups.
-
-      If primary key is set, row corresponding to primary_key is returned.
-      If num_rows is set, we return maximum of num_rows latest updated rows.
-
-
-      :param primary_key: The primary key value for which to find the feature group row
-      :type primary_key: str
-      :param num_rows: Maximum number of rows to return from the feature group
-      :type num_rows: int
-
-      :returns: A list of feature group rows.
-      :rtype: list[FeatureGroupRow]
-
-
-
-   .. py:method:: get_natural_language_explanation(feature_group_version = None, model_id = None)
-
-      Returns the saved natural language explanation of an artifact with given ID. The artifact can be - Feature Group or Feature Group Version or Model
-
-      :param feature_group_version: A unique string identifier associated with the Feature Group Version.
-      :type feature_group_version: str
-      :param model_id: A unique string identifier associated with the Model.
-      :type model_id: str
-
-      :returns: The object containing natural language explanation(s) as field(s).
-      :rtype: NaturalLanguageExplanation
-
-
-
-   .. py:method:: generate_natural_language_explanation(feature_group_version = None, model_id = None)
-
-      Generates natural language explanation of an artifact with given ID. The artifact can be - Feature Group or Feature Group Version or Model
-
-      :param feature_group_version: A unique string identifier associated with the Feature Group Version.
-      :type feature_group_version: str
-      :param model_id: A unique string identifier associated with the Model.
-      :type model_id: str
-
-      :returns: The object containing natural language explanation(s) as field(s).
-      :rtype: NaturalLanguageExplanation
-
-
-
-   .. py:method:: wait_for_dataset(timeout = 7200)
-
-          A waiting call until the feature group's dataset, if any, is ready for use.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out. Default value given is 7200 seconds.
-      :type timeout: int
-
-
-
-   .. py:method:: wait_for_upload(timeout = 7200)
-
-          Waits for a feature group created from a dataframe to be ready for materialization and version creation.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out. Default value given is 7200 seconds.
-      :type timeout: int
-
-
-
-   .. py:method:: wait_for_materialization(timeout = 7200)
-
-      A waiting call until feature group is materialized.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out. Default value given is 7200 seconds.
-      :type timeout: int
-
-
-
-   .. py:method:: wait_for_streaming_ready(timeout = 600)
-
-      Waits for the feature group indexing config to be applied for streaming
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out. Default value given is 600 seconds.
-      :type timeout: int
-
-
-
-   .. py:method:: get_status(streaming_status = False)
-
-      Gets the status of the feature group.
-
-      :returns: A string describing the status of a feature group (pending, complete, etc.).
-      :rtype: str
-
-
-
-   .. py:method:: load_as_pandas()
-
-      Loads the feature groups into a python pandas dataframe.
-
-      :returns: A pandas dataframe with annotations and text_snippet columns.
-      :rtype: DataFrame
-
-
-
-   .. py:method:: load_as_pandas_documents(doc_id_column, document_column)
-
-      Loads a feature group with documents data into a pandas dataframe.
-
-      :param doc_id_feature: The name of the feature / column containing the document ID.
-      :type doc_id_feature: str
-      :param document_feature: The name of the feature / column which either contains the document data itself or page infos with path to remotely stored documents. This column will be replaced with the extracted document data.
-      :type document_feature: str
-
-      :returns: A pandas dataframe containing the extracted document data.
-      :rtype: DataFrame
-
-
-
-   .. py:method:: describe_dataset()
-
-      Displays the dataset attached to a feature group.
-
-      :returns: A dataset object with all the relevant information about the dataset.
-      :rtype: Dataset
-
-
-
-   .. py:method:: materialize()
-
-      Materializes the feature group's latest change at the api call time. It'll skip materialization if no change since the current latest version.
-
-      :returns: A feature group object with the lastest changes materialized.
-      :rtype: FeatureGroup
-
-
-
-.. py:class:: FeatureGroupExport(client, featureGroupExportId=None, failedWrites=None, totalWrites=None, featureGroupVersion=None, connectorType=None, outputLocation=None, fileFormat=None, databaseConnectorId=None, objectName=None, writeMode=None, databaseFeatureMapping=None, idColumn=None, status=None, createdAt=None, exportCompletedAt=None, additionalIdColumns=None, error=None, databaseOutputError=None, projectConfig={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A feature Group Export Job
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param featureGroupExportId: Unique identifier for this export.
-   :type featureGroupExportId: str
-   :param failedWrites: Number of failed writes.
-   :type failedWrites: int
-   :param totalWrites: Total number of writes.
-   :type totalWrites: int
-   :param featureGroupVersion: Version of the feature group being exported.
-   :type featureGroupVersion: str
-   :param connectorType: The type of connector
-   :type connectorType: str
-   :param outputLocation: File Connector location the feature group is being written to.
-   :type outputLocation: str
-   :param fileFormat: File format being written to `output_location`.
-   :type fileFormat: str
-   :param databaseConnectorId: Database connector ID used.
-   :type databaseConnectorId: str
-   :param objectName: Database connector's object to write to.
-   :type objectName: str
-   :param writeMode: `UPSERT` or `INSERT` for writing to the database connector.
-   :type writeMode: str
-   :param databaseFeatureMapping: Column/feature pairs mapping the features to the database columns.
-   :type databaseFeatureMapping: dict
-   :param idColumn: ID column to use as the upsert key.
-   :type idColumn: str
-   :param status: Current status of the export.
-   :type status: str
-   :param createdAt: Timestamp at which the export was created (ISO-8601 format).
-   :type createdAt: str
-   :param exportCompletedAt: Timestamp at which the export completed (ISO-8601 format).
-   :type exportCompletedAt: str
-   :param additionalIdColumns: For database connectors which support it, additional ID columns to use as a complex key for upserting.
-   :type additionalIdColumns: list[str]
-   :param error: If `status` is `FAILED`, this field will be populated with an error.
-   :type error: str
-   :param databaseOutputError: If `True`, there were errors reported by the database connector while writing.
-   :type databaseOutputError: bool
-   :param projectConfig: Project config for this feature group.
-   :type projectConfig: ProjectConfig
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: get_feature_group_version_export_download_url()
-
-      Get a link to download the feature group version.
-
-      :param feature_group_export_id: Unique identifier of the Feature Group Export to get a signed URL for.
-      :type feature_group_export_id: str
-
-      :returns: Instance containing the download URL and expiration time for the Feature Group Export.
-      :rtype: FeatureGroupExportDownloadUrl
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: FeatureGroupExport
-
-
-
-   .. py:method:: describe()
-
-      A feature group export
-
-      :param feature_group_export_id: Unique identifier of the feature group export.
-      :type feature_group_export_id: str
-
-      :returns: The feature group export object.
-      :rtype: FeatureGroupExport
-
-
-
-   .. py:method:: get_connector_errors()
-
-      Returns a stream containing the write errors of the feature group export database connection, if any writes failed to the database connector.
-
-      :param feature_group_export_id: Unique identifier of the feature group export to get the errors for.
-      :type feature_group_export_id: str
-
-
-
-   .. py:method:: wait_for_results(timeout=3600)
-
-      A waiting call until feature group export is created.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out.
-      :type timeout: int
-
-
-
-   .. py:method:: wait_for_export(timeout=3600)
-
-      A waiting call until feature group export is created.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out.
-      :type timeout: int
-
-
-
-   .. py:method:: get_status()
-
-      Gets the status of the feature group export.
-
-      :returns: A string describing the status of a feature group export (pending, complete, etc.).
-      :rtype: str
-
-
-
-.. py:class:: FeatureGroupExportConfig(client, outputLocation=None, fileFormat=None, databaseConnectorId=None, objectName=None, writeMode=None, databaseFeatureMapping=None, idColumn=None, additionalIdColumns=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Export configuration (file connector or database connector information) for feature group exports.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param outputLocation: The File Connector location to which the feature group is being written.
-   :type outputLocation: str
-   :param fileFormat: The file format being written to output_location.
-   :type fileFormat: str
-   :param databaseConnectorId: The unique string identifier of the database connector used.
-   :type databaseConnectorId: str
-   :param objectName: The object in the database connector to which the feature group is being written.
-   :type objectName: str
-   :param writeMode: UPSERT or INSERT for writing to the database connector.
-   :type writeMode: str
-   :param databaseFeatureMapping: The column/feature pairs mapping the features to the database columns.
-   :type databaseFeatureMapping: dict
-   :param idColumn: The id column to use as the upsert key.
-   :type idColumn: str
-   :param additionalIdColumns: For database connectors which support it, additional ID columns to use as a complex key for upserting.
-   :type additionalIdColumns: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: FeatureGroupExportDownloadUrl(client, downloadUrl=None, expiresAt=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A Feature Group Export Download Url, which is used to download the feature group version
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param downloadUrl: The URL of the download location.
-   :type downloadUrl: str
-   :param expiresAt: String representation of the ISO-8601 datetime when the URL expires.
-   :type expiresAt: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: FeatureGroupRow(client, featureGroupId=None, primaryKey=None, createdAt=None, updatedAt=None, contents=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A row of a feature group.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param featureGroupId: The ID of the feature group this row belongs to.
-   :type featureGroupId: str
-   :param primaryKey: Value of the primary key for this row.
-   :type primaryKey: str
-   :param createdAt: The timestamp this feature group row was created in ISO-8601 format.
-   :type createdAt: str
-   :param updatedAt: The timestamp when this feature group row was last updated in ISO-8601 format.
-   :type updatedAt: str
-   :param contents: A dictionary of feature names and values for this row.
-   :type contents: dict
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: FeatureGroupRowProcess(client, featureGroupId=None, deploymentId=None, primaryKeyValue=None, featureGroupRowProcessId=None, createdAt=None, updatedAt=None, startedAt=None, completedAt=None, timeoutAt=None, retriesRemaining=None, totalAttemptsAllowed=None, status=None, error=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A feature group row process
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param featureGroupId: The ID of the feature group this row that was processed belongs to.
-   :type featureGroupId: str
-   :param deploymentId: The ID of the deployment that processed this row.
-   :type deploymentId: str
-   :param primaryKeyValue: Value of the primary key for this row.
-   :type primaryKeyValue: str
-   :param featureGroupRowProcessId: The ID of the feature group row process.
-   :type featureGroupRowProcessId: str
-   :param createdAt: The timestamp this feature group row was created in ISO-8601 format.
-   :type createdAt: str
-   :param updatedAt: The timestamp when this feature group row was last updated in ISO-8601 format.
-   :type updatedAt: str
-   :param startedAt: The timestamp when this feature group row process was started in ISO-8601 format.
-   :type startedAt: str
-   :param completedAt: The timestamp when this feature group row was completed.
-   :type completedAt: str
-   :param timeoutAt: The time the feature group row process will timeout.
-   :type timeoutAt: str
-   :param retriesRemaining: The number of retries remaining for this feature group row process.
-   :type retriesRemaining: int
-   :param totalAttemptsAllowed: The total number of attempts allowed for this feature group row process.
-   :type totalAttemptsAllowed: int
-   :param status: The status of the feature group row process.
-   :type status: str
-   :param error: The error message if the status is FAILED.
-   :type error: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: wait_for_process(timeout=1200)
-
-      A waiting call until model monitor version is ready.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out.
-      :type timeout: int
-
-
-
-   .. py:method:: get_status()
-
-      Gets the status of the feature group row process.
-
-      :returns: A string describing the status of the feature group row process
-      :rtype: str
-
-
-
-.. py:class:: FeatureGroupRowProcessLogs(client, logs=None, featureGroupId=None, deploymentId=None, primaryKeyValue=None, featureGroupRowProcessId=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Logs for the feature group row process.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param logs: The logs for both stdout and stderr of the step
-   :type logs: str
-   :param featureGroupId: The ID of the feature group this row that was processed belongs to.
-   :type featureGroupId: str
-   :param deploymentId: The ID of the deployment that processed this row.
-   :type deploymentId: str
-   :param primaryKeyValue: Value of the primary key for this row.
-   :type primaryKeyValue: str
-   :param featureGroupRowProcessId: The ID of the feature group row process.
-   :type featureGroupRowProcessId: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: FeatureGroupRowProcessSummary(client, totalProcesses=None, pendingProcesses=None, processingProcesses=None, completeProcesses=None, failedProcesses=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A summary of the feature group processes for a deployment.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param totalProcesses: The total number of processes
-   :type totalProcesses: int
-   :param pendingProcesses: The number of pending processes
-   :type pendingProcesses: int
-   :param processingProcesses: The number of processes currently processing
-   :type processingProcesses: int
-   :param completeProcesses: The number of complete processes
-   :type completeProcesses: int
-   :param failedProcesses: The number of failed processes
-   :type failedProcesses: int
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: FeatureGroupTemplate(client, featureGroupTemplateId=None, description=None, featureGroupId=None, isSystemTemplate=None, name=None, templateSql=None, templateVariables=None, createdAt=None, updatedAt=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A template for creating feature groups.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param featureGroupTemplateId: The unique identifier for this feature group template.
-   :type featureGroupTemplateId: str
-   :param description: A user-friendly text description of this feature group template.
-   :type description: str
-   :param featureGroupId: The unique identifier for the feature group used to create this template.
-   :type featureGroupId: str
-   :param isSystemTemplate: True if this is a system template returned from a user organization.
-   :type isSystemTemplate: bool
-   :param name: The user-friendly name of this feature group template.
-   :type name: str
-   :param templateSql: SQL that can include variables which will be replaced by values from the template config to resolve this template SQL into a valid SQL query for a feature group.
-   :type templateSql: str
-   :param templateVariables: A map, from template variable names to parameters for replacing those template variables with values (e.g. to values and metadata on how to resolve those values).
-   :type templateVariables: dict
-   :param createdAt: When the feature group template was created.
-   :type createdAt: str
-   :param updatedAt: When the feature group template was updated.
-   :type updatedAt: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: delete()
-
-      Delete an existing feature group template.
-
-      :param feature_group_template_id: Unique string identifier associated with the feature group template.
-      :type feature_group_template_id: str
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: FeatureGroupTemplate
-
-
-
-   .. py:method:: describe()
-
-      Describe a Feature Group Template.
-
-      :param feature_group_template_id: The unique identifier of a feature group template.
-      :type feature_group_template_id: str
-
-      :returns: The feature group template object.
-      :rtype: FeatureGroupTemplate
-
-
-
-   .. py:method:: update(template_sql = None, template_variables = None, description = None, name = None)
-
-      Update a feature group template.
-
-      :param template_sql: If provided, the new value to use for the template SQL.
-      :type template_sql: str
-      :param template_variables: If provided, the new value to use for the template variables.
-      :type template_variables: list
-      :param description: Description of this feature group template.
-      :type description: str
-      :param name: User-friendly name for this feature group template.
-      :type name: str
-
-      :returns: The updated feature group template.
-      :rtype: FeatureGroupTemplate
-
-
-
-   .. py:method:: preview_resolution(template_bindings = None, template_sql = None, template_variables = None, should_validate = True)
-
-      Resolve template sql using template variables and template bindings.
-
-      :param template_bindings: Values to override the template variable values specified by the template.
-      :type template_bindings: list
-      :param template_sql: If specified, use this as the template SQL instead of the feature group template's SQL.
-      :type template_sql: str
-      :param template_variables: Template variables to use. If a template is provided, this overrides the template's template variables.
-      :type template_variables: list
-      :param should_validate: If true, validates the resolved SQL.
-      :type should_validate: bool
-
-      :returns: The resolved template
-      :rtype: ResolvedFeatureGroupTemplate
-
-
-
-.. py:class:: FeatureGroupVersion(client, featureGroupVersion=None, featureGroupId=None, sql=None, sourceTables=None, sourceDatasetVersions=None, createdAt=None, status=None, error=None, deployable=None, cpuSize=None, memory=None, useOriginalCsvNames=None, pythonFunctionBindings=None, indexingConfigWarningMsg=None, materializationStartedAt=None, materializationCompletedAt=None, columns=None, templateBindings=None, features={}, pointInTimeGroups={}, codeSource={}, annotationConfig={}, indexingConfig={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A materialized version of a feature group
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param featureGroupVersion: The unique identifier for this materialized version of feature group.
-   :type featureGroupVersion: str
-   :param featureGroupId: The unique identifier of the feature group this version belongs to.
-   :type featureGroupId: str
-   :param sql: The sql definition creating this feature group.
-   :type sql: str
-   :param sourceTables: The source tables for this feature group.
-   :type sourceTables: list[str]
-   :param sourceDatasetVersions: The dataset version ids for this feature group version.
-   :type sourceDatasetVersions: list[str]
-   :param createdAt: The timestamp at which the feature group version was created.
-   :type createdAt: str
-   :param status: The current status of the feature group version.
-   :type status: str
-   :param error: Relevant error if the status is FAILED.
-   :type error: str
-   :param deployable: whether feature group is deployable or not.
-   :type deployable: bool
-   :param cpuSize: Cpu size specified for the python feature group.
-   :type cpuSize: str
-   :param memory: Memory in GB specified for the python feature group.
-   :type memory: int
-   :param useOriginalCsvNames: If true, the feature group will use the original column names in the source dataset.
-   :type useOriginalCsvNames: bool
-   :param pythonFunctionBindings: Config specifying variable names, types, and values to use when resolving a Python feature group.
-   :type pythonFunctionBindings: list
-   :param indexingConfigWarningMsg: The warning message related to indexing keys.
-   :type indexingConfigWarningMsg: str
-   :param materializationStartedAt: The timestamp at which the feature group materialization started.
-   :type materializationStartedAt: str
-   :param materializationCompletedAt: The timestamp at which the feature group materialization completed.
-   :type materializationCompletedAt: str
-   :param columns: List of resolved columns.
-   :type columns: list[feature]
-   :param templateBindings: Template variable bindings used for resolving the template.
-   :type templateBindings: list
-   :param features: List of features.
-   :type features: Feature
-   :param pointInTimeGroups: List of Point In Time Groups
-   :type pointInTimeGroups: PointInTimeGroup
-   :param codeSource: If a python feature group, information on the source code
-   :type codeSource: CodeSource
-   :param annotationConfig: The annotations config for the feature group.
-   :type annotationConfig: AnnotationConfig
-   :param indexingConfig: The indexing config for the feature group.
-   :type indexingConfig: IndexingConfig
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: create_snapshot_feature_group(table_name)
-
-      Creates a Snapshot Feature Group corresponding to a specific Feature Group version.
-
-      :param table_name: Name for the newly created Snapshot Feature Group table. Can be up to 120 characters long and can only contain alphanumeric characters and underscores.
-      :type table_name: str
-
-      :returns: Feature Group corresponding to the newly created Snapshot.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: export_to_file_connector(location, export_file_format, overwrite = False)
-
-      Export Feature group to File Connector.
-
-      :param location: Cloud file location to export to.
-      :type location: str
-      :param export_file_format: Enum string specifying the file format to export to.
-      :type export_file_format: str
-      :param overwrite: If true and a file exists at this location, this process will overwrite the file.
-      :type overwrite: bool
-
-      :returns: The FeatureGroupExport instance.
-      :rtype: FeatureGroupExport
-
-
-
-   .. py:method:: export_to_database_connector(database_connector_id, object_name, write_mode, database_feature_mapping, id_column = None, additional_id_columns = None)
-
-      Export Feature group to Database Connector.
-
-      :param database_connector_id: Unique string identifier for the Database Connector to export to.
-      :type database_connector_id: str
-      :param object_name: Name of the database object to write to.
-      :type object_name: str
-      :param write_mode: Enum string indicating whether to use INSERT or UPSERT.
-      :type write_mode: str
-      :param database_feature_mapping: Key/value pair JSON object of "database connector column" -> "feature name" pairs.
-      :type database_feature_mapping: dict
-      :param id_column: Required if write_mode is UPSERT. Indicates which database column should be used as the lookup key.
-      :type id_column: str
-      :param additional_id_columns: For database connectors which support it, additional ID columns to use as a complex key for upserting.
-      :type additional_id_columns: list
-
-      :returns: The FeatureGroupExport instance.
-      :rtype: FeatureGroupExport
-
-
-
-   .. py:method:: export_to_console(export_file_format)
-
-      Export Feature group to console.
-
-      :param export_file_format: File format to export to.
-      :type export_file_format: str
-
-      :returns: The FeatureGroupExport instance.
-      :rtype: FeatureGroupExport
-
-
-
-   .. py:method:: get_materialization_logs(stdout = False, stderr = False)
-
-      Returns logs for a materialized feature group version.
-
-      :param stdout: Set to True to get info logs.
-      :type stdout: bool
-      :param stderr: Set to True to get error logs.
-      :type stderr: bool
-
-      :returns: A function logs object.
-      :rtype: FunctionLogs
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: FeatureGroupVersion
-
-
-
-   .. py:method:: describe()
-
-      Describe a feature group version.
-
-      :param feature_group_version: The unique identifier associated with the feature group version.
-      :type feature_group_version: str
-
-      :returns: The feature group version.
-      :rtype: FeatureGroupVersion
-
-
-
-   .. py:method:: get_metrics(selected_columns = None, include_charts = False, include_statistics = True)
-
-      Get metrics for a specific feature group version.
-
-      :param selected_columns: A list of columns to order first.
-      :type selected_columns: List
-      :param include_charts: A flag indicating whether charts should be included in the response. Default is false.
-      :type include_charts: bool
-      :param include_statistics: A flag indicating whether statistics should be included in the response. Default is true.
-      :type include_statistics: bool
-
-      :returns: The metrics for the specified feature group version.
-      :rtype: DataMetrics
-
-
-
-   .. py:method:: get_logs()
-
-      Retrieves the feature group materialization logs.
-
-      :param feature_group_version: The unique version ID of the feature group version.
-      :type feature_group_version: str
-
-      :returns: The logs for the specified feature group version.
-      :rtype: FeatureGroupVersionLogs
-
-
-
-   .. py:method:: wait_for_results(timeout=3600)
-
-      A waiting call until feature group version is materialized
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out.
-      :type timeout: int
-
-
-
-   .. py:method:: wait_for_materialization(timeout=3600)
-
-      A waiting call until feature group version is materialized.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out.
-      :type timeout: int
-
-
-
-   .. py:method:: get_status()
-
-      Gets the status of the feature group version.
-
-      :returns: A string describing the status of a feature group version (pending, complete, etc.).
-      :rtype: str
-
-
-
-   .. py:method:: _download_avro_file(file_part, tmp_dir, part_index)
-
-
-   .. py:method:: load_as_pandas(max_workers=10)
-
-      Loads the feature group version into a pandas dataframe.
-
-      :param max_workers: The number of threads.
-      :type max_workers: int
-
-      :returns: A pandas dataframe displaying the data in the feature group version.
-      :rtype: DataFrame
-
-
-
-   .. py:method:: load_as_pandas_documents(doc_id_column, document_column, max_workers=10)
-
-      Loads a feature group with documents data into a pandas dataframe.
-
-      :param doc_id_feature: The name of the feature / column containing the document ID.
-      :type doc_id_feature: str
-      :param document_feature: The name of the feature / column which either contains the document data itself or page infos with path to remotely stored documents. This column will be replaced with the extracted document data.
-      :type document_feature: str
-      :param max_workers: The number of threads.
-      :type max_workers: int
-
-      :returns: A pandas dataframe containing the extracted document data.
-      :rtype: DataFrame
-
-
-
-.. py:class:: FeatureGroupVersionLogs(client, logs=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Logs from feature group version.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param logs: List of logs from feature group version.
-   :type logs: list[str]
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: FeatureImportance(client, shapFeatureImportance=None, limeFeatureImportance=None, permutationFeatureImportance=None, nullFeatureImportance=None, lofoFeatureImportance=None, ebmFeatureImportance=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Feature importance for a specified model monitor
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param shapFeatureImportance: A map of feature name to feature importance, determined by Shap values on a sample dataset.
-   :type shapFeatureImportance: dict
-   :param limeFeatureImportance: A map of feature name to feature importance, determined by Lime contribution values on a sample dataset.
-   :type limeFeatureImportance: dict
-   :param permutationFeatureImportance: A map of feature name to feature importance, determined by permutation importance.
-   :type permutationFeatureImportance: dict
-   :param nullFeatureImportance: A map of feature name to feature importance, determined by null feature importance.
-   :type nullFeatureImportance: dict
-   :param lofoFeatureImportance: A map of feature name to feature importance, determined by the Leave One Feature Out method.
-   :type lofoFeatureImportance: dict
-   :param ebmFeatureImportance: A map of feature name to feature importance, determined by an Explainable Boosting Machine.
-   :type ebmFeatureImportance: dict
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: FileConnector(client, bucket=None, verified=None, writePermission=None, authExpiresAt=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Verification result for an external storage service
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param bucket: The address of the bucket. eg., `s3://your-bucket`
-   :type bucket: str
-   :param verified: `true` if the bucket has passed verification
-   :type verified: bool
-   :param writePermission: `true` if Abacus.AI has permission to write to this bucket
-   :type writePermission: bool
-   :param authExpiresAt: The time when the file connector's auth expires, if applicable
-   :type authExpiresAt: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: FileConnectorInstructions(client, verified=None, writePermission=None, authOptions=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   An object with a full description of the cloud storage bucket authentication options and bucket policy. Returns an error message if the parameters are invalid.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param verified: `True` if the bucket has passed verification
-   :type verified: bool
-   :param writePermission: `True` if Abacus.AI has permission to write to this bucket
-   :type writePermission: bool
-   :param authOptions: A list of options for giving Abacus.AI access to this bucket
-   :type authOptions: list[dict]
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: FileConnectorVerification(client, verified=None, writePermission=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   To verify the file connector
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param verified: `true` if the bucket has passed verification
-   :type verified: bool
-   :param writePermission: `true` if Abacus.AI has permission to write to this bucket
-   :type writePermission: bool
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: FunctionLogs(client, function=None, stats=None, stdout=None, stderr=None, algorithm=None, exception={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Logs from an invocation of a function.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param function: The function this is logging
-   :type function: str
-   :param stats: Statistics for the start and end time execution for this function
-   :type stats: dict
-   :param stdout: Standard out logs
-   :type stdout: str
-   :param stderr: Standard error logs
-   :type stderr: str
-   :param algorithm: Algorithm name for this function
-   :type algorithm: str
-   :param exception: The exception stacktrace
-   :type exception: UserException
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: GeneratedPitFeatureConfigOption(client, name=None, displayName=None, default=None, description=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   The options to display for possible generated PIT aggregation functions
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param name: The short name of the aggregation type.
-   :type name: str
-   :param displayName: The display name of the aggregation type.
-   :type displayName: str
-   :param default: The default value for the option.
-   :type default: bool
-   :param description: The description of the aggregation type.
-   :type description: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: GraphDashboard(client, name=None, graphDashboardId=None, createdAt=None, projectId=None, pythonFunctionIds=None, plotReferenceIds=None, pythonFunctionNames=None, projectName=None, description=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A Graph Dashboard
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param name: The user-friendly name for the graph dashboard.
-   :type name: str
-   :param graphDashboardId: The unique identifier of the graph dashboard.
-   :type graphDashboardId: str
-   :param createdAt: Date and time at which the graph dashboard was created, in ISO-8601 format.
-   :type createdAt: str
-   :param projectId: The unique identifier of the project this graph dashboard belongs to.
-   :type projectId: str
-   :param pythonFunctionIds: List of Python function IDs included in the dashboard.
-   :type pythonFunctionIds: list[str]
-   :param plotReferenceIds: List of the graph reference IDs for the plots to the dashboard.
-   :type plotReferenceIds: list[str]
-   :param pythonFunctionNames: List of names of each of the plots to the dashboard.
-   :type pythonFunctionNames: list[str]
-   :param projectName: The name the graph dashboard belongs to.
-   :type projectName: str
-   :param description: The description of the graph dashboard.
-   :type description: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: GraphDashboard
-
-
-
-   .. py:method:: describe()
-
-      Describes a given graph dashboard.
-
-      :param graph_dashboard_id: Unique identifier for the graph dashboard.
-      :type graph_dashboard_id: str
-
-      :returns: An object containing information about the graph dashboard.
-      :rtype: GraphDashboard
-
-
-
-   .. py:method:: delete()
-
-      Deletes a graph dashboard
-
-      :param graph_dashboard_id: Unique string identifier for the graph dashboard to be deleted.
-      :type graph_dashboard_id: str
-
-
-
-   .. py:method:: update(name = None, python_function_ids = None)
-
-      Updates a graph dashboard
-
-      :param name: Name of the dashboard.
-      :type name: str
-      :param python_function_ids: List of unique string identifiers for the Python functions to be used in the graph dashboard.
-      :type python_function_ids: List
-
-      :returns: An object describing the graph dashboard.
-      :rtype: GraphDashboard
-
-
-
-.. py:class:: HoldoutAnalysis(client, holdoutAnalysisId=None, name=None, featureGroupIds=None, modelId=None, modelName=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A holdout analysis object.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param holdoutAnalysisId: The unique identifier of the holdout analysis.
-   :type holdoutAnalysisId: str
-   :param name: The name of the holdout analysis.
-   :type name: str
-   :param featureGroupIds: The feature group ids associated with the holdout analysis.
-   :type featureGroupIds: list[str]
-   :param modelId: The model id associated with the holdout analysis.
-   :type modelId: str
-   :param modelName: The model name associated with the holdout analysis.
-   :type modelName: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: rerun(model_version = None, algorithm = None)
-
-      Rerun a holdout analysis. A different model version and algorithm can be specified which should be under the same model.
-
-      :param model_version: (optional) Version of the model to use for the holdout analysis
-      :type model_version: str
-      :param algorithm: (optional) ID of algorithm to use for the holdout analysis
-      :type algorithm: str
-
-      :returns: The created holdout analysis version
-      :rtype: HoldoutAnalysisVersion
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: HoldoutAnalysis
-
-
-
-   .. py:method:: describe()
-
-      Get a holdout analysis.
-
-      :param holdout_analysis_id: ID of the holdout analysis to get
-      :type holdout_analysis_id: str
-
-      :returns: The holdout analysis
-      :rtype: HoldoutAnalysis
-
-
-
-   .. py:method:: list_versions()
-
-      List holdout analysis versions for a holdout analysis.
-
-      :param holdout_analysis_id: ID of the holdout analysis to list holdout analysis versions for
-      :type holdout_analysis_id: str
-
-      :returns: The holdout analysis versions
-      :rtype: list[HoldoutAnalysisVersion]
-
-
-
-.. py:class:: HoldoutAnalysisVersion(client, holdoutAnalysisVersion=None, holdoutAnalysisId=None, createdAt=None, status=None, error=None, modelId=None, modelVersion=None, algorithm=None, algoName=None, metrics=None, metricInfos=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A holdout analysis version object.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param holdoutAnalysisVersion: The unique identifier of the holdout analysis version.
-   :type holdoutAnalysisVersion: str
-   :param holdoutAnalysisId: The unique identifier of the holdout analysis.
-   :type holdoutAnalysisId: str
-   :param createdAt: The timestamp at which the holdout analysis version was created.
-   :type createdAt: str
-   :param status: The status of the holdout analysis version.
-   :type status: str
-   :param error: The error message if the status is FAILED.
-   :type error: str
-   :param modelId: The model id associated with the holdout analysis.
-   :type modelId: str
-   :param modelVersion: The model version associated with the holdout analysis.
-   :type modelVersion: str
-   :param algorithm: The algorithm used to train the model.
-   :type algorithm: str
-   :param algoName: The name of the algorithm used to train the model.
-   :type algoName: str
-   :param metrics: The metrics of the holdout analysis version.
-   :type metrics: dict
-   :param metricInfos: The metric infos of the holdout analysis version.
-   :type metricInfos: dict
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: HoldoutAnalysisVersion
-
-
-
-   .. py:method:: describe(get_metrics = False)
-
-      Get a holdout analysis version.
-
-      :param get_metrics: (optional) Whether to get the metrics for the holdout analysis version
-      :type get_metrics: bool
-
-      :returns: The holdout analysis version
-      :rtype: HoldoutAnalysisVersion
-
-
-
-   .. py:method:: wait_for_results(timeout=3600)
-
-      A waiting call until holdout analysis for the version is complete
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out.
-      :type timeout: int
-
-
-
-   .. py:method:: get_status()
-
-      Gets the status of the holdout analysis version.
-
-      :returns: A string describing the status of a holdout analysis version (pending, complete, etc.).
-      :rtype: str
-
-
-
-.. py:class:: InferredFeatureMappings(client, error=None, featureMappings={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A description of the data use for a feature
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param error: Error message if there was an error inferring the feature mappings
-   :type error: str
-   :param featureMappings: The inferred feature mappings
-   :type featureMappings: FeatureMapping
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: LlmApp(client, llmAppId=None, name=None, description=None, projectId=None, deploymentId=None, createdAt=None, updatedAt=None, status=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   An LLM App that can be used for generation. LLM Apps are specifically crafted to help with certain tasks like code generation or question answering.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param llmAppId: The unique identifier of the LLM App.
-   :type llmAppId: str
-   :param name: The name of the LLM App.
-   :type name: str
-   :param description: The description of the LLM App.
-   :type description: str
-   :param projectId: The project ID of the deployment associated with the LLM App.
-   :type projectId: str
-   :param deploymentId: The deployment ID associated with the LLM App.
-   :type deploymentId: str
-   :param createdAt: The timestamp at which the LLM App was created.
-   :type createdAt: str
-   :param updatedAt: The timestamp at which the LLM App was updated.
-   :type updatedAt: str
-   :param status: The status of the LLM App's deployment.
-   :type status: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: LlmExecutionResult(client, status=None, error=None, execution={}, preview={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Results of executing queries using LLM.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param status: The status of the execution.
-   :type status: str
-   :param error: The error message if the execution failed.
-   :type error: str
-   :param execution: Information on execution of the query.
-   :type execution: ExecuteFeatureGroupOperation
-   :param preview: Preview of executing queries using LLM.
-   :type preview: LlmExecutionPreview
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: LlmGeneratedCode(client, sql=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Code generated by LLM.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param sql: SQL query generated by LLM.
-   :type sql: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: LlmInput(client, content=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   The result of encoding an object as input for a language model.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param content: Content of the response
-   :type content: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: LlmResponse(client, content=None, tokens=None, stopReason=None, llmName=None, codeBlocks={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   The response returned by LLM
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param content: Full response from LLM.
-   :type content: str
-   :param tokens: The number of tokens in the response.
-   :type tokens: int
-   :param stopReason: The reason due to which the response generation stopped.
-   :type stopReason: str
-   :param llmName: The name of the LLM model used to generate the response.
-   :type llmName: str
-   :param codeBlocks: A list of parsed code blocks from raw LLM Response
-   :type codeBlocks: LlmCodeBlock
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: Model(client, name=None, modelId=None, modelConfigType=None, modelPredictionConfig=None, createdAt=None, projectId=None, shared=None, sharedAt=None, trainFunctionName=None, predictFunctionName=None, predictManyFunctionName=None, initializeFunctionName=None, trainingInputTables=None, sourceCode=None, cpuSize=None, memory=None, trainingFeatureGroupIds=None, algorithmModelConfigs=None, trainingVectorStoreVersions=None, documentRetrievers=None, documentRetrieverIds=None, isPythonModel=None, defaultAlgorithm=None, customAlgorithmConfigs=None, restrictedAlgorithms=None, useGpu=None, notebookId=None, trainingRequired=None, dataLlmFeatureGroups=None, location={}, refreshSchedules={}, codeSource={}, databaseConnector={}, latestModelVersion={}, modelConfig={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A model
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param name: The user-friendly name for the model.
-   :type name: str
-   :param modelId: The unique identifier of the model.
-   :type modelId: str
-   :param modelConfigType: Name of the TrainingConfig class of the model_config.
-   :type modelConfigType: str
-   :param modelPredictionConfig: The prediction config options for the model.
-   :type modelPredictionConfig: dict
-   :param createdAt: Date and time at which the model was created.
-   :type createdAt: str
-   :param projectId: The project this model belongs to.
-   :type projectId: str
-   :param shared: If model is shared to the Abacus.AI model showcase.
-   :type shared: bool
-   :param sharedAt: The date and time at which the model was shared to the model showcase
-   :type sharedAt: str
-   :param trainFunctionName: Name of the function found in the source code that will be executed to train the model. It is not executed when this function is run.
-   :type trainFunctionName: str
-   :param predictFunctionName: Name of the function found in the source code that will be executed run predictions through model. It is not executed when this function is run.
-   :type predictFunctionName: str
-   :param predictManyFunctionName: Name of the function found in the source code that will be executed to run batch predictions trhough the model.
-   :type predictManyFunctionName: str
-   :param initializeFunctionName: Name of the function found in the source code to initialize the trained model before using it to make predictions using the model
-   :type initializeFunctionName: str
-   :param trainingInputTables: List of feature groups that are supplied to the train function as parameters. Each of the parameters are materialized Dataframes (same type as the functions return value).
-   :type trainingInputTables: list
-   :param sourceCode: Python code used to make the model.
-   :type sourceCode: str
-   :param cpuSize: Cpu size specified for the python model training.
-   :type cpuSize: str
-   :param memory: Memory in GB specified for the python model training.
-   :type memory: int
-   :param trainingFeatureGroupIds: The unique identifiers of the feature groups used as the inputs to train this model on.
-   :type trainingFeatureGroupIds: list of unique string identifiers
-   :param algorithmModelConfigs: List of algorithm specific training configs.
-   :type algorithmModelConfigs: list[dict]
-   :param trainingVectorStoreVersions: The vector store version IDs used as inputs during training to create this ModelVersion.
-   :type trainingVectorStoreVersions: list
-   :param documentRetrievers: List of document retrievers use to create this model.
-   :type documentRetrievers: list
-   :param documentRetrieverIds: List of document retriever IDs used to create this model.
-   :type documentRetrieverIds: list
-   :param isPythonModel: If this model is handled as python model
-   :type isPythonModel: bool
-   :param defaultAlgorithm: If set, this algorithm will always be used when deploying the model regardless of the model metrics
-   :type defaultAlgorithm: str
-   :param customAlgorithmConfigs: User-defined configs for each of the user-defined custom algorithm
-   :type customAlgorithmConfigs: dict
-   :param restrictedAlgorithms: User-selected algorithms to train.
-   :type restrictedAlgorithms: dict
-   :param useGpu: If this model uses gpu.
-   :type useGpu: bool
-   :param notebookId: The notebook associated with this model.
-   :type notebookId: str
-   :param trainingRequired: If training is required to keep the model up-to-date.
-   :type trainingRequired: bool
-   :param dataLlmFeatureGroups: List of feature groups used by the model for queries
-   :type dataLlmFeatureGroups: list[featuregroup]
-   :param latestModelVersion: The latest model version.
-   :type latestModelVersion: ModelVersion
-   :param location: Location information for models that are imported.
-   :type location: ModelLocation
-   :param refreshSchedules: List of refresh schedules that indicate when the next model version will be trained
-   :type refreshSchedules: RefreshSchedule
-   :param codeSource: If a python model, information on the source code
-   :type codeSource: CodeSource
-   :param databaseConnector: Database connector used by the model.
-   :type databaseConnector: DatabaseConnector
-   :param modelConfig: The training config options used to train this model.
-   :type modelConfig: TrainingConfig
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: describe_train_test_data_split_feature_group()
-
-      Get the train and test data split for a trained model by its unique identifier. This is only supported for models with custom algorithms.
-
-      :param model_id: The unique ID of the model. By default, the latest model version will be returned if no version is specified.
-      :type model_id: str
-
-      :returns: The feature group containing the training data and fold information.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: Model
-
-
-
-   .. py:method:: describe()
-
-      Retrieves a full description of the specified model.
-
-      :param model_id: Unique string identifier associated with the model.
-      :type model_id: str
-
-      :returns: Description of the model.
-      :rtype: Model
-
-
-
-   .. py:method:: rename(name)
-
-      Renames a model
-
-      :param name: The new name to assign to the model.
-      :type name: str
-
-
-
-   .. py:method:: update_python(function_source_code = None, train_function_name = None, predict_function_name = None, predict_many_function_name = None, initialize_function_name = None, training_input_tables = None, cpu_size = None, memory = None, package_requirements = None, use_gpu = None, is_thread_safe = None, training_config = None)
-
-      Updates an existing Python Model using user-provided Python code. If a list of input feature groups is supplied, they will be provided as arguments to the `train` and `predict` functions with the materialized feature groups for those input feature groups.
-
-      This method expects `functionSourceCode` to be a valid language source file which contains the functions named `trainFunctionName` and `predictFunctionName`. `trainFunctionName` returns the ModelVersion that is the result of training the model using `trainFunctionName`. `predictFunctionName` has no well-defined return type, as it returns the prediction made by the `predictFunctionName`, which can be anything.
-
-
-      :param function_source_code: Contents of a valid Python source code file. The source code should contain the functions named `trainFunctionName` and `predictFunctionName`. A list of allowed import and system libraries for each language is specified in the user functions documentation section.
-      :type function_source_code: str
-      :param train_function_name: Name of the function found in the source code that will be executed to train the model. It is not executed when this function is run.
-      :type train_function_name: str
-      :param predict_function_name: Name of the function found in the source code that will be executed to run predictions through the model. It is not executed when this function is run.
-      :type predict_function_name: str
-      :param predict_many_function_name: Name of the function found in the source code that will be executed to run batch predictions through the model. It is not executed when this function is run.
-      :type predict_many_function_name: str
-      :param initialize_function_name: Name of the function found in the source code to initialize the trained model before using it to make predictions using the model.
-      :type initialize_function_name: str
-      :param training_input_tables: List of feature groups that are supplied to the `train` function as parameters. Each of the parameters are materialized DataFrames (same type as the functions return value).
-      :type training_input_tables: list
-      :param cpu_size: Size of the CPU for the model training function.
-      :type cpu_size: str
-      :param memory: Memory (in GB) for the model training function.
-      :type memory: int
-      :param package_requirements: List of package requirement strings. For example: `['numpy==1.2.3', 'pandas>=1.4.0']`.
-      :type package_requirements: list
-      :param use_gpu: Whether this model needs gpu
-      :type use_gpu: bool
-      :param is_thread_safe: Whether this model is thread safe
-      :type is_thread_safe: bool
-      :param training_config: The training config used to train this model.
-      :type training_config: TrainingConfig
-
-      :returns: The updated model.
-      :rtype: Model
-
-
-
-   .. py:method:: update_python_zip(train_function_name = None, predict_function_name = None, predict_many_function_name = None, train_module_name = None, predict_module_name = None, training_input_tables = None, cpu_size = None, memory = None, package_requirements = None, use_gpu = None)
-
-      Updates an existing Python Model using a provided zip file. If a list of input feature groups are supplied, they will be provided as arguments to the train and predict functions with the materialized feature groups for those input feature groups.
-
-      This method expects `trainModuleName` and `predictModuleName` to be valid language source files which contain the functions named `trainFunctionName` and `predictFunctionName`, respectively. `trainFunctionName` returns the ModelVersion that is the result of training the model using `trainFunctionName`, and `predictFunctionName` has no well-defined return type, as it returns the prediction made by the `predictFunctionName`, which can be anything.
-
-
-      :param train_function_name: Name of the function found in the train module that will be executed to train the model. It is not executed when this function is run.
-      :type train_function_name: str
-      :param predict_function_name: Name of the function found in the predict module that will be executed to run predictions through the model. It is not executed when this function is run.
-      :type predict_function_name: str
-      :param predict_many_function_name: Name of the function found in the predict module that will be executed to run batch predictions through the model. It is not executed when this function is run.
-      :type predict_many_function_name: str
-      :param train_module_name: Full path of the module that contains the train function from the root of the zip.
-      :type train_module_name: str
-      :param predict_module_name: Full path of the module that contains the predict function from the root of the zip.
-      :type predict_module_name: str
-      :param training_input_tables: List of feature groups that are supplied to the train function as parameters. Each of the parameters are materialized Dataframes (same type as the function's return value).
-      :type training_input_tables: list
-      :param cpu_size: Size of the CPU for the model training function.
-      :type cpu_size: str
-      :param memory: Memory (in GB) for the model training function.
-      :type memory: int
-      :param package_requirements: List of package requirement strings. For example: ['numpy==1.2.3', 'pandas>=1.4.0'].
-      :type package_requirements: list
-      :param use_gpu: Whether this model needs gpu
-      :type use_gpu: bool
-
-      :returns: The updated model.
-      :rtype: Upload
-
-
-
-   .. py:method:: update_python_git(application_connector_id = None, branch_name = None, python_root = None, train_function_name = None, predict_function_name = None, predict_many_function_name = None, train_module_name = None, predict_module_name = None, training_input_tables = None, cpu_size = None, memory = None, use_gpu = None)
-
-      Updates an existing Python model using an existing Git application connector. If a list of input feature groups are supplied, these will be provided as arguments to the train and predict functions with the materialized feature groups for those input feature groups.
-
-      This method expects `trainModuleName` and `predictModuleName` to be valid language source files which contain the functions named `trainFunctionName` and `predictFunctionName`, respectively. `trainFunctionName` returns the `ModelVersion` that is the result of training the model using `trainFunctionName`, and `predictFunctionName` has no well-defined return type, as it returns the prediction made by the `predictFunctionName`, which can be anything.
-
-
-      :param application_connector_id: The unique ID associated with the Git application connector.
-      :type application_connector_id: str
-      :param branch_name: Name of the branch in the Git repository to be used for training.
-      :type branch_name: str
-      :param python_root: Path from the top level of the Git repository to the directory containing the Python source code. If not provided, the default is the root of the Git repository.
-      :type python_root: str
-      :param train_function_name: Name of the function found in train module that will be executed to train the model. It is not executed when this function is run.
-      :type train_function_name: str
-      :param predict_function_name: Name of the function found in the predict module that will be executed to run predictions through model. It is not executed when this function is run.
-      :type predict_function_name: str
-      :param predict_many_function_name: Name of the function found in the predict module that will be executed to run batch predictions through model. It is not executed when this function is run.
-      :type predict_many_function_name: str
-      :param train_module_name: Full path of the module that contains the train function from the root of the zip.
-      :type train_module_name: str
-      :param predict_module_name: Full path of the module that contains the predict function from the root of the zip.
-      :type predict_module_name: str
-      :param training_input_tables: List of feature groups that are supplied to the train function as parameters. Each of the parameters are materialized Dataframes (same type as the functions return value).
-      :type training_input_tables: list
-      :param cpu_size: Size of the CPU for the model training function.
-      :type cpu_size: str
-      :param memory: Memory (in GB) for the model training function.
-      :type memory: int
-      :param use_gpu: Whether this model needs gpu
-      :type use_gpu: bool
-
-      :returns: The updated model.
-      :rtype: Model
-
-
-
-   .. py:method:: set_training_config(training_config, feature_group_ids = None)
-
-      Edits the default model training config
-
-      :param training_config: The training config used to train this model.
-      :type training_config: TrainingConfig
-      :param feature_group_ids: The list of feature groups used as input to the model.
-      :type feature_group_ids: List
-
-      :returns: The model object corresponding to the updated training config.
-      :rtype: Model
-
-
-
-   .. py:method:: set_prediction_params(prediction_config)
-
-      Sets the model prediction config for the model
-
-      :param prediction_config: Prediction configuration for the model.
-      :type prediction_config: dict
-
-      :returns: Model object after the prediction configuration is applied.
-      :rtype: Model
-
-
-
-   .. py:method:: get_metrics(model_version = None, return_graphs = False, validation = False)
-
-      Retrieves metrics for all the algorithms trained in this model version.
-
-      If only the model's unique identifier (model_id) is specified, the latest trained version of the model (model_version) is used.
-
-
-      :param model_version: Version of the model.
-      :type model_version: str
-      :param return_graphs: If true, will return the information used for the graphs on the model metrics page such as PR Curve per label.
-      :type return_graphs: bool
-      :param validation: If true, will return the validation metrics instead of the test metrics.
-      :type validation: bool
-
-      :returns: An object containing the model metrics and explanations for what each metric means.
-      :rtype: ModelMetrics
-
-
-
-   .. py:method:: list_versions(limit = 100, start_after_version = None)
-
-      Retrieves a list of versions for a given model.
-
-      :param limit: Maximum length of the list of all dataset versions.
-      :type limit: int
-      :param start_after_version: Unique string identifier of the version after which the list starts.
-      :type start_after_version: str
-
-      :returns: An array of model versions.
-      :rtype: list[ModelVersion]
-
-
-
-   .. py:method:: retrain(deployment_ids = None, feature_group_ids = None, custom_algorithms = None, builtin_algorithms = None, custom_algorithm_configs = None, cpu_size = None, memory = None, training_config = None, algorithm_training_configs = None)
-
-      Retrains the specified model, with an option to choose the deployments to which the retraining will be deployed.
-
-      :param deployment_ids: List of unique string identifiers of deployments to automatically deploy to.
-      :type deployment_ids: List
-      :param feature_group_ids: List of feature group IDs provided by the user to train the model on.
-      :type feature_group_ids: List
-      :param custom_algorithms: List of user-defined algorithms to train. If not set, will honor the runs from the last time and applicable new custom algorithms.
-      :type custom_algorithms: list
-      :param builtin_algorithms: List of algorithm names or algorithm IDs of Abacus.AI built-in algorithms to train. If not set, will honor the runs from the last time and applicable new built-in algorithms.
-      :type builtin_algorithms: list
-      :param custom_algorithm_configs: User-defined training configs for each custom algorithm.
-      :type custom_algorithm_configs: dict
-      :param cpu_size: Size of the CPU for the user-defined algorithms during training.
-      :type cpu_size: str
-      :param memory: Memory (in GB) for the user-defined algorithms during training.
-      :type memory: int
-      :param training_config: The training config used to train this model.
-      :type training_config: TrainingConfig
-      :param algorithm_training_configs: List of algorithm specifc training configs that will be part of the model training AutoML run.
-      :type algorithm_training_configs: list
-
-      :returns: The model that is being retrained.
-      :rtype: Model
-
-
-
-   .. py:method:: delete()
-
-      Deletes the specified model and all its versions. Models which are currently used in deployments cannot be deleted.
-
-      :param model_id: Unique string identifier of the model to delete.
-      :type model_id: str
-
-
-
-   .. py:method:: set_default_algorithm(algorithm = None, data_cluster_type = None)
-
-      Sets the model's algorithm to default for all new deployments
-
-      :param algorithm: Algorithm to pin in the model.
-      :type algorithm: str
-      :param data_cluster_type: Data cluster type to set the lead model for.
-      :type data_cluster_type: str
-
-
-
-   .. py:method:: list_artifacts_exports(limit = 25)
-
-      List all the model artifacts exports.
-
-      :param limit: Maximum length of the list of all exports.
-      :type limit: int
-
-      :returns: List of model artifacts exports.
-      :rtype: list[ModelArtifactsExport]
-
-
-
-   .. py:method:: get_training_types_for_deployment(model_version = None, algorithm = None)
-
-      Returns types of models that can be deployed for a given model instance ID.
-
-      :param model_version: The unique ID associated with the model version to deploy.
-      :type model_version: str
-      :param algorithm: The unique ID associated with the algorithm to deploy.
-      :type algorithm: str
-
-      :returns: Model training types for deployment.
-      :rtype: ModelTrainingTypeForDeployment
-
-
-
-   .. py:method:: update_agent(function_source_code = None, agent_function_name = None, memory = None, package_requirements = None, description = None, enable_binary_input = None, agent_input_schema = None, agent_output_schema = None, workflow_graph = None, agent_interface = None)
-
-      Updates an existing AI Agent. A new version of the agent will be created and published.
-
-      :param memory: Memory (in GB) for the agent.
-      :type memory: int
-      :param description: A description of the agent, including its purpose and instructions.
-      :type description: str
-      :param workflow_graph: The workflow graph for the agent.
-      :type workflow_graph: WorkflowGraph
-      :param agent_interface: The interface that the agent will be deployed with.
-      :type agent_interface: AgentInterface
-
-      :returns: The updated agent.
-      :rtype: Agent
-
-
-
-   .. py:method:: wait_for_training(timeout=None)
-
-      A waiting call until model is trained.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out.
-      :type timeout: int
-
-
-
-   .. py:method:: wait_for_evaluation(timeout=None)
-
-      A waiting call until model is evaluated completely.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out.
-      :type timeout: int
-
-
-
-   .. py:method:: wait_for_publish(timeout=None)
-
-      A waiting call until agent is published.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out.
-      :type timeout: int
-
-
-
-   .. py:method:: wait_for_full_automl(timeout=None)
-
-      A waiting call until full AutoML cycle is completed.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out.
-      :type timeout: int
-
-
-
-   .. py:method:: get_status(get_automl_status = False)
-
-      Gets the status of the model training.
-
-      :returns: A string describing the status of a model training (pending, complete, etc.).
-      :rtype: str
-
-
-
-   .. py:method:: create_refresh_policy(cron)
-
-      To create a refresh policy for a model.
-
-      :param cron: A cron style string to set the refresh time.
-      :type cron: str
-
-      :returns: The refresh policy object.
-      :rtype: RefreshPolicy
-
-
-
-   .. py:method:: list_refresh_policies()
-
-      Gets the refresh policies in a list.
-
-      :returns: A list of refresh policy objects.
-      :rtype: List[RefreshPolicy]
-
-
-
-   .. py:method:: get_train_test_feature_group_as_pandas()
-
-      Get the model train test data split feature group as pandas.
-
-      :returns: A pandas dataframe for the training data with fold column.
-      :rtype: pandas.Dataframe
-
-
-
-.. py:class:: ModelArtifactsExport(client, modelArtifactsExportId=None, modelVersion=None, outputLocation=None, status=None, createdAt=None, exportCompletedAt=None, error=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A Model Artifacts Export Job
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param modelArtifactsExportId: Unique identifier for this export.
-   :type modelArtifactsExportId: str
-   :param modelVersion: Version of the model being exported.
-   :type modelVersion: str
-   :param outputLocation: File Connector location the feature group is being written to.
-   :type outputLocation: str
-   :param status: Current status of the export.
-   :type status: str
-   :param createdAt: Timestamp at which the export was created (ISO-8601 format).
-   :type createdAt: str
-   :param exportCompletedAt: Timestamp at which the export completed (ISO-8601 format).
-   :type exportCompletedAt: str
-   :param error: If `status` is `FAILED`, this field will be populated with an error.
-   :type error: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: ModelArtifactsExport
-
-
-
-   .. py:method:: describe()
-
-      Get the description and status of the model artifacts export.
-
-      :param model_artifacts_export_id: A unique string identifier for the export.
-      :type model_artifacts_export_id: str
-
-      :returns: Object describing the export and its status.
-      :rtype: ModelArtifactsExport
-
-
-
-   .. py:method:: wait_for_results(timeout=3600)
-
-      A waiting call until model artifacts export is created.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out.
-      :type timeout: int
-
-
-
-   .. py:method:: get_status()
-
-      Gets the status of the model artifacts export.
-
-      :returns: A string describing the status of a model artifacts export (pending, complete, etc.).
-      :rtype: str
-
-
-
-.. py:class:: ModelMetrics(client, algoMetrics=None, selectedAlgorithm=None, selectedAlgorithmName=None, modelId=None, modelVersion=None, metricNames=None, targetColumn=None, trainValTestSplit=None, trainingCompletedAt=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Metrics of the trained model.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param algoMetrics: Dictionary mapping algorithm ID to algorithm name and algorithm metrics dictionary
-   :type algoMetrics: dict
-   :param selectedAlgorithm: The algorithm ID of the selected (default) algorithm that will be used in deployments of this Model Version
-   :type selectedAlgorithm: str
-   :param selectedAlgorithmName: The algorithm name of the selected (default) algorithm that will be used in deployments of this Model Version
-   :type selectedAlgorithmName: str
-   :param modelId: The Model ID
-   :type modelId: str
-   :param modelVersion: The Model Version
-   :type modelVersion: str
-   :param metricNames: Maps shorthand names of the metrics to their verbose names
-   :type metricNames: dict
-   :param targetColumn: The target feature that the model was trained to predict
-   :type targetColumn: str
-   :param trainValTestSplit: Info on train, val and test split
-   :type trainValTestSplit: dict
-   :param trainingCompletedAt: Timestamp when training was completed
-   :type trainingCompletedAt: datetime
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: ModelMonitor(client, modelMonitorId=None, name=None, createdAt=None, projectId=None, trainingFeatureGroupId=None, predictionFeatureGroupId=None, predictionFeatureGroupVersion=None, trainingFeatureGroupVersion=None, alertConfig=None, biasMetricId=None, metricConfigs=None, featureGroupMonitorConfigs=None, metricTypes=None, modelId=None, starred=None, batchPredictionId=None, monitorType=None, edaConfigs=None, trainingForecastConfig=None, predictionForecastConfig=None, forecastFrequency=None, trainingFeatureGroupSampling=None, predictionFeatureGroupSampling=None, monitorDriftConfig=None, predictionDataUseMappings=None, trainingDataUseMappings=None, refreshSchedules={}, latestMonitorModelVersion={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A model monitor
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param modelMonitorId: The unique identifier of the model monitor.
-   :type modelMonitorId: str
-   :param name: The user-friendly name for the model monitor.
-   :type name: str
-   :param createdAt: Date and time at which the model was created.
-   :type createdAt: str
-   :param projectId: The project this model belongs to.
-   :type projectId: str
-   :param trainingFeatureGroupId: Feature group IDs that this model monitor is monitoring.
-   :type trainingFeatureGroupId: list[str]
-   :param predictionFeatureGroupId: Feature group IDs that this model monitor is monitoring.
-   :type predictionFeatureGroupId: list[str]
-   :param predictionFeatureGroupVersion: Feature group versions that this model monitor is monitoring.
-   :type predictionFeatureGroupVersion: list[str]
-   :param trainingFeatureGroupVersion: Feature group versions that this model monitor is monitoring.
-   :type trainingFeatureGroupVersion: list[str]
-   :param alertConfig: Alerting configuration for this model monitor.
-   :type alertConfig: dict
-   :param biasMetricId: The bias metric ID
-   :type biasMetricId: str
-   :param metricConfigs: Configurations for model monitor
-   :type metricConfigs: dict
-   :param featureGroupMonitorConfigs: Configurations for feature group monitor
-   :type featureGroupMonitorConfigs: dict
-   :param metricTypes: List of metric types
-   :type metricTypes: dict
-   :param modelId: Model ID that this model monitor is monitoring.
-   :type modelId: str
-   :param starred: Whether this model monitor is starred.
-   :type starred: bool
-   :param batchPredictionId: The batch prediction ID this model monitor monitors
-   :type batchPredictionId: str
-   :param monitorType: The type of the monitor, one of MODEL_MONITOR, or FEATURE_GROUP_MONITOR
-   :type monitorType: str
-   :param edaConfigs: The configs for EDA
-   :type edaConfigs: dict
-   :param trainingForecastConfig: The tarining config for forecast monitors
-   :type trainingForecastConfig: dict
-   :param predictionForecastConfig: The prediction config for forecast monitors
-   :type predictionForecastConfig: dict
-   :param forecastFrequency: The frequency of the forecast
-   :type forecastFrequency: str
-   :param trainingFeatureGroupSampling: Whether or not we sample from training feature group
-   :type trainingFeatureGroupSampling: bool
-   :param predictionFeatureGroupSampling: Whether or not we sample from prediction feature group
-   :type predictionFeatureGroupSampling: bool
-   :param monitorDriftConfig: The monitor drift config for the monitor
-   :type monitorDriftConfig: dict
-   :param predictionDataUseMappings: The data_use mapping of the prediction features
-   :type predictionDataUseMappings: dict
-   :param trainingDataUseMappings: The data_use mapping of the training features
-   :type trainingDataUseMappings: dict
-   :param latestMonitorModelVersion: The latest model monitor version.
-   :type latestMonitorModelVersion: ModelMonitorVersion
-   :param refreshSchedules: List of refresh schedules that indicate when the next model version will be trained.
-   :type refreshSchedules: RefreshSchedule
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: rerun()
-
-      Re-runs the specified model monitor.
-
-      :param model_monitor_id: Unique string identifier of the model monitor to re-run.
-      :type model_monitor_id: str
-
-      :returns: The model monitor that is being re-run.
-      :rtype: ModelMonitor
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: ModelMonitor
-
-
-
-   .. py:method:: describe()
-
-      Retrieves a full description of the specified model monitor.
-
-      :param model_monitor_id: Unique string identifier associated with the model monitor.
-      :type model_monitor_id: str
-
-      :returns: Description of the model monitor.
-      :rtype: ModelMonitor
-
-
-
-   .. py:method:: get_summary()
-
-      Gets the summary of a model monitor across versions.
-
-      :param model_monitor_id: A unique string identifier associated with the model monitor.
-      :type model_monitor_id: str
-
-      :returns: An object describing integrity, bias violations, model accuracy and drift for the model monitor.
-      :rtype: ModelMonitorSummary
-
-
-
-   .. py:method:: list_versions(limit = 100, start_after_version = None)
-
-      Retrieves a list of versions for a given model monitor.
-
-      :param limit: The maximum length of the list of all model monitor versions.
-      :type limit: int
-      :param start_after_version: The ID of the version after which the list starts.
-      :type start_after_version: str
-
-      :returns: A list of model monitor versions.
-      :rtype: list[ModelMonitorVersion]
-
-
-
-   .. py:method:: rename(name)
-
-      Renames a model monitor
-
-      :param name: The new name to apply to the model monitor.
-      :type name: str
-
-
-
-   .. py:method:: delete()
-
-      Deletes the specified Model Monitor and all its versions.
-
-      :param model_monitor_id: Unique identifier of the Model Monitor to delete.
-      :type model_monitor_id: str
-
-
-
-   .. py:method:: list_monitor_alerts_for_monitor(realtime_monitor_id = None)
-
-      Retrieves the list of monitor alerts for a specified monitor. One of the model_monitor_id or realtime_monitor_id is required but not both.
-
-      :param realtime_monitor_id: The unique ID associated with the real-time monitor.
-      :type realtime_monitor_id: str
-
-      :returns: A list of monitor alerts.
-      :rtype: list[MonitorAlert]
-
-
-
-.. py:class:: ModelMonitorOrgSummary(client, summary=None, featureDrift=None, labelDrift=None, dataIntegrity=None, performance=None, alerts=None, monitorData=None, totalStarredMonitors=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A summary of an organization's model monitors
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param summary: Count of monitors, count of versions, count of total rows of prediction data, count of failed versions.
-   :type summary: dict
-   :param featureDrift: Percentage of monitors with and without KL divergence > 2.
-   :type featureDrift: dict
-   :param labelDrift: Histogram of label drift across versions.
-   :type labelDrift: dict
-   :param dataIntegrity: Counts of violations.
-   :type dataIntegrity: dict
-   :param performance: Model accuracy information.
-   :type performance: dict
-   :param alerts: Count of alerts that are raised.
-   :type alerts: dict
-   :param monitorData: Information about monitors used in the summary for each time period.
-   :type monitorData: dict
-   :param totalStarredMonitors: Total number of starred monitors.
-   :type totalStarredMonitors: int
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: ModelMonitorSummary(client, modelAccuracy=None, modelDrift=None, dataIntegrity=None, biasViolations=None, alerts=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A summary of model monitor
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param modelAccuracy: A list of model accuracy objects including accuracy and monitor version information.
-   :type modelAccuracy: list
-   :param modelDrift: A list of model drift objects including label and prediction drifts and monitor version information.
-   :type modelDrift: list
-   :param dataIntegrity: A list of data integrity objects including counts of violations and monitor version information.
-   :type dataIntegrity: list
-   :param biasViolations: A list of bias objects including bias counts and monitor version information.
-   :type biasViolations: list
-   :param alerts: A list of alerts by type for each model monitor instance
-   :type alerts: list
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: ModelMonitorSummaryFromOrg(client, data=None, infos=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A summary of model monitor given an organization
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param data: A list of either model accuracy, drift, data integrity, or bias chart objects and their monitor version information.
-   :type data: list
-   :param infos: A dictionary of model monitor information.
-   :type infos: dict
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: ModelMonitorVersion(client, modelMonitorVersion=None, status=None, modelMonitorId=None, monitoringStartedAt=None, monitoringCompletedAt=None, trainingFeatureGroupVersion=None, predictionFeatureGroupVersion=None, error=None, pendingDeploymentIds=None, failedDeploymentIds=None, metricConfigs=None, featureGroupMonitorConfigs=None, metricTypes=None, modelVersion=None, batchPredictionVersion=None, edaConfigs=None, trainingForecastConfig=None, predictionForecastConfig=None, forecastFrequency=None, monitorDriftConfig=None, predictionDataUseMappings=None, trainingDataUseMappings=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A version of a model monitor
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param modelMonitorVersion: The unique identifier of a model monitor version.
-   :type modelMonitorVersion: str
-   :param status: The current status of the model.
-   :type status: str
-   :param modelMonitorId: A reference to the model monitor this version belongs to.
-   :type modelMonitorId: str
-   :param monitoringStartedAt: The start time and date of the monitoring process.
-   :type monitoringStartedAt: str
-   :param monitoringCompletedAt: The end time and date of the monitoring process.
-   :type monitoringCompletedAt: str
-   :param trainingFeatureGroupVersion: Feature group version IDs that this refresh pipeline run is monitoring.
-   :type trainingFeatureGroupVersion: list[str]
-   :param predictionFeatureGroupVersion: Feature group version IDs that this refresh pipeline run is monitoring.
-   :type predictionFeatureGroupVersion: list[str]
-   :param error: Relevant error if the status is FAILED.
-   :type error: str
-   :param pendingDeploymentIds: List of deployment IDs where deployment is pending.
-   :type pendingDeploymentIds: list
-   :param failedDeploymentIds: List of failed deployment IDs.
-   :type failedDeploymentIds: list
-   :param metricConfigs: List of metric configs for the model monitor instance.
-   :type metricConfigs: list[dict]
-   :param featureGroupMonitorConfigs: Configurations for feature group monitor
-   :type featureGroupMonitorConfigs: dict
-   :param metricTypes: List of metric types.
-   :type metricTypes: list
-   :param modelVersion: Model version IDs that this refresh pipeline run is monitoring.
-   :type modelVersion: list[str]
-   :param batchPredictionVersion: The batch prediction version this model monitor is monitoring
-   :type batchPredictionVersion: str
-   :param edaConfigs: The list of eda configs for the version
-   :type edaConfigs: list
-   :param trainingForecastConfig: The training forecast config for the monitor version
-   :type trainingForecastConfig: dict
-   :param predictionForecastConfig: The prediction forecast config for the monitor version
-   :type predictionForecastConfig: dict
-   :param forecastFrequency: The forecast frequency for the monitor version
-   :type forecastFrequency: str
-   :param monitorDriftConfig: The monitor drift config for the monitor version
-   :type monitorDriftConfig: dict
-   :param predictionDataUseMappings: The mapping of prediction data use to feature group version
-   :type predictionDataUseMappings: dict
-   :param trainingDataUseMappings: The mapping of training data use to feature group version
-   :type trainingDataUseMappings: dict
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: get_prediction_drift()
-
-      Gets the label and prediction drifts for a model monitor.
-
-      :param model_monitor_version: Unique string identifier for a model monitor version created under the project.
-      :type model_monitor_version: str
-
-      :returns: Object describing training and prediction output label and prediction distributions.
-      :rtype: DriftDistributions
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: ModelMonitorVersion
-
-
-
-   .. py:method:: describe()
-
-      Retrieves a full description of the specified model monitor version.
-
-      :param model_monitor_version: The unique version ID of the model monitor version.
-      :type model_monitor_version: str
-
-      :returns: A model monitor version.
-      :rtype: ModelMonitorVersion
-
-
-
-   .. py:method:: delete()
-
-      Deletes the specified model monitor version.
-
-      :param model_monitor_version: Unique identifier of the model monitor version to delete.
-      :type model_monitor_version: str
-
-
-
-   .. py:method:: metric_data(metric_type, actual_values_to_detail = None)
-
-      Provides the data needed for decile metrics associated with the model monitor.
-
-      :param metric_type: The type of metric to get data for.
-      :type metric_type: str
-      :param actual_values_to_detail: The actual values to detail.
-      :type actual_values_to_detail: list
-
-      :returns: Data associated with the metric.
-      :rtype: ModelMonitorVersionMetricData
-
-
-
-   .. py:method:: list_monitor_alert_versions_for_monitor_version()
-
-      Retrieves the list of monitor alert versions for a specified monitor instance.
-
-      :param model_monitor_version: The unique ID associated with the model monitor.
-      :type model_monitor_version: str
-
-      :returns: A list of monitor alert versions.
-      :rtype: list[MonitorAlertVersion]
-
-
-
-   .. py:method:: get_drift_for_feature(feature_name, nested_feature_name = None)
-
-      Gets the feature drift associated with a single feature in an output feature group from a prediction.
-
-      :param feature_name: Name of the feature to view the distribution of.
-      :type feature_name: str
-      :param nested_feature_name: Optionally, the name of the nested feature that the feature is in.
-      :type nested_feature_name: str
-
-      :returns: An object describing the training and prediction output feature distributions.
-      :rtype: FeatureDistribution
-
-
-
-   .. py:method:: get_outliers_for_feature(feature_name = None, nested_feature_name = None)
-
-      Gets a list of outliers measured by a single feature (or overall) in an output feature group from a prediction.
-
-      :param feature_name: Name of the feature to view the distribution of.
-      :type feature_name: str
-      :param nested_feature_name: Optionally, the name of the nested feature that the feature is in.
-      :type nested_feature_name: str
-
-
-
-   .. py:method:: wait_for_monitor(timeout=1200)
-
-      A waiting call until model monitor version is ready.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out.
-      :type timeout: int
-
-
-
-   .. py:method:: get_status()
-
-      Gets the status of the model monitor version.
-
-      :returns: A string describing the status of the model monitor version, for e.g., pending, complete, etc.
-      :rtype: str
-
-
-
-.. py:class:: ModelMonitorVersionMetricData(client, name=None, algoName=None, featureGroupVersion=None, modelMonitor=None, modelMonitorVersion=None, metricInfos=None, metricNames=None, metrics=None, metricCharts=None, otherMetrics=None, actualValuesSupportedForDrilldown=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Data for displaying model monitor version metric data
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param name: The name of the metric type
-   :type name: str
-   :param algoName: The name of the algo used for the prediction metric
-   :type algoName: str
-   :param featureGroupVersion: The prediction feature group used for analysis
-   :type featureGroupVersion: str
-   :param modelMonitor: The id of the model monitor
-   :type modelMonitor: str
-   :param modelMonitorVersion: The id of the model monitor version
-   :type modelMonitorVersion: str
-   :param metricInfos: Name and description for metrics
-   :type metricInfos: dict
-   :param metricNames: Internal name to external name mapping
-   :type metricNames: dict
-   :param metrics: Metric name to metric data
-   :type metrics: dict
-   :param metricCharts: List of different metric charts
-   :type metricCharts: list
-   :param otherMetrics: List of other metrics to optionally plot
-   :type otherMetrics: list
-   :param actualValuesSupportedForDrilldown: List of values support for drilldown
-   :type actualValuesSupportedForDrilldown: list
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: ModelTrainingTypeForDeployment(client, label=None, value=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Model training types for deployment.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param label: Labels to show to users in deployment UI
-   :type label: str
-   :param value: Value to use on backend for deployment API call
-   :type value: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: ModelUpload(client, modelId=None, modelVersion=None, status=None, createdAt=None, modelUploadId=None, embeddingsUploadId=None, artifactsUploadId=None, verificationsUploadId=None, defaultItemsUploadId=None, modelFileUploadId=None, modelStateUploadId=None, inputPreprocessorUploadId=None, requirementsUploadId=None, resourcesUploadId=None, multiCatalogEmbeddingsUploadId=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A model version that includes the upload identifiers for the various required files.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param modelId: A reference to the model this version belongs to.
-   :type modelId: str
-   :param modelVersion: A unique identifier for the model version.
-   :type modelVersion: str
-   :param status: The current status of the model.
-   :type status: str
-   :param createdAt: The timestamp at which the model version was created, in ISO-8601 format.
-   :type createdAt: str
-   :param modelUploadId: An upload identifier to be used when uploading the TensorFlow Saved Model.
-   :type modelUploadId: str
-   :param embeddingsUploadId: An upload identifier to be used when uploading the embeddings CSV.
-   :type embeddingsUploadId: str
-   :param artifactsUploadId: An upload identifier to be used when uploading the artifacts JSON file.
-   :type artifactsUploadId: str
-   :param verificationsUploadId: An upload identifier to be used when uploading the verifications JSON file.
-   :type verificationsUploadId: str
-   :param defaultItemsUploadId: An upload identifier to be used when uploading the default items JSON file.
-   :type defaultItemsUploadId: str
-   :param modelFileUploadId: An upload identifier to be used when uploading the model JSON file.
-   :type modelFileUploadId: str
-   :param modelStateUploadId: An upload identifier to be used when uploading the model state JSON file.
-   :type modelStateUploadId: str
-   :param inputPreprocessorUploadId: An upload identifier to be used when uploading the input preprocessor JSON file.
-   :type inputPreprocessorUploadId: str
-   :param requirementsUploadId: An upload identifier to be used when uploading the requirements JSON file.
-   :type requirementsUploadId: str
-   :param resourcesUploadId: An upload identifier to be used when uploading the resources JSON file.
-   :type resourcesUploadId: str
-   :param multiCatalogEmbeddingsUploadId: An upload identifier to be used when upload the multi-catalog embeddings CSV file.
-   :type multiCatalogEmbeddingsUploadId: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: ModelVersion(client, modelVersion=None, modelConfigType=None, status=None, modelId=None, modelPredictionConfig=None, trainingStartedAt=None, trainingCompletedAt=None, featureGroupVersions=None, error=None, pendingDeploymentIds=None, failedDeploymentIds=None, cpuSize=None, memory=None, automlComplete=None, trainingFeatureGroupIds=None, trainingDocumentRetrieverVersions=None, documentRetrieverMappings=None, bestAlgorithm=None, defaultAlgorithm=None, featureAnalysisStatus=None, dataClusterInfo=None, customAlgorithmConfigs=None, trainedModelTypes=None, useGpu=None, partialComplete=None, modelFeatureGroupSchemaMappings=None, trainingConfigUpdated=None, codeSource={}, modelConfig={}, deployableAlgorithms={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A version of a model
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param modelVersion: The unique identifier of a model version.
-   :type modelVersion: str
-   :param modelConfigType: Name of the TrainingConfig class of the model_config.
-   :type modelConfigType: str
-   :param status: The current status of the model.
-   :type status: str
-   :param modelId: A reference to the model this version belongs to.
-   :type modelId: str
-   :param modelPredictionConfig: The prediction config options for the model.
-   :type modelPredictionConfig: dict
-   :param trainingStartedAt: The start time and date of the training process in ISO-8601 format.
-   :type trainingStartedAt: str
-   :param trainingCompletedAt: The end time and date of the training process in ISO-8601 format.
-   :type trainingCompletedAt: str
-   :param featureGroupVersions: A list of Feature Group version IDs used for model training.
-   :type featureGroupVersions: list
-   :param error: Relevant error if the status is FAILED.
-   :type error: str
-   :param pendingDeploymentIds: List of deployment IDs where deployment is pending.
-   :type pendingDeploymentIds: list
-   :param failedDeploymentIds: List of failed deployment IDs.
-   :type failedDeploymentIds: list
-   :param cpuSize: CPU size specified for the python model training.
-   :type cpuSize: str
-   :param memory: Memory in GB specified for the python model training.
-   :type memory: int
-   :param automlComplete: If true, all algorithms have completed training.
-   :type automlComplete: bool
-   :param trainingFeatureGroupIds: The unique identifiers of the feature groups used as inputs during training to create this ModelVersion.
-   :type trainingFeatureGroupIds: list
-   :param trainingDocumentRetrieverVersions: The document retriever version IDs used as inputs during training to create this ModelVersion.
-   :type trainingDocumentRetrieverVersions: list
-   :param documentRetrieverMappings: mapping of document retriever version to their respective information.
-   :type documentRetrieverMappings: dict
-   :param bestAlgorithm: Best performing algorithm.
-   :type bestAlgorithm: dict
-   :param defaultAlgorithm: Default algorithm that the user has selected.
-   :type defaultAlgorithm: dict
-   :param featureAnalysisStatus: Lifecycle of the feature analysis stage.
-   :type featureAnalysisStatus: str
-   :param dataClusterInfo: Information about the models for different data clusters.
-   :type dataClusterInfo: dict
-   :param customAlgorithmConfigs: User-defined configs for each of the user-defined custom algorithms.
-   :type customAlgorithmConfigs: dict
-   :param trainedModelTypes: List of trained model types.
-   :type trainedModelTypes: list
-   :param useGpu: Whether this model version is using gpu
-   :type useGpu: bool
-   :param partialComplete: If true, all required algorithms have completed training.
-   :type partialComplete: bool
-   :param modelFeatureGroupSchemaMappings: mapping of feature group to schema version
-   :type modelFeatureGroupSchemaMappings: dict
-   :param trainingConfigUpdated: If the training config has been updated since the instance was created.
-   :type trainingConfigUpdated: bool
-   :param codeSource: If a python model, information on where the source code is located.
-   :type codeSource: CodeSource
-   :param modelConfig: The training config options used to train this model.
-   :type modelConfig: TrainingConfig
-   :param deployableAlgorithms: List of deployable algorithms.
-   :type deployableAlgorithms: DeployableAlgorithm
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: describe_train_test_data_split_feature_group_version()
-
-      Get the train and test data split for a trained model by model version. This is only supported for models with custom algorithms.
-
-      :param model_version: The unique version ID of the model version.
-      :type model_version: str
-
-      :returns: The feature group version containing the training data and folds information.
-      :rtype: FeatureGroupVersion
-
-
-
-   .. py:method:: set_model_objective(metric = None)
-
-      Sets the best model for all model instances of the model based on the specified metric, and updates the training configuration to use the specified metric for any future model versions.
-
-      If metric is set to None, then just use the default selection
-
-
-      :param metric: The metric to use to determine the best model.
-      :type metric: str
-
-
-
-   .. py:method:: get_feature_group_schemas_for()
-
-      Gets the schema (including feature mappings) for all feature groups used in the model version.
-
-      :param model_version: Unique string identifier for the version of the model.
-      :type model_version: str
-
-      :returns: List of schema for all feature groups used in the model version.
-      :rtype: list[ModelVersionFeatureGroupSchema]
-
-
-
-   .. py:method:: delete()
-
-      Deletes the specified model version. Model versions which are currently used in deployments cannot be deleted.
-
-      :param model_version: The unique identifier of the model version to delete.
-      :type model_version: str
-
-
-
-   .. py:method:: export_model_artifact_as_feature_group(table_name, artifact_type = None)
-
-      Exports metric artifact data for a model as a feature group.
-
-      :param table_name: Name of the feature group table to create.
-      :type table_name: str
-      :param artifact_type: eval artifact type to export.
-      :type artifact_type: EvalArtifactType
-
-      :returns: The created feature group.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: ModelVersion
-
-
-
-   .. py:method:: describe()
-
-      Retrieves a full description of the specified model version.
-
-      :param model_version: Unique string identifier of the model version.
-      :type model_version: str
-
-      :returns: A model version.
-      :rtype: ModelVersion
-
-
-
-   .. py:method:: get_feature_importance_by()
-
-      Gets the feature importance calculated by various methods for the model.
-
-      :param model_version: Unique string identifier for the model version.
-      :type model_version: str
-
-      :returns: Feature importances for the model.
-      :rtype: FeatureImportance
-
-
-
-   .. py:method:: get_training_data_logs()
-
-      Retrieves the data preparation logs during model training.
-
-      :param model_version: The unique version ID of the model version.
-      :type model_version: str
-
-      :returns: A list of logs.
-      :rtype: list[DataPrepLogs]
-
-
-
-   .. py:method:: get_training_logs(stdout = False, stderr = False)
-
-      Returns training logs for the model.
-
-      :param stdout: Set True to get info logs.
-      :type stdout: bool
-      :param stderr: Set True to get error logs.
-      :type stderr: bool
-
-      :returns: A function logs object.
-      :rtype: FunctionLogs
-
-
-
-   .. py:method:: export_custom(output_location, algorithm = None)
-
-      Bundle custom model artifacts to a zip file, and export to the specified location.
-
-      :param output_location: Location to export the model artifacts results. For example, s3://a-bucket/
-      :type output_location: str
-      :param algorithm: The algorithm to be exported. Optional if there's only one custom algorithm in the model version.
-      :type algorithm: str
-
-      :returns: Object describing the export and its status.
-      :rtype: ModelArtifactsExport
-
-
-
-   .. py:method:: wait_for_training(timeout=None)
-
-      A waiting call until model gets trained.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out.
-      :type timeout: int
-
-
-
-   .. py:method:: wait_for_full_automl(timeout=None)
-
-      A waiting call until full AutoML cycle is completed.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out.
-      :type timeout: int
-
-
-
-   .. py:method:: get_status()
-
-      Gets the status of the model version under training.
-
-      :returns: A string describing the status of a model training (pending, complete, etc.).
-      :rtype: str
-
-
-
-   .. py:method:: get_train_test_feature_group_as_pandas()
-
-      Get the model train test data split feature group of the model version as pandas data frame.
-
-      :returns: A pandas dataframe for the training data with fold column.
-      :rtype: pandas.Dataframe
-
-
-
-.. py:class:: ModelVersionFeatureGroupSchema(client, featureGroupId=None, featureGroupName=None, schema={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Schema for a feature group used in model version
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param featureGroupId: The ID of the feature group.
-   :type featureGroupId: str
-   :param featureGroupName: The name of the feature group.
-   :type featureGroupName: str
-   :param schema: List of feature schemas of a feature group.
-   :type schema: Schema
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: ModificationLockInfo(client, modificationLock=None, userEmails=None, organizationGroups=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Information about a modification lock for a certain object
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param modificationLock: Whether or not the object has its modification lock activated.
-   :type modificationLock: bool
-   :param userEmails: The list of user emails allowed to modify the object if the object's modification lock is activated.
-   :type userEmails: list of strings
-   :param organizationGroups: The list organization groups allowed to modify the object if the object's modification lock is activated.
-   :type organizationGroups: list of unique string identifiers
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: Module(client, name=None, createdAt=None, notebookId=None, codeSource={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Customer created python module
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param name: The name to identify the algorithm. Only uppercase letters, numbers, and underscores are allowed.
-   :type name: str
-   :param createdAt: The date and time when the Python function was created, in ISO-8601 format.
-   :type createdAt: str
-   :param notebookId: The unique string identifier of the notebook used to create or edit the module.
-   :type notebookId: str
-   :param codeSource: Information about the source code of the Python function.
-   :type codeSource: CodeSource
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: MonitorAlert(client, name=None, monitorAlertId=None, createdAt=None, projectId=None, modelMonitorId=None, realtimeMonitorId=None, conditionConfig=None, actionConfig=None, conditionDescription=None, actionDescription=None, alertType=None, deploymentId=None, latestMonitorAlertVersion={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A Monitor Alert
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param name: The user-friendly name for the alert.
-   :type name: str
-   :param monitorAlertId: The unique identifier of the monitor alert.
-   :type monitorAlertId: str
-   :param createdAt: Date and time at which the monitor alert was created.
-   :type createdAt: str
-   :param projectId: The project this alert belongs to.
-   :type projectId: str
-   :param modelMonitorId: The monitor id that this alert is associated with
-   :type modelMonitorId: str
-   :param realtimeMonitorId: The realtime monitor id that this alert is associated with
-   :type realtimeMonitorId: str
-   :param conditionConfig: The condition configuration for this alert.
-   :type conditionConfig: dict
-   :param actionConfig: The action configuration for this alert.
-   :type actionConfig: dict
-   :param conditionDescription: User friendly description of the condition
-   :type conditionDescription: str
-   :param actionDescription: User friendly description of the action
-   :type actionDescription: str
-   :param alertType: The type of the alert
-   :type alertType: str
-   :param deploymentId: The deployment ID this alert is associated with
-   :type deploymentId: str
-   :param latestMonitorAlertVersion: The latest monitor alert version.
-   :type latestMonitorAlertVersion: MonitorAlertVersion
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: update(alert_name = None, condition_config = None, action_config = None)
-
-      Update monitor alert
-
-      :param alert_name: Name of the alert.
-      :type alert_name: str
-      :param condition_config: Condition to run the actions for the alert.
-      :type condition_config: AlertConditionConfig
-      :param action_config: Configuration for the action of the alert.
-      :type action_config: AlertActionConfig
-
-      :returns: Object describing the monitor alert.
-      :rtype: MonitorAlert
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: MonitorAlert
-
-
-
-   .. py:method:: describe()
-
-      Describes a given monitor alert id
-
-      :param monitor_alert_id: Unique identifier of the monitor alert.
-      :type monitor_alert_id: str
-
-      :returns: Object containing information about the monitor alert.
-      :rtype: MonitorAlert
-
-
-
-   .. py:method:: run()
-
-      Reruns a given monitor alert from latest monitor instance
-
-      :param monitor_alert_id: Unique identifier of a monitor alert.
-      :type monitor_alert_id: str
-
-      :returns: Object describing the monitor alert.
-      :rtype: MonitorAlert
-
-
-
-   .. py:method:: delete()
-
-      Delets a monitor alert
-
-      :param monitor_alert_id: The unique string identifier of the alert to delete.
-      :type monitor_alert_id: str
-
-
-
-.. py:class:: MonitorAlertVersion(client, name=None, monitorAlertVersion=None, monitorAlertId=None, status=None, createdAt=None, alertingStartedAt=None, alertingCompletedAt=None, error=None, modelMonitorVersion=None, conditionConfig=None, actionConfig=None, alertResult=None, actionStatus=None, actionError=None, actionStartedAt=None, actionCompletedAt=None, conditionDescription=None, actionDescription=None, alertType=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A monitor alert version
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param name: The user-friendly name for the monitor alert.
-   :type name: str
-   :param monitorAlertVersion: The identifier for the alert version.
-   :type monitorAlertVersion: str
-   :param monitorAlertId: The identifier for the alert.
-   :type monitorAlertId: str
-   :param status: The current status of the monitor alert.
-   :type status: str
-   :param createdAt: Date and time at which the monitor alert was created.
-   :type createdAt: str
-   :param alertingStartedAt: The start time and date of the monitor alerting process.
-   :type alertingStartedAt: str
-   :param alertingCompletedAt: The end time and date of the monitor alerting process.
-   :type alertingCompletedAt: str
-   :param error: Relevant error if the status is FAILED.
-   :type error: str
-   :param modelMonitorVersion: The model monitor version associated with the monitor alert version.
-   :type modelMonitorVersion: str
-   :param conditionConfig: The condition configuration for this alert.
-   :type conditionConfig: dict
-   :param actionConfig: The action configuration for this alert.
-   :type actionConfig: dict
-   :param alertResult: The current result of the alert
-   :type alertResult: str
-   :param actionStatus: The current status of the action as a result of the monitor alert.
-   :type actionStatus: str
-   :param actionError: Relevant error if the action status is FAILED.
-   :type actionError: str
-   :param actionStartedAt: The start time and date of the actionfor the alerting process.
-   :type actionStartedAt: str
-   :param actionCompletedAt: The end time and date of the actionfor the alerting process.
-   :type actionCompletedAt: str
-   :param conditionDescription: User friendly description of the condition
-   :type conditionDescription: str
-   :param actionDescription: User friendly description of the action
-   :type actionDescription: str
-   :param alertType: The type of the alert
-   :type alertType: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: MonitorAlertVersion
-
-
-
-   .. py:method:: describe()
-
-      Describes a given monitor alert version id
-
-      :param monitor_alert_version: Unique string identifier for the monitor alert.
-      :type monitor_alert_version: str
-
-      :returns: An object describing the monitor alert version.
-      :rtype: MonitorAlertVersion
-
-
-
-   .. py:method:: wait_for_monitor_alert(timeout=1200)
-
-      A waiting call until model monitor version is ready.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out.
-      :type timeout: int
-
-
-
-   .. py:method:: get_status()
-
-      Gets the status of the monitor alert version.
-
-      :returns: A string describing the status of a monitor alert version (pending, running, complete, etc.).
-      :rtype: str
-
-
-
-.. py:class:: NaturalLanguageExplanation(client, shortExplanation=None, longExplanation=None, isOutdated=None, htmlExplanation=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Natural language explanation of an artifact/object
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param shortExplanation: succinct explanation of the artifact
-   :type shortExplanation: str
-   :param longExplanation: Longer and verbose explanation of the artifact
-   :type longExplanation: str
-   :param isOutdated: Flag indicating whether the explanation is outdated due to a change in the underlying artifact
-   :type isOutdated: bool
-   :param htmlExplanation: HTML formatted explanation of the artifact
-   :type htmlExplanation: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: OrganizationGroup(client, organizationGroupId=None, permissions=None, groupName=None, defaultGroup=None, admin=None, createdAt=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   An Organization Group. Defines the permissions available to the users who are members of the group.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param organizationGroupId: The unique identifier of the Organization Group.
-   :type organizationGroupId: str
-   :param permissions: The list of permissions (VIEW, MODIFY, ADMIN, BILLING, API_KEY, INVITE_USER) the group has.
-   :type permissions: list of enum string
-   :param groupName: The name of the Organization Group.
-   :type groupName: str
-   :param defaultGroup: If true, all new users will be added to this group automatically.
-   :type defaultGroup: bool
-   :param admin: If true, this group contains all permissions available to the organization and cannot be modified or deleted.
-   :type admin: bool
-   :param createdAt: When the Organization Group was created.
-   :type createdAt: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: OrganizationGroup
-
-
-
-   .. py:method:: describe()
-
-      Returns the specific organization group passed in by the user.
-
-      :param organization_group_id: The unique identifier of the organization group to be described.
-      :type organization_group_id: str
-
-      :returns: Information about a specific organization group.
-      :rtype: OrganizationGroup
-
-
-
-   .. py:method:: add_permission(permission)
-
-      Adds a permission to the specified Organization Group.
-
-      :param permission: Permission to add to the Organization Group.
-      :type permission: str
-
-
-
-   .. py:method:: remove_permission(permission)
-
-      Removes a permission from the specified Organization Group.
-
-      :param permission: The permission to remove from the Organization Group.
-      :type permission: str
-
-
-
-   .. py:method:: delete()
-
-      Deletes the specified Organization Group
-
-      :param organization_group_id: Unique string identifier of the organization group.
-      :type organization_group_id: str
-
-
-
-   .. py:method:: add_user_to(email)
-
-      Adds a user to the specified Organization Group.
-
-      :param email: Email of the user to be added to the group.
-      :type email: str
-
-
-
-   .. py:method:: remove_user_from(email)
-
-      Removes a user from an Organization Group.
-
-      :param email: Email of the user to remove.
-      :type email: str
-
-
-
-   .. py:method:: set_default()
-
-      Sets the default Organization Group to which all new users joining an organization are automatically added.
-
-      :param organization_group_id: Unique string identifier of the Organization Group.
-      :type organization_group_id: str
-
-
-
-.. py:class:: OrganizationSearchResult(client, score=None, featureGroupContext=None, featureGroup={}, featureGroupVersion={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A search result object which contains the retrieved artifact and its relevance score
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param score: The relevance score of the search result.
-   :type score: float
-   :param featureGroupContext: The rendered context for the feature group that can be used in prompts
-   :type featureGroupContext: str
-   :param featureGroup: The feature group object retrieved through search.
-   :type featureGroup: FeatureGroup
-   :param featureGroupVersion: The feature group version object retrieved through search.
-   :type featureGroupVersion: FeatureGroupVersion
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: OrganizationSecret(client, secretKey=None, value=None, createdAt=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Organization secret
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param secretKey: The key of the secret
-   :type secretKey: str
-   :param value: The value of the secret
-   :type value: str
-   :param createdAt: The date and time when the secret was created, in ISO-8601 format.
-   :type createdAt: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: PageData(client, docId=None, page=None, height=None, width=None, pageCount=None, pageText=None, pageTokenStartOffset=None, tokenCount=None, tokens=None, extractedText=None, rotationAngle=None, pageMarkdown=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Data extracted from a docstore page.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param docId: Unique Docstore string identifier for the document.
-   :type docId: str
-   :param page: The page number. Starts from 0.
-   :type page: int
-   :param height: The height of the page in pixels.
-   :type height: int
-   :param width: The width of the page in pixels.
-   :type width: int
-   :param pageCount: The total number of pages in document.
-   :type pageCount: int
-   :param pageText: The text extracted from the page.
-   :type pageText: str
-   :param pageTokenStartOffset: The offset of the first token in the page.
-   :type pageTokenStartOffset: int
-   :param tokenCount: The number of tokens in the page.
-   :type tokenCount: int
-   :param tokens: The tokens in the page.
-   :type tokens: list
-   :param extractedText: The extracted text in the page obtained from OCR.
-   :type extractedText: str
-   :param rotationAngle: The detected rotation angle of the page in degrees. Positive values indicate clockwise and negative values indicate anti-clockwise rotation from the original orientation.
-   :type rotationAngle: float
-   :param pageMarkdown: The markdown text for the page.
-   :type pageMarkdown: list
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: Pipeline(client, pipelineName=None, pipelineId=None, createdAt=None, notebookId=None, cron=None, nextRunTime=None, isProd=None, warning=None, createdBy=None, steps={}, pipelineReferences={}, latestPipelineVersion={}, codeSource={}, pipelineVariableMappings={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A Pipeline For Steps.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param pipelineName: The name of the pipeline this step is a part of.
-   :type pipelineName: str
-   :param pipelineId: The reference to the pipeline this step belongs to.
-   :type pipelineId: str
-   :param createdAt: The date and time which the pipeline was created.
-   :type createdAt: str
-   :param notebookId: The reference to the notebook this pipeline belongs to.
-   :type notebookId: str
-   :param cron: A cron-style string that describes when this refresh policy is to be executed in UTC
-   :type cron: str
-   :param nextRunTime: The next time this pipeline will be run.
-   :type nextRunTime: str
-   :param isProd: Whether this pipeline is a production pipeline.
-   :type isProd: bool
-   :param warning: Warning message for possible errors that might occur if the pipeline is run.
-   :type warning: str
-   :param createdBy: The email of the user who created the pipeline
-   :type createdBy: str
-   :param steps: A list of the pipeline steps attached to the pipeline.
-   :type steps: PipelineStep
-   :param pipelineReferences: A list of references from the pipeline to other objects
-   :type pipelineReferences: PipelineReference
-   :param latestPipelineVersion: The latest version of the pipeline.
-   :type latestPipelineVersion: PipelineVersion
-   :param codeSource: information on the source code
-   :type codeSource: CodeSource
-   :param pipelineVariableMappings: A description of the function variables into the pipeline.
-   :type pipelineVariableMappings: PythonFunctionArgument
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: Pipeline
-
-
-
-   .. py:method:: describe()
-
-      Describes a given pipeline.
-
-      :param pipeline_id: The ID of the pipeline to describe.
-      :type pipeline_id: str
-
-      :returns: An object describing a Pipeline
-      :rtype: Pipeline
-
-
-
-   .. py:method:: update(project_id = None, pipeline_variable_mappings = None, cron = None, is_prod = None)
-
-      Updates a pipeline for executing multiple steps.
-
-      :param project_id: A unique string identifier for the pipeline.
-      :type project_id: str
-      :param pipeline_variable_mappings: List of Python function arguments for the pipeline.
-      :type pipeline_variable_mappings: List
-      :param cron: A cron-like string specifying the frequency of the scheduled pipeline runs.
-      :type cron: str
-      :param is_prod: Whether the pipeline is a production pipeline or not.
-      :type is_prod: bool
-
-      :returns: An object that describes a Pipeline.
-      :rtype: Pipeline
-
-
-
-   .. py:method:: rename(pipeline_name)
-
-      Renames a pipeline.
-
-      :param pipeline_name: The new name of the pipeline.
-      :type pipeline_name: str
-
-      :returns: An object that describes a Pipeline.
-      :rtype: Pipeline
-
-
-
-   .. py:method:: delete()
-
-      Deletes a pipeline.
-
-      :param pipeline_id: The ID of the pipeline to delete.
-      :type pipeline_id: str
-
-
-
-   .. py:method:: list_versions(limit = 200)
-
-      Lists the pipeline versions for a specified pipeline
-
-      :param limit: The maximum number of pipeline versions to return.
-      :type limit: int
-
-      :returns: A list of pipeline versions.
-      :rtype: list[PipelineVersion]
-
-
-
-   .. py:method:: run(pipeline_variable_mappings = None)
-
-      Runs a specified pipeline with the arguments provided.
-
-      :param pipeline_variable_mappings: List of Python function arguments for the pipeline.
-      :type pipeline_variable_mappings: List
-
-      :returns: The object describing the pipeline
-      :rtype: PipelineVersion
-
-
-
-   .. py:method:: create_step(step_name, function_name = None, source_code = None, step_input_mappings = None, output_variable_mappings = None, step_dependencies = None, package_requirements = None, cpu_size = None, memory = None, timeout = None)
-
-      Creates a step in a given pipeline.
-
-      :param step_name: The name of the step.
-      :type step_name: str
-      :param function_name: The name of the Python function.
-      :type function_name: str
-      :param source_code: Contents of a valid Python source code file. The source code should contain the transform feature group functions. A list of allowed imports and system libraries for each language is specified in the user functions documentation section.
-      :type source_code: str
-      :param step_input_mappings: List of Python function arguments.
-      :type step_input_mappings: List
-      :param output_variable_mappings: List of Python function outputs.
-      :type output_variable_mappings: List
-      :param step_dependencies: List of step names this step depends on.
-      :type step_dependencies: list
-      :param package_requirements: List of package requirement strings. For example: ['numpy==1.2.3', 'pandas>=1.4.0'].
-      :type package_requirements: list
-      :param cpu_size: Size of the CPU for the step function.
-      :type cpu_size: str
-      :param memory: Memory (in GB) for the step function.
-      :type memory: int
-      :param timeout: Timeout for the step in minutes, default is 300 minutes.
-      :type timeout: int
-
-      :returns: Object describing the pipeline.
-      :rtype: Pipeline
-
-
-
-   .. py:method:: describe_step_by_name(step_name)
-
-      Describes a pipeline step by the step name.
-
-      :param step_name: The name of the step.
-      :type step_name: str
-
-      :returns: An object describing the pipeline step.
-      :rtype: PipelineStep
-
-
-
-   .. py:method:: unset_refresh_schedule()
-
-      Deletes the refresh schedule for a given pipeline.
-
-      :param pipeline_id: The id of the pipeline.
-      :type pipeline_id: str
-
-      :returns: Object describing the pipeline.
-      :rtype: Pipeline
-
-
-
-   .. py:method:: pause_refresh_schedule()
-
-      Pauses the refresh schedule for a given pipeline.
-
-      :param pipeline_id: The id of the pipeline.
-      :type pipeline_id: str
-
-      :returns: Object describing the pipeline.
-      :rtype: Pipeline
-
-
-
-   .. py:method:: resume_refresh_schedule()
-
-      Resumes the refresh schedule for a given pipeline.
-
-      :param pipeline_id: The id of the pipeline.
-      :type pipeline_id: str
-
-      :returns: Object describing the pipeline.
-      :rtype: Pipeline
-
-
-
-   .. py:method:: create_step_from_function(step_name, function, step_input_mappings = None, output_variable_mappings = None, step_dependencies = None, package_requirements = None, cpu_size = None, memory = None)
-
-      Creates a step in the pipeline from a python function.
-
-      :param step_name: The name of the step.
-      :type step_name: str
-      :param function: The python function.
-      :type function: callable
-      :param step_input_mappings: List of Python function arguments.
-      :type step_input_mappings: List[PythonFunctionArguments]
-      :param output_variable_mappings: List of Python function ouputs.
-      :type output_variable_mappings: List[OutputVariableMapping]
-      :param step_dependencies: List of step names this step depends on.
-      :type step_dependencies: List[str]
-      :param package_requirements: List of package requirement strings. For example: ['numpy==1.2.3', 'pandas>=1.4.0'].
-      :type package_requirements: list
-      :param cpu_size: Size of the CPU for the step function.
-      :type cpu_size: str
-      :param memory: Memory (in GB) for the step function.
-      :type memory: int
-
-
-
-   .. py:method:: wait_for_pipeline(timeout=1200)
-
-      A waiting call until all the stages of the latest pipeline version is completed.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out.
-      :type timeout: int
-
-
-
-   .. py:method:: get_status()
-
-      Gets the status of the pipeline version.
-
-      :returns: A string describing the status of a pipeline version (pending, running, complete, etc.).
-      :rtype: str
-
-
-
-.. py:class:: PipelineStep(client, pipelineStepId=None, pipelineId=None, stepName=None, pipelineName=None, createdAt=None, updatedAt=None, pythonFunctionId=None, stepDependencies=None, cpuSize=None, memory=None, timeout=None, pythonFunction={}, codeSource={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A step in a pipeline.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param pipelineStepId: The reference to this step.
-   :type pipelineStepId: str
-   :param pipelineId: The reference to the pipeline this step belongs to.
-   :type pipelineId: str
-   :param stepName: The name of the step.
-   :type stepName: str
-   :param pipelineName: The name of the pipeline this step is a part of.
-   :type pipelineName: str
-   :param createdAt: The date and time which this step was created.
-   :type createdAt: str
-   :param updatedAt: The date and time when this step was last updated.
-   :type updatedAt: str
-   :param pythonFunctionId: The python function_id.
-   :type pythonFunctionId: str
-   :param stepDependencies: List of steps this step depends on.
-   :type stepDependencies: list[str]
-   :param cpuSize: CPU size specified for the step function.
-   :type cpuSize: str
-   :param memory: Memory in GB specified for the step function.
-   :type memory: int
-   :param timeout: Timeout for the step in minutes, default is 300 minutes.
-   :type timeout: int
-   :param pythonFunction: Information about the python function for the step.
-   :type pythonFunction: PythonFunction
-   :param codeSource: Information about the source code of the step function.
-   :type codeSource: CodeSource
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: delete()
-
-      Deletes a step from a pipeline.
-
-      :param pipeline_step_id: The ID of the pipeline step.
-      :type pipeline_step_id: str
-
-
-
-   .. py:method:: update(function_name = None, source_code = None, step_input_mappings = None, output_variable_mappings = None, step_dependencies = None, package_requirements = None, cpu_size = None, memory = None, timeout = None)
-
-      Creates a step in a given pipeline.
-
-      :param function_name: The name of the Python function.
-      :type function_name: str
-      :param source_code: Contents of a valid Python source code file. The source code should contain the transform feature group functions. A list of allowed imports and system libraries for each language is specified in the user functions documentation section.
-      :type source_code: str
-      :param step_input_mappings: List of Python function arguments.
-      :type step_input_mappings: List
-      :param output_variable_mappings: List of Python function outputs.
-      :type output_variable_mappings: List
-      :param step_dependencies: List of step names this step depends on.
-      :type step_dependencies: list
-      :param package_requirements: List of package requirement strings. For example: ['numpy==1.2.3', 'pandas>=1.4.0'].
-      :type package_requirements: list
-      :param cpu_size: Size of the CPU for the step function.
-      :type cpu_size: str
-      :param memory: Memory (in GB) for the step function.
-      :type memory: int
-      :param timeout: Timeout for the pipeline step, default is 300 minutes.
-      :type timeout: int
-
-      :returns: Object describing the pipeline.
-      :rtype: PipelineStep
-
-
-
-   .. py:method:: rename(step_name)
-
-      Renames a step in a given pipeline.
-
-      :param step_name: The name of the step.
-      :type step_name: str
-
-      :returns: Object describing the pipeline.
-      :rtype: PipelineStep
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: PipelineStep
-
-
-
-   .. py:method:: describe()
-
-      Deletes a step from a pipeline.
-
-      :param pipeline_step_id: The ID of the pipeline step.
-      :type pipeline_step_id: str
-
-      :returns: An object describing the pipeline step.
-      :rtype: PipelineStep
-
-
-
-.. py:class:: PipelineStepVersion(client, stepName=None, pipelineStepVersion=None, pipelineStepId=None, pipelineId=None, pipelineVersion=None, createdAt=None, updatedAt=None, status=None, error=None, outputErrors=None, pythonFunctionId=None, functionVariableMappings=None, stepDependencies=None, outputVariableMappings=None, cpuSize=None, memory=None, timeout=None, pipelineStepVersionReferences={}, codeSource={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A version of a pipeline step.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param stepName: The name of the step.
-   :type stepName: str
-   :param pipelineStepVersion: The reference to the pipeline step version.
-   :type pipelineStepVersion: str
-   :param pipelineStepId: The reference to this step.
-   :type pipelineStepId: str
-   :param pipelineId: The reference to the pipeline this step belongs to.
-   :type pipelineId: str
-   :param pipelineVersion: The reference to the pipeline version.
-   :type pipelineVersion: str
-   :param createdAt: The date and time which this step was created.
-   :type createdAt: str
-   :param updatedAt: The date and time when this step was last updated.
-   :type updatedAt: str
-   :param status: The status of the pipeline version.
-   :type status: str
-   :param error: The error message if the pipeline step failed.
-   :type error: str
-   :param outputErrors: The error message of a pipeline step's output.
-   :type outputErrors: str
-   :param pythonFunctionId: The reference to the python function
-   :type pythonFunctionId: str
-   :param functionVariableMappings: The mappings for function parameters' names.
-   :type functionVariableMappings: dict
-   :param stepDependencies: List of steps this step depends on.
-   :type stepDependencies: list[str]
-   :param outputVariableMappings: The mappings for the output variables to the step.
-   :type outputVariableMappings: dict
-   :param cpuSize: CPU size specified for the step function.
-   :type cpuSize: str
-   :param memory: Memory in GB specified for the step function.
-   :type memory: int
-   :param timeout: The timeout in minutes for the pipeline step.
-   :type timeout: int
-   :param pipelineStepVersionReferences: A list to the output instances of the pipeline step version.
-   :type pipelineStepVersionReferences: PipelineStepVersionReference
-   :param codeSource: Information about the source code of the pipeline step version.
-   :type codeSource: CodeSource
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: PipelineStepVersion
-
-
-
-   .. py:method:: describe()
-
-      Describes a pipeline step version.
-
-      :param pipeline_step_version: The ID of the pipeline step version.
-      :type pipeline_step_version: str
-
-      :returns: An object describing the pipeline step version.
-      :rtype: PipelineStepVersion
-
-
-
-   .. py:method:: get_step_version_logs()
-
-      Gets the logs for a given step version.
-
-      :param pipeline_step_version: The id of the pipeline step version.
-      :type pipeline_step_version: str
-
-      :returns: Object describing the pipeline step logs.
-      :rtype: PipelineStepVersionLogs
-
-
-
-.. py:class:: PipelineStepVersionLogs(client, stepName=None, pipelineStepId=None, pipelineStepVersion=None, logs=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Logs for a given pipeline step version.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param stepName: The name of the step
-   :type stepName: str
-   :param pipelineStepId: The ID of the step
-   :type pipelineStepId: str
-   :param pipelineStepVersion: The version of the step
-   :type pipelineStepVersion: str
-   :param logs: The logs for both stdout and stderr of the step
-   :type logs: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: PipelineVersion(client, pipelineName=None, pipelineId=None, pipelineVersion=None, createdAt=None, updatedAt=None, completedAt=None, status=None, error=None, stepVersions={}, codeSource={}, pipelineVariableMappings={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A version of a pipeline.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param pipelineName: The name of the pipeline this step is a part of.
-   :type pipelineName: str
-   :param pipelineId: The reference to the pipeline this step belongs to.
-   :type pipelineId: str
-   :param pipelineVersion: The reference to this pipeline version.
-   :type pipelineVersion: str
-   :param createdAt: The date and time which this pipeline version was created.
-   :type createdAt: str
-   :param updatedAt: The date and time which this pipeline version was updated.
-   :type updatedAt: str
-   :param completedAt: The date and time which this pipeline version was updated.
-   :type completedAt: str
-   :param status: The status of the pipeline version.
-   :type status: str
-   :param error: The relevant error, if the status is FAILED.
-   :type error: str
-   :param stepVersions: A list of the pipeline step versions.
-   :type stepVersions: PipelineStepVersion
-   :param codeSource: information on the source code
-   :type codeSource: CodeSource
-   :param pipelineVariableMappings: A description of the function variables into the pipeline.
-   :type pipelineVariableMappings: PythonFunctionArgument
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: PipelineVersion
-
-
-
-   .. py:method:: describe()
-
-      Describes a specified pipeline version
-
-      :param pipeline_version: Unique string identifier for the pipeline version
-      :type pipeline_version: str
-
-      :returns: Object describing the pipeline version
-      :rtype: PipelineVersion
-
-
-
-   .. py:method:: reset(steps = None, include_downstream_steps = True)
-
-      Reruns a pipeline version for the given steps and downstream steps if specified.
-
-      :param steps: List of pipeline step names to rerun.
-      :type steps: list
-      :param include_downstream_steps: Whether to rerun downstream steps from the steps you have passed
-      :type include_downstream_steps: bool
-
-      :returns: Object describing the pipeline version
-      :rtype: PipelineVersion
-
-
-
-   .. py:method:: list_logs()
-
-      Gets the logs for the steps in a given pipeline version.
-
-      :param pipeline_version: The id of the pipeline version.
-      :type pipeline_version: str
-
-      :returns: Object describing the logs for the steps in the pipeline.
-      :rtype: PipelineVersionLogs
-
-
-
-   .. py:method:: skip_pending_steps()
-
-      Skips pending steps in a pipeline version.
-
-      :param pipeline_version: The id of the pipeline version.
-      :type pipeline_version: str
-
-      :returns: Object describing the pipeline version
-      :rtype: PipelineVersion
-
-
-
-   .. py:method:: wait_for_pipeline(timeout=1200)
-
-      A waiting call until all the stages in a pipeline version have completed.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out.
-      :type timeout: int
-
-
-
-   .. py:method:: get_status()
-
-      Gets the status of the pipeline version.
-
-      :returns: A string describing the status of a pipeline version (pending, running, complete, etc.).
-      :rtype: str
-
-
-
-.. py:class:: PipelineVersionLogs(client, stepLogs={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Logs for a given pipeline version.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param stepLogs: A list of the pipeline step version logs.
-   :type stepLogs: PipelineStepVersionLogs
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: PredictionOperator(client, name=None, predictionOperatorId=None, createdAt=None, updatedAt=None, projectId=None, predictFunctionName=None, sourceCode=None, initializeFunctionName=None, notebookId=None, memory=None, useGpu=None, featureGroupIds=None, featureGroupTableNames=None, codeSource={}, refreshSchedules={}, latestPredictionOperatorVersion={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A prediction operator.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param name: The name for the prediction operator.
-   :type name: str
-   :param predictionOperatorId: The unique identifier of the prediction operator.
-   :type predictionOperatorId: str
-   :param createdAt: Date and time at which the prediction operator was created.
-   :type createdAt: str
-   :param updatedAt: Date and time at which the prediction operator was updated.
-   :type updatedAt: str
-   :param projectId: The project this prediction operator belongs to.
-   :type projectId: str
-   :param predictFunctionName: Name of the function found in the source code that will be executed to run predictions.
-   :type predictFunctionName: str
-   :param sourceCode: Python code used to make the prediction operator.
-   :type sourceCode: str
-   :param initializeFunctionName: Name of the optional initialize function found in the source code. This function will generate anything used by predictions, based on input feature groups.
-   :type initializeFunctionName: str
-   :param notebookId: The unique string identifier of the notebook used to create or edit the prediction operator.
-   :type notebookId: str
-   :param memory: Memory in GB specified for the prediction operator.
-   :type memory: int
-   :param useGpu: Whether this prediction operator is using gpu.
-   :type useGpu: bool
-   :param featureGroupIds: A list of Feature Group IDs used for initializing.
-   :type featureGroupIds: list
-   :param featureGroupTableNames: A list of Feature Group table names used for initializing.
-   :type featureGroupTableNames: list
-   :param codeSource: If a python model, information on the source code.
-   :type codeSource: CodeSource
-   :param latestPredictionOperatorVersion: The unique string identifier of the latest version.
-   :type latestPredictionOperatorVersion: PredictionOperatorVersion
-   :param refreshSchedules: List of refresh schedules that indicate when the next prediction operator version will be processed
-   :type refreshSchedules: RefreshSchedule
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: PredictionOperator
-
-
-
-   .. py:method:: describe()
-
-      Describe an existing prediction operator.
-
-      :param prediction_operator_id: The unique ID of the prediction operator.
-      :type prediction_operator_id: str
-
-      :returns: The requested prediction operator object.
-      :rtype: PredictionOperator
-
-
-
-   .. py:method:: update(name = None, feature_group_ids = None, source_code = None, initialize_function_name = None, predict_function_name = None, cpu_size = None, memory = None, package_requirements = None, use_gpu = None)
-
-      Update an existing prediction operator.
-
-      :param name: Name of the prediction operator.
-      :type name: str
-      :param feature_group_ids: List of feature groups that are supplied to the initialize function as parameters. Each of the parameters are materialized Dataframes. The order should match the initialize function's parameters.
-      :type feature_group_ids: List
-      :param source_code: Contents of a valid Python source code file. The source code should contain the function `predictFunctionName`, and the function 'initializeFunctionName' if defined.
-      :type source_code: str
-      :param initialize_function_name: Name of the optional initialize function found in the source code. This function will generate anything used by predictions, based on input feature groups.
-      :type initialize_function_name: str
-      :param predict_function_name: Name of the function found in the source code that will be executed to run predictions.
-      :type predict_function_name: str
-      :param cpu_size: Size of the CPU for the prediction operator.
-      :type cpu_size: str
-      :param memory: Memory (in GB) for the  prediction operator.
-      :type memory: int
-      :param package_requirements: List of package requirement strings. For example: ['numpy==1.2.3', 'pandas>=1.4.0']
-      :type package_requirements: list
-      :param use_gpu: Whether this prediction operator needs gpu.
-      :type use_gpu: bool
-
-      :returns: The updated prediction operator object.
-      :rtype: PredictionOperator
-
-
-
-   .. py:method:: delete()
-
-      Delete an existing prediction operator.
-
-      :param prediction_operator_id: The unique ID of the prediction operator.
-      :type prediction_operator_id: str
-
-
-
-   .. py:method:: deploy(auto_deploy = True)
-
-      Deploy the prediction operator.
-
-      :param auto_deploy: Flag to enable the automatic deployment when a new prediction operator version is created.
-      :type auto_deploy: bool
-
-      :returns: The created deployment object.
-      :rtype: Deployment
-
-
-
-   .. py:method:: create_version()
-
-      Create a new version of the prediction operator.
-
-      :param prediction_operator_id: The unique ID of the prediction operator.
-      :type prediction_operator_id: str
-
-      :returns: The created prediction operator version object.
-      :rtype: PredictionOperatorVersion
-
-
-
-   .. py:method:: list_versions()
-
-      List all the prediction operator versions for a prediction operator.
-
-      :param prediction_operator_id: The unique ID of the prediction operator.
-      :type prediction_operator_id: str
-
-      :returns: A list of prediction operator version objects.
-      :rtype: list[PredictionOperatorVersion]
-
-
-
-.. py:class:: PredictionOperatorVersion(client, predictionOperatorId=None, predictionOperatorVersion=None, createdAt=None, updatedAt=None, sourceCode=None, memory=None, useGpu=None, featureGroupIds=None, featureGroupVersions=None, status=None, error=None, codeSource={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A prediction operator version.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param predictionOperatorId: The unique identifier of the prediction operator.
-   :type predictionOperatorId: str
-   :param predictionOperatorVersion: The unique identifier of the prediction operator version.
-   :type predictionOperatorVersion: str
-   :param createdAt: Date and time at which the prediction operator was created.
-   :type createdAt: str
-   :param updatedAt: Date and time at which the prediction operator was updated.
-   :type updatedAt: str
-   :param sourceCode: Python code used to make the prediction operator.
-   :type sourceCode: str
-   :param memory: Memory in GB specified for the prediction operator version.
-   :type memory: int
-   :param useGpu: Whether this prediction operator version is using gpu.
-   :type useGpu: bool
-   :param featureGroupIds: A list of Feature Group IDs used for initializing.
-   :type featureGroupIds: list
-   :param featureGroupVersions: A list of Feature Group version IDs used for initializing.
-   :type featureGroupVersions: list
-   :param status: The current status of the prediction operator version.
-   :type status: str
-   :param error: The error message if the status failed.
-   :type error: str
-   :param codeSource: If a python model, information on the source code.
-   :type codeSource: CodeSource
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: delete()
-
-      Delete a prediction operator version.
-
-      :param prediction_operator_version: The unique ID of the prediction operator version.
-      :type prediction_operator_version: str
-
-
-
-.. py:class:: ProblemType(client, problemType=None, requiredFeatureGroupType=None, optionalFeatureGroupTypes=None, useCasesSupportCustomAlgorithm=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Description of a problem type which is the common underlying problem for different use cases.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param problemType: Name of the problem type
-   :type problemType: str
-   :param requiredFeatureGroupType: The required feature group types to train for this problem type
-   :type requiredFeatureGroupType: str
-   :param optionalFeatureGroupTypes: The optional feature group types can be used to train for this problem type
-   :type optionalFeatureGroupTypes: list[str]
-   :param useCasesSupportCustomAlgorithm: A list of use cases that support custom algorithms
-   :type useCasesSupportCustomAlgorithm: list
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: Project(client, projectId=None, name=None, useCase=None, problemType=None, createdAt=None, tags=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A project is a container which holds datasets, models and deployments
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param projectId: The ID of the project.
-   :type projectId: str
-   :param name: The name of the project.
-   :type name: str
-   :param useCase: The use case associated with the project.
-   :type useCase: str
-   :param problemType: The problem type associated with the project.
-   :type problemType: str
-   :param createdAt: The date and time when the project was created.
-   :type createdAt: str
-   :param tags: List of tags associated with the project.
-   :type tags: list[str]
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: Project
-
-
-
-   .. py:method:: describe()
-
-      Returns a description of a project.
-
-      :param project_id: A unique string identifier for the project.
-      :type project_id: str
-
-      :returns: The description of the project.
-      :rtype: Project
-
-
-
-   .. py:method:: rename(name)
-
-      This method renames a project after it is created.
-
-      :param name: The new name for the project.
-      :type name: str
-
-
-
-   .. py:method:: delete()
-
-      Delete a specified project from your organization.
-
-      This method deletes the project, its associated trained models, and deployments. The datasets attached to the specified project remain available for use with other projects in the organization.
-
-      This method will not delete a project that contains active deployments. Ensure that all active deployments are stopped before using the delete option.
-
-      Note: All projects, models, and deployments cannot be recovered once they are deleted.
-
-
-      :param project_id: The unique ID of the project to delete.
-      :type project_id: str
-
-
-
-   .. py:method:: add_tags(tags)
-
-      This method adds a tag to a project.
-
-      :param tags: The tags to add to the project.
-      :type tags: list
-
-
-
-   .. py:method:: remove_tags(tags)
-
-      This method removes a tag from a project.
-
-      :param tags: The tags to remove from the project.
-      :type tags: list
-
-
-
-   .. py:method:: set_feature_mapping(feature_group_id, feature_name, feature_mapping = None, nested_column_name = None)
-
-      Set a column's feature mapping. If the column mapping is single-use and already set in another column in this feature group, this call will first remove the other column's mapping and move it to this column.
-
-      :param feature_group_id: The unique ID associated with the feature group.
-      :type feature_group_id: str
-      :param feature_name: The name of the feature.
-      :type feature_name: str
-      :param feature_mapping: The mapping of the feature in the feature group.
-      :type feature_mapping: str
-      :param nested_column_name: The name of the nested column if the input feature is part of a nested feature group for the given feature_group_id.
-      :type nested_column_name: str
-
-      :returns: A list of objects that describes the resulting feature group's schema after the feature's featureMapping is set.
-      :rtype: list[Feature]
-
-
-
-   .. py:method:: validate(feature_group_ids = None)
-
-      Validates that the specified project has all required feature group types for its use case and that all required feature columns are set.
-
-      :param feature_group_ids: The list of feature group IDs to validate.
-      :type feature_group_ids: List
-
-      :returns: The project validation. If the specified project is missing required columns or feature groups, the response includes an array of objects for each missing required feature group and the missing required features in each feature group.
-      :rtype: ProjectValidation
-
-
-
-   .. py:method:: infer_feature_mappings(feature_group_id)
-
-      Infer the feature mappings for the feature group in the project based on the problem type.
-
-      :param feature_group_id: The unique ID associated with the feature group.
-      :type feature_group_id: str
-
-      :returns: A dict that contains the inferred feature mappings.
-      :rtype: InferredFeatureMappings
-
-
-
-   .. py:method:: describe_feature_group(feature_group_id)
-
-      Describe a feature group associated with a project
-
-      :param feature_group_id: The unique ID associated with the feature group.
-      :type feature_group_id: str
-
-      :returns: The project feature group object.
-      :rtype: ProjectFeatureGroup
-
-
-
-   .. py:method:: list_feature_groups(filter_feature_group_use = None, limit = 100, start_after_id = None)
-
-      List all the feature groups associated with a project
-
-      :param filter_feature_group_use: The feature group use filter, when given as an argument only allows feature groups present in this project to be returned if they are of the given use. Possible values are: 'USER_CREATED', 'BATCH_PREDICTION_OUTPUT'.
-      :type filter_feature_group_use: str
-      :param limit: The maximum number of feature groups to be retrieved.
-      :type limit: int
-      :param start_after_id: An offset parameter to exclude all feature groups up to a specified ID.
-      :type start_after_id: str
-
-      :returns: All the Feature Groups in a project.
-      :rtype: list[ProjectFeatureGroup]
-
-
-
-   .. py:method:: list_feature_group_templates(limit = 100, start_after_id = None, should_include_all_system_templates = False)
-
-      List feature group templates for feature groups associated with the project.
-
-      :param limit: Maximum number of templates to be retrieved.
-      :type limit: int
-      :param start_after_id: Offset parameter to exclude all templates till the specified feature group template ID.
-      :type start_after_id: str
-      :param should_include_all_system_templates: If True, will include built-in templates.
-      :type should_include_all_system_templates: bool
-
-      :returns: All the feature groups in the organization, optionally limited by the feature group that created the template(s).
-      :rtype: list[FeatureGroupTemplate]
-
-
-
-   .. py:method:: get_training_config_options(feature_group_ids = None, for_retrain = False, current_training_config = None)
-
-      Retrieves the full initial description of the model training configuration options available for the specified project. The configuration options available are determined by the use case associated with the specified project. Refer to the [Use Case Documentation]({USE_CASES_URL}) for more information on use cases and use case-specific configuration options.
-
-      :param feature_group_ids: The feature group IDs to be used for training.
-      :type feature_group_ids: List
-      :param for_retrain: Whether the training config options are used for retraining.
-      :type for_retrain: bool
-      :param current_training_config: The current state of the training config, with some options set, which shall be used to get new options after refresh. This is `None` by default initially.
-      :type current_training_config: TrainingConfig
-
-      :returns: An array of options that can be specified when training a model in this project.
-      :rtype: list[TrainingConfigOptions]
-
-
-
-   .. py:method:: create_train_test_data_split_feature_group(training_config, feature_group_ids)
-
-      Get the train and test data split without training the model. Only supported for models with custom algorithms.
-
-      :param training_config: The training config used to influence how the split is calculated.
-      :type training_config: TrainingConfig
-      :param feature_group_ids: List of feature group IDs provided by the user, including the required one for data split and others to influence how to split.
-      :type feature_group_ids: List
-
-      :returns: The feature group containing the training data and folds information.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: train_model(name = None, training_config = None, feature_group_ids = None, refresh_schedule = None, custom_algorithms = None, custom_algorithms_only = False, custom_algorithm_configs = None, builtin_algorithms = None, cpu_size = None, memory = None, algorithm_training_configs = None)
-
-      Create a new model and start its training in the given project.
-
-      :param name: The name of the model. Defaults to "<Project Name> Model".
-      :type name: str
-      :param training_config: The training config used to train this model.
-      :type training_config: TrainingConfig
-      :param feature_group_ids: List of feature group IDs provided by the user to train the model on.
-      :type feature_group_ids: List
-      :param refresh_schedule: A cron-style string that describes a schedule in UTC to automatically retrain the created model.
-      :type refresh_schedule: str
-      :param custom_algorithms: List of user-defined algorithms to train. If not set, the default enabled custom algorithms will be used.
-      :type custom_algorithms: list
-      :param custom_algorithms_only: Whether to only run custom algorithms.
-      :type custom_algorithms_only: bool
-      :param custom_algorithm_configs: Configs for each user-defined algorithm; key is the algorithm name, value is the config serialized to JSON.
-      :type custom_algorithm_configs: dict
-      :param builtin_algorithms: List of algorithm names or algorithm IDs of the builtin algorithms provided by Abacus.AI to train. If not set, all applicable builtin algorithms will be used.
-      :type builtin_algorithms: list
-      :param cpu_size: Size of the CPU for the user-defined algorithms during training.
-      :type cpu_size: str
-      :param memory: Memory (in GB) for the user-defined algorithms during training.
-      :type memory: int
-      :param algorithm_training_configs: List of algorithm specifc training configs that will be part of the model training AutoML run.
-      :type algorithm_training_configs: list
-
-      :returns: The new model which is being trained.
-      :rtype: Model
-
-
-
-   .. py:method:: create_model_from_python(function_source_code, train_function_name, training_input_tables, predict_function_name = None, predict_many_function_name = None, initialize_function_name = None, name = None, cpu_size = None, memory = None, training_config = None, exclusive_run = False, package_requirements = None, use_gpu = False, is_thread_safe = None)
-
-      Initializes a new Model from user-provided Python code. If a list of input feature groups is supplied, they will be provided as arguments to the train and predict functions with the materialized feature groups for those input feature groups.
-
-      This method expects `functionSourceCode` to be a valid language source file which contains the functions named `trainFunctionName` and `predictFunctionName`. `trainFunctionName` returns the ModelVersion that is the result of training the model using `trainFunctionName` and `predictFunctionName` has no well-defined return type, as it returns the prediction made by the `predictFunctionName`, which can be anything.
-
-
-      :param function_source_code: Contents of a valid Python source code file. The source code should contain the functions named `trainFunctionName` and `predictFunctionName`. A list of allowed import and system libraries for each language is specified in the user functions documentation section.
-      :type function_source_code: str
-      :param train_function_name: Name of the function found in the source code that will be executed to train the model. It is not executed when this function is run.
-      :type train_function_name: str
-      :param training_input_tables: List of feature groups that are supplied to the train function as parameters. Each of the parameters are materialized Dataframes (same type as the functions return value).
-      :type training_input_tables: list
-      :param predict_function_name: Name of the function found in the source code that will be executed to run predictions through the model. It is not executed when this function is run.
-      :type predict_function_name: str
-      :param predict_many_function_name: Name of the function found in the source code that will be executed for batch prediction of the model. It is not executed when this function is run.
-      :type predict_many_function_name: str
-      :param initialize_function_name: Name of the function found in the source code to initialize the trained model before using it to make predictions using the model
-      :type initialize_function_name: str
-      :param name: The name you want your model to have. Defaults to "<Project Name> Model"
-      :type name: str
-      :param cpu_size: Size of the CPU for the model training function
-      :type cpu_size: str
-      :param memory: Memory (in GB) for the model training function
-      :type memory: int
-      :param training_config: Training configuration
-      :type training_config: TrainingConfig
-      :param exclusive_run: Decides if this model will be run exclusively or along with other Abacus.AI algorithms
-      :type exclusive_run: bool
-      :param package_requirements: List of package requirement strings. For example: ['numpy==1.2.3', 'pandas>=1.4.0']
-      :type package_requirements: list
-      :param use_gpu: Whether this model needs gpu
-      :type use_gpu: bool
-      :param is_thread_safe: Whether this model is thread safe
-      :type is_thread_safe: bool
-
-      :returns: The new model, which has not been trained.
-      :rtype: Model
-
-
-
-   .. py:method:: list_models()
-
-      Retrieves the list of models in the specified project.
-
-      :param project_id: Unique string identifier associated with the project.
-      :type project_id: str
-
-      :returns: A list of models.
-      :rtype: list[Model]
-
-
-
-   .. py:method:: get_custom_train_function_info(feature_group_names_for_training = None, training_data_parameter_name_override = None, training_config = None, custom_algorithm_config = None)
-
-      Returns information about how to call the custom train function.
-
-      :param feature_group_names_for_training: A list of feature group table names to be used for training.
-      :type feature_group_names_for_training: list
-      :param training_data_parameter_name_override: Override from feature group type to parameter name in the train function.
-      :type training_data_parameter_name_override: dict
-      :param training_config: Training config for the options supported by the Abacus.AI platform.
-      :type training_config: TrainingConfig
-      :param custom_algorithm_config: User-defined config that can be serialized by JSON.
-      :type custom_algorithm_config: dict
-
-      :returns: Information about how to call the customer-provided train function.
-      :rtype: CustomTrainFunctionInfo
-
-
-
-   .. py:method:: create_model_monitor(prediction_feature_group_id, training_feature_group_id = None, name = None, refresh_schedule = None, target_value = None, target_value_bias = None, target_value_performance = None, feature_mappings = None, model_id = None, training_feature_mappings = None, feature_group_base_monitor_config = None, feature_group_comparison_monitor_config = None, include_interactive_performance_analysis = False)
-
-      Runs a model monitor for the specified project.
-
-      :param prediction_feature_group_id: The unique ID of the prediction data feature group.
-      :type prediction_feature_group_id: str
-      :param training_feature_group_id: The unique ID of the training data feature group.
-      :type training_feature_group_id: str
-      :param name: The name you want your model monitor to have. Defaults to "<Project Name> Model Monitor".
-      :type name: str
-      :param refresh_schedule: A cron-style string that describes a schedule in UTC to automatically retrain the created model monitor.
-      :type refresh_schedule: str
-      :param target_value: A target positive value for the label to compute bias and PR/AUC for performance page.
-      :type target_value: str
-      :param target_value_bias: A target positive value for the label to compute bias.
-      :type target_value_bias: str
-      :param target_value_performance: A target positive value for the label to compute PR curve/AUC for performance page.
-      :type target_value_performance: str
-      :param feature_mappings: A JSON map to override features for prediction_feature_group, where keys are column names and the values are feature data use types.
-      :type feature_mappings: dict
-      :param model_id: The unique ID of the model.
-      :type model_id: str
-      :param training_feature_mappings: A JSON map to override features for training_fature_group, where keys are column names and the values are feature data use types.
-      :type training_feature_mappings: dict
-      :param feature_group_base_monitor_config: Selection strategy for the feature_group 1 with the feature group version if selected.
-      :type feature_group_base_monitor_config: dict
-      :param feature_group_comparison_monitor_config: Selection strategy for the feature_group 1 with the feature group version if selected.
-      :type feature_group_comparison_monitor_config: dict
-      :param include_interactive_performance_analysis: Whether to include interactive performance analysis.
-      :type include_interactive_performance_analysis: bool
-
-      :returns: The new model monitor that was created.
-      :rtype: ModelMonitor
-
-
-
-   .. py:method:: list_model_monitors()
-
-      Retrieves the list of model monitors in the specified project.
-
-      :param project_id: Unique string identifier associated with the project.
-      :type project_id: str
-
-      :returns: A list of model monitors.
-      :rtype: list[ModelMonitor]
-
-
-
-   .. py:method:: create_vision_drift_monitor(prediction_feature_group_id, training_feature_group_id, name, feature_mappings, training_feature_mappings, target_value_performance = None, refresh_schedule = None)
-
-      Runs a vision drift monitor for the specified project.
-
-      :param prediction_feature_group_id: Unique string identifier of the prediction data feature group.
-      :type prediction_feature_group_id: str
-      :param training_feature_group_id: Unique string identifier of the training data feature group.
-      :type training_feature_group_id: str
-      :param name: The name you want your model monitor to have. Defaults to "<Project Name> Model Monitor".
-      :type name: str
-      :param feature_mappings: A JSON map to override features for prediction_feature_group, where keys are column names and the values are feature data use types.
-      :type feature_mappings: dict
-      :param training_feature_mappings: A JSON map to override features for training_feature_group, where keys are column names and the values are feature data use types.
-      :type training_feature_mappings: dict
-      :param target_value_performance: A target positive value for the label to compute precision-recall curve/area under curve for performance page.
-      :type target_value_performance: str
-      :param refresh_schedule: A cron-style string that describes a schedule in UTC to automatically rerun the created vision drift monitor.
-      :type refresh_schedule: str
-
-      :returns: The new model monitor that was created.
-      :rtype: ModelMonitor
-
-
-
-   .. py:method:: create_nlp_drift_monitor(prediction_feature_group_id, training_feature_group_id, name, feature_mappings, training_feature_mappings, target_value_performance = None, refresh_schedule = None)
-
-      Runs an NLP drift monitor for the specified project.
-
-      :param prediction_feature_group_id: Unique string identifier of the prediction data feature group.
-      :type prediction_feature_group_id: str
-      :param training_feature_group_id: Unique string identifier of the training data feature group.
-      :type training_feature_group_id: str
-      :param name: The name you want your model monitor to have. Defaults to "<Project Name> Model Monitor".
-      :type name: str
-      :param feature_mappings: A JSON map to override features for prediction_feature_group, where keys are column names and the values are feature data use types.
-      :type feature_mappings: dict
-      :param training_feature_mappings: A JSON map to override features for training_feature_group, where keys are column names and the values are feature data use types.
-      :type training_feature_mappings: dict
-      :param target_value_performance: A target positive value for the label to compute precision-recall curve/area under curve for performance page.
-      :type target_value_performance: str
-      :param refresh_schedule: A cron-style string that describes a schedule in UTC to automatically rerun the created nlp drift monitor.
-      :type refresh_schedule: str
-
-      :returns: The new model monitor that was created.
-      :rtype: ModelMonitor
-
-
-
-   .. py:method:: create_forecasting_monitor(name, prediction_feature_group_id, training_feature_group_id, training_forecast_config, prediction_forecast_config, forecast_frequency, refresh_schedule = None)
-
-      Runs a forecasting monitor for the specified project.
-
-      :param name: The name you want your model monitor to have. Defaults to "<Project Name> Model Monitor".
-      :type name: str
-      :param prediction_feature_group_id: Unique string identifier of the prediction data feature group.
-      :type prediction_feature_group_id: str
-      :param training_feature_group_id: Unique string identifier of the training data feature group.
-      :type training_feature_group_id: str
-      :param training_forecast_config: The configuration for the training data.
-      :type training_forecast_config: ForecastingMonitorConfig
-      :param prediction_forecast_config: The configuration for the prediction data.
-      :type prediction_forecast_config: ForecastingMonitorConfig
-      :param forecast_frequency: The frequency of the forecast. Defaults to the frequency of the prediction data.
-      :type forecast_frequency: str
-      :param refresh_schedule: A cron-style string that describes a schedule in UTC to automatically rerun the created forecasting monitor.
-      :type refresh_schedule: str
-
-      :returns: The new model monitor that was created.
-      :rtype: ModelMonitor
-
-
-
-   .. py:method:: create_eda(feature_group_id, name, refresh_schedule = None, include_collinearity = False, include_data_consistency = False, collinearity_keys = None, primary_keys = None, data_consistency_test_config = None, data_consistency_reference_config = None, feature_mappings = None, forecast_frequency = None)
-
-      Run an Exploratory Data Analysis (EDA) for the specified project.
-
-      :param feature_group_id: The unique ID of the prediction data feature group.
-      :type feature_group_id: str
-      :param name: The name you want your model monitor to have. Defaults to "<Project Name> EDA".
-      :type name: str
-      :param refresh_schedule: A cron-style string that describes a schedule in UTC to automatically retrain the created EDA.
-      :type refresh_schedule: str
-      :param include_collinearity: Set to True if the EDA type is collinearity.
-      :type include_collinearity: bool
-      :param include_data_consistency: Set to True if the EDA type is data consistency.
-      :type include_data_consistency: bool
-      :param collinearity_keys: List of features to use for collinearity
-      :type collinearity_keys: list
-      :param primary_keys: List of features that corresponds to the primary keys or item ids for the given feature group for Data Consistency analysis or Forecasting analysis respectively.
-      :type primary_keys: list
-      :param data_consistency_test_config: Test feature group version selection strategy for Data Consistency EDA type.
-      :type data_consistency_test_config: dict
-      :param data_consistency_reference_config: Reference feature group version selection strategy for Data Consistency EDA type.
-      :type data_consistency_reference_config: dict
-      :param feature_mappings: A JSON map to override features for the given feature_group, where keys are column names and the values are feature data use types. (In forecasting, used to set the timestamp column and target value)
-      :type feature_mappings: dict
-      :param forecast_frequency: The frequency of the data. It can be either HOURLY, DAILY, WEEKLY, MONTHLY, QUARTERLY, YEARLY.
-      :type forecast_frequency: str
-
-      :returns: The new EDA object that was created.
-      :rtype: Eda
-
-
-
-   .. py:method:: list_eda()
-
-      Retrieves the list of Exploratory Data Analysis (EDA) in the specified project.
-
-      :param project_id: Unique string identifier associated with the project.
-      :type project_id: str
-
-      :returns: List of EDA objects.
-      :rtype: list[Eda]
-
-
-
-   .. py:method:: list_holdout_analysis(model_id = None)
-
-      List holdout analyses for a project. Optionally, filter by model.
-
-      :param model_id: (optional) ID of the model to filter by
-      :type model_id: str
-
-      :returns: The holdout analyses
-      :rtype: list[HoldoutAnalysis]
-
-
-
-   .. py:method:: create_monitor_alert(alert_name, condition_config, action_config, model_monitor_id = None, realtime_monitor_id = None)
-
-      Create a monitor alert for the given conditions and monitor. We can create monitor alert either for model monitor or real-time monitor.
-
-      :param alert_name: Name of the alert.
-      :type alert_name: str
-      :param condition_config: Condition to run the actions for the alert.
-      :type condition_config: AlertConditionConfig
-      :param action_config: Configuration for the action of the alert.
-      :type action_config: AlertActionConfig
-      :param model_monitor_id: Unique string identifier for the model monitor created under the project.
-      :type model_monitor_id: str
-      :param realtime_monitor_id: Unique string identifier for the real-time monitor for the deployment created under the project.
-      :type realtime_monitor_id: str
-
-      :returns: Object describing the monitor alert.
-      :rtype: MonitorAlert
-
-
-
-   .. py:method:: list_prediction_operators()
-
-      List all the prediction operators inside a project.
-
-      :param project_id: The unique ID of the project.
-      :type project_id: str
-
-      :returns: A list of prediction operator objects.
-      :rtype: list[PredictionOperator]
-
-
-
-   .. py:method:: create_deployment_token(name = None)
-
-      Creates a deployment token for the specified project.
-
-      Deployment tokens are used to authenticate requests to the prediction APIs and are scoped to the project level.
-
-
-      :param name: The name of the deployment token.
-      :type name: str
-
-      :returns: The deployment token.
-      :rtype: DeploymentAuthToken
-
-
-
-   .. py:method:: list_deployments()
-
-      Retrieves a list of all deployments in the specified project.
-
-      :param project_id: The unique identifier associated with the project.
-      :type project_id: str
-
-      :returns: An array of deployments.
-      :rtype: list[Deployment]
-
-
-
-   .. py:method:: list_deployment_tokens()
-
-      Retrieves a list of all deployment tokens associated with the specified project.
-
-      :param project_id: The unique ID associated with the project.
-      :type project_id: str
-
-      :returns: A list of deployment tokens.
-      :rtype: list[DeploymentAuthToken]
-
-
-
-   .. py:method:: list_realtime_monitors()
-
-      List the real-time monitors associated with the deployment id.
-
-      :param project_id: Unique string identifier for the deployment.
-      :type project_id: str
-
-      :returns: An array of real-time monitors.
-      :rtype: list[RealtimeMonitor]
-
-
-
-   .. py:method:: list_refresh_policies(dataset_ids = [], feature_group_id = None, model_ids = [], deployment_ids = [], batch_prediction_ids = [], model_monitor_ids = [], notebook_ids = [])
-
-      List the refresh policies for the organization. If no filters are specified, all refresh policies are returned.
-
-      :param dataset_ids: Comma-separated list of Dataset IDs.
-      :type dataset_ids: List
-      :param feature_group_id: Feature Group ID for which we wish to see the refresh policies attached.
-      :type feature_group_id: str
-      :param model_ids: Comma-separated list of Model IDs.
-      :type model_ids: List
-      :param deployment_ids: Comma-separated list of Deployment IDs.
-      :type deployment_ids: List
-      :param batch_prediction_ids: Comma-separated list of Batch Prediction IDs.
-      :type batch_prediction_ids: List
-      :param model_monitor_ids: Comma-separated list of Model Monitor IDs.
-      :type model_monitor_ids: List
-      :param notebook_ids: Comma-separated list of Notebook IDs.
-      :type notebook_ids: List
-
-      :returns: List of all refresh policies in the organization.
-      :rtype: list[RefreshPolicy]
-
-
-
-   .. py:method:: list_batch_predictions()
-
-      Retrieves a list of batch predictions in the project.
-
-      :param project_id: Unique string identifier of the project.
-      :type project_id: str
-
-      :returns: List of batch prediction jobs.
-      :rtype: list[BatchPrediction]
-
-
-
-   .. py:method:: list_pipelines()
-
-      Lists the pipelines for an organization or a project
-
-      :param project_id: Unique string identifier for the project to list graph dashboards from.
-      :type project_id: str
-
-      :returns: A list of pipelines.
-      :rtype: list[Pipeline]
-
-
-
-   .. py:method:: create_graph_dashboard(name, python_function_ids = None)
-
-      Create a plot dashboard given selected python plots
-
-      :param name: The name of the dashboard.
-      :type name: str
-      :param python_function_ids: A list of unique string identifiers for the python functions to be used in the graph dashboard.
-      :type python_function_ids: List
-
-      :returns: An object describing the graph dashboard.
-      :rtype: GraphDashboard
-
-
-
-   .. py:method:: list_graph_dashboards()
-
-      Lists the graph dashboards for a project
-
-      :param project_id: Unique string identifier for the project to list graph dashboards from.
-      :type project_id: str
-
-      :returns: A list of graph dashboards.
-      :rtype: list[GraphDashboard]
-
-
-
-   .. py:method:: list_builtin_algorithms(feature_group_ids, training_config = None)
-
-      Return list of built-in algorithms based on given input data and training config.
-
-      :param feature_group_ids: List of feature group IDs specifying input data.
-      :type feature_group_ids: List
-      :param training_config: The training config to be used for model training.
-      :type training_config: TrainingConfig
-
-      :returns: List of applicable builtin algorithms.
-      :rtype: list[Algorithm]
-
-
-
-   .. py:method:: create_chat_session(name = None)
-
-      Creates a chat session with Data Science Co-pilot.
-
-      :param name: The name of the chat session. Defaults to the project name.
-      :type name: str
-
-      :returns: The chat session with Data Science Co-pilot
-      :rtype: ChatSession
-
-
-
-   .. py:method:: create_agent(function_source_code = None, agent_function_name = None, name = None, memory = None, package_requirements = None, description = None, enable_binary_input = False, evaluation_feature_group_id = None, agent_input_schema = None, agent_output_schema = None, workflow_graph = None, agent_interface = AgentInterface.DEFAULT)
-
-      Creates a new AI agent using the given agent workflow graph definition.
-
-      :param name: The name you want your agent to have, defaults to "<Project Name> Agent".
-      :type name: str
-      :param memory: Overrides the default memory allocation (in GB) for the agent.
-      :type memory: int
-      :param description: A description of the agent, including its purpose and instructions.
-      :type description: str
-      :param evaluation_feature_group_id: The ID of the feature group to use for evaluation.
-      :type evaluation_feature_group_id: str
-      :param workflow_graph: The workflow graph for the agent.
-      :type workflow_graph: WorkflowGraph
-      :param agent_interface: The interface that the agent will be deployed with.
-      :type agent_interface: AgentInterface
-
-      :returns: The new agent.
-      :rtype: Agent
-
-
-
-   .. py:method:: list_agents()
-
-      Retrieves the list of agents in the specified project.
-
-      :param project_id: The unique identifier associated with the project.
-      :type project_id: str
-
-      :returns: A list of agents in the project.
-      :rtype: list[Agent]
-
-
-
-   .. py:method:: create_document_retriever(name, feature_group_id, document_retriever_config = None)
-
-      Returns a document retriever that stores embeddings for document chunks in a feature group.
-
-      Document columns in the feature group are broken into chunks. For cases with multiple document columns, chunks from all columns are combined together to form a single chunk.
-
-
-      :param name: The name of the Document Retriever. Can be up to 120 characters long and can only contain alphanumeric characters and underscores.
-      :type name: str
-      :param feature_group_id: The ID of the feature group that the Document Retriever is associated with.
-      :type feature_group_id: str
-      :param document_retriever_config: The configuration, including chunk_size and chunk_overlap_fraction, for document retrieval.
-      :type document_retriever_config: VectorStoreConfig
-
-      :returns: The newly created document retriever.
-      :rtype: DocumentRetriever
-
-
-
-   .. py:method:: list_document_retrievers(limit = 100, start_after_id = None)
-
-      List all the document retrievers.
-
-      :param limit: The number of document retrievers to return.
-      :type limit: int
-      :param start_after_id: An offset parameter to exclude all document retrievers up to this specified ID.
-      :type start_after_id: str
-
-      :returns: All the document retrievers in the organization associated with the specified project.
-      :rtype: list[DocumentRetriever]
-
-
-
-   .. py:method:: create_model_from_functions(train_function, predict_function = None, training_input_tables = None, predict_many_function = None, initialize_function = None, cpu_size = None, memory = None, training_config = None, exclusive_run = False)
-
-      Creates a model using python.
-
-      :param train_function: The train function is passed.
-      :type train_function: callable
-      :param predict_function: The prediction function is passed.
-      :type predict_function: callable
-      :param training_input_tables: The input tables to be used for training the model. Defaults to None.
-      :type training_input_tables: list
-      :param predict_many_function: Prediction function for batch input
-      :type predict_many_function: callable
-      :param cpu_size: Size of the cpu for the feature group function
-      :type cpu_size: str
-      :param memory: Memory (in GB) for the feature group function
-      :type memory: int
-
-      :returns: The model object.
-      :rtype: Model
-
-
-
-.. py:class:: ProjectConfig(client, type=None, config={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Project-specific config for a feature group
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param type: Type of project config
-   :type type: str
-   :param config: Project-specific config for this feature group
-   :type config: ProjectFeatureGroupConfig
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: ProjectFeatureGroup(client, featureGroupId=None, modificationLock=None, name=None, featureGroupSourceType=None, tableName=None, sql=None, datasetId=None, functionSourceCode=None, functionName=None, sourceTables=None, createdAt=None, description=None, sqlError=None, latestVersionOutdated=None, referencedFeatureGroups=None, tags=None, primaryKey=None, updateTimestampKey=None, lookupKeys=None, streamingEnabled=None, incremental=None, mergeConfig=None, operatorConfig=None, samplingConfig=None, cpuSize=None, memory=None, streamingReady=None, featureTags=None, moduleName=None, templateBindings=None, featureExpression=None, useOriginalCsvNames=None, pythonFunctionBindings=None, pythonFunctionName=None, useGpu=None, featureGroupType=None, features={}, duplicateFeatures={}, pointInTimeGroups={}, annotationConfig={}, concatenationConfig={}, indexingConfig={}, codeSource={}, featureGroupTemplate={}, explanation={}, refreshSchedules={}, projectFeatureGroupSchema={}, projectConfig={}, latestFeatureGroupVersion={})
-
-   Bases: :py:obj:`abacusai.feature_group.FeatureGroup`
-
-
-   A feature group along with project specific mappings
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param featureGroupId: Unique identifier for this feature group.
-   :type featureGroupId: str
-   :param modificationLock: If feature group is locked against a change or not.
-   :type modificationLock: bool
-   :param name:
-   :type name: str
-   :param featureGroupSourceType: The source type of the feature group
-   :type featureGroupSourceType: str
-   :param tableName: Unique table name of this feature group.
-   :type tableName: str
-   :param sql: SQL definition creating this feature group.
-   :type sql: str
-   :param datasetId: Dataset ID the feature group is sourced from.
-   :type datasetId: str
-   :param functionSourceCode: Source definition creating this feature group.
-   :type functionSourceCode: str
-   :param functionName: Function name to execute from the source code.
-   :type functionName: str
-   :param sourceTables: Source tables for this feature group.
-   :type sourceTables: list[str]
-   :param createdAt: Timestamp at which the feature group was created.
-   :type createdAt: str
-   :param description: Description of the feature group.
-   :type description: str
-   :param sqlError: Error message with this feature group.
-   :type sqlError: str
-   :param latestVersionOutdated: Is latest materialized feature group version outdated.
-   :type latestVersionOutdated: bool
-   :param referencedFeatureGroups: Feature groups this feature group is used in.
-   :type referencedFeatureGroups: list[str]
-   :param tags: Tags added to this feature group.
-   :type tags: list[str]
-   :param primaryKey: Primary index feature.
-   :type primaryKey: str
-   :param updateTimestampKey: Primary timestamp feature.
-   :type updateTimestampKey: str
-   :param lookupKeys: Additional indexed features for this feature group.
-   :type lookupKeys: list[str]
-   :param streamingEnabled: If true, the feature group can have data streamed to it.
-   :type streamingEnabled: bool
-   :param incremental: If feature group corresponds to an incremental dataset.
-   :type incremental: bool
-   :param mergeConfig: Merge configuration settings for the feature group.
-   :type mergeConfig: dict
-   :param operatorConfig: Operator configuration settings for the feature group.
-   :type operatorConfig: dict
-   :param samplingConfig: Sampling configuration for the feature group.
-   :type samplingConfig: dict
-   :param cpuSize: CPU size specified for the Python feature group.
-   :type cpuSize: str
-   :param memory: Memory in GB specified for the Python feature group.
-   :type memory: int
-   :param streamingReady: If true, the feature group is ready to receive streaming data.
-   :type streamingReady: bool
-   :param featureTags: Tags for features in this feature group
-   :type featureTags: dict
-   :param moduleName: Path to the file with the feature group function.
-   :type moduleName: str
-   :param templateBindings: Config specifying variable names and values to use when resolving a feature group template.
-   :type templateBindings: dict
-   :param featureExpression: If the dataset feature group has custom features, the SQL select expression creating those features.
-   :type featureExpression: str
-   :param useOriginalCsvNames: If true, the feature group will use the original column names in the source dataset.
-   :type useOriginalCsvNames: bool
-   :param pythonFunctionBindings: Config specifying variable names, types, and values to use when resolving a Python feature group.
-   :type pythonFunctionBindings: dict
-   :param pythonFunctionName: Name of the Python function the feature group was built from.
-   :type pythonFunctionName: str
-   :param useGpu: Whether this feature group is using gpu
-   :type useGpu: bool
-   :param featureGroupType: Project type when the feature group is used in the context of a project.
-   :type featureGroupType: str
-   :param features: List of resolved features.
-   :type features: Feature
-   :param duplicateFeatures: List of duplicate features.
-   :type duplicateFeatures: Feature
-   :param pointInTimeGroups: List of Point In Time Groups.
-   :type pointInTimeGroups: PointInTimeGroup
-   :param annotationConfig: Annotation config for this feature
-   :type annotationConfig: AnnotationConfig
-   :param latestFeatureGroupVersion: Latest feature group version.
-   :type latestFeatureGroupVersion: FeatureGroupVersion
-   :param concatenationConfig: Feature group ID whose data will be concatenated into this feature group.
-   :type concatenationConfig: ConcatenationConfig
-   :param indexingConfig: Indexing config for the feature group for feature store
-   :type indexingConfig: IndexingConfig
-   :param codeSource: If a Python feature group, information on the source code.
-   :type codeSource: CodeSource
-   :param featureGroupTemplate: FeatureGroupTemplate to use when this feature group is attached to a template.
-   :type featureGroupTemplate: FeatureGroupTemplate
-   :param explanation: Natural language explanation of the feature group
-   :type explanation: NaturalLanguageExplanation
-   :param refreshSchedules: List of schedules that determines when the next version of the feature group will be created.
-   :type refreshSchedules: RefreshSchedule
-   :param projectFeatureGroupSchema: Project-specific schema for this feature group.
-   :type projectFeatureGroupSchema: ProjectFeatureGroupSchema
-   :param projectConfig: Project-specific config for this feature group.
-   :type projectConfig: ProjectConfig
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: ProjectValidation(client, valid=None, datasetErrors=None, columnHints=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A validation result for a project
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param valid: `true` if the project is valid and ready to be trained, otherwise `false`.
-   :type valid: bool
-   :param datasetErrors: A list of errors keeping the dataset from being valid
-   :type datasetErrors: list[dict]
-   :param columnHints: Hints for what to set on the columns
-   :type columnHints: dict
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: PythonFunction(client, notebookId=None, name=None, createdAt=None, functionVariableMappings=None, outputVariableMappings=None, functionName=None, pythonFunctionId=None, functionType=None, packageRequirements=None, codeSource={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Customer created python function
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param notebookId: The unique identifier of the notebook used to spin up the notebook upon creation.
-   :type notebookId: str
-   :param name: The name to identify the algorithm, only uppercase letters, numbers, and underscores allowed (i.e. it must be a valid Python identifier)
-   :type name: str
-   :param createdAt: The ISO-8601 string representing when the Python function was created.
-   :type createdAt: str
-   :param functionVariableMappings: A description of the function variables.
-   :type functionVariableMappings: dict
-   :param outputVariableMappings: A description of the variables returned by the function
-   :type outputVariableMappings: dict
-   :param functionName: The name of the Python function to be used.
-   :type functionName: str
-   :param pythonFunctionId: The unique identifier of the Python function.
-   :type pythonFunctionId: str
-   :param functionType: The type of the Python function.
-   :type functionType: str
-   :param packageRequirements: The pip package dependencies required to run the code
-   :type packageRequirements: list
-   :param codeSource: Information about the source code of the Python function.
-   :type codeSource: CodeSource
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: add_graph_to_dashboard(graph_dashboard_id, function_variable_mappings = None, name = None)
-
-      Add a python plot function to a dashboard
-
-      :param graph_dashboard_id: Unique string identifier for the graph dashboard to update.
-      :type graph_dashboard_id: str
-      :param function_variable_mappings: List of arguments to be supplied to the function as parameters, in the format [{'name': 'function_argument', 'variable_type': 'FEATURE_GROUP', 'value': 'name_of_feature_group'}].
-      :type function_variable_mappings: List
-      :param name: Name of the added python plot
-      :type name: str
-
-      :returns: An object describing the graph dashboard.
-      :rtype: GraphDashboard
-
-
-
-   .. py:method:: validate_locally(kwargs = None)
-
-      Validates a Python function by running it with the given input values in an local environment. Taking Input Feature Group as either name(string) or Pandas DataFrame in kwargs.
-
-      :param kwargs: A dictionary mapping function arguments to values to pass to the function. Feature group names will automatically be converted into pandas dataframes.
-      :type kwargs: dict
-
-      :returns: The result of executing the python function
-      :rtype: any
-
-      :raises TypeError: If an Input Feature Group argument has an invalid type or argument is missing.
-      :raises Exception: If an error occurs while validating the Python function.
-
-
-
-.. py:class:: PythonPlotFunction(client, notebookId=None, name=None, createdAt=None, functionVariableMappings=None, functionName=None, pythonFunctionId=None, functionType=None, plotName=None, graphReferenceId=None, codeSource={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Create a Plot for a Dashboard
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param notebookId: Unique string identifier of the notebook used to spin up the notebook upon creation.
-   :type notebookId: str
-   :param name: The name used to identify the algorithm. Only uppercase letters, numbers, and underscores are allowed.
-   :type name: str
-   :param createdAt: Date and time when the Python function was created, in ISO-8601 format.
-   :type createdAt: str
-   :param functionVariableMappings: The mappings for function parameters' names.
-   :type functionVariableMappings: dict
-   :param functionName: The name of the Python function to be used.
-   :type functionName: str
-   :param pythonFunctionId: Unique string identifier of the Python function.
-   :type pythonFunctionId: str
-   :param functionType: The type of the Python function.
-   :type functionType: str
-   :param plotName: Name of the plot.
-   :type plotName: str
-   :param graphReferenceId: Reference ID of the dashboard to the plot.
-   :type graphReferenceId: str
-   :param codeSource: Info about the source code of the Python function.
-   :type codeSource: CodeSource
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: RealtimeMonitor(client, realtimeMonitorId=None, name=None, createdAt=None, deploymentId=None, lookbackTime=None, realtimeMonitorSchedule=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A real-time monitor
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param realtimeMonitorId: The unique identifier of the real-time monitor.
-   :type realtimeMonitorId: str
-   :param name: The user-friendly name for the real-time monitor.
-   :type name: str
-   :param createdAt: Date and time at which the real-time monitor was created.
-   :type createdAt: str
-   :param deploymentId: Deployment ID that this real-time monitor is monitoring.
-   :type deploymentId: str
-   :param lookbackTime: The lookback time for the real-time monitor.
-   :type lookbackTime: int
-   :param realtimeMonitorSchedule: The drift computation schedule for the real-time monitor.
-   :type realtimeMonitorSchedule: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: update(realtime_monitor_schedule = None, lookback_time = None)
-
-      Update the real-time monitor associated with the real-time monitor id.
-
-      :param realtime_monitor_schedule: The cron expression for triggering monitor
-      :type realtime_monitor_schedule: str
-      :param lookback_time: Lookback time (in seconds) for each monitor trigger
-      :type lookback_time: float
-
-      :returns: Object describing the realtime monitor.
-      :rtype: RealtimeMonitor
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: RealtimeMonitor
-
-
-
-   .. py:method:: describe()
-
-      Get the real-time monitor associated with the real-time monitor id.
-
-      :param realtime_monitor_id: Unique string identifier for the real-time monitor.
-      :type realtime_monitor_id: str
-
-      :returns: Object describing the real-time monitor.
-      :rtype: RealtimeMonitor
-
-
-
-   .. py:method:: delete()
-
-      Delete the real-time monitor associated with the real-time monitor id.
-
-      :param realtime_monitor_id: Unique string identifier for the real-time monitor.
-      :type realtime_monitor_id: str
-
-
-
-.. py:class:: RefreshPipelineRun(client, refreshPipelineRunId=None, refreshPolicyId=None, createdAt=None, startedAt=None, completedAt=None, status=None, refreshType=None, datasetVersions=None, featureGroupVersion=None, modelVersions=None, deploymentVersions=None, batchPredictions=None, refreshPolicy={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   This keeps track of the overall status of a refresh. A refresh can span multiple resources such as the creation of new dataset versions and the training of a new model version based on them.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param refreshPipelineRunId: The unique identifier for the refresh pipeline run.
-   :type refreshPipelineRunId: str
-   :param refreshPolicyId: Populated when the run was triggered by a refresh policy.
-   :type refreshPolicyId: str
-   :param createdAt: The time when this refresh pipeline run was created, in ISO-8601 format.
-   :type createdAt: str
-   :param startedAt: The time when the refresh pipeline run was started, in ISO-8601 format.
-   :type startedAt: str
-   :param completedAt: The time when the refresh pipeline run was completed, in ISO-8601 format.
-   :type completedAt: str
-   :param status: The status of the refresh pipeline run.
-   :type status: str
-   :param refreshType: The type of refresh policy to be run.
-   :type refreshType: str
-   :param datasetVersions: A list of dataset version IDs that this refresh pipeline run is monitoring.
-   :type datasetVersions: list[str]
-   :param featureGroupVersion: The feature group version ID that this refresh pipeline run is monitoring.
-   :type featureGroupVersion: str
-   :param modelVersions: A list of model version IDs that this refresh pipeline run is monitoring.
-   :type modelVersions: list[str]
-   :param deploymentVersions: A list of deployment version IDs that this refresh pipeline run is monitoring.
-   :type deploymentVersions: list[str]
-   :param batchPredictions: A list of batch prediction IDs that this refresh pipeline run is monitoring.
-   :type batchPredictions: list[str]
-   :param refreshPolicy: The refresh policy for this refresh policy run.
-   :type refreshPolicy: RefreshPolicy
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: RefreshPipelineRun
-
-
-
-   .. py:method:: describe()
-
-      Retrieve a single refresh pipeline run
-
-      :param refresh_pipeline_run_id: Unique string identifier associated with the refresh pipeline run.
-      :type refresh_pipeline_run_id: str
-
-      :returns: A refresh pipeline run object.
-      :rtype: RefreshPipelineRun
-
-
-
-   .. py:method:: wait_for_complete(timeout=None)
-
-      A waiting call until refresh pipeline run has completed.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out.
-      :type timeout: int
-
-
-
-   .. py:method:: get_status()
-
-      Gets the status of the refresh pipeline run.
-
-      :returns: A string describing the status of a refresh pipeline run (pending, complete, etc.).
-      :rtype: str
-
-
-
-.. py:class:: RefreshPolicy(client, refreshPolicyId=None, name=None, cron=None, nextRunTime=None, createdAt=None, refreshType=None, projectId=None, datasetIds=None, featureGroupId=None, modelIds=None, deploymentIds=None, batchPredictionIds=None, modelMonitorIds=None, notebookId=None, paused=None, predictionOperatorId=None, pipelineId=None, featureGroupExportConfig={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A Refresh Policy describes the frequency at which one or more datasets/models/deployments/batch_predictions can be updated.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param refreshPolicyId: The unique identifier for the refresh policy
-   :type refreshPolicyId: str
-   :param name: The user-friendly name for the refresh policy
-   :type name: str
-   :param cron: A cron-style string that describes when this refresh policy is to be executed in UTC
-   :type cron: str
-   :param nextRunTime: The next UTC time that this refresh policy will be executed
-   :type nextRunTime: str
-   :param createdAt: The time when the refresh policy was created
-   :type createdAt: str
-   :param refreshType: The type of refresh policy to be run
-   :type refreshType: str
-   :param projectId: The unique identifier of a project that this refresh policy applies to
-   :type projectId: str
-   :param datasetIds: Comma-separated list of Dataset IDs that this refresh policy applies to
-   :type datasetIds: list[str]
-   :param featureGroupId: Feature Group ID that this refresh policy applies to
-   :type featureGroupId: str
-   :param modelIds: Comma-separated list of Model IDs that this refresh policy applies to
-   :type modelIds: list[str]
-   :param deploymentIds: Comma-separated list of Deployment IDs that this refresh policy applies to
-   :type deploymentIds: list[str]
-   :param batchPredictionIds: Comma-separated list of Batch Prediction IDs that this refresh policy applies to
-   :type batchPredictionIds: list[str]
-   :param modelMonitorIds: Comma-separated list of Model Monitor IDs that this refresh policy applies to
-   :type modelMonitorIds: list[str]
-   :param notebookId: Notebook ID that this refresh policy applies to
-   :type notebookId: str
-   :param paused: True if the refresh policy is paused
-   :type paused: bool
-   :param predictionOperatorId: Prediction Operator ID that this refresh policy applies to
-   :type predictionOperatorId: str
-   :param pipelineId: The Pipeline ID With The Cron Schedule
-   :type pipelineId: str
-   :param featureGroupExportConfig: The export configuration for the feature group. Only applicable if refresh_type is FEATUREGROUP.
-   :type featureGroupExportConfig: FeatureGroupRefreshExportConfig
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: delete()
-
-      Delete a refresh policy.
-
-      :param refresh_policy_id: Unique string identifier associated with the refresh policy to delete.
-      :type refresh_policy_id: str
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: RefreshPolicy
-
-
-
-   .. py:method:: describe()
-
-      Retrieve a single refresh policy
-
-      :param refresh_policy_id: The unique ID associated with this refresh policy.
-      :type refresh_policy_id: str
-
-      :returns: An object representing the refresh policy.
-      :rtype: RefreshPolicy
-
-
-
-   .. py:method:: list_refresh_pipeline_runs()
-
-      List the the times that the refresh policy has been run
-
-      :param refresh_policy_id: Unique identifier associated with the refresh policy.
-      :type refresh_policy_id: str
-
-      :returns: List of refresh pipeline runs for the given refresh policy ID.
-      :rtype: list[RefreshPipelineRun]
-
-
-
-   .. py:method:: pause()
-
-      Pauses a refresh policy
-
-      :param refresh_policy_id: Unique identifier associated with the refresh policy to be paused.
-      :type refresh_policy_id: str
-
-
-
-   .. py:method:: resume()
-
-      Resumes a refresh policy
-
-      :param refresh_policy_id: The unique ID associated with this refresh policy.
-      :type refresh_policy_id: str
-
-
-
-   .. py:method:: run()
-
-      Force a run of the refresh policy.
-
-      :param refresh_policy_id: Unique string identifier associated with the refresh policy to be run.
-      :type refresh_policy_id: str
-
-
-
-   .. py:method:: update(name = None, cron = None, feature_group_export_config = None)
-
-      Update the name or cron string of a refresh policy
-
-      :param name: Name of the refresh policy to be updated.
-      :type name: str
-      :param cron: Cron string describing the schedule from the refresh policy to be updated.
-      :type cron: str
-      :param feature_group_export_config: Feature group export configuration to update a feature group refresh policy.
-      :type feature_group_export_config: FeatureGroupExportConfig
-
-      :returns: Updated refresh policy.
-      :rtype: RefreshPolicy
-
-
-
-.. py:class:: ResolvedFeatureGroupTemplate(client, featureGroupTemplateId=None, resolvedVariables=None, resolvedSql=None, templateSql=None, sqlError=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Final SQL from resolving a feature group template.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param featureGroupTemplateId: Unique identifier for this feature group template.
-   :type featureGroupTemplateId: str
-   :param resolvedVariables: Map from template variable names to parameters available during template resolution.
-   :type resolvedVariables: dict
-   :param resolvedSql: SQL resulting from resolving the SQL template by applying the resolved bindings.
-   :type resolvedSql: str
-   :param templateSql: SQL that can include variables to be replaced by values from the template config to resolve this template SQL into a valid SQL query for a feature group.
-   :type templateSql: str
-   :param sqlError: if invalid, the sql error message
-   :type sqlError: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
-
-      Return self==value.
-
-
-
-   .. py:method:: _get_attribute_as_dict(attribute)
-
-
-.. py:class:: Schema(client, name=None, featureMapping=None, detectedFeatureMapping=None, featureType=None, detectedFeatureType=None, dataType=None, detectedDataType=None, nestedFeatures={}, pointInTimeInfo={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A schema description for a feature
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param name: The unique name of the feature.
-   :type name: str
-   :param featureMapping: The mapping of the feature. The possible values will be based on the project's use-case. See the (Use Case Documentation)[https://api.abacus.ai/app/help/useCases] for more details.
-   :type featureMapping: str
-   :param detectedFeatureMapping: Detected feature mapping for this feature
-   :type detectedFeatureMapping: str
-   :param featureType: The underlying data type of each feature:  CATEGORICAL,  CATEGORICAL_LIST,  NUMERICAL,  TIMESTAMP,  TEXT,  EMAIL,  LABEL_LIST,  ENTITY_LABEL_LIST,  PAGE_LABEL_LIST,  JSON,  OBJECT_REFERENCE,  MULTICATEGORICAL_LIST,  COORDINATE_LIST,  NUMERICAL_LIST,  TIMESTAMP_LIST,  ZIPCODE,  URL,  PAGE_INFOS,  PAGES_DOCUMENT,  TOKENS_DOCUMENT.
-   :type featureType: str
-   :param detectedFeatureType: The detected feature type for this feature
-   :type detectedFeatureType: str
-   :param dataType: The underlying data type of each feature:  INTEGER,  FLOAT,  STRING,  DATE,  DATETIME,  BOOLEAN,  LIST,  STRUCT,  NULL,  BINARY.
-   :type dataType: str
-   :param detectedDataType: The detected data type for this feature
-   :type detectedDataType: str
-   :param nestedFeatures: List of features of nested feature
-   :type nestedFeatures: NestedFeatureSchema
-   :param pointInTimeInfo: Point in time information for this feature
-   :type pointInTimeInfo: PointInTimeFeatureInfo
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: StreamingAuthToken(client, streamingToken=None, createdAt=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A streaming authentication token that is used to authenticate requests to append data to streaming datasets
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param streamingToken: The unique token used to authenticate requests
-   :type streamingToken: str
-   :param createdAt: When the token was created
-   :type createdAt: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: StreamingConnector(client, streamingConnectorId=None, service=None, name=None, createdAt=None, status=None, auth=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A connector to an external service
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param streamingConnectorId: The unique ID for the connection.
-   :type streamingConnectorId: str
-   :param service: The service this connection connects to
-   :type service: str
-   :param name: A user-friendly name for the service
-   :type name: str
-   :param createdAt: When the API key was created
-   :type createdAt: str
-   :param status: The status of the Database Connector
-   :type status: str
-   :param auth: Non-secret connection information for this connector
-   :type auth: dict
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: verify()
-
-      Checks to see if Abacus.AI can access the streaming connector.
-
-      :param streaming_connector_id: Unique string identifier for the streaming connector to be checked for Abacus.AI access.
-      :type streaming_connector_id: str
-
-
-
-   .. py:method:: rename(name)
-
-      Renames a Streaming Connector
-
-      :param name: A new name for the streaming connector.
-      :type name: str
-
-
-
-   .. py:method:: delete()
-
-      Delete a streaming connector.
-
-      :param streaming_connector_id: The unique identifier for the streaming connector.
-      :type streaming_connector_id: str
-
-
-
-.. py:class:: TrainingConfigOptions(client, name=None, dataType=None, valueType=None, valueOptions=None, value=None, default=None, options=None, description=None, required=None, lastModelValue=None, needsRefresh=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Training options for a model
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param name: The name of the parameter
-   :type name: str
-   :param dataType: The type of input required for this option
-   :type dataType: str
-   :param valueType: If the data_type is of type DICT_VALUES, this field specifies the expected value type of the values
-   :type valueType: str
-   :param valueOptions: The list of valid values for DICT_VALUES
-   :type valueOptions: list[str]
-   :param value: The value of this option
-   :type value: optional[str, int, float, bool]
-   :param default: The default value for this option
-   :type default: optional[str, int, float, bool]
-   :param options: A list of options for this parameter
-   :type options: list[dict]
-   :param description: A description of the parameter
-   :type description: str
-   :param required: True if the parameter is required for training
-   :type required: bool
-   :param lastModelValue: The last value used to train a model in this project
-   :type lastModelValue: optional[str, int, float, bool]
-   :param needsRefresh: True if training config needs to be fetched again when this config option is changed
-   :type needsRefresh: bool
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: Upload(client, uploadId=None, datasetUploadId=None, status=None, datasetId=None, datasetVersion=None, modelId=None, modelVersion=None, batchPredictionId=None, parts=None, createdAt=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A Upload Reference for uploading file parts
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param uploadId: The unique ID generated when the upload process of the full large file in smaller parts is initiated.
-   :type uploadId: str
-   :param datasetUploadId: Same as upload_id. It is kept for backwards compatibility purposes.
-   :type datasetUploadId: str
-   :param status: The current status of the upload.
-   :type status: str
-   :param datasetId: A reference to the dataset this upload is adding data to.
-   :type datasetId: str
-   :param datasetVersion: A reference to the dataset version the upload is adding data to.
-   :type datasetVersion: str
-   :param modelId: A reference the model the upload is creating a version for
-   :type modelId: str
-   :param modelVersion: A reference to the model version the upload is creating.
-   :type modelVersion: str
-   :param batchPredictionId: A reference to the batch prediction the upload is creating.
-   :type batchPredictionId: str
-   :param parts: A list containing the order of the file parts that have been uploaded.
-   :type parts: list[dict]
-   :param createdAt: The timestamp at which the upload was created.
-   :type createdAt: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: cancel()
-
-      Cancels an upload.
-
-      :param upload_id: A unique string identifier for the upload.
-      :type upload_id: str
-
-
-
-   .. py:method:: part(part_number, part_data)
-
-      Uploads part of a large dataset file from your bucket to our system. Our system currently supports parts of up to 5GB and full files of up to 5TB. Note that each part must be at least 5MB in size, unless it is the last part in the sequence of parts for the full file.
-
-      :param part_number: The 1-indexed number denoting the position of the file part in the sequence of parts for the full file.
-      :type part_number: int
-      :param part_data: The multipart/form-data for the current part of the full file.
-      :type part_data: io.TextIOBase
-
-      :returns: The object 'UploadPart' which encapsulates the hash and the etag for the part that got uploaded.
-      :rtype: UploadPart
-
-
-
-   .. py:method:: mark_complete()
-
-      Marks an upload process as complete.
-
-      :param upload_id: A unique string identifier for the upload process.
-      :type upload_id: str
-
-      :returns: The upload object associated with the process, containing details of the file.
-      :rtype: Upload
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: Upload
-
-
-
-   .. py:method:: describe()
-
-      Retrieves the current upload status (complete or inspecting) and the list of file parts uploaded for a specified dataset upload.
-
-      :param upload_id: The unique ID associated with the file uploaded or being uploaded in parts.
-      :type upload_id: str
-
-      :returns: Details associated with the large dataset file uploaded in parts.
-      :rtype: Upload
-
-
-
-   .. py:method:: upload_part(upload_args)
-
-      Uploads a file part.
-
-      :returns: The object 'UploadPart' that encapsulates the hash and the etag for the part that got uploaded.
-      :rtype: UploadPart
-
-
-
-   .. py:method:: upload_file(file, threads=10, chunksize=1024 * 1024 * 10, wait_timeout=600)
-
-      Uploads the file in the specified chunk size using the specified number of workers.
-
-      :param file: A bytesIO or StringIO object to upload to Abacus.AI
-      :type file: IOBase
-      :param threads: The max number of workers to use while uploading the file
-      :type threads: int
-      :param chunksize: The number of bytes to use for each chunk while uploading the file. Defaults to 10 MB
-      :type chunksize: int
-      :param wait_timeout: The max number of seconds to wait for the file parts to be joined on Abacus.AI. Defaults to 600.
-      :type wait_timeout: int
-
-      :returns: The upload file object.
-      :rtype: Upload
-
-
-
-   .. py:method:: _yield_upload_part(file, chunksize)
-
-
-   .. py:method:: wait_for_join(timeout=600)
-
-      A waiting call until the upload parts are joined.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to have timed out. Defaults to 600.
-      :type timeout: int
-
-
-
-   .. py:method:: get_status()
-
-      Gets the status of the upload.
-
-      :returns: A string describing the status of the upload (pending, complete, etc.).
-      :rtype: str
-
-
-
-.. py:class:: UploadPart(client, etag=None, md5=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Unique identifiers for a part
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param etag: A unique string for this part.
-   :type etag: str
-   :param md5: The MD5 hash of this part.
-   :type md5: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: UseCase(client, useCase=None, prettyName=None, description=None, problemType=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A Project Use Case
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param useCase: The enum value for this use case
-   :type useCase: str
-   :param prettyName: A user-friendly name
-   :type prettyName: str
-   :param description: A description for this use case
-   :type description: str
-   :param problemType: Name for the underlying problem type
-   :type problemType: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: UseCaseRequirements(client, datasetType=None, name=None, description=None, required=None, multi=None, allowedFeatureMappings=None, allowedNestedFeatureMappings=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Use Case Requirements
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param datasetType: The project-specific enum value of the dataset type.
-   :type datasetType: str
-   :param name: The user-friendly name of the dataset type.
-   :type name: str
-   :param description: The description of the dataset type.
-   :type description: str
-   :param required: True if the dataset type is required for this project.
-   :type required: bool
-   :param multi: If true, multiple versions of the dataset type can be used for training.
-   :type multi: bool
-   :param allowedFeatureMappings: A collection of key-value pairs, with each key being a column mapping enum (see a list of column mapping enums here) and each value being in the following dictionary format: { "description": str, "allowed_feature_types": feature_type_enum, "required": bool }.
-   :type allowedFeatureMappings: dict
-   :param allowedNestedFeatureMappings: A collection of key-value pairs, with each key being a column mapping enum (see a list of column mapping enums here) and each value being in the following dictionary format: { "description": str, "allowed_feature_types": feature_type_enum, "required": bool }.
-   :type allowedNestedFeatureMappings: dict
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: User(client, name=None, email=None, createdAt=None, status=None, organizationGroups={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   An Abacus.AI User
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param name: The User's name.
-   :type name: str
-   :param email: The User's primary email address.
-   :type email: str
-   :param createdAt: The date and time when the user joined Abacus.AI.
-   :type createdAt: str
-   :param status: `ACTIVE` when the user has accepted an invite to join the organization, else `INVITED`.
-   :type status: str
-   :param organizationGroups: List of Organization Groups this user belongs to.
-   :type organizationGroups: OrganizationGroup
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: WebSearchResponse(client, searchResults={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Result of running a web search with optional content fetching.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param searchResults: List of search results.
-   :type searchResults: WebSearchResult
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: Webhook(client, webhookId=None, deploymentId=None, endpoint=None, webhookEventType=None, payloadTemplate=None, createdAt=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A Abacus.AI Webhook attached to an endpoint and event trigger for a given object.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param webhookId: Unique identifier for this webhook.
-   :type webhookId: str
-   :param deploymentId: Identifier for the deployment this webhook is attached to.
-   :type deploymentId: str
-   :param endpoint: The URI this webhook will send HTTP POST requests to.
-   :type endpoint: str
-   :param webhookEventType: The event that triggers the webhook action.
-   :type webhookEventType: str
-   :param payloadTemplate: Template for JSON Dictionary to be sent as the body of the POST request.
-   :type payloadTemplate: str
-   :param createdAt: The date and time this webhook was created.
-   :type createdAt: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: Webhook
-
-
-
-   .. py:method:: describe()
-
-      Describe the webhook with a given ID.
+Module Contents
+---------------
 
-      :param webhook_id: Unique string identifier of the target webhook.
-      :type webhook_id: str
+Classes
+~~~~~~~
 
-      :returns: The webhook with the given ID.
-      :rtype: Webhook
+.. autoapisummary::
 
+   abacusai.client.AgentResponse
+   abacusai.client.ClientOptions
+   abacusai.client._ApiExceptionFactory
+   abacusai.client.BaseApiClient
+   abacusai.client.ReadOnlyClient
+   abacusai.client.ApiClient
 
 
-   .. py:method:: update(endpoint = None, webhook_event_type = None, payload_template = None)
 
-      Update the webhook
+Functions
+~~~~~~~~~
 
-      :param endpoint: If provided, changes the webhook's endpoint.
-      :type endpoint: str
-      :param webhook_event_type: If provided, changes the event type.
-      :type webhook_event_type: str
-      :param payload_template: If provided, changes the payload template.
-      :type payload_template: dict
+.. autoapisummary::
 
+   abacusai.client._is_json_serializable
+   abacusai.client.sse_asynchronous_generator
+   abacusai.client._requests_retry_session
+   abacusai.client._discover_service_url
+   abacusai.client.get_source_code_info
+   abacusai.client.get_module_code_from_notebook
+   abacusai.client.include_modules
 
 
-   .. py:method:: delete()
 
-      Delete the webhook
+Attributes
+~~~~~~~~~~
 
-      :param webhook_id: Unique identifier of the target webhook.
-      :type webhook_id: str
+.. autoapisummary::
 
+   abacusai.client.DEFAULT_SERVER
+   abacusai.client._request_context
+   abacusai.client._cached_endpoints
 
 
 .. py:data:: DEFAULT_SERVER
    :value: 'https://api.abacus.ai'
 
+   
 
 .. py:data:: _request_context
 
+   
+
 .. py:function:: _is_json_serializable(object)
 
    Tests if an object is JSON serializable.
@@ -13091,19 +72,23 @@ Module Contents
 
 .. py:function:: _requests_retry_session(retries=5, backoff_factor=0.1, status_forcelist=(502, 503, 504), session=None, retry_500 = False)
 
+
 .. py:function:: _discover_service_url(service_discovery_url, client_version, deployment_id, deployment_token)
 
+
 .. py:data:: _cached_endpoints
 
-.. py:class:: Blob(contents, mime_type = None, filename = None)
+   
 
 .. py:class:: AgentResponse(*args, **kwargs)
 
+
    Response object for agent to support attachments, section data and normal data
 
 
 .. py:class:: ClientOptions(exception_on_404 = True, server = DEFAULT_SERVER)
 
+
    Options for configuring the ApiClient
 
    :param exception_on_404: If true, will raise an exception on a 404 from the server, else will return None.
@@ -13114,8 +99,8 @@ Module Contents
 
 .. py:exception:: ApiException(message, http_status, exception = None, request_id = None)
 
-   Bases: :py:obj:`Exception`
 
+   Bases: :py:obj:`Exception`
 
    Default ApiException raised by APIs
 
@@ -13128,7 +113,6 @@ Module Contents
    :param request_id: The request id
    :type request_id: str
 
-
    .. py:method:: __str__()
 
       Return str(self).
@@ -13137,8 +121,8 @@ Module Contents
 
 .. py:exception:: MissingParameterError(message, http_status, exception = None, request_id = None)
 
-   Bases: :py:obj:`ApiException`
 
+   Bases: :py:obj:`ApiException`
 
    Missing parameter error raised by APIs. This is usually raised when a required parameter is missing in the request.
 
@@ -13154,8 +138,8 @@ Module Contents
 
 .. py:exception:: InvalidParameterError(message, http_status, exception = None, request_id = None)
 
-   Bases: :py:obj:`ApiException`
 
+   Bases: :py:obj:`ApiException`
 
    Raised when an invalid parameter is provided.
 
@@ -13171,8 +155,8 @@ Module Contents
 
 .. py:exception:: InvalidEnumParameterError(message, http_status, exception = None, request_id = None)
 
-   Bases: :py:obj:`ApiException`
 
+   Bases: :py:obj:`ApiException`
 
    Raised when an invalid enumeration parameter is provided.
 
@@ -13188,8 +172,8 @@ Module Contents
 
 .. py:exception:: PaymentMethodRequired(message, http_status, exception = None, request_id = None)
 
-   Bases: :py:obj:`ApiException`
 
+   Bases: :py:obj:`ApiException`
 
    Raised when a payment method is required.
 
@@ -13205,8 +189,8 @@ Module Contents
 
 .. py:exception:: InvalidRequest(message, http_status, exception = None, request_id = None)
 
-   Bases: :py:obj:`ApiException`
 
+   Bases: :py:obj:`ApiException`
 
    Invalid request error raised by APIs. This is usually raised when the request is invalid or malformed.
 
@@ -13222,8 +206,8 @@ Module Contents
 
 .. py:exception:: GenericPermissionDeniedError(message, http_status, exception = None, request_id = None)
 
-   Bases: :py:obj:`ApiException`
 
+   Bases: :py:obj:`ApiException`
 
    Generic permission denied error raised by APIs. This is usually raised when permission is denied.
 
@@ -13239,8 +223,8 @@ Module Contents
 
 .. py:exception:: PermissionDeniedError(message, http_status, exception = None, request_id = None)
 
-   Bases: :py:obj:`ApiException`
 
+   Bases: :py:obj:`ApiException`
 
    Permission denied error raised by APIs. This is usually raised when a specific operation is not permitted.
 
@@ -13256,8 +240,8 @@ Module Contents
 
 .. py:exception:: PaidPlanRequired(message, http_status, exception = None, request_id = None)
 
-   Bases: :py:obj:`ApiException`
 
+   Bases: :py:obj:`ApiException`
 
    Paid plan required error raised by APIs. This is usually raised when a paid plan is required for an operation.
 
@@ -13273,8 +257,8 @@ Module Contents
 
 .. py:exception:: Generic404Error(message, http_status, exception = None, request_id = None)
 
-   Bases: :py:obj:`ApiException`
 
+   Bases: :py:obj:`ApiException`
 
    Generic 404 error raised by APIs. This is usually raised when a resource is not found.
 
@@ -13290,8 +274,8 @@ Module Contents
 
 .. py:exception:: DataNotFoundError(message, http_status, exception = None, request_id = None)
 
-   Bases: :py:obj:`ApiException`
 
+   Bases: :py:obj:`ApiException`
 
    Data not found error raised by APIs. This is usually raised when specific data is not found.
 
@@ -13307,8 +291,8 @@ Module Contents
 
 .. py:exception:: MethodNotAllowed(message, http_status, exception = None, request_id = None)
 
-   Bases: :py:obj:`ApiException`
 
+   Bases: :py:obj:`ApiException`
 
    Method not allowed error raised by APIs. This is usually raised when a specific http method is not allowed for a resource.
 
@@ -13324,8 +308,8 @@ Module Contents
 
 .. py:exception:: RequestTimeoutError(message, http_status, exception = None, request_id = None)
 
-   Bases: :py:obj:`ApiException`
 
+   Bases: :py:obj:`ApiException`
 
    Exception raised when a timeout occurs during API request.
 
@@ -13341,8 +325,8 @@ Module Contents
 
 .. py:exception:: ConflictError(message, http_status, exception = None, request_id = None)
 
-   Bases: :py:obj:`ApiException`
 
+   Bases: :py:obj:`ApiException`
 
    Exception raised when a conflict occurs during API request.
 
@@ -13358,8 +342,8 @@ Module Contents
 
 .. py:exception:: AlreadyExistsError(message, http_status, exception = None, request_id = None)
 
-   Bases: :py:obj:`ApiException`
 
+   Bases: :py:obj:`ApiException`
 
    Exception raised when the entity being created already exists.
 
@@ -13375,8 +359,8 @@ Module Contents
 
 .. py:exception:: NotReadyError(message, http_status, exception = None, request_id = None)
 
-   Bases: :py:obj:`ApiException`
 
+   Bases: :py:obj:`ApiException`
 
    Not ready exception raised by APIs. This is usually raised when the operation requested is not ready.
 
@@ -13392,8 +376,8 @@ Module Contents
 
 .. py:exception:: FailedDependencyError(message, http_status, exception = None, request_id = None)
 
-   Bases: :py:obj:`ApiException`
 
+   Bases: :py:obj:`ApiException`
 
    Failed dependency exception raised by APIs. This is usually raised when the operation failed due to a dependency error.
 
@@ -13409,8 +393,8 @@ Module Contents
 
 .. py:exception:: TooManyRequestsError(message, http_status, exception = None, request_id = None)
 
-   Bases: :py:obj:`ApiException`
 
+   Bases: :py:obj:`ApiException`
 
    Too many requests exception raised by APIs. This is usually raised when the rate limit for requests has been exceeded.
 
@@ -13426,8 +410,8 @@ Module Contents
 
 .. py:exception:: InstanceNotModifiedError(message, http_status, exception = None, request_id = None)
 
-   Bases: :py:obj:`ApiException`
 
+   Bases: :py:obj:`ApiException`
 
    InstanceNotModifiedError exception raised by APIs. This is usually raised when an instance is not modified.
 
@@ -13443,8 +427,8 @@ Module Contents
 
 .. py:exception:: GatewayTimeoutError(message, http_status, exception = None, request_id = None)
 
-   Bases: :py:obj:`ApiException`
 
+   Bases: :py:obj:`ApiException`
 
    Gateway timeout error raised by APIs. This is usually raised when a request
    times out waiting for a response from the gateway.
@@ -13461,8 +445,8 @@ Module Contents
 
 .. py:exception:: InternalServerError(message, http_status, exception = None, request_id = None)
 
-   Bases: :py:obj:`ApiException`
 
+   Bases: :py:obj:`ApiException`
 
    Internal server error raised by APIs. This is usually raised when the server
    encounters an unexpected error while processing the request.
@@ -13479,8 +463,8 @@ Module Contents
 
 .. py:class:: _ApiExceptionFactory
 
-   Factory class to build exceptions raised by APIs
 
+   Factory class to build exceptions raised by APIs
 
 
    .. py:method:: from_response(message, http_status, exception = None, request_id = None)
@@ -13490,6 +474,7 @@ Module Contents
 
 .. py:class:: BaseApiClient(api_key = None, server = None, client_options = None, skip_version_check = False)
 
+
    Abstract Base API Client
 
    :param api_key: The api key to use as authentication to the server
@@ -13501,11 +486,10 @@ Module Contents
    :param skip_version_check: If true, will skip checking the server's current API version on initializing the client
    :type skip_version_check: bool
 
-
    .. py:attribute:: client_version
-      :value: '1.3.2'
-
+      :value: '1.3.3'
 
+      
 
    .. py:method:: _get_prediction_endpoint(deployment_id, deployment_token)
 
@@ -13543,10 +527,11 @@ Module Contents
    .. py:method:: _upload_from_spark(upload, df)
 
 
+
 .. py:class:: ReadOnlyClient(api_key = None, server = None, client_options = None, skip_version_check = False)
 
-   Bases: :py:obj:`BaseApiClient`
 
+   Bases: :py:obj:`BaseApiClient`
 
    Abacus.AI Read Only API Client. Only contains GET methods
 
@@ -13559,7 +544,6 @@ Module Contents
    :param skip_version_check: If true, will skip checking the server's current API version on initializing the client
    :type skip_version_check: bool
 
-
    .. py:method:: list_api_keys()
 
       Lists all of the user's API keys
@@ -13568,7 +552,6 @@ Module Contents
       :rtype: list[ApiKey]
 
 
-
    .. py:method:: list_organization_users()
 
       Retrieves a list of all users in the organization, including pending users who have been invited.
@@ -13577,7 +560,6 @@ Module Contents
       :rtype: list[User]
 
 
-
    .. py:method:: describe_user()
 
       Retrieve the current user's information, such as their name, email address, and admin status.
@@ -13586,7 +568,6 @@ Module Contents
       :rtype: User
 
 
-
    .. py:method:: list_organization_groups()
 
       Lists all Organizations Groups
@@ -13595,7 +576,6 @@ Module Contents
       :rtype: list[OrganizationGroup]
 
 
-
    .. py:method:: describe_organization_group(organization_group_id)
 
       Returns the specific organization group passed in by the user.
@@ -13607,7 +587,6 @@ Module Contents
       :rtype: OrganizationGroup
 
 
-
    .. py:method:: describe_webhook(webhook_id)
 
       Describe the webhook with a given ID.
@@ -13619,7 +598,6 @@ Module Contents
       :rtype: Webhook
 
 
-
    .. py:method:: list_deployment_webhooks(deployment_id)
 
       List all the webhooks attached to a given deployment.
@@ -13631,7 +609,6 @@ Module Contents
       :rtype: list[Webhook]
 
 
-
    .. py:method:: list_use_cases()
 
       Retrieves a list of all use cases with descriptions. Use the given mappings to specify a use case when needed.
@@ -13640,7 +617,6 @@ Module Contents
       :rtype: list[UseCase]
 
 
-
    .. py:method:: describe_problem_type(problem_type)
 
       Describes a problem type
@@ -13652,7 +628,6 @@ Module Contents
       :rtype: ProblemType
 
 
-
    .. py:method:: describe_use_case_requirements(use_case)
 
       This API call returns the feature requirements for a specified use case.
@@ -13664,7 +639,6 @@ Module Contents
       :rtype: list[UseCaseRequirements]
 
 
-
    .. py:method:: describe_project(project_id)
 
       Returns a description of a project.
@@ -13676,7 +650,6 @@ Module Contents
       :rtype: Project
 
 
-
    .. py:method:: list_projects(limit = 100, start_after_id = None)
 
       Retrieves a list of all projects in the current organization.
@@ -13690,7 +663,6 @@ Module Contents
       :rtype: list[Project]
 
 
-
    .. py:method:: get_project_feature_group_config(feature_group_id, project_id)
 
       Gets a feature group's project config
@@ -13704,7 +676,6 @@ Module Contents
       :rtype: ProjectConfig
 
 
-
    .. py:method:: validate_project(project_id, feature_group_ids = None)
 
       Validates that the specified project has all required feature group types for its use case and that all required feature columns are set.
@@ -13718,7 +689,6 @@ Module Contents
       :rtype: ProjectValidation
 
 
-
    .. py:method:: infer_feature_mappings(project_id, feature_group_id)
 
       Infer the feature mappings for the feature group in the project based on the problem type.
@@ -13732,7 +702,6 @@ Module Contents
       :rtype: InferredFeatureMappings
 
 
-
    .. py:method:: verify_and_describe_annotation(feature_group_id, feature_name = None, doc_id = None, feature_group_row_identifier = None)
 
       Get the latest annotation entry for a given feature group, feature, and document along with verification information.
@@ -13750,7 +719,6 @@ Module Contents
       :rtype: AnnotationEntry
 
 
-
    .. py:method:: get_annotations_status(feature_group_id, feature_name = None, check_for_materialization = False)
 
       Get the status of the annotations for a given feature group and feature.
@@ -13766,7 +734,6 @@ Module Contents
       :rtype: AnnotationsStatus
 
 
-
    .. py:method:: get_feature_group_schema(feature_group_id, project_id = None)
 
       Returns a schema for a given FeatureGroup in a project.
@@ -13780,7 +747,6 @@ Module Contents
       :rtype: list[Feature]
 
 
-
    .. py:method:: get_point_in_time_feature_group_creation_options()
 
       Returns the options that can be used to generate PIT features.
@@ -13789,7 +755,6 @@ Module Contents
       :rtype: list[GeneratedPitFeatureConfigOption]
 
 
-
    .. py:method:: describe_feature_group(feature_group_id)
 
       Describe a Feature Group.
@@ -13801,7 +766,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: describe_feature_group_by_table_name(table_name)
 
       Describe a Feature Group by its table name.
@@ -13813,7 +777,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: list_feature_groups(limit = 100, start_after_id = None, feature_group_template_id = None, is_including_detached_from_template = False)
 
       List all the feature groups
@@ -13831,7 +794,6 @@ Module Contents
       :rtype: list[FeatureGroup]
 
 
-
    .. py:method:: describe_project_feature_group(project_id, feature_group_id)
 
       Describe a feature group associated with a project
@@ -13845,7 +807,6 @@ Module Contents
       :rtype: ProjectFeatureGroup
 
 
-
    .. py:method:: list_project_feature_groups(project_id, filter_feature_group_use = None, limit = 100, start_after_id = None)
 
       List all the feature groups associated with a project
@@ -13863,7 +824,6 @@ Module Contents
       :rtype: list[ProjectFeatureGroup]
 
 
-
    .. py:method:: list_python_function_feature_groups(name, limit = 100)
 
       List all the feature groups associated with a python function.
@@ -13877,7 +837,6 @@ Module Contents
       :rtype: list[FeatureGroup]
 
 
-
    .. py:method:: get_execute_feature_group_operation_result_part_count(feature_group_operation_run_id)
 
       Gets the number of parts in the result of the execution of fg operation
@@ -13886,7 +845,6 @@ Module Contents
       :type feature_group_operation_run_id: str
 
 
-
    .. py:method:: download_execute_feature_group_operation_result_part_chunk(feature_group_operation_run_id, part, offset = 0, chunk_size = 10485760)
 
       Downloads a chunk of the result of the execution of feature group operation
@@ -13901,7 +859,6 @@ Module Contents
       :type chunk_size: int
 
 
-
    .. py:method:: get_feature_group_version_export_download_url(feature_group_export_id)
 
       Get a link to download the feature group version.
@@ -13913,7 +870,6 @@ Module Contents
       :rtype: FeatureGroupExportDownloadUrl
 
 
-
    .. py:method:: describe_feature_group_export(feature_group_export_id)
 
       A feature group export
@@ -13925,7 +881,6 @@ Module Contents
       :rtype: FeatureGroupExport
 
 
-
    .. py:method:: list_feature_group_exports(feature_group_id)
 
       Lists all of the feature group exports for the feature group
@@ -13937,7 +892,6 @@ Module Contents
       :rtype: list[FeatureGroupExport]
 
 
-
    .. py:method:: get_feature_group_export_connector_errors(feature_group_export_id)
 
       Returns a stream containing the write errors of the feature group export database connection, if any writes failed to the database connector.
@@ -13946,7 +900,6 @@ Module Contents
       :type feature_group_export_id: str
 
 
-
    .. py:method:: list_feature_group_modifiers(feature_group_id)
 
       List the users who can modify a given feature group.
@@ -13958,7 +911,6 @@ Module Contents
       :rtype: ModificationLockInfo
 
 
-
    .. py:method:: get_materialization_logs(feature_group_version, stdout = False, stderr = False)
 
       Returns logs for a materialized feature group version.
@@ -13974,7 +926,6 @@ Module Contents
       :rtype: FunctionLogs
 
 
-
    .. py:method:: list_feature_group_versions(feature_group_id, limit = 100, start_after_version = None)
 
       Retrieves a list of all feature group versions for the specified feature group.
@@ -13990,7 +941,6 @@ Module Contents
       :rtype: list[FeatureGroupVersion]
 
 
-
    .. py:method:: describe_feature_group_version(feature_group_version)
 
       Describe a feature group version.
@@ -14002,7 +952,6 @@ Module Contents
       :rtype: FeatureGroupVersion
 
 
-
    .. py:method:: get_feature_group_version_metrics(feature_group_version, selected_columns = None, include_charts = False, include_statistics = True)
 
       Get metrics for a specific feature group version.
@@ -14020,7 +969,6 @@ Module Contents
       :rtype: DataMetrics
 
 
-
    .. py:method:: get_feature_group_version_logs(feature_group_version)
 
       Retrieves the feature group materialization logs.
@@ -14032,7 +980,6 @@ Module Contents
       :rtype: FeatureGroupVersionLogs
 
 
-
    .. py:method:: describe_feature_group_template(feature_group_template_id)
 
       Describe a Feature Group Template.
@@ -14044,7 +991,6 @@ Module Contents
       :rtype: FeatureGroupTemplate
 
 
-
    .. py:method:: list_feature_group_templates(limit = 100, start_after_id = None, feature_group_id = None, should_include_system_templates = False)
 
       List feature group templates, optionally scoped by the feature group that created the templates.
@@ -14062,7 +1008,6 @@ Module Contents
       :rtype: list[FeatureGroupTemplate]
 
 
-
    .. py:method:: list_project_feature_group_templates(project_id, limit = 100, start_after_id = None, should_include_all_system_templates = False)
 
       List feature group templates for feature groups associated with the project.
@@ -14080,7 +1025,6 @@ Module Contents
       :rtype: list[FeatureGroupTemplate]
 
 
-
    .. py:method:: suggest_feature_group_template_for_feature_group(feature_group_id)
 
       Suggest values for a feature gruop template, based on a feature group.
@@ -14092,7 +1036,6 @@ Module Contents
       :rtype: FeatureGroupTemplate
 
 
-
    .. py:method:: get_dataset_schema(dataset_id)
 
       Retrieves the column schema of a dataset.
@@ -14104,7 +1047,6 @@ Module Contents
       :rtype: list[DatasetColumn]
 
 
-
    .. py:method:: set_dataset_database_connector_config(dataset_id, database_connector_id, object_name = None, columns = None, query_arguments = None, sql_query = None)
 
       Sets database connector config for a dataset. This method is currently only supported for streaming datasets.
@@ -14123,7 +1065,6 @@ Module Contents
       :type sql_query: str
 
 
-
    .. py:method:: get_dataset_version_metrics(dataset_version, selected_columns = None, include_charts = False, include_statistics = True)
 
       Get metrics for a specific dataset version.
@@ -14141,7 +1082,6 @@ Module Contents
       :rtype: DataMetrics
 
 
-
    .. py:method:: get_file_connector_instructions(bucket, write_permission = False)
 
       Retrieves verification information to create a data connector to a cloud storage bucket.
@@ -14155,7 +1095,6 @@ Module Contents
       :rtype: FileConnectorInstructions
 
 
-
    .. py:method:: list_database_connectors()
 
       Retrieves a list of all database connectors along with their associated attributes.
@@ -14164,7 +1103,6 @@ Module Contents
       :rtype: list[DatabaseConnector]
 
 
-
    .. py:method:: list_file_connectors()
 
       Retrieves a list of all connected services in the organization and their current verification status.
@@ -14173,7 +1111,6 @@ Module Contents
       :rtype: list[FileConnector]
 
 
-
    .. py:method:: list_database_connector_objects(database_connector_id, fetch_raw_data = False)
 
       Lists querable objects in the database connector.
@@ -14184,7 +1121,6 @@ Module Contents
       :type fetch_raw_data: bool
 
 
-
    .. py:method:: get_database_connector_object_schema(database_connector_id, object_name = None, fetch_raw_data = False)
 
       Get the schema of an object in an database connector.
@@ -14200,7 +1136,6 @@ Module Contents
       :rtype: DatabaseConnectorSchema
 
 
-
    .. py:method:: query_database_connector(database_connector_id, query)
 
       Runs a query in the specified database connector.
@@ -14211,7 +1146,6 @@ Module Contents
       :type query: str
 
 
-
    .. py:method:: list_application_connectors()
 
       Retrieves a list of all application connectors along with their associated attributes.
@@ -14220,7 +1154,6 @@ Module Contents
       :rtype: list[ApplicationConnector]
 
 
-
    .. py:method:: list_application_connector_objects(application_connector_id)
 
       Lists querable objects in the application connector.
@@ -14229,7 +1162,6 @@ Module Contents
       :type application_connector_id: str
 
 
-
    .. py:method:: list_streaming_connectors()
 
       Retrieves a list of all streaming connectors along with their corresponding attributes.
@@ -14238,7 +1170,6 @@ Module Contents
       :rtype: list[StreamingConnector]
 
 
-
    .. py:method:: list_streaming_tokens()
 
       Retrieves a list of all streaming tokens.
@@ -14247,7 +1178,6 @@ Module Contents
       :rtype: list[StreamingAuthToken]
 
 
-
    .. py:method:: get_recent_feature_group_streamed_data(feature_group_id)
 
       Returns recently streamed data to a streaming feature group.
@@ -14256,7 +1186,6 @@ Module Contents
       :type feature_group_id: str
 
 
-
    .. py:method:: list_uploads()
 
       Lists all pending uploads
@@ -14265,7 +1194,6 @@ Module Contents
       :rtype: list[Upload]
 
 
-
    .. py:method:: describe_upload(upload_id)
 
       Retrieves the current upload status (complete or inspecting) and the list of file parts uploaded for a specified dataset upload.
@@ -14277,7 +1205,6 @@ Module Contents
       :rtype: Upload
 
 
-
    .. py:method:: list_datasets(limit = 100, start_after_id = None, exclude_streaming = False)
 
       Retrieves a list of all datasets in the organization.
@@ -14293,7 +1220,6 @@ Module Contents
       :rtype: list[Dataset]
 
 
-
    .. py:method:: describe_dataset(dataset_id)
 
       Retrieves a full description of the specified dataset, with attributes such as its ID, name, source type, etc.
@@ -14305,7 +1231,6 @@ Module Contents
       :rtype: Dataset
 
 
-
    .. py:method:: describe_dataset_version(dataset_version)
 
       Retrieves a full description of the specified dataset version, including its ID, name, source type, and other attributes.
@@ -14317,7 +1242,6 @@ Module Contents
       :rtype: DatasetVersion
 
 
-
    .. py:method:: list_dataset_versions(dataset_id, limit = 100, start_after_version = None)
 
       Retrieves a list of all dataset versions for the specified dataset.
@@ -14333,7 +1257,6 @@ Module Contents
       :rtype: list[DatasetVersion]
 
 
-
    .. py:method:: get_dataset_version_logs(dataset_version)
 
       Retrieves the dataset import logs.
@@ -14345,7 +1268,6 @@ Module Contents
       :rtype: DatasetVersionLogs
 
 
-
    .. py:method:: get_docstore_document(doc_id)
 
       Return a document store document by id.
@@ -14354,7 +1276,6 @@ Module Contents
       :type doc_id: str
 
 
-
    .. py:method:: get_docstore_image(doc_id, max_width = None, max_height = None)
 
       Return a document store image by id.
@@ -14367,7 +1288,6 @@ Module Contents
       :type max_height: int
 
 
-
    .. py:method:: describe_train_test_data_split_feature_group(model_id)
 
       Get the train and test data split for a trained model by its unique identifier. This is only supported for models with custom algorithms.
@@ -14379,7 +1299,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: describe_train_test_data_split_feature_group_version(model_version)
 
       Get the train and test data split for a trained model by model version. This is only supported for models with custom algorithms.
@@ -14391,7 +1310,6 @@ Module Contents
       :rtype: FeatureGroupVersion
 
 
-
    .. py:method:: list_models(project_id)
 
       Retrieves the list of models in the specified project.
@@ -14403,7 +1321,6 @@ Module Contents
       :rtype: list[Model]
 
 
-
    .. py:method:: describe_model(model_id)
 
       Retrieves a full description of the specified model.
@@ -14415,7 +1332,6 @@ Module Contents
       :rtype: Model
 
 
-
    .. py:method:: get_model_metrics(model_id, model_version = None, return_graphs = False, validation = False)
 
       Retrieves metrics for all the algorithms trained in this model version.
@@ -14436,7 +1352,6 @@ Module Contents
       :rtype: ModelMetrics
 
 
-
    .. py:method:: get_feature_group_schemas_for_model_version(model_version)
 
       Gets the schema (including feature mappings) for all feature groups used in the model version.
@@ -14448,7 +1363,6 @@ Module Contents
       :rtype: list[ModelVersionFeatureGroupSchema]
 
 
-
    .. py:method:: list_model_versions(model_id, limit = 100, start_after_version = None)
 
       Retrieves a list of versions for a given model.
@@ -14464,7 +1378,6 @@ Module Contents
       :rtype: list[ModelVersion]
 
 
-
    .. py:method:: describe_model_version(model_version)
 
       Retrieves a full description of the specified model version.
@@ -14476,7 +1389,6 @@ Module Contents
       :rtype: ModelVersion
 
 
-
    .. py:method:: get_feature_importance_by_model_version(model_version)
 
       Gets the feature importance calculated by various methods for the model.
@@ -14488,7 +1400,6 @@ Module Contents
       :rtype: FeatureImportance
 
 
-
    .. py:method:: get_training_data_logs(model_version)
 
       Retrieves the data preparation logs during model training.
@@ -14500,7 +1411,6 @@ Module Contents
       :rtype: list[DataPrepLogs]
 
 
-
    .. py:method:: get_training_logs(model_version, stdout = False, stderr = False)
 
       Returns training logs for the model.
@@ -14516,7 +1426,6 @@ Module Contents
       :rtype: FunctionLogs
 
 
-
    .. py:method:: describe_model_artifacts_export(model_artifacts_export_id)
 
       Get the description and status of the model artifacts export.
@@ -14528,7 +1437,6 @@ Module Contents
       :rtype: ModelArtifactsExport
 
 
-
    .. py:method:: list_model_artifacts_exports(model_id, limit = 25)
 
       List all the model artifacts exports.
@@ -14542,7 +1450,6 @@ Module Contents
       :rtype: list[ModelArtifactsExport]
 
 
-
    .. py:method:: list_model_monitors(project_id)
 
       Retrieves the list of model monitors in the specified project.
@@ -14554,7 +1461,6 @@ Module Contents
       :rtype: list[ModelMonitor]
 
 
-
    .. py:method:: describe_model_monitor(model_monitor_id)
 
       Retrieves a full description of the specified model monitor.
@@ -14566,7 +1472,6 @@ Module Contents
       :rtype: ModelMonitor
 
 
-
    .. py:method:: get_prediction_drift(model_monitor_version)
 
       Gets the label and prediction drifts for a model monitor.
@@ -14578,7 +1483,6 @@ Module Contents
       :rtype: DriftDistributions
 
 
-
    .. py:method:: get_model_monitor_summary(model_monitor_id)
 
       Gets the summary of a model monitor across versions.
@@ -14590,7 +1494,6 @@ Module Contents
       :rtype: ModelMonitorSummary
 
 
-
    .. py:method:: list_model_monitor_versions(model_monitor_id, limit = 100, start_after_version = None)
 
       Retrieves a list of versions for a given model monitor.
@@ -14606,7 +1509,6 @@ Module Contents
       :rtype: list[ModelMonitorVersion]
 
 
-
    .. py:method:: describe_model_monitor_version(model_monitor_version)
 
       Retrieves a full description of the specified model monitor version.
@@ -14618,7 +1520,6 @@ Module Contents
       :rtype: ModelMonitorVersion
 
 
-
    .. py:method:: model_monitor_version_metric_data(model_monitor_version, metric_type, actual_values_to_detail = None)
 
       Provides the data needed for decile metrics associated with the model monitor.
@@ -14634,7 +1535,6 @@ Module Contents
       :rtype: ModelMonitorVersionMetricData
 
 
-
    .. py:method:: list_organization_model_monitors(only_starred = False)
 
       Gets a list of Model Monitors for an organization.
@@ -14646,7 +1546,6 @@ Module Contents
       :rtype: list[ModelMonitor]
 
 
-
    .. py:method:: get_model_monitor_chart_from_organization(chart_type, limit = 15)
 
       Gets a list of model monitor summaries across monitors for an organization.
@@ -14660,7 +1559,6 @@ Module Contents
       :rtype: list[ModelMonitorSummaryFromOrg]
 
 
-
    .. py:method:: get_model_monitor_summary_from_organization()
 
       Gets a consolidated summary of model monitors for an organization.
@@ -14669,7 +1567,6 @@ Module Contents
       :rtype: list[ModelMonitorOrgSummary]
 
 
-
    .. py:method:: list_eda(project_id)
 
       Retrieves the list of Exploratory Data Analysis (EDA) in the specified project.
@@ -14681,7 +1578,6 @@ Module Contents
       :rtype: list[Eda]
 
 
-
    .. py:method:: describe_eda(eda_id)
 
       Retrieves a full description of the specified EDA object.
@@ -14693,7 +1589,6 @@ Module Contents
       :rtype: Eda
 
 
-
    .. py:method:: list_eda_versions(eda_id, limit = 100, start_after_version = None)
 
       Retrieves a list of versions for a given EDA object.
@@ -14709,7 +1604,6 @@ Module Contents
       :rtype: list[EdaVersion]
 
 
-
    .. py:method:: describe_eda_version(eda_version)
 
       Retrieves a full description of the specified EDA version.
@@ -14721,7 +1615,6 @@ Module Contents
       :rtype: EdaVersion
 
 
-
    .. py:method:: get_eda_collinearity(eda_version)
 
       Gets the Collinearity between all features for the Exploratory Data Analysis.
@@ -14733,7 +1626,6 @@ Module Contents
       :rtype: EdaCollinearity
 
 
-
    .. py:method:: get_eda_data_consistency(eda_version, transformation_feature = None)
 
       Gets the data consistency for the Exploratory Data Analysis.
@@ -14747,7 +1639,6 @@ Module Contents
       :rtype: EdaDataConsistency
 
 
-
    .. py:method:: get_collinearity_for_feature(eda_version, feature_name = None)
 
       Gets the Collinearity for the given feature from the Exploratory Data Analysis.
@@ -14761,7 +1652,6 @@ Module Contents
       :rtype: EdaFeatureCollinearity
 
 
-
    .. py:method:: get_feature_association(eda_version, reference_feature_name, test_feature_name)
 
       Gets the Feature Association for the given features from the feature group version within the eda_version.
@@ -14777,7 +1667,6 @@ Module Contents
       :rtype: EdaFeatureAssociation
 
 
-
    .. py:method:: get_eda_forecasting_analysis(eda_version)
 
       Gets the Forecasting analysis for the Exploratory Data Analysis.
@@ -14789,7 +1678,6 @@ Module Contents
       :rtype: EdaForecastingAnalysis
 
 
-
    .. py:method:: list_holdout_analysis(project_id, model_id = None)
 
       List holdout analyses for a project. Optionally, filter by model.
@@ -14803,7 +1691,6 @@ Module Contents
       :rtype: list[HoldoutAnalysis]
 
 
-
    .. py:method:: describe_holdout_analysis(holdout_analysis_id)
 
       Get a holdout analysis.
@@ -14815,7 +1702,6 @@ Module Contents
       :rtype: HoldoutAnalysis
 
 
-
    .. py:method:: list_holdout_analysis_versions(holdout_analysis_id)
 
       List holdout analysis versions for a holdout analysis.
@@ -14827,7 +1713,6 @@ Module Contents
       :rtype: list[HoldoutAnalysisVersion]
 
 
-
    .. py:method:: describe_holdout_analysis_version(holdout_analysis_version, get_metrics = False)
 
       Get a holdout analysis version.
@@ -14841,7 +1726,6 @@ Module Contents
       :rtype: HoldoutAnalysisVersion
 
 
-
    .. py:method:: describe_monitor_alert(monitor_alert_id)
 
       Describes a given monitor alert id
@@ -14853,7 +1737,6 @@ Module Contents
       :rtype: MonitorAlert
 
 
-
    .. py:method:: describe_monitor_alert_version(monitor_alert_version)
 
       Describes a given monitor alert version id
@@ -14865,7 +1748,6 @@ Module Contents
       :rtype: MonitorAlertVersion
 
 
-
    .. py:method:: list_monitor_alerts_for_monitor(model_monitor_id = None, realtime_monitor_id = None)
 
       Retrieves the list of monitor alerts for a specified monitor. One of the model_monitor_id or realtime_monitor_id is required but not both.
@@ -14879,7 +1761,6 @@ Module Contents
       :rtype: list[MonitorAlert]
 
 
-
    .. py:method:: list_monitor_alert_versions_for_monitor_version(model_monitor_version)
 
       Retrieves the list of monitor alert versions for a specified monitor instance.
@@ -14891,7 +1772,6 @@ Module Contents
       :rtype: list[MonitorAlertVersion]
 
 
-
    .. py:method:: get_drift_for_feature(model_monitor_version, feature_name, nested_feature_name = None)
 
       Gets the feature drift associated with a single feature in an output feature group from a prediction.
@@ -14907,7 +1787,6 @@ Module Contents
       :rtype: FeatureDistribution
 
 
-
    .. py:method:: get_outliers_for_feature(model_monitor_version, feature_name = None, nested_feature_name = None)
 
       Gets a list of outliers measured by a single feature (or overall) in an output feature group from a prediction.
@@ -14920,7 +1799,6 @@ Module Contents
       :type nested_feature_name: str
 
 
-
    .. py:method:: describe_prediction_operator(prediction_operator_id)
 
       Describe an existing prediction operator.
@@ -14932,7 +1810,6 @@ Module Contents
       :rtype: PredictionOperator
 
 
-
    .. py:method:: list_prediction_operators(project_id)
 
       List all the prediction operators inside a project.
@@ -14944,7 +1821,6 @@ Module Contents
       :rtype: list[PredictionOperator]
 
 
-
    .. py:method:: list_prediction_operator_versions(prediction_operator_id)
 
       List all the prediction operator versions for a prediction operator.
@@ -14956,7 +1832,6 @@ Module Contents
       :rtype: list[PredictionOperatorVersion]
 
 
-
    .. py:method:: describe_deployment(deployment_id)
 
       Retrieves a full description of the specified deployment.
@@ -14968,7 +1843,6 @@ Module Contents
       :rtype: Deployment
 
 
-
    .. py:method:: list_deployments(project_id)
 
       Retrieves a list of all deployments in the specified project.
@@ -14980,7 +1854,6 @@ Module Contents
       :rtype: list[Deployment]
 
 
-
    .. py:method:: list_deployment_tokens(project_id)
 
       Retrieves a list of all deployment tokens associated with the specified project.
@@ -14992,7 +1865,6 @@ Module Contents
       :rtype: list[DeploymentAuthToken]
 
 
-
    .. py:method:: get_api_endpoint(deployment_token = None, deployment_id = None, streaming_token = None, feature_group_id = None, model_id = None)
 
       Returns the API endpoint specific to an organization. This function can be utilized using either an API Key or a deployment ID and token for authentication.
@@ -15012,7 +1884,6 @@ Module Contents
       :rtype: ApiEndpoint
 
 
-
    .. py:method:: get_model_training_types_for_deployment(model_id, model_version = None, algorithm = None)
 
       Returns types of models that can be deployed for a given model instance ID.
@@ -15028,7 +1899,6 @@ Module Contents
       :rtype: ModelTrainingTypeForDeployment
 
 
-
    .. py:method:: list_deployment_alerts(deployment_id)
 
       List the monitor alerts associated with the deployment id.
@@ -15040,7 +1910,6 @@ Module Contents
       :rtype: list[MonitorAlert]
 
 
-
    .. py:method:: list_realtime_monitors(project_id)
 
       List the real-time monitors associated with the deployment id.
@@ -15052,7 +1921,6 @@ Module Contents
       :rtype: list[RealtimeMonitor]
 
 
-
    .. py:method:: describe_realtime_monitor(realtime_monitor_id)
 
       Get the real-time monitor associated with the real-time monitor id.
@@ -15064,7 +1932,6 @@ Module Contents
       :rtype: RealtimeMonitor
 
 
-
    .. py:method:: describe_refresh_policy(refresh_policy_id)
 
       Retrieve a single refresh policy
@@ -15076,7 +1943,6 @@ Module Contents
       :rtype: RefreshPolicy
 
 
-
    .. py:method:: describe_refresh_pipeline_run(refresh_pipeline_run_id)
 
       Retrieve a single refresh pipeline run
@@ -15088,7 +1954,6 @@ Module Contents
       :rtype: RefreshPipelineRun
 
 
-
    .. py:method:: list_refresh_policies(project_id = None, dataset_ids = [], feature_group_id = None, model_ids = [], deployment_ids = [], batch_prediction_ids = [], model_monitor_ids = [], notebook_ids = [])
 
       List the refresh policies for the organization. If no filters are specified, all refresh policies are returned.
@@ -15114,7 +1979,6 @@ Module Contents
       :rtype: list[RefreshPolicy]
 
 
-
    .. py:method:: list_refresh_pipeline_runs(refresh_policy_id)
 
       List the the times that the refresh policy has been run
@@ -15126,7 +1990,6 @@ Module Contents
       :rtype: list[RefreshPipelineRun]
 
 
-
    .. py:method:: download_batch_prediction_result_chunk(batch_prediction_version, offset = 0, chunk_size = 10485760)
 
       Returns a stream containing the batch prediction results.
@@ -15139,7 +2002,6 @@ Module Contents
       :type chunk_size: int
 
 
-
    .. py:method:: get_batch_prediction_connector_errors(batch_prediction_version)
 
       Returns a stream containing the batch prediction database connection write errors, if any writes failed for the specified batch prediction job.
@@ -15148,7 +2010,6 @@ Module Contents
       :type batch_prediction_version: str
 
 
-
    .. py:method:: list_batch_predictions(project_id)
 
       Retrieves a list of batch predictions in the project.
@@ -15160,7 +2021,6 @@ Module Contents
       :rtype: list[BatchPrediction]
 
 
-
    .. py:method:: describe_batch_prediction(batch_prediction_id)
 
       Describe the batch prediction.
@@ -15172,7 +2032,6 @@ Module Contents
       :rtype: BatchPrediction
 
 
-
    .. py:method:: list_batch_prediction_versions(batch_prediction_id, limit = 100, start_after_version = None)
 
       Retrieves a list of versions of a given batch prediction
@@ -15188,7 +2047,6 @@ Module Contents
       :rtype: list[BatchPredictionVersion]
 
 
-
    .. py:method:: describe_batch_prediction_version(batch_prediction_version)
 
       Describes a Batch Prediction Version.
@@ -15200,7 +2058,6 @@ Module Contents
       :rtype: BatchPredictionVersion
 
 
-
    .. py:method:: get_batch_prediction_version_logs(batch_prediction_version)
 
       Retrieves the batch prediction logs.
@@ -15212,7 +2069,6 @@ Module Contents
       :rtype: BatchPredictionVersionLogs
 
 
-
    .. py:method:: get_data(feature_group_id, primary_key = None, num_rows = None)
 
       Gets the feature group rows for online updatable feature groups.
@@ -15232,7 +2088,6 @@ Module Contents
       :rtype: list[FeatureGroupRow]
 
 
-
    .. py:method:: describe_python_function(name)
 
       Describe a Python Function.
@@ -15244,7 +2099,6 @@ Module Contents
       :rtype: PythonFunction
 
 
-
    .. py:method:: list_python_functions(function_type = 'FEATURE_GROUP')
 
       List all python functions within the organization.
@@ -15256,7 +2110,6 @@ Module Contents
       :rtype: list[PythonFunction]
 
 
-
    .. py:method:: list_pipelines(project_id = None)
 
       Lists the pipelines for an organization or a project
@@ -15268,7 +2121,6 @@ Module Contents
       :rtype: list[Pipeline]
 
 
-
    .. py:method:: describe_pipeline_version(pipeline_version)
 
       Describes a specified pipeline version
@@ -15280,7 +2132,6 @@ Module Contents
       :rtype: PipelineVersion
 
 
-
    .. py:method:: describe_pipeline_step(pipeline_step_id)
 
       Deletes a step from a pipeline.
@@ -15292,7 +2143,6 @@ Module Contents
       :rtype: PipelineStep
 
 
-
    .. py:method:: describe_pipeline_step_by_name(pipeline_id, step_name)
 
       Describes a pipeline step by the step name.
@@ -15306,7 +2156,6 @@ Module Contents
       :rtype: PipelineStep
 
 
-
    .. py:method:: describe_pipeline_step_version(pipeline_step_version)
 
       Describes a pipeline step version.
@@ -15318,7 +2167,6 @@ Module Contents
       :rtype: PipelineStepVersion
 
 
-
    .. py:method:: list_pipeline_version_logs(pipeline_version)
 
       Gets the logs for the steps in a given pipeline version.
@@ -15330,7 +2178,6 @@ Module Contents
       :rtype: PipelineVersionLogs
 
 
-
    .. py:method:: get_step_version_logs(pipeline_step_version)
 
       Gets the logs for a given step version.
@@ -15342,7 +2189,6 @@ Module Contents
       :rtype: PipelineStepVersionLogs
 
 
-
    .. py:method:: describe_graph_dashboard(graph_dashboard_id)
 
       Describes a given graph dashboard.
@@ -15354,7 +2200,6 @@ Module Contents
       :rtype: GraphDashboard
 
 
-
    .. py:method:: list_graph_dashboards(project_id = None)
 
       Lists the graph dashboards for a project
@@ -15366,7 +2211,6 @@ Module Contents
       :rtype: list[GraphDashboard]
 
 
-
    .. py:method:: describe_graph_for_dashboard(graph_reference_id)
 
       Describes a python plot to a graph dashboard
@@ -15378,7 +2222,6 @@ Module Contents
       :rtype: PythonPlotFunction
 
 
-
    .. py:method:: describe_algorithm(algorithm)
 
       Retrieves a full description of the specified algorithm.
@@ -15390,7 +2233,6 @@ Module Contents
       :rtype: Algorithm
 
 
-
    .. py:method:: list_algorithms(problem_type = None, project_id = None)
 
       List all custom algorithms, with optional filtering on Problem Type and Project ID
@@ -15404,7 +2246,6 @@ Module Contents
       :rtype: list[Algorithm]
 
 
-
    .. py:method:: describe_custom_loss_function(name)
 
       Retrieve a full description of a previously registered custom loss function.
@@ -15416,7 +2257,6 @@ Module Contents
       :rtype: CustomLossFunction
 
 
-
    .. py:method:: list_custom_loss_functions(name_prefix = None, loss_function_type = None)
 
       Retrieves a list of registered custom loss functions and their descriptions.
@@ -15430,7 +2270,6 @@ Module Contents
       :rtype: CustomLossFunction
 
 
-
    .. py:method:: describe_custom_metric(name)
 
       Retrieves a full description of a previously registered custom metric function.
@@ -15442,7 +2281,6 @@ Module Contents
       :rtype: CustomMetric
 
 
-
    .. py:method:: describe_custom_metric_version(custom_metric_version)
 
       Describes a given custom metric version
@@ -15454,7 +2292,6 @@ Module Contents
       :rtype: CustomMetricVersion
 
 
-
    .. py:method:: list_custom_metrics(name_prefix = None, problem_type = None)
 
       Retrieves a list of registered custom metrics.
@@ -15468,7 +2305,6 @@ Module Contents
       :rtype: list[CustomMetric]
 
 
-
    .. py:method:: describe_module(name)
 
       Retrieves a full description of the specified module.
@@ -15480,7 +2316,6 @@ Module Contents
       :rtype: Module
 
 
-
    .. py:method:: list_modules()
 
       List all the modules
@@ -15489,7 +2324,6 @@ Module Contents
       :rtype: list[Module]
 
 
-
    .. py:method:: get_organization_secret(secret_key)
 
       Gets a secret.
@@ -15501,7 +2335,6 @@ Module Contents
       :rtype: OrganizationSecret
 
 
-
    .. py:method:: list_organization_secrets()
 
       Lists all secrets for an organization.
@@ -15510,7 +2343,6 @@ Module Contents
       :rtype: list[OrganizationSecret]
 
 
-
    .. py:method:: query_feature_group_code_generator(query, language, project_id = None)
 
       Send a query to the feature group code generator tool to generate code for the query.
@@ -15526,7 +2358,6 @@ Module Contents
       :rtype: LlmResponse
 
 
-
    .. py:method:: get_natural_language_explanation(feature_group_id = None, feature_group_version = None, model_id = None)
 
       Returns the saved natural language explanation of an artifact with given ID. The artifact can be - Feature Group or Feature Group Version or Model
@@ -15542,7 +2373,6 @@ Module Contents
       :rtype: NaturalLanguageExplanation
 
 
-
    .. py:method:: generate_natural_language_explanation(feature_group_id = None, feature_group_version = None, model_id = None)
 
       Generates natural language explanation of an artifact with given ID. The artifact can be - Feature Group or Feature Group Version or Model
@@ -15558,7 +2388,6 @@ Module Contents
       :rtype: NaturalLanguageExplanation
 
 
-
    .. py:method:: get_chat_session(chat_session_id)
 
       Gets a chat session from Data Science Co-pilot.
@@ -15570,7 +2399,6 @@ Module Contents
       :rtype: ChatSession
 
 
-
    .. py:method:: list_chat_sessions(most_recent_per_project = False)
 
       Lists all chat sessions for the current user
@@ -15582,8 +2410,7 @@ Module Contents
       :rtype: ChatSession
 
 
-
-   .. py:method:: get_deployment_conversation(deployment_conversation_id = None, external_session_id = None, deployment_id = None, deployment_token = None, filter_intermediate_conversation_events = True)
+   .. py:method:: get_deployment_conversation(deployment_conversation_id = None, external_session_id = None, deployment_id = None, deployment_token = None, filter_intermediate_conversation_events = True, get_unused_document_uploads = False)
 
       Gets a deployment conversation.
 
@@ -15597,12 +2424,13 @@ Module Contents
       :type deployment_token: str
       :param filter_intermediate_conversation_events: If true, intermediate conversation events will be filtered out. Default is true.
       :type filter_intermediate_conversation_events: bool
+      :param get_unused_document_uploads: If true, unused document uploads will be returned. Default is false.
+      :type get_unused_document_uploads: bool
 
       :returns: The deployment conversation.
       :rtype: DeploymentConversation
 
 
-
    .. py:method:: list_deployment_conversations(deployment_id, external_application_id = None)
 
       Lists all conversations for the given deployment and current user.
@@ -15616,7 +2444,6 @@ Module Contents
       :rtype: list[DeploymentConversation]
 
 
-
    .. py:method:: export_deployment_conversation(deployment_conversation_id = None, external_session_id = None)
 
       Export a Deployment Conversation.
@@ -15630,7 +2457,6 @@ Module Contents
       :rtype: DeploymentConversationExport
 
 
-
    .. py:method:: get_app_user_group(user_group_id)
 
       Gets an App User Group.
@@ -15642,7 +2468,6 @@ Module Contents
       :rtype: AppUserGroup
 
 
-
    .. py:method:: describe_external_application(external_application_id)
 
       Describes an External Application.
@@ -15654,7 +2479,6 @@ Module Contents
       :rtype: ExternalApplication
 
 
-
    .. py:method:: list_external_applications()
 
       Lists External Applications in an organization.
@@ -15663,7 +2487,6 @@ Module Contents
       :rtype: list[ExternalApplication]
 
 
-
    .. py:method:: download_agent_attachment(deployment_id, attachment_id)
 
       Return an agent attachment.
@@ -15674,7 +2497,6 @@ Module Contents
       :type attachment_id: str
 
 
-
    .. py:method:: describe_agent(agent_id)
 
       Retrieves a full description of the specified model.
@@ -15686,7 +2508,6 @@ Module Contents
       :rtype: Agent
 
 
-
    .. py:method:: describe_agent_version(agent_version)
 
       Retrieves a full description of the specified agent version.
@@ -15698,7 +2519,6 @@ Module Contents
       :rtype: AgentVersion
 
 
-
    .. py:method:: search_feature_groups(text, num_results = 10, project_id = None, feature_group_ids = None)
 
       Search feature groups based on text and filters.
@@ -15716,7 +2536,6 @@ Module Contents
       :rtype: list[OrganizationSearchResult]
 
 
-
    .. py:method:: list_agents(project_id)
 
       Retrieves the list of agents in the specified project.
@@ -15728,7 +2547,6 @@ Module Contents
       :rtype: list[Agent]
 
 
-
    .. py:method:: list_agent_versions(agent_id, limit = 100, start_after_version = None)
 
       List all versions of an agent.
@@ -15744,7 +2562,6 @@ Module Contents
       :rtype: list[AgentVersion]
 
 
-
    .. py:method:: list_llm_apps()
 
       Lists all available LLM Apps, which are LLMs tailored to achieve a specific task like code generation for a specific service's API.
@@ -15753,7 +2570,6 @@ Module Contents
       :rtype: list[LlmApp]
 
 
-
    .. py:method:: list_document_retrievers(project_id, limit = 100, start_after_id = None)
 
       List all the document retrievers.
@@ -15769,7 +2585,6 @@ Module Contents
       :rtype: list[DocumentRetriever]
 
 
-
    .. py:method:: describe_document_retriever(document_retriever_id)
 
       Describe a Document Retriever.
@@ -15781,7 +2596,6 @@ Module Contents
       :rtype: DocumentRetriever
 
 
-
    .. py:method:: describe_document_retriever_by_name(name)
 
       Describe a document retriever by its name.
@@ -15793,7 +2607,6 @@ Module Contents
       :rtype: DocumentRetriever
 
 
-
    .. py:method:: list_document_retriever_versions(document_retriever_id, limit = 100, start_after_version = None)
 
       List all the document retriever versions with a given ID.
@@ -15809,7 +2622,6 @@ Module Contents
       :rtype: list[DocumentRetrieverVersion]
 
 
-
    .. py:method:: describe_document_retriever_version(document_retriever_version)
 
       Describe a document retriever version.
@@ -15824,14 +2636,17 @@ Module Contents
 
 .. py:function:: get_source_code_info(train_function, predict_function = None, predict_many_function = None, initialize_function = None, common_functions = None)
 
+
 .. py:function:: get_module_code_from_notebook(file_path)
 
+
 .. py:function:: include_modules(source_code, included_modules)
 
+
 .. py:class:: ApiClient(api_key = None, server = None, client_options = None, skip_version_check = False)
 
-   Bases: :py:obj:`ReadOnlyClient`
 
+   Bases: :py:obj:`ReadOnlyClient`
 
    Abacus.AI API Client
 
@@ -15844,7 +2659,6 @@ Module Contents
    :param skip_version_check: If true, will skip checking the server's current API version on initializing the client
    :type skip_version_check: bool
 
-
    .. py:method:: create_dataset_from_pandas(feature_group_table_name, df, clean_column_names = False)
 
       [Deprecated]
@@ -15861,7 +2675,6 @@ Module Contents
       :rtype: Dataset
 
 
-
    .. py:method:: create_dataset_version_from_pandas(table_name_or_id, df, clean_column_names = False)
 
       [Deprecated]
@@ -15878,7 +2691,6 @@ Module Contents
       :rtype: Dataset
 
 
-
    .. py:method:: create_feature_group_from_pandas_df(table_name, df, clean_column_names = False)
 
       Create a Feature Group from a local Pandas DataFrame.
@@ -15891,7 +2703,6 @@ Module Contents
       :type clean_column_names: bool
 
 
-
    .. py:method:: update_feature_group_from_pandas_df(table_name, df, clean_column_names = False)
 
       Updates a DATASET Feature Group from a local Pandas DataFrame.
@@ -15904,7 +2715,6 @@ Module Contents
       :type clean_column_names: bool
 
 
-
    .. py:method:: create_feature_group_from_spark_df(table_name, df)
 
       Create a Feature Group from a local Spark DataFrame.
@@ -15915,7 +2725,6 @@ Module Contents
       :type table_name: str
 
 
-
    .. py:method:: update_feature_group_from_spark_df(table_name, df)
 
       Create a Feature Group from a local Spark DataFrame.
@@ -15930,7 +2739,6 @@ Module Contents
       :type timeout: int
 
 
-
    .. py:method:: create_spark_df_from_feature_group_version(session, feature_group_version)
 
       Create a Spark Dataframe in the provided Spark Session context, for a materialized Abacus Feature Group Version.
@@ -15943,7 +2751,6 @@ Module Contents
       :returns: pyspark.sql.DataFrame
 
 
-
    .. py:method:: create_prediction_operator_from_functions(name, project_id, predict_function = None, initialize_function = None, feature_group_ids = None, cpu_size = None, memory = None, included_modules = None, package_requirements = None, use_gpu = False)
 
       Create a new prediction operator.
@@ -15973,7 +2780,6 @@ Module Contents
           PredictionOperator: The updated prediction operator object.
 
 
-
    .. py:method:: update_prediction_operator_from_functions(prediction_operator_id, name = None, predict_function = None, initialize_function = None, feature_group_ids = None, cpu_size = None, memory = None, included_modules = None, package_requirements = None, use_gpu = False)
 
       Update an existing prediction operator.
@@ -16000,7 +2806,6 @@ Module Contents
       :type use_gpu: bool
 
 
-
    .. py:method:: create_model_from_functions(project_id, train_function, predict_function = None, training_input_tables = None, predict_many_function = None, initialize_function = None, cpu_size = None, memory = None, training_config = None, exclusive_run = False, included_modules = None, package_requirements = None, name = None, use_gpu = False, is_thread_safe = None)
 
       Creates a model from a python function
@@ -16037,7 +2842,6 @@ Module Contents
       :type is_thread_safe: bool
 
 
-
    .. py:method:: update_model_from_functions(model_id, train_function, predict_function = None, predict_many_function = None, initialize_function = None, training_input_tables = None, cpu_size = None, memory = None, included_modules = None, package_requirements = None, use_gpu = False, is_thread_safe = None)
 
       Creates a model from a python function. Please pass in all the functions, even if you don't update it.
@@ -16068,7 +2872,6 @@ Module Contents
       :type is_thread_safe: bool
 
 
-
    .. py:method:: create_pipeline_step_from_function(pipeline_id, step_name, function, step_input_mappings = None, output_variable_mappings = None, step_dependencies = None, package_requirements = None, cpu_size = None, memory = None, included_modules = None, timeout = None)
 
       Creates a step in a given pipeline from a python function.
@@ -16097,7 +2900,6 @@ Module Contents
       :type timeout: int
 
 
-
    .. py:method:: update_pipeline_step_from_function(pipeline_step_id, function, step_input_mappings = None, output_variable_mappings = None, step_dependencies = None, package_requirements = None, cpu_size = None, memory = None, included_modules = None, timeout = None)
 
       Updates a pipeline step from a python function.
@@ -16124,7 +2926,6 @@ Module Contents
       :type timeout: int
 
 
-
    .. py:method:: create_python_function_from_function(name, function, function_variable_mappings = None, package_requirements = None, function_type = PythonFunctionType.FEATURE_GROUP.value)
 
       Creates a custom Python function
@@ -16141,7 +2942,6 @@ Module Contents
       :type function_type: PythonFunctionType
 
 
-
    .. py:method:: create_feature_group_from_python_function(function, table_name, input_tables = None, python_function_name = None, python_function_bindings = None, cpu_size = None, memory = None, package_requirements = None, included_modules = None)
 
       Creates a feature group from a python function
@@ -16166,7 +2966,6 @@ Module Contents
       :type included_modules: list
 
 
-
    .. py:method:: update_python_function_code(name, function = None, function_variable_mappings = None, package_requirements = None, included_modules = None)
 
       Update custom python function with user inputs for the given python function.
@@ -16186,7 +2985,6 @@ Module Contents
       :rtype: PythonFunction
 
 
-
    .. py:method:: create_algorithm_from_function(name, problem_type, training_data_parameter_names_mapping = None, training_config_parameter_name = None, train_function = None, predict_function = None, predict_many_function = None, initialize_function = None, common_functions = None, config_options = None, is_default_enabled = False, project_id = None, use_gpu = False, package_requirements = None, included_modules = None)
 
       Create a new algorithm, or update existing algorithm if the name already exists
@@ -16223,7 +3021,6 @@ Module Contents
       :type included_modules: list
 
 
-
    .. py:method:: update_algorithm_from_function(algorithm, training_data_parameter_names_mapping = None, training_config_parameter_name = None, train_function = None, predict_function = None, predict_many_function = None, initialize_function = None, common_functions = None, config_options = None, is_default_enabled = None, use_gpu = None, package_requirements = None, included_modules = None)
 
       Create a new algorithm, or update existing algorithm if the name already exists
@@ -16256,7 +3053,6 @@ Module Contents
       :type included_modules: list
 
 
-
    .. py:method:: get_train_function_input(project_id, training_table_names = None, training_data_parameter_name_override = None, training_config_parameter_name_override = None, training_config = None, custom_algorithm_config = None)
 
       Get the input data for the train function to test locally.
@@ -16277,7 +3073,6 @@ Module Contents
       :returns: A dictionary that maps train function parameter names to their values.
 
 
-
    .. py:method:: get_train_function_input_from_model_version(model_version, algorithm = None, training_config = None, custom_algorithm_config = None)
 
       Get the input data for the train function to test locally, based on a trained model version.
@@ -16294,7 +3089,6 @@ Module Contents
       :returns: A dictionary that maps train function parameter names to their values.
 
 
-
    .. py:method:: create_custom_loss_function(name, loss_function_type, loss_function)
 
       Registers a new custom loss function which can be used as an objective function during model training.
@@ -16313,7 +3107,6 @@ Module Contents
       :raises AlreadyExistsError: If the loss function with the same name already exists in the organization
 
 
-
    .. py:method:: update_custom_loss_function(name, loss_function)
 
       Updates a previously registered custom loss function with a new function implementation.
@@ -16330,7 +3123,6 @@ Module Contents
       :raises DataNotFoundError: If a loss function with given name is not found in the organization
 
 
-
    .. py:method:: create_custom_metric_from_function(name, problem_type, custom_metric_function)
 
       Registers a new custom metric which can be used as an evaluation metric for the trained model.
@@ -16349,7 +3141,6 @@ Module Contents
       :raises AlreadyExistsError: If a custom metric with given name already exists in the organization.
 
 
-
    .. py:method:: update_custom_metric_from_function(name, custom_metric_function)
 
       Updates a previously registered custom metric.
@@ -16366,7 +3157,6 @@ Module Contents
       :raises DataNotFoundError: If a custom metric with given name is not found in the organization.
 
 
-
    .. py:method:: create_module_from_notebook(file_path, name)
 
       Create a module with the code marked in the notebook. Use '#module_start#' to mark the starting code cell and '#module_end#' for the
@@ -16381,7 +3171,6 @@ Module Contents
       :rtype: Module
 
 
-
    .. py:method:: update_module_from_notebook(file_path, name)
 
       Update the module with the code marked in the notebook. Use '#module_start#' to mark the starting code cell and '#module_end#' for the
@@ -16396,7 +3185,6 @@ Module Contents
       :rtype: Module
 
 
-
    .. py:method:: import_module(name)
 
       Import a module created previously. It will reload if has been imported before.
@@ -16409,7 +3197,6 @@ Module Contents
       :rtype: module
 
 
-
    .. py:method:: create_agent_from_function(project_id, agent_function, name = None, memory = None, package_requirements = None, description = None, evaluation_feature_group_id = None, workflow_graph = None)
 
       [Deprecated]
@@ -16433,7 +3220,6 @@ Module Contents
       :type workflow_graph: WorkflowGraph
 
 
-
    .. py:method:: update_agent_with_function(model_id, agent_function, memory = None, package_requirements = None, enable_binary_input = None, description = None, workflow_graph = None)
 
       [Deprecated]
@@ -16455,7 +3241,6 @@ Module Contents
       :type workflow_graph: WorkflowGraph
 
 
-
    .. py:method:: execute_feature_group_sql(sql, fix_query_on_error = False, timeout=3600, delay=2)
 
       Execute a SQL query on the feature groups
@@ -16469,14 +3254,13 @@ Module Contents
       :rtype: pandas.DataFrame
 
 
-
    .. py:method:: get_agent_context_chat_history()
 
       Gets a history of chat messages from the current request context. Applicable within a AIAgent
       execute function.
 
-      :returns: List[ChatMessage]:: The chat history for the current request being processed by the Agent.
-
+      :returns: The chat history for the current request being processed by the Agent.
+      :rtype: List[ChatMessage]
 
 
    .. py:method:: set_agent_context_chat_history(chat_history)
@@ -16487,7 +3271,6 @@ Module Contents
       :type chat_history: List[ChatMessage]
 
 
-
    .. py:method:: get_agent_context_conversation_id()
 
       Gets the deployment conversation ID from the current request context. Applicable within a AIAgent
@@ -16497,7 +3280,6 @@ Module Contents
       :rtype: str
 
 
-
    .. py:method:: set_agent_context_conversation_id(conversation_id)
 
       Sets the deployment conversation ID from the current request context.
@@ -16506,7 +3288,6 @@ Module Contents
       :type conversation_id: str
 
 
-
    .. py:method:: get_agent_context_external_session_id()
 
       Gets the external session ID from the current request context if it has been set with the request.
@@ -16516,7 +3297,6 @@ Module Contents
       :rtype: str
 
 
-
    .. py:method:: set_agent_context_external_session_id(external_session_id)
 
       Sets the external session ID from the current request context if it has been set with the request.
@@ -16525,7 +3305,6 @@ Module Contents
       :type external_session_id: str
 
 
-
    .. py:method:: get_agent_context_doc_ids()
 
       Gets the document ID from the current request context if a document has been uploaded with the request.
@@ -16535,7 +3314,6 @@ Module Contents
       :rtype: List[str]
 
 
-
    .. py:method:: set_agent_context_doc_ids(doc_ids)
 
       Sets the doc_ids from the current request context.
@@ -16544,7 +3322,6 @@ Module Contents
       :type doc_ids: List[str]
 
 
-
    .. py:method:: get_agent_context_doc_infos()
 
       Gets the document information from the current request context if documents have been uploaded with the request.
@@ -16554,7 +3331,6 @@ Module Contents
       :rtype: List[dict]
 
 
-
    .. py:method:: set_agent_context_doc_infos(doc_infos)
 
       Sets the doc_infos in the current request context.
@@ -16563,7 +3339,6 @@ Module Contents
       :type doc_infos: List[dict]
 
 
-
    .. py:method:: get_agent_context_blob_inputs()
 
       Gets the BlobInputs from the current request context if a document has been uploaded with the request.
@@ -16573,13 +3348,11 @@ Module Contents
       :rtype: List[BlobInput]
 
 
-
    .. py:method:: clear_agent_context()
 
       Clears the current request context.
 
 
-
    .. py:method:: streaming_evaluate_prompt(prompt = None, system_message = None, llm_name = None, max_tokens = None, temperature = 0.0, messages = None, response_type = None, json_response_schema = None, section_key = None)
 
       Generate response to the prompt using the specified model.
@@ -16605,8 +3378,7 @@ Module Contents
       :type section_key: str
 
       :returns: The response from the model.
-      :rtype: text
-
+      :rtype: text (str)
 
 
    .. py:method:: _get_agent_app_request_id()
@@ -16617,7 +3389,6 @@ Module Contents
       :rtype: str
 
 
-
    .. py:method:: _get_agent_async_app_caller()
 
       Gets the caller for the current request context of async app. Applicable within a AIAgent execute function.
@@ -16626,7 +3397,6 @@ Module Contents
       :rtype: str
 
 
-
    .. py:method:: _is_proxy_app_caller()
 
       Gets the caller for the current request context of async app. Applicable within a AIAgent execute function.
@@ -16635,7 +3405,6 @@ Module Contents
       :rtype: bool
 
 
-
    .. py:method:: stream_message(message)
 
       Streams a message to the current request context. Applicable within a AIAgent execute function.
@@ -16645,7 +3414,6 @@ Module Contents
       :type message: str
 
 
-
    .. py:method:: stream_section_output(section_key, value, value_type = 'text')
 
       Streams value corresponding to a particular section to the current request context. Applicable within a AIAgent execute function.
@@ -16659,7 +3427,6 @@ Module Contents
       :type value_type: str
 
 
-
    .. py:method:: _stream_llm_call(section_key=None, **kwargs)
 
 
@@ -16680,7 +3447,6 @@ Module Contents
       :rtype: str
 
 
-
    .. py:method:: _status_poll(url, wait_states, method, body = {}, headers = None, delay = 2, timeout = 1200)
 
 
@@ -16711,7 +3477,6 @@ Module Contents
       :rtype: LlmExecutionResult
 
 
-
    .. py:method:: _get_doc_retriever_deployment_info(document_retriever_id)
 
 
@@ -16755,7 +3520,6 @@ Module Contents
       :rtype: list[DocumentRetrieverLookupResult]
 
 
-
    .. py:method:: create_model_from_files(project_id, location, name = None, custom_artifact_filenames = {}, model_config = {})
 
       Creates a new Model and returns Upload IDs for uploading the model artifacts.
@@ -16778,7 +3542,6 @@ Module Contents
       :rtype: Model
 
 
-
    .. py:method:: create_model_from_local_files(project_id, name = None, optional_artifacts = None, model_config = {})
 
       Creates a new Model and returns Upload IDs for uploading the model artifacts.
@@ -16799,7 +3562,6 @@ Module Contents
       :rtype: ModelUpload
 
 
-
    .. py:method:: create_model_version_from_files(model_id)
 
       Creates a new Model Version by re-importing from the paths specified when the model was created.
@@ -16811,7 +3573,6 @@ Module Contents
       :rtype: ModelVersion
 
 
-
    .. py:method:: create_model_version_from_local_files(model_id, optional_artifacts = None)
 
       Creates a new Model Version and returns Upload IDs for uploading the associated model artifacts.
@@ -16825,7 +3586,6 @@ Module Contents
       :rtype: ModelUpload
 
 
-
    .. py:method:: get_streaming_chat_response(deployment_token, deployment_id, messages, llm_name = None, num_completion_tokens = None, system_message = None, temperature = 0.0, filter_key_values = None, search_score_cutoff = None, chat_config = None, ignore_documents = False, include_search_results = False)
 
       Return an asynchronous generator which continues the conversation based on the input messages and search results.
@@ -16856,7 +3616,6 @@ Module Contents
       :type include_search_results: bool
 
 
-
    .. py:method:: get_streaming_conversation_response(deployment_token, deployment_id, message, deployment_conversation_id = None, external_session_id = None, llm_name = None, num_completion_tokens = None, system_message = None, temperature = 0.0, filter_key_values = None, search_score_cutoff = None, chat_config = None, ignore_documents = False, include_search_results = False)
 
       Return an asynchronous generator which continues the conversation based on the input messages and search results.
@@ -16891,7 +3650,6 @@ Module Contents
       :type include_search_results: bool
 
 
-
    .. py:method:: set_cache_scope(scope)
 
       Set the scope of the cache, for example, deployment id.
@@ -16902,13 +3660,11 @@ Module Contents
       :returns: None
 
 
-
    .. py:method:: clear_cache_scope()
 
       Clear the scope set before, and let it to automatically figure out the scope to use. If nothing found, will run in local.
 
 
-
    .. py:method:: set_scoped_cache_value(key, value, expiration_time = 21600)
 
       Set the value to key in the cache scope. Scope will be automatically figured out inside a deployment, or set with set_cache_scope.
@@ -16926,7 +3682,6 @@ Module Contents
       :raises InvalidParameterError: If key, value or expiration_time is invalid.
 
 
-
    .. py:method:: get_scoped_cache_value(key)
 
       Get the value of the key in the cache scope. Scope will be automatically figured out inside a deployment, or set with set_cache_scope.
@@ -16941,7 +3696,6 @@ Module Contents
       :raises Generic404Error: if the key doesn't exist.
 
 
-
    .. py:method:: delete_scoped_cache_key(key)
 
       Delete the value of the key in the cache scope. Scope will be automatically figured out inside a deployment, or set with set_cache_scope.
@@ -16953,7 +3707,6 @@ Module Contents
       :returns: None
 
 
-
    .. py:method:: add_user_to_organization(email)
 
       Invite a user to your organization. This method will send the specified email address an invitation link to join your organization.
@@ -16962,7 +3715,6 @@ Module Contents
       :type email: str
 
 
-
    .. py:method:: create_organization_group(group_name, permissions, default_group = False)
 
       Creates a new Organization Group.
@@ -16978,7 +3730,6 @@ Module Contents
       :rtype: OrganizationGroup
 
 
-
    .. py:method:: add_organization_group_permission(organization_group_id, permission)
 
       Adds a permission to the specified Organization Group.
@@ -16989,7 +3740,6 @@ Module Contents
       :type permission: str
 
 
-
    .. py:method:: remove_organization_group_permission(organization_group_id, permission)
 
       Removes a permission from the specified Organization Group.
@@ -17000,7 +3750,6 @@ Module Contents
       :type permission: str
 
 
-
    .. py:method:: delete_organization_group(organization_group_id)
 
       Deletes the specified Organization Group
@@ -17009,7 +3758,6 @@ Module Contents
       :type organization_group_id: str
 
 
-
    .. py:method:: add_user_to_organization_group(organization_group_id, email)
 
       Adds a user to the specified Organization Group.
@@ -17020,7 +3768,6 @@ Module Contents
       :type email: str
 
 
-
    .. py:method:: remove_user_from_organization_group(organization_group_id, email)
 
       Removes a user from an Organization Group.
@@ -17031,7 +3778,6 @@ Module Contents
       :type email: str
 
 
-
    .. py:method:: set_default_organization_group(organization_group_id)
 
       Sets the default Organization Group to which all new users joining an organization are automatically added.
@@ -17040,7 +3786,6 @@ Module Contents
       :type organization_group_id: str
 
 
-
    .. py:method:: delete_api_key(api_key_id)
 
       Delete a specified API key.
@@ -17049,7 +3794,6 @@ Module Contents
       :type api_key_id: str
 
 
-
    .. py:method:: remove_user_from_organization(email)
 
       Removes the specified user from the organization. You can remove yourself; otherwise, you must be an organization administrator to use this method to remove other users from the organization.
@@ -17058,7 +3802,6 @@ Module Contents
       :type email: str
 
 
-
    .. py:method:: send_email(email, subject, body, is_html = False)
 
       Send an email to the specified email address with provided subject and contents.
@@ -17073,7 +3816,6 @@ Module Contents
       :type is_html: bool
 
 
-
    .. py:method:: create_deployment_webhook(deployment_id, endpoint, webhook_event_type, payload_template = None)
 
       Create a webhook attached to a given deployment ID.
@@ -17091,7 +3833,6 @@ Module Contents
       :rtype: Webhook
 
 
-
    .. py:method:: update_webhook(webhook_id, endpoint = None, webhook_event_type = None, payload_template = None)
 
       Update the webhook
@@ -17106,7 +3847,6 @@ Module Contents
       :type payload_template: dict
 
 
-
    .. py:method:: delete_webhook(webhook_id)
 
       Delete the webhook
@@ -17115,7 +3855,6 @@ Module Contents
       :type webhook_id: str
 
 
-
    .. py:method:: create_project(name, use_case)
 
       Creates a project with the specified project name and use case. Creating a project creates a container for all datasets and models associated with a particular problem/project. For example, if you want to create a model to detect fraud, you need to first create a project, upload datasets, create feature groups, and then create one or more models to get predictions for your use case.
@@ -17129,7 +3868,6 @@ Module Contents
       :rtype: Project
 
 
-
    .. py:method:: rename_project(project_id, name)
 
       This method renames a project after it is created.
@@ -17140,7 +3878,6 @@ Module Contents
       :type name: str
 
 
-
    .. py:method:: delete_project(project_id)
 
       Delete a specified project from your organization.
@@ -17156,7 +3893,6 @@ Module Contents
       :type project_id: str
 
 
-
    .. py:method:: add_project_tags(project_id, tags)
 
       This method adds a tag to a project.
@@ -17167,7 +3903,6 @@ Module Contents
       :type tags: list
 
 
-
    .. py:method:: remove_project_tags(project_id, tags)
 
       This method removes a tag from a project.
@@ -17178,7 +3913,6 @@ Module Contents
       :type tags: list
 
 
-
    .. py:method:: add_feature_group_to_project(feature_group_id, project_id, feature_group_type = 'CUSTOM_TABLE')
 
       Adds a feature group to a project.
@@ -17191,7 +3925,6 @@ Module Contents
       :type feature_group_type: str
 
 
-
    .. py:method:: set_project_feature_group_config(feature_group_id, project_id, project_config = None)
 
       Sets a feature group's project config
@@ -17204,7 +3937,6 @@ Module Contents
       :type project_config: ProjectFeatureGroupConfig
 
 
-
    .. py:method:: remove_feature_group_from_project(feature_group_id, project_id)
 
       Removes a feature group from a project.
@@ -17215,7 +3947,6 @@ Module Contents
       :type project_id: str
 
 
-
    .. py:method:: set_feature_group_type(feature_group_id, project_id, feature_group_type = 'CUSTOM_TABLE')
 
       Update the feature group type in a project. The feature group must already be added to the project.
@@ -17228,7 +3959,6 @@ Module Contents
       :type feature_group_type: str
 
 
-
    .. py:method:: set_feature_mapping(project_id, feature_group_id, feature_name, feature_mapping = None, nested_column_name = None)
 
       Set a column's feature mapping. If the column mapping is single-use and already set in another column in this feature group, this call will first remove the other column's mapping and move it to this column.
@@ -17248,7 +3978,6 @@ Module Contents
       :rtype: list[Feature]
 
 
-
    .. py:method:: add_annotation(annotation, feature_group_id, feature_name, doc_id = None, feature_group_row_identifier = None, annotation_source = 'ui', status = None, comments = None, project_id = None, save_metadata = False, pages = None)
 
       Add an annotation entry to the database.
@@ -17280,7 +4009,6 @@ Module Contents
       :rtype: AnnotationEntry
 
 
-
    .. py:method:: describe_annotation(feature_group_id, feature_name = None, doc_id = None, feature_group_row_identifier = None)
 
       Get the latest annotation entry for a given feature group, feature, and document.
@@ -17298,7 +4026,6 @@ Module Contents
       :rtype: AnnotationEntry
 
 
-
    .. py:method:: update_annotation_status(feature_group_id, feature_name, status, doc_id = None, feature_group_row_identifier = None, save_metadata = False)
 
       Update the status of an annotation entry.
@@ -17320,7 +4047,6 @@ Module Contents
       :rtype: AnnotationEntry
 
 
-
    .. py:method:: get_document_to_annotate(feature_group_id, project_id, feature_name, feature_group_row_identifier = None, get_previous = False)
 
       Get an available document that needs to be annotated for a annotation feature group.
@@ -17340,7 +4066,6 @@ Module Contents
       :rtype: AnnotationDocument
 
 
-
    .. py:method:: import_annotation_labels(feature_group_id, file, annotation_type)
 
       Imports annotation labels from csv file. All valid values in the file will be imported as labels (including header row if present).
@@ -17356,7 +4081,6 @@ Module Contents
       :rtype: AnnotationConfig
 
 
-
    .. py:method:: create_feature_group(table_name, sql, description = None)
 
       Creates a new FeatureGroup from a SQL statement.
@@ -17372,7 +4096,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: create_feature_group_from_template(table_name, feature_group_template_id, template_bindings = None, should_attach_feature_group_to_template = True, description = None)
 
       Creates a new feature group from a SQL statement.
@@ -17392,7 +4115,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: create_feature_group_from_function(table_name, function_source_code = None, function_name = None, input_feature_groups = None, description = None, cpu_size = None, memory = None, package_requirements = None, use_original_csv_names = False, python_function_name = None, python_function_bindings = None, use_gpu = None)
 
       Creates a new feature in a Feature Group from user-provided code. Currently supported code languages are Python.
@@ -17413,9 +4135,9 @@ Module Contents
       :param description: The description for this feature group.
       :type description: str
       :param cpu_size: Size of the CPU for the feature group function.
-      :type cpu_size: str
+      :type cpu_size: CPUSize
       :param memory: Memory (in GB) for the feature group function.
-      :type memory: int
+      :type memory: MemorySize
       :param package_requirements: List of package requirements for the feature group function. For example: ['numpy==1.2.3', 'pandas>=1.4.0']
       :type package_requirements: list
       :param use_original_csv_names: Defaults to False, if set it uses the original column names for input feature groups from CSV datasets.
@@ -17431,7 +4153,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: create_sampling_feature_group(feature_group_id, table_name, sampling_config, description = None)
 
       Creates a new Feature Group defined as a sample of rows from another Feature Group.
@@ -17452,7 +4173,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: create_merge_feature_group(source_feature_group_id, table_name, merge_config, description = None)
 
       Creates a new feature group defined as the union of other feature group versions.
@@ -17469,7 +4189,6 @@ Module Contents
       Creates a new feature group defined as the union of other feature group versions.
 
 
-
    .. py:method:: create_operator_feature_group(source_feature_group_id, table_name, operator_config, description = None)
 
       Creates a new Feature Group defined by a pre-defined operator applied to another Feature Group.
@@ -17478,8 +4197,8 @@ Module Contents
       :type source_feature_group_id: str
       :param table_name: Unique string identifier for the operator Feature Group. Can be up to 120 characters long and can only contain alphanumeric characters and underscores.
       :type table_name: str
-      :param operator_config: JSON object (aka map) defining the operator and its parameters.
-      :type operator_config: dict
+      :param operator_config: The operator config is used to define the operator and its parameters.
+      :type operator_config: OperatorConfig
       :param description: Human-readable description of the Feature Group.
       :type description: str
 
@@ -17487,7 +4206,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: create_snapshot_feature_group(feature_group_version, table_name)
 
       Creates a Snapshot Feature Group corresponding to a specific Feature Group version.
@@ -17501,7 +4219,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: create_online_feature_group(table_name, primary_key, description = None)
 
       Creates an Online Feature Group.
@@ -17517,7 +4234,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: set_feature_group_sampling_config(feature_group_id, sampling_config)
 
       Set a FeatureGroup’s sampling to the config values provided, so that the rows the FeatureGroup returns will be a sample of those it would otherwise have returned.
@@ -17531,7 +4247,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: set_feature_group_merge_config(feature_group_id, merge_config)
 
       Set a MergeFeatureGroup’s merge config to the values provided, so that the feature group only returns a bounded range of an incremental dataset.
@@ -17545,7 +4260,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: set_feature_group_operator_config(feature_group_id, operator_config)
 
       Set a OperatorFeatureGroup’s operator config to the values provided.
@@ -17553,8 +4267,10 @@ Module Contents
       :param feature_group_id: A unique string identifier associated with the feature group.
       :type feature_group_id: str
       :param operator_config: A dictionary object specifying the pre-defined operations.
-      :type operator_config: dict
+      :type operator_config: OperatorConfig
 
+      :returns: The updated FeatureGroup.
+      :rtype: FeatureGroup
 
 
    .. py:method:: set_feature_group_schema(feature_group_id, schema)
@@ -17567,7 +4283,6 @@ Module Contents
       :type schema: list
 
 
-
    .. py:method:: create_feature(feature_group_id, name, select_expression)
 
       Creates a new feature in a Feature Group from a SQL select statement.
@@ -17583,7 +4298,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: add_feature_group_tag(feature_group_id, tag)
 
       Adds a tag to the feature group
@@ -17594,7 +4308,6 @@ Module Contents
       :type tag: str
 
 
-
    .. py:method:: remove_feature_group_tag(feature_group_id, tag)
 
       Removes a tag from the specified feature group.
@@ -17605,7 +4318,6 @@ Module Contents
       :type tag: str
 
 
-
    .. py:method:: add_annotatable_feature(feature_group_id, name, annotation_type)
 
       Add an annotatable feature in a Feature Group
@@ -17621,7 +4333,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: set_feature_as_annotatable_feature(feature_group_id, feature_name, annotation_type, feature_group_row_identifier_feature = None, doc_id_feature = None)
 
       Sets an existing feature as an annotatable feature (Feature that can be annotated).
@@ -17641,7 +4352,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: set_annotation_status_feature(feature_group_id, feature_name)
 
       Sets a feature as the annotation status feature for a feature group.
@@ -17655,7 +4365,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: unset_feature_as_annotatable_feature(feature_group_id, feature_name)
 
       Unsets a feature as annotatable
@@ -17669,7 +4378,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: add_feature_group_annotation_label(feature_group_id, label_name, annotation_type, label_definition = None)
 
       Adds an annotation label
@@ -17687,7 +4395,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: remove_feature_group_annotation_label(feature_group_id, label_name)
 
       Removes an annotation label
@@ -17701,7 +4408,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: add_feature_tag(feature_group_id, feature, tag)
 
       Adds a tag on a feature
@@ -17714,7 +4420,6 @@ Module Contents
       :type tag: str
 
 
-
    .. py:method:: remove_feature_tag(feature_group_id, feature, tag)
 
       Removes a tag from a feature
@@ -17727,7 +4432,6 @@ Module Contents
       :type tag: str
 
 
-
    .. py:method:: create_nested_feature(feature_group_id, nested_feature_name, table_name, using_clause, where_clause = None, order_clause = None)
 
       Creates a new nested feature in a feature group from a SQL statement.
@@ -17749,7 +4453,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: update_nested_feature(feature_group_id, nested_feature_name, table_name = None, using_clause = None, where_clause = None, order_clause = None, new_nested_feature_name = None)
 
       Updates a previously existing nested feature in a feature group.
@@ -17773,7 +4476,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: delete_nested_feature(feature_group_id, nested_feature_name)
 
       Delete a nested feature.
@@ -17787,7 +4489,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: create_point_in_time_feature(feature_group_id, feature_name, history_table_name, aggregation_keys, timestamp_key, historical_timestamp_key, expression, lookback_window_seconds = None, lookback_window_lag_seconds = 0, lookback_count = None, lookback_until_position = 0)
 
       Creates a new point in time feature in a feature group using another historical feature group, window spec, and aggregate expression.
@@ -17824,7 +4525,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: update_point_in_time_feature(feature_group_id, feature_name, history_table_name = None, aggregation_keys = None, timestamp_key = None, historical_timestamp_key = None, expression = None, lookback_window_seconds = None, lookback_window_lag_seconds = None, lookback_count = None, lookback_until_position = None, new_feature_name = None)
 
       Updates an existing Point-in-Time (PiT) feature in a feature group. See `createPointInTimeFeature` for detailed semantics.
@@ -17858,7 +4558,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: create_point_in_time_group(feature_group_id, group_name, window_key, aggregation_keys, history_table_name = None, history_window_key = None, history_aggregation_keys = None, lookback_window = None, lookback_window_lag = 0, lookback_count = None, lookback_until_position = 0)
 
       Create a Point-in-Time Group
@@ -17890,7 +4589,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: generate_point_in_time_features(feature_group_id, group_name, columns, window_functions, prefix = None)
 
       Generates and adds PIT features given the selected columns to aggregate over, and the operations to include.
@@ -17910,7 +4608,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: update_point_in_time_group(feature_group_id, group_name, window_key = None, aggregation_keys = None, history_table_name = None, history_window_key = None, history_aggregation_keys = None, lookback_window = None, lookback_window_lag = None, lookback_count = None, lookback_until_position = None)
 
       Update Point-in-Time Group
@@ -17942,7 +4639,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: delete_point_in_time_group(feature_group_id, group_name)
 
       Delete point in time group
@@ -17956,7 +4652,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: create_point_in_time_group_feature(feature_group_id, group_name, name, expression)
 
       Create point in time group feature
@@ -17974,7 +4669,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: update_point_in_time_group_feature(feature_group_id, group_name, name, expression)
 
       Update a feature's SQL expression in a point in time group
@@ -17992,7 +4686,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: set_feature_type(feature_group_id, feature, feature_type, project_id = None)
 
       Set the type of a feature in a feature group. Specify the feature group ID, feature name, and feature type, and the method will return the new column with the changes reflected.
@@ -18010,7 +4703,6 @@ Module Contents
       :rtype: Schema
 
 
-
    .. py:method:: invalidate_streaming_feature_group_data(feature_group_id, invalid_before_timestamp)
 
       Invalidates all streaming data with timestamp before invalidBeforeTimestamp
@@ -18021,7 +4713,6 @@ Module Contents
       :type invalid_before_timestamp: int
 
 
-
    .. py:method:: concatenate_feature_group_data(feature_group_id, source_feature_group_id, merge_type = 'UNION', replace_until_timestamp = None, skip_materialize = False)
 
       Concatenates data from one Feature Group to another. Feature Groups can be merged if their schemas are compatible, they have the special `updateTimestampKey` column, and (if set) the `primaryKey` column. The second operand in the concatenate operation will be appended to the first operand (merge target).
@@ -18038,7 +4729,6 @@ Module Contents
       :type skip_materialize: bool
 
 
-
    .. py:method:: remove_concatenation_config(feature_group_id)
 
       Removes the concatenation config on a destination feature group.
@@ -18047,7 +4737,6 @@ Module Contents
       :type feature_group_id: str
 
 
-
    .. py:method:: set_feature_group_indexing_config(feature_group_id, primary_key = None, update_timestamp_key = None, lookup_keys = None)
 
       Sets various attributes of the feature group used for primary key, deployment lookups and streaming updates.
@@ -18062,7 +4751,6 @@ Module Contents
       :type lookup_keys: list
 
 
-
    .. py:method:: execute_async_feature_group_operation(query = None, fix_query_on_error = False)
 
       Starts the execution of fg operation
@@ -18076,7 +4764,6 @@ Module Contents
       :rtype: ExecuteFeatureGroupOperation
 
 
-
    .. py:method:: describe_async_feature_group_operation(feature_group_operation_run_id)
 
       Gets the status of the execution of fg operation
@@ -18088,7 +4775,6 @@ Module Contents
       :rtype: ExecuteFeatureGroupOperation
 
 
-
    .. py:method:: update_feature_group(feature_group_id, description = None)
 
       Modify an existing Feature Group.
@@ -18102,7 +4788,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: detach_feature_group_from_template(feature_group_id)
 
       Update a feature group to detach it from a template.
@@ -18114,7 +4799,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: update_feature_group_template_bindings(feature_group_id, template_bindings = None)
 
       Update the feature group template bindings for a template feature group.
@@ -18128,7 +4812,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: update_feature_group_python_function_bindings(feature_group_id, python_function_bindings)
 
       Updates an existing Feature Group's Python function bindings from a user-provided Python Function. If a list of feature groups are supplied within the Python function bindings, we will provide DataFrames (Pandas in the case of Python) with the materialized feature groups for those input feature groups as arguments to the function.
@@ -18139,7 +4822,6 @@ Module Contents
       :type python_function_bindings: List
 
 
-
    .. py:method:: update_feature_group_python_function(feature_group_id, python_function_name, python_function_bindings = None, cpu_size = None, memory = None, use_gpu = None, use_original_csv_names = None)
 
       Updates an existing Feature Group's python function from a user provided Python Function. If a list of feature groups are supplied within the python function
@@ -18155,16 +4837,15 @@ Module Contents
       :param python_function_bindings: List of python function arguments.
       :type python_function_bindings: List
       :param cpu_size: Size of the CPU for the feature group python function.
-      :type cpu_size: str
+      :type cpu_size: CPUSize
       :param memory: Memory (in GB) for the feature group python function.
-      :type memory: int
+      :type memory: MemorySize
       :param use_gpu: Whether the feature group needs a gpu or not. Otherwise default to CPU.
       :type use_gpu: bool
       :param use_original_csv_names: If enabled, it uses the original column names for input feature groups from CSV datasets.
       :type use_original_csv_names: bool
 
 
-
    .. py:method:: update_feature_group_sql_definition(feature_group_id, sql)
 
       Updates the SQL statement for a feature group.
@@ -18178,7 +4859,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: update_dataset_feature_group_feature_expression(feature_group_id, feature_expression)
 
       Updates the SQL feature expression for a Dataset FeatureGroup's custom features
@@ -18192,7 +4872,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: update_feature(feature_group_id, name, select_expression = None, new_name = None)
 
       Modifies an existing feature in a feature group.
@@ -18210,7 +4889,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: export_feature_group_version_to_file_connector(feature_group_version, location, export_file_format, overwrite = False)
 
       Export Feature group to File Connector.
@@ -18228,7 +4906,6 @@ Module Contents
       :rtype: FeatureGroupExport
 
 
-
    .. py:method:: export_feature_group_version_to_database_connector(feature_group_version, database_connector_id, object_name, write_mode, database_feature_mapping, id_column = None, additional_id_columns = None)
 
       Export Feature group to Database Connector.
@@ -18252,7 +4929,6 @@ Module Contents
       :rtype: FeatureGroupExport
 
 
-
    .. py:method:: export_feature_group_version_to_console(feature_group_version, export_file_format)
 
       Export Feature group to console.
@@ -18266,7 +4942,6 @@ Module Contents
       :rtype: FeatureGroupExport
 
 
-
    .. py:method:: set_feature_group_modifier_lock(feature_group_id, locked = True)
 
       Lock a feature group to prevent modification.
@@ -18277,7 +4952,6 @@ Module Contents
       :type locked: bool
 
 
-
    .. py:method:: add_user_to_feature_group_modifiers(feature_group_id, email)
 
       Adds a user to a feature group.
@@ -18288,7 +4962,6 @@ Module Contents
       :type email: str
 
 
-
    .. py:method:: add_organization_group_to_feature_group_modifiers(feature_group_id, organization_group_id)
 
       Add OrganizationGroup to a feature group modifiers list
@@ -18299,7 +4972,6 @@ Module Contents
       :type organization_group_id: str
 
 
-
    .. py:method:: remove_user_from_feature_group_modifiers(feature_group_id, email)
 
       Removes a user from a specified feature group.
@@ -18310,7 +4982,6 @@ Module Contents
       :type email: str
 
 
-
    .. py:method:: remove_organization_group_from_feature_group_modifiers(feature_group_id, organization_group_id)
 
       Removes an OrganizationGroup from a feature group modifiers list
@@ -18321,7 +4992,6 @@ Module Contents
       :type organization_group_id: str
 
 
-
    .. py:method:: delete_feature(feature_group_id, name)
 
       Removes a feature from the feature group.
@@ -18335,7 +5005,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: delete_feature_group(feature_group_id)
 
       Deletes a Feature Group.
@@ -18344,7 +5013,6 @@ Module Contents
       :type feature_group_id: str
 
 
-
    .. py:method:: create_feature_group_version(feature_group_id, variable_bindings = None)
 
       Creates a snapshot for a specified feature group. Triggers materialization of the feature group. The new version of the feature group is created after it has materialized.
@@ -18358,7 +5026,6 @@ Module Contents
       :rtype: FeatureGroupVersion
 
 
-
    .. py:method:: create_feature_group_template(feature_group_id, name, template_sql, template_variables, description = None, template_bindings = None, should_attach_feature_group_to_template = False)
 
       Create a feature group template.
@@ -18382,7 +5049,6 @@ Module Contents
       :rtype: FeatureGroupTemplate
 
 
-
    .. py:method:: delete_feature_group_template(feature_group_template_id)
 
       Delete an existing feature group template.
@@ -18391,7 +5057,6 @@ Module Contents
       :type feature_group_template_id: str
 
 
-
    .. py:method:: update_feature_group_template(feature_group_template_id, template_sql = None, template_variables = None, description = None, name = None)
 
       Update a feature group template.
@@ -18411,7 +5076,6 @@ Module Contents
       :rtype: FeatureGroupTemplate
 
 
-
    .. py:method:: preview_feature_group_template_resolution(feature_group_template_id = None, template_bindings = None, template_sql = None, template_variables = None, should_validate = True)
 
       Resolve template sql using template variables and template bindings.
@@ -18431,7 +5095,6 @@ Module Contents
       :rtype: ResolvedFeatureGroupTemplate
 
 
-
    .. py:method:: cancel_upload(upload_id)
 
       Cancels an upload.
@@ -18440,7 +5103,6 @@ Module Contents
       :type upload_id: str
 
 
-
    .. py:method:: upload_part(upload_id, part_number, part_data)
 
       Uploads part of a large dataset file from your bucket to our system. Our system currently supports parts of up to 5GB and full files of up to 5TB. Note that each part must be at least 5MB in size, unless it is the last part in the sequence of parts for the full file.
@@ -18456,7 +5118,6 @@ Module Contents
       :rtype: UploadPart
 
 
-
    .. py:method:: mark_upload_complete(upload_id)
 
       Marks an upload process as complete.
@@ -18468,7 +5129,6 @@ Module Contents
       :rtype: Upload
 
 
-
    .. py:method:: create_dataset_from_file_connector(table_name, location, file_format = None, refresh_schedule = None, csv_delimiter = None, filename_column = None, start_prefix = None, until_prefix = None, location_date_format = None, date_format_lookback_days = None, incremental = False, is_documentset = False, extract_bounding_boxes = False, document_processing_config = None, merge_file_schemas = False, reference_only_documentset = False, parsing_config = None)
 
       Creates a dataset from a file located in a cloud storage, such as Amazon AWS S3, using the specified dataset name and location.
@@ -18512,7 +5172,6 @@ Module Contents
       :rtype: Dataset
 
 
-
    .. py:method:: create_dataset_version_from_file_connector(dataset_id, location = None, file_format = None, csv_delimiter = None, merge_file_schemas = None, parsing_config = None)
 
       Creates a new version of the specified dataset.
@@ -18534,7 +5193,6 @@ Module Contents
       :rtype: DatasetVersion
 
 
-
    .. py:method:: create_dataset_from_database_connector(table_name, database_connector_id, object_name = None, columns = None, query_arguments = None, refresh_schedule = None, sql_query = None, incremental = False, incremental_database_connector_config = None)
 
       Creates a dataset from a Database Connector.
@@ -18562,7 +5220,6 @@ Module Contents
       :rtype: Dataset
 
 
-
    .. py:method:: create_dataset_from_application_connector(table_name, application_connector_id, dataset_config = None, refresh_schedule = None)
 
       Creates a dataset from an Application Connector.
@@ -18580,7 +5237,6 @@ Module Contents
       :rtype: Dataset
 
 
-
    .. py:method:: create_dataset_version_from_database_connector(dataset_id, object_name = None, columns = None, query_arguments = None, sql_query = None)
 
       Creates a new version of the specified dataset.
@@ -18600,7 +5256,6 @@ Module Contents
       :rtype: DatasetVersion
 
 
-
    .. py:method:: create_dataset_version_from_application_connector(dataset_id, dataset_config = None)
 
       Creates a new version of the specified dataset.
@@ -18614,7 +5269,6 @@ Module Contents
       :rtype: DatasetVersion
 
 
-
    .. py:method:: create_dataset_from_upload(table_name, file_format = None, csv_delimiter = None, is_documentset = False, extract_bounding_boxes = False, parsing_config = None, merge_file_schemas = False, document_processing_config = None)
 
       Creates a dataset and returns an upload ID that can be used to upload a file.
@@ -18640,7 +5294,6 @@ Module Contents
       :rtype: Upload
 
 
-
    .. py:method:: create_dataset_version_from_upload(dataset_id, file_format = None)
 
       Creates a new version of the specified dataset using a local file upload.
@@ -18654,7 +5307,6 @@ Module Contents
       :rtype: Upload
 
 
-
    .. py:method:: create_dataset_version_from_document_reprocessing(dataset_id, document_processing_config = None)
 
       Creates a new dataset version for a source docstore dataset with the provided document processing configuration. This does not re-import the data but uses the same data which is imported in the latest dataset version and only performs document processing on it.
@@ -18668,7 +5320,6 @@ Module Contents
       :rtype: DatasetVersion
 
 
-
    .. py:method:: create_streaming_dataset(table_name, primary_key = None, update_timestamp_key = None, lookup_keys = None)
 
       Creates a streaming dataset. Use a streaming dataset if your dataset is receiving information from multiple sources over an extended period of time.
@@ -18686,7 +5337,6 @@ Module Contents
       :rtype: Dataset
 
 
-
    .. py:method:: snapshot_streaming_data(dataset_id)
 
       Snapshots the current data in the streaming dataset.
@@ -18698,7 +5348,6 @@ Module Contents
       :rtype: DatasetVersion
 
 
-
    .. py:method:: set_dataset_column_data_type(dataset_id, column, data_type)
 
       Set a Dataset's column type.
@@ -18714,8 +5363,7 @@ Module Contents
       :rtype: Dataset
 
 
-
-   .. py:method:: create_dataset_from_streaming_connector(table_name, streaming_connector_id, streaming_args = None, refresh_schedule = None)
+   .. py:method:: create_dataset_from_streaming_connector(table_name, streaming_connector_id, dataset_config = None, refresh_schedule = None)
 
       Creates a dataset from a Streaming Connector
 
@@ -18723,8 +5371,8 @@ Module Contents
       :type table_name: str
       :param streaming_connector_id: Unique String Identifier for the Streaming Connector to import the dataset from
       :type streaming_connector_id: str
-      :param streaming_args: Dictionary of arguments to read data from the streaming connector
-      :type streaming_args: dict
+      :param dataset_config: Streaming dataset config
+      :type dataset_config: StreamingConnectorDatasetConfig
       :param refresh_schedule: Cron time string format that describes a schedule to retrieve the latest version of the imported dataset. Time is specified in UTC.
       :type refresh_schedule: str
 
@@ -18732,7 +5380,6 @@ Module Contents
       :rtype: Dataset
 
 
-
    .. py:method:: set_streaming_retention_policy(dataset_id, retention_hours = None, retention_row_count = None, ignore_records_before_timestamp = None)
 
       Sets the streaming retention policy.
@@ -18747,7 +5394,6 @@ Module Contents
       :type ignore_records_before_timestamp: int
 
 
-
    .. py:method:: rename_database_connector(database_connector_id, name)
 
       Renames a Database Connector
@@ -18758,7 +5404,6 @@ Module Contents
       :type name: str
 
 
-
    .. py:method:: rename_application_connector(application_connector_id, name)
 
       Renames a Application Connector
@@ -18769,7 +5414,6 @@ Module Contents
       :type name: str
 
 
-
    .. py:method:: verify_database_connector(database_connector_id)
 
       Checks if Abacus.AI can access the specified database.
@@ -18778,7 +5422,6 @@ Module Contents
       :type database_connector_id: str
 
 
-
    .. py:method:: verify_file_connector(bucket)
 
       Checks to see if Abacus.AI can access the given bucket.
@@ -18790,7 +5433,6 @@ Module Contents
       :rtype: FileConnectorVerification
 
 
-
    .. py:method:: delete_database_connector(database_connector_id)
 
       Delete a database connector.
@@ -18799,7 +5441,6 @@ Module Contents
       :type database_connector_id: str
 
 
-
    .. py:method:: delete_application_connector(application_connector_id)
 
       Delete an application connector.
@@ -18808,7 +5449,6 @@ Module Contents
       :type application_connector_id: str
 
 
-
    .. py:method:: delete_file_connector(bucket)
 
       Deletes a file connector
@@ -18817,7 +5457,6 @@ Module Contents
       :type bucket: str
 
 
-
    .. py:method:: verify_application_connector(application_connector_id)
 
       Checks if Abacus.AI can access the application using the provided application connector ID.
@@ -18826,7 +5465,6 @@ Module Contents
       :type application_connector_id: str
 
 
-
    .. py:method:: set_azure_blob_connection_string(bucket, connection_string)
 
       Authenticates the specified Azure Blob Storage bucket using an authenticated Connection String.
@@ -18840,7 +5478,6 @@ Module Contents
       :rtype: FileConnectorVerification
 
 
-
    .. py:method:: verify_streaming_connector(streaming_connector_id)
 
       Checks to see if Abacus.AI can access the streaming connector.
@@ -18849,7 +5486,6 @@ Module Contents
       :type streaming_connector_id: str
 
 
-
    .. py:method:: rename_streaming_connector(streaming_connector_id, name)
 
       Renames a Streaming Connector
@@ -18860,7 +5496,6 @@ Module Contents
       :type name: str
 
 
-
    .. py:method:: delete_streaming_connector(streaming_connector_id)
 
       Delete a streaming connector.
@@ -18869,7 +5504,6 @@ Module Contents
       :type streaming_connector_id: str
 
 
-
    .. py:method:: create_streaming_token()
 
       Creates a streaming token for the specified project. Streaming tokens are used to authenticate requests when appending data to streaming datasets.
@@ -18878,7 +5512,6 @@ Module Contents
       :rtype: StreamingAuthToken
 
 
-
    .. py:method:: delete_streaming_token(streaming_token)
 
       Deletes the specified streaming token.
@@ -18887,7 +5520,6 @@ Module Contents
       :type streaming_token: str
 
 
-
    .. py:method:: delete_dataset(dataset_id)
 
       Deletes the specified dataset from the organization.
@@ -18896,7 +5528,6 @@ Module Contents
       :type dataset_id: str
 
 
-
    .. py:method:: get_docstore_page_data(doc_id, page, document_processing_config = None, document_processing_version = None)
 
       Returns the extracted page data for a document page.
@@ -18914,7 +5545,6 @@ Module Contents
       :rtype: PageData
 
 
-
    .. py:method:: get_docstore_document_data(doc_id, document_processing_config = None, document_processing_version = None, return_extracted_page_text = False)
 
       Returns the extracted data for a document.
@@ -18932,7 +5562,6 @@ Module Contents
       :rtype: DocumentData
 
 
-
    .. py:method:: extract_document_data(document = None, doc_id = None, document_processing_config = None, start_page = None, end_page = None, return_extracted_page_text = False)
 
       Extracts data from a document.
@@ -18954,7 +5583,6 @@ Module Contents
       :rtype: DocumentData
 
 
-
    .. py:method:: get_training_config_options(project_id, feature_group_ids = None, for_retrain = False, current_training_config = None)
 
       Retrieves the full initial description of the model training configuration options available for the specified project. The configuration options available are determined by the use case associated with the specified project. Refer to the [Use Case Documentation]({USE_CASES_URL}) for more information on use cases and use case-specific configuration options.
@@ -18972,7 +5600,6 @@ Module Contents
       :rtype: list[TrainingConfigOptions]
 
 
-
    .. py:method:: create_train_test_data_split_feature_group(project_id, training_config, feature_group_ids)
 
       Get the train and test data split without training the model. Only supported for models with custom algorithms.
@@ -18988,7 +5615,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: train_model(project_id, name = None, training_config = None, feature_group_ids = None, refresh_schedule = None, custom_algorithms = None, custom_algorithms_only = False, custom_algorithm_configs = None, builtin_algorithms = None, cpu_size = None, memory = None, algorithm_training_configs = None)
 
       Create a new model and start its training in the given project.
@@ -19022,7 +5648,6 @@ Module Contents
       :rtype: Model
 
 
-
    .. py:method:: create_model_from_python(project_id, function_source_code, train_function_name, training_input_tables, predict_function_name = None, predict_many_function_name = None, initialize_function_name = None, name = None, cpu_size = None, memory = None, training_config = None, exclusive_run = False, package_requirements = None, use_gpu = False, is_thread_safe = None)
 
       Initializes a new Model from user-provided Python code. If a list of input feature groups is supplied, they will be provided as arguments to the train and predict functions with the materialized feature groups for those input feature groups.
@@ -19065,7 +5690,6 @@ Module Contents
       :rtype: Model
 
 
-
    .. py:method:: rename_model(model_id, name)
 
       Renames a model
@@ -19076,7 +5700,6 @@ Module Contents
       :type name: str
 
 
-
    .. py:method:: update_python_model(model_id, function_source_code = None, train_function_name = None, predict_function_name = None, predict_many_function_name = None, initialize_function_name = None, training_input_tables = None, cpu_size = None, memory = None, package_requirements = None, use_gpu = None, is_thread_safe = None, training_config = None)
 
       Updates an existing Python Model using user-provided Python code. If a list of input feature groups is supplied, they will be provided as arguments to the `train` and `predict` functions with the materialized feature groups for those input feature groups.
@@ -19115,7 +5738,6 @@ Module Contents
       :rtype: Model
 
 
-
    .. py:method:: update_python_model_zip(model_id, train_function_name = None, predict_function_name = None, predict_many_function_name = None, train_module_name = None, predict_module_name = None, training_input_tables = None, cpu_size = None, memory = None, package_requirements = None, use_gpu = None)
 
       Updates an existing Python Model using a provided zip file. If a list of input feature groups are supplied, they will be provided as arguments to the train and predict functions with the materialized feature groups for those input feature groups.
@@ -19150,7 +5772,6 @@ Module Contents
       :rtype: Upload
 
 
-
    .. py:method:: update_python_model_git(model_id, application_connector_id = None, branch_name = None, python_root = None, train_function_name = None, predict_function_name = None, predict_many_function_name = None, train_module_name = None, predict_module_name = None, training_input_tables = None, cpu_size = None, memory = None, use_gpu = None)
 
       Updates an existing Python model using an existing Git application connector. If a list of input feature groups are supplied, these will be provided as arguments to the train and predict functions with the materialized feature groups for those input feature groups.
@@ -19189,7 +5810,6 @@ Module Contents
       :rtype: Model
 
 
-
    .. py:method:: set_model_training_config(model_id, training_config, feature_group_ids = None)
 
       Edits the default model training config
@@ -19205,7 +5825,6 @@ Module Contents
       :rtype: Model
 
 
-
    .. py:method:: set_model_objective(model_version, metric = None)
 
       Sets the best model for all model instances of the model based on the specified metric, and updates the training configuration to use the specified metric for any future model versions.
@@ -19219,7 +5838,6 @@ Module Contents
       :type metric: str
 
 
-
    .. py:method:: set_model_prediction_params(model_id, prediction_config)
 
       Sets the model prediction config for the model
@@ -19233,7 +5851,6 @@ Module Contents
       :rtype: Model
 
 
-
    .. py:method:: retrain_model(model_id, deployment_ids = None, feature_group_ids = None, custom_algorithms = None, builtin_algorithms = None, custom_algorithm_configs = None, cpu_size = None, memory = None, training_config = None, algorithm_training_configs = None)
 
       Retrains the specified model, with an option to choose the deployments to which the retraining will be deployed.
@@ -19263,7 +5880,6 @@ Module Contents
       :rtype: Model
 
 
-
    .. py:method:: delete_model(model_id)
 
       Deletes the specified model and all its versions. Models which are currently used in deployments cannot be deleted.
@@ -19272,7 +5888,6 @@ Module Contents
       :type model_id: str
 
 
-
    .. py:method:: delete_model_version(model_version)
 
       Deletes the specified model version. Model versions which are currently used in deployments cannot be deleted.
@@ -19281,7 +5896,6 @@ Module Contents
       :type model_version: str
 
 
-
    .. py:method:: export_model_artifact_as_feature_group(model_version, table_name, artifact_type = None)
 
       Exports metric artifact data for a model as a feature group.
@@ -19297,7 +5911,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: set_default_model_algorithm(model_id = None, algorithm = None, data_cluster_type = None)
 
       Sets the model's algorithm to default for all new deployments
@@ -19310,7 +5923,6 @@ Module Contents
       :type data_cluster_type: str
 
 
-
    .. py:method:: get_custom_train_function_info(project_id, feature_group_names_for_training = None, training_data_parameter_name_override = None, training_config = None, custom_algorithm_config = None)
 
       Returns information about how to call the custom train function.
@@ -19330,7 +5942,6 @@ Module Contents
       :rtype: CustomTrainFunctionInfo
 
 
-
    .. py:method:: export_custom_model_version(model_version, output_location, algorithm = None)
 
       Bundle custom model artifacts to a zip file, and export to the specified location.
@@ -19346,8 +5957,7 @@ Module Contents
       :rtype: ModelArtifactsExport
 
 
-
-   .. py:method:: create_model_monitor(project_id, prediction_feature_group_id, training_feature_group_id = None, name = None, refresh_schedule = None, target_value = None, target_value_bias = None, target_value_performance = None, feature_mappings = None, model_id = None, training_feature_mappings = None, feature_group_base_monitor_config = None, feature_group_comparison_monitor_config = None, include_interactive_performance_analysis = False)
+   .. py:method:: create_model_monitor(project_id, prediction_feature_group_id, training_feature_group_id = None, name = None, refresh_schedule = None, target_value = None, target_value_bias = None, target_value_performance = None, feature_mappings = None, model_id = None, training_feature_mappings = None, feature_group_base_monitor_config = None, feature_group_comparison_monitor_config = None, exclude_interactive_performance_analysis = True, exclude_bias_analysis = None, exclude_performance_analysis = None, exclude_feature_drift_analysis = None, exclude_data_integrity_analysis = None)
 
       Runs a model monitor for the specified project.
 
@@ -19377,14 +5987,21 @@ Module Contents
       :type feature_group_base_monitor_config: dict
       :param feature_group_comparison_monitor_config: Selection strategy for the feature_group 1 with the feature group version if selected.
       :type feature_group_comparison_monitor_config: dict
-      :param include_interactive_performance_analysis: Whether to include interactive performance analysis.
-      :type include_interactive_performance_analysis: bool
+      :param exclude_interactive_performance_analysis: Whether to exclude interactive performance analysis. Defaults to True if not provided.
+      :type exclude_interactive_performance_analysis: bool
+      :param exclude_bias_analysis: Whether to exclude bias analysis in the model monitor. For default value bias analysis is included.
+      :type exclude_bias_analysis: bool
+      :param exclude_performance_analysis: Whether to exclude performance analysis in the model monitor. For default value performance analysis is included.
+      :type exclude_performance_analysis: bool
+      :param exclude_feature_drift_analysis: Whether to exclude feature drift analysis in the model monitor. For default value feature drift analysis is included.
+      :type exclude_feature_drift_analysis: bool
+      :param exclude_data_integrity_analysis: Whether to exclude data integrity analysis in the model monitor. For default value data integrity analysis is included.
+      :type exclude_data_integrity_analysis: bool
 
       :returns: The new model monitor that was created.
       :rtype: ModelMonitor
 
 
-
    .. py:method:: rerun_model_monitor(model_monitor_id)
 
       Re-runs the specified model monitor.
@@ -19396,7 +6013,6 @@ Module Contents
       :rtype: ModelMonitor
 
 
-
    .. py:method:: rename_model_monitor(model_monitor_id, name)
 
       Renames a model monitor
@@ -19407,7 +6023,6 @@ Module Contents
       :type name: str
 
 
-
    .. py:method:: delete_model_monitor(model_monitor_id)
 
       Deletes the specified Model Monitor and all its versions.
@@ -19416,7 +6031,6 @@ Module Contents
       :type model_monitor_id: str
 
 
-
    .. py:method:: delete_model_monitor_version(model_monitor_version)
 
       Deletes the specified model monitor version.
@@ -19425,7 +6039,6 @@ Module Contents
       :type model_monitor_version: str
 
 
-
    .. py:method:: create_vision_drift_monitor(project_id, prediction_feature_group_id, training_feature_group_id, name, feature_mappings, training_feature_mappings, target_value_performance = None, refresh_schedule = None)
 
       Runs a vision drift monitor for the specified project.
@@ -19451,7 +6064,6 @@ Module Contents
       :rtype: ModelMonitor
 
 
-
    .. py:method:: create_nlp_drift_monitor(project_id, prediction_feature_group_id, training_feature_group_id, name, feature_mappings, training_feature_mappings, target_value_performance = None, refresh_schedule = None)
 
       Runs an NLP drift monitor for the specified project.
@@ -19477,7 +6089,6 @@ Module Contents
       :rtype: ModelMonitor
 
 
-
    .. py:method:: create_forecasting_monitor(project_id, name, prediction_feature_group_id, training_feature_group_id, training_forecast_config, prediction_forecast_config, forecast_frequency, refresh_schedule = None)
 
       Runs a forecasting monitor for the specified project.
@@ -19503,7 +6114,6 @@ Module Contents
       :rtype: ModelMonitor
 
 
-
    .. py:method:: create_eda(project_id, feature_group_id, name, refresh_schedule = None, include_collinearity = False, include_data_consistency = False, collinearity_keys = None, primary_keys = None, data_consistency_test_config = None, data_consistency_reference_config = None, feature_mappings = None, forecast_frequency = None)
 
       Run an Exploratory Data Analysis (EDA) for the specified project.
@@ -19537,7 +6147,6 @@ Module Contents
       :rtype: Eda
 
 
-
    .. py:method:: rerun_eda(eda_id)
 
       Reruns the specified EDA object.
@@ -19549,7 +6158,6 @@ Module Contents
       :rtype: Eda
 
 
-
    .. py:method:: rename_eda(eda_id, name)
 
       Renames an EDA
@@ -19560,7 +6168,6 @@ Module Contents
       :type name: str
 
 
-
    .. py:method:: delete_eda(eda_id)
 
       Deletes the specified EDA and all its versions.
@@ -19569,7 +6176,6 @@ Module Contents
       :type eda_id: str
 
 
-
    .. py:method:: delete_eda_version(eda_version)
 
       Deletes the specified EDA version.
@@ -19578,7 +6184,6 @@ Module Contents
       :type eda_version: str
 
 
-
    .. py:method:: create_holdout_analysis(name, model_id, feature_group_ids, model_version = None, algorithm = None)
 
       Create a holdout analysis for a model
@@ -19598,7 +6203,6 @@ Module Contents
       :rtype: HoldoutAnalysis
 
 
-
    .. py:method:: rerun_holdout_analysis(holdout_analysis_id, model_version = None, algorithm = None)
 
       Rerun a holdout analysis. A different model version and algorithm can be specified which should be under the same model.
@@ -19614,7 +6218,6 @@ Module Contents
       :rtype: HoldoutAnalysisVersion
 
 
-
    .. py:method:: create_monitor_alert(project_id, alert_name, condition_config, action_config, model_monitor_id = None, realtime_monitor_id = None)
 
       Create a monitor alert for the given conditions and monitor. We can create monitor alert either for model monitor or real-time monitor.
@@ -19636,7 +6239,6 @@ Module Contents
       :rtype: MonitorAlert
 
 
-
    .. py:method:: update_monitor_alert(monitor_alert_id, alert_name = None, condition_config = None, action_config = None)
 
       Update monitor alert
@@ -19654,7 +6256,6 @@ Module Contents
       :rtype: MonitorAlert
 
 
-
    .. py:method:: run_monitor_alert(monitor_alert_id)
 
       Reruns a given monitor alert from latest monitor instance
@@ -19666,7 +6267,6 @@ Module Contents
       :rtype: MonitorAlert
 
 
-
    .. py:method:: delete_monitor_alert(monitor_alert_id)
 
       Delets a monitor alert
@@ -19675,7 +6275,6 @@ Module Contents
       :type monitor_alert_id: str
 
 
-
    .. py:method:: create_prediction_operator(name, project_id, source_code = None, predict_function_name = None, initialize_function_name = None, feature_group_ids = None, cpu_size = None, memory = None, package_requirements = None, use_gpu = False)
 
       Create a new prediction operator.
@@ -19705,7 +6304,6 @@ Module Contents
       :rtype: PredictionOperator
 
 
-
    .. py:method:: update_prediction_operator(prediction_operator_id, name = None, feature_group_ids = None, source_code = None, initialize_function_name = None, predict_function_name = None, cpu_size = None, memory = None, package_requirements = None, use_gpu = None)
 
       Update an existing prediction operator.
@@ -19735,7 +6333,6 @@ Module Contents
       :rtype: PredictionOperator
 
 
-
    .. py:method:: delete_prediction_operator(prediction_operator_id)
 
       Delete an existing prediction operator.
@@ -19744,7 +6341,6 @@ Module Contents
       :type prediction_operator_id: str
 
 
-
    .. py:method:: deploy_prediction_operator(prediction_operator_id, auto_deploy = True)
 
       Deploy the prediction operator.
@@ -19758,7 +6354,6 @@ Module Contents
       :rtype: Deployment
 
 
-
    .. py:method:: create_prediction_operator_version(prediction_operator_id)
 
       Create a new version of the prediction operator.
@@ -19770,7 +6365,6 @@ Module Contents
       :rtype: PredictionOperatorVersion
 
 
-
    .. py:method:: delete_prediction_operator_version(prediction_operator_version)
 
       Delete a prediction operator version.
@@ -19779,7 +6373,6 @@ Module Contents
       :type prediction_operator_version: str
 
 
-
    .. py:method:: create_deployment(name = None, model_id = None, model_version = None, algorithm = None, feature_group_id = None, project_id = None, description = None, calls_per_second = None, auto_deploy = True, start = True, enable_batch_streaming_updates = False, skip_metrics_check = False, model_deployment_config = None)
 
       Creates a deployment with the specified name and description for the specified model or feature group.
@@ -19818,7 +6411,6 @@ Module Contents
       :rtype: Deployment
 
 
-
    .. py:method:: create_deployment_token(project_id, name = None)
 
       Creates a deployment token for the specified project.
@@ -19835,7 +6427,6 @@ Module Contents
       :rtype: DeploymentAuthToken
 
 
-
    .. py:method:: update_deployment(deployment_id, description = None, auto_deploy = None, skip_metrics_check = None)
 
       Updates a deployment's properties.
@@ -19850,7 +6441,6 @@ Module Contents
       :type skip_metrics_check: bool
 
 
-
    .. py:method:: rename_deployment(deployment_id, name)
 
       Updates a deployment's name
@@ -19861,7 +6451,6 @@ Module Contents
       :type name: str
 
 
-
    .. py:method:: set_auto_deployment(deployment_id, enable = None)
 
       Enable or disable auto deployment for the specified deployment.
@@ -19875,7 +6464,6 @@ Module Contents
       :type enable: bool
 
 
-
    .. py:method:: set_deployment_model_version(deployment_id, model_version, algorithm = None, model_deployment_config = None)
 
       Promotes a model version and/or algorithm to be the active served deployment version
@@ -19890,7 +6478,6 @@ Module Contents
       :type model_deployment_config: dict
 
 
-
    .. py:method:: set_deployment_feature_group_version(deployment_id, feature_group_version)
 
       Promotes a feature group version to be served in the deployment.
@@ -19901,7 +6488,6 @@ Module Contents
       :type feature_group_version: str
 
 
-
    .. py:method:: set_deployment_prediction_operator_version(deployment_id, prediction_operator_version)
 
       Promotes a prediction operator version to be served in the deployment.
@@ -19912,7 +6498,6 @@ Module Contents
       :type prediction_operator_version: str
 
 
-
    .. py:method:: start_deployment(deployment_id)
 
       Restarts the specified deployment that was previously suspended.
@@ -19921,7 +6506,6 @@ Module Contents
       :type deployment_id: str
 
 
-
    .. py:method:: stop_deployment(deployment_id)
 
       Stops the specified deployment.
@@ -19930,7 +6514,6 @@ Module Contents
       :type deployment_id: str
 
 
-
    .. py:method:: delete_deployment(deployment_id)
 
       Deletes the specified deployment. The deployment's models will not be affected. Note that the deployments are not recoverable after they are deleted.
@@ -19939,7 +6522,6 @@ Module Contents
       :type deployment_id: str
 
 
-
    .. py:method:: delete_deployment_token(deployment_token)
 
       Deletes the specified deployment token.
@@ -19948,7 +6530,6 @@ Module Contents
       :type deployment_token: str
 
 
-
    .. py:method:: set_deployment_feature_group_export_file_connector_output(deployment_id, file_format = None, output_location = None)
 
       Sets the export output for the Feature Group Deployment to be a file connector.
@@ -19961,7 +6542,6 @@ Module Contents
       :type output_location: str
 
 
-
    .. py:method:: set_deployment_feature_group_export_database_connector_output(deployment_id, database_connector_id, object_name, write_mode, database_feature_mapping, id_column = None, additional_id_columns = None)
 
       Sets the export output for the Feature Group Deployment to a Database connector.
@@ -19982,7 +6562,6 @@ Module Contents
       :type additional_id_columns: list
 
 
-
    .. py:method:: remove_deployment_feature_group_export_output(deployment_id)
 
       Removes the export type that is set for the Feature Group Deployment
@@ -19991,7 +6570,6 @@ Module Contents
       :type deployment_id: str
 
 
-
    .. py:method:: set_default_prediction_arguments(deployment_id, prediction_arguments, set_as_override = False)
 
       Sets the deployment config.
@@ -20007,7 +6585,6 @@ Module Contents
       :rtype: Deployment
 
 
-
    .. py:method:: create_deployment_alert(deployment_id, alert_name, condition_config, action_config)
 
       Create a deployment alert for the given conditions.
@@ -20028,7 +6605,6 @@ Module Contents
       :rtype: MonitorAlert
 
 
-
    .. py:method:: create_realtime_monitor(deployment_id, realtime_monitor_schedule = None, lookback_time = None)
 
       Real time monitors compute and monitor metrics of real time prediction data.
@@ -20044,7 +6620,6 @@ Module Contents
       :rtype: RealtimeMonitor
 
 
-
    .. py:method:: update_realtime_monitor(realtime_monitor_id, realtime_monitor_schedule = None, lookback_time = None)
 
       Update the real-time monitor associated with the real-time monitor id.
@@ -20060,7 +6635,6 @@ Module Contents
       :rtype: RealtimeMonitor
 
 
-
    .. py:method:: delete_realtime_monitor(realtime_monitor_id)
 
       Delete the real-time monitor associated with the real-time monitor id.
@@ -20069,7 +6643,6 @@ Module Contents
       :type realtime_monitor_id: str
 
 
-
    .. py:method:: create_refresh_policy(name, cron, refresh_type, project_id = None, dataset_ids = [], feature_group_id = None, model_ids = [], deployment_ids = [], batch_prediction_ids = [], model_monitor_ids = [], notebook_id = None, prediction_operator_id = None, feature_group_export_config = None)
 
       Creates a refresh policy with a particular cron pattern and refresh type. The cron is specified in UTC time.
@@ -20108,7 +6681,6 @@ Module Contents
       :rtype: RefreshPolicy
 
 
-
    .. py:method:: delete_refresh_policy(refresh_policy_id)
 
       Delete a refresh policy.
@@ -20117,7 +6689,6 @@ Module Contents
       :type refresh_policy_id: str
 
 
-
    .. py:method:: pause_refresh_policy(refresh_policy_id)
 
       Pauses a refresh policy
@@ -20126,7 +6697,6 @@ Module Contents
       :type refresh_policy_id: str
 
 
-
    .. py:method:: resume_refresh_policy(refresh_policy_id)
 
       Resumes a refresh policy
@@ -20135,7 +6705,6 @@ Module Contents
       :type refresh_policy_id: str
 
 
-
    .. py:method:: run_refresh_policy(refresh_policy_id)
 
       Force a run of the refresh policy.
@@ -20144,7 +6713,6 @@ Module Contents
       :type refresh_policy_id: str
 
 
-
    .. py:method:: update_refresh_policy(refresh_policy_id, name = None, cron = None, feature_group_export_config = None)
 
       Update the name or cron string of a refresh policy
@@ -20162,7 +6730,6 @@ Module Contents
       :rtype: RefreshPolicy
 
 
-
    .. py:method:: lookup_features(deployment_token, deployment_id, query_data, limit_results = None, result_columns = None)
 
       Returns the feature group deployed in the feature store project.
@@ -20179,7 +6746,6 @@ Module Contents
       :type result_columns: list
 
 
-
    .. py:method:: predict(deployment_token, deployment_id, query_data)
 
       Returns a prediction for Predictive Modeling
@@ -20192,7 +6758,6 @@ Module Contents
       :type query_data: dict
 
 
-
    .. py:method:: predict_multiple(deployment_token, deployment_id, query_data)
 
       Returns a list of predictions for predictive modeling.
@@ -20205,7 +6770,6 @@ Module Contents
       :type query_data: list
 
 
-
    .. py:method:: predict_from_datasets(deployment_token, deployment_id, query_data)
 
       Returns a list of predictions for Predictive Modeling.
@@ -20218,7 +6782,6 @@ Module Contents
       :type query_data: dict
 
 
-
    .. py:method:: predict_lead(deployment_token, deployment_id, query_data, explain_predictions = False, explainer_type = None)
 
       Returns the probability of a user being a lead based on their interaction with the service/product and their own attributes (e.g. income, assets, credit score, etc.). Note that the inputs to this method, wherever applicable, should be the column names in the dataset mapped to the column mappings in our system (e.g. column 'user_id' mapped to mapping 'LEAD_ID' in our system).
@@ -20235,7 +6798,6 @@ Module Contents
       :type explainer_type: str
 
 
-
    .. py:method:: predict_churn(deployment_token, deployment_id, query_data, explain_predictions = False, explainer_type = None)
 
       Returns the probability of a user to churn out in response to their interactions with the item/product/service. Note that the inputs to this method, wherever applicable, will be the column names in your dataset mapped to the column mappings in our system (e.g. column 'churn_result' mapped to mapping 'CHURNED_YN' in our system).
@@ -20252,7 +6814,6 @@ Module Contents
       :type explainer_type: str
 
 
-
    .. py:method:: predict_takeover(deployment_token, deployment_id, query_data)
 
       Returns a probability for each class label associated with the types of fraud or a 'yes' or 'no' type label for the possibility of fraud. Note that the inputs to this method, wherever applicable, will be the column names in the dataset mapped to the column mappings in our system (e.g., column 'account_name' mapped to mapping 'ACCOUNT_ID' in our system).
@@ -20265,7 +6826,6 @@ Module Contents
       :type query_data: dict
 
 
-
    .. py:method:: predict_fraud(deployment_token, deployment_id, query_data)
 
       Returns the probability of a transaction performed under a specific account being fraudulent or not. Note that the inputs to this method, wherever applicable, should be the column names in your dataset mapped to the column mappings in our system (e.g. column 'account_number' mapped to the mapping 'ACCOUNT_ID' in our system).
@@ -20278,7 +6838,6 @@ Module Contents
       :type query_data: dict
 
 
-
    .. py:method:: predict_class(deployment_token, deployment_id, query_data, threshold = None, threshold_class = None, thresholds = None, explain_predictions = False, fixed_features = None, nested = None, explainer_type = None)
 
       Returns a classification prediction
@@ -20305,7 +6864,6 @@ Module Contents
       :type explainer_type: str
 
 
-
    .. py:method:: predict_target(deployment_token, deployment_id, query_data, explain_predictions = False, fixed_features = None, nested = None, explainer_type = None)
 
       Returns a prediction from a classification or regression model. Optionally, includes explanations.
@@ -20326,7 +6884,6 @@ Module Contents
       :type explainer_type: str
 
 
-
    .. py:method:: get_anomalies(deployment_token, deployment_id, threshold = None, histogram = False)
 
       Returns a list of anomalies from the training dataset.
@@ -20341,7 +6898,6 @@ Module Contents
       :type histogram: bool
 
 
-
    .. py:method:: get_timeseries_anomalies(deployment_token, deployment_id, start_timestamp = None, end_timestamp = None, query_data = None, get_all_item_data = False, series_ids = None)
 
       Returns a list of anomalous timestamps from the training dataset.
@@ -20362,7 +6918,6 @@ Module Contents
       :type series_ids: list
 
 
-
    .. py:method:: is_anomaly(deployment_token, deployment_id, query_data = None)
 
       Returns a list of anomaly attributes based on login information for a specified account. Note that the inputs to this method, wherever applicable, should be the column names in the dataset mapped to the column mappings in our system (e.g. column 'account_name' mapped to mapping 'ACCOUNT_ID' in our system).
@@ -20375,7 +6930,6 @@ Module Contents
       :type query_data: dict
 
 
-
    .. py:method:: get_event_anomaly_score(deployment_token, deployment_id, query_data = None)
 
       Returns an anomaly score for an event.
@@ -20388,7 +6942,6 @@ Module Contents
       :type query_data: dict
 
 
-
    .. py:method:: get_forecast(deployment_token, deployment_id, query_data, future_data = None, num_predictions = None, prediction_start = None, explain_predictions = False, explainer_type = None, get_item_data = False)
 
       Returns a list of forecasts for a given entity under the specified project deployment. Note that the inputs to the deployed model will be the column names in your dataset mapped to the column mappings in our system (e.g. column 'holiday_yn' mapped to mapping 'FUTURE' in our system).
@@ -20413,7 +6966,6 @@ Module Contents
       :type get_item_data: bool
 
 
-
    .. py:method:: get_k_nearest(deployment_token, deployment_id, vector, k = None, distance = None, include_score = False, catalog_id = None)
 
       Returns the k nearest neighbors for the provided embedding vector.
@@ -20434,7 +6986,6 @@ Module Contents
       :type catalog_id: str
 
 
-
    .. py:method:: get_multiple_k_nearest(deployment_token, deployment_id, queries)
 
       Returns the k nearest neighbors for the queries provided.
@@ -20447,7 +6998,6 @@ Module Contents
       :type queries: list
 
 
-
    .. py:method:: get_labels(deployment_token, deployment_id, query_data, return_extracted_entities = False)
 
       Returns a list of scored labels for a document.
@@ -20462,7 +7012,6 @@ Module Contents
       :type return_extracted_entities: bool
 
 
-
    .. py:method:: get_entities_from_pdf(deployment_token, deployment_id, pdf = None, doc_id = None, return_extracted_features = False, verbose = False, save_extracted_features = None)
 
       Extracts text from the provided PDF and returns a list of recognized labels and their scores.
@@ -20483,7 +7032,6 @@ Module Contents
       :type save_extracted_features: bool
 
 
-
    .. py:method:: get_recommendations(deployment_token, deployment_id, query_data, num_items = None, page = None, exclude_item_ids = None, score_field = None, scaling_factors = None, restrict_items = None, exclude_items = None, explore_fraction = None, diversity_attribute_name = None, diversity_max_results_per_value = None)
 
       Returns a list of recommendations for a given user under the specified project deployment. Note that the inputs to this method, wherever applicable, will be the column names in your dataset mapped to the column mappings in our system (e.g. column 'time' mapped to mapping 'TIMESTAMP' in our system).
@@ -20514,7 +7062,6 @@ Module Contents
       :type diversity_max_results_per_value: int
 
 
-
    .. py:method:: get_personalized_ranking(deployment_token, deployment_id, query_data, preserve_ranks = None, preserve_unknown_items = False, scaling_factors = None)
 
       Returns a list of items with personalized promotions for a given user under the specified project deployment. Note that the inputs to this method, wherever applicable, should be the column names in the dataset mapped to the column mappings in our system (e.g. column 'item_code' mapped to mapping 'ITEM_ID' in our system).
@@ -20533,7 +7080,6 @@ Module Contents
       :type scaling_factors: list
 
 
-
    .. py:method:: get_ranked_items(deployment_token, deployment_id, query_data, preserve_ranks = None, preserve_unknown_items = False, score_field = None, scaling_factors = None, diversity_attribute_name = None, diversity_max_results_per_value = None)
 
       Returns a list of re-ranked items for a selected user when a list of items is required to be reranked according to the user's preferences. Note that the inputs to this method, wherever applicable, will be the column names in your dataset mapped to the column mappings in our system (e.g. column 'item_code' mapped to mapping 'ITEM_ID' in our system).
@@ -20558,7 +7104,6 @@ Module Contents
       :type diversity_max_results_per_value: int
 
 
-
    .. py:method:: get_related_items(deployment_token, deployment_id, query_data, num_items = None, page = None, scaling_factors = None, restrict_items = None, exclude_items = None)
 
       Returns a list of related items for a given item under the specified project deployment. Note that the inputs to this method, wherever applicable, will be the column names in your dataset mapped to the column mappings in our system (e.g. column 'item_code' mapped to mapping 'ITEM_ID' in our system).
@@ -20581,7 +7126,6 @@ Module Contents
       :type exclude_items: list
 
 
-
    .. py:method:: get_chat_response(deployment_token, deployment_id, messages, llm_name = None, num_completion_tokens = None, system_message = None, temperature = 0.0, filter_key_values = None, search_score_cutoff = None, chat_config = None, ignore_documents = False)
 
       Return a chat response which continues the conversation based on the input messages and search results.
@@ -20610,7 +7154,6 @@ Module Contents
       :type ignore_documents: bool
 
 
-
    .. py:method:: get_chat_response_with_binary_data(deployment_token, deployment_id, messages, llm_name = None, num_completion_tokens = None, system_message = None, temperature = 0.0, filter_key_values = None, search_score_cutoff = None, chat_config = None, ignore_documents = False, attachments = None)
 
       Return a chat response which continues the conversation based on the input messages and search results.
@@ -20641,7 +7184,6 @@ Module Contents
       :type attachments: None
 
 
-
    .. py:method:: get_conversation_response(deployment_id, message, deployment_conversation_id = None, external_session_id = None, llm_name = None, num_completion_tokens = None, system_message = None, temperature = 0.0, filter_key_values = None, search_score_cutoff = None, chat_config = None, ignore_documents = False, deployment_token = None, doc_infos = None)
 
       Return a conversation response which continues the conversation based on the input message and deployment conversation id (if exists).
@@ -20676,7 +7218,6 @@ Module Contents
       :type doc_infos: list
 
 
-
    .. py:method:: get_conversation_response_with_binary_data(deployment_id, deployment_token, message, deployment_conversation_id = None, external_session_id = None, llm_name = None, num_completion_tokens = None, system_message = None, temperature = 0.0, filter_key_values = None, search_score_cutoff = None, chat_config = None, ignore_documents = False, attachments = None)
 
       Return a conversation response which continues the conversation based on the input message and deployment conversation id (if exists).
@@ -20711,7 +7252,6 @@ Module Contents
       :type attachments: None
 
 
-
    .. py:method:: get_search_results(deployment_token, deployment_id, query_data, num = 15)
 
       Return the most relevant search results to the search query from the uploaded documents.
@@ -20726,7 +7266,6 @@ Module Contents
       :type num: int
 
 
-
    .. py:method:: get_sentiment(deployment_token, deployment_id, document)
 
       Predicts sentiment on a document
@@ -20739,7 +7278,6 @@ Module Contents
       :type document: str
 
 
-
    .. py:method:: get_entailment(deployment_token, deployment_id, document)
 
       Predicts the classification of the document
@@ -20752,7 +7290,6 @@ Module Contents
       :type document: str
 
 
-
    .. py:method:: get_classification(deployment_token, deployment_id, document)
 
       Predicts the classification of the document
@@ -20765,7 +7302,6 @@ Module Contents
       :type document: str
 
 
-
    .. py:method:: get_summary(deployment_token, deployment_id, query_data)
 
       Returns a JSON of the predicted summary for the given document. Note that the inputs to this method, wherever applicable, will be the column names in your dataset mapped to the column mappings in our system (e.g. column 'text' mapped to mapping 'DOCUMENT' in our system).
@@ -20778,7 +7314,6 @@ Module Contents
       :type query_data: dict
 
 
-
    .. py:method:: predict_language(deployment_token, deployment_id, query_data)
 
       Predicts the language of the text
@@ -20791,7 +7326,6 @@ Module Contents
       :type query_data: str
 
 
-
    .. py:method:: get_assignments(deployment_token, deployment_id, query_data, forced_assignments = None, solve_time_limit_seconds = None, include_all_assignments = False)
 
       Get all positive assignments that match a query.
@@ -20810,7 +7344,6 @@ Module Contents
       :type include_all_assignments: bool
 
 
-
    .. py:method:: get_alternative_assignments(deployment_token, deployment_id, query_data, add_constraints = None, solve_time_limit_seconds = None, best_alternate_only = False)
 
       Get alternative positive assignments for given query. Optimal assignments are ignored and the alternative assignments are returned instead.
@@ -20829,7 +7362,6 @@ Module Contents
       :type best_alternate_only: bool
 
 
-
    .. py:method:: check_constraints(deployment_token, deployment_id, query_data)
 
       Check for any constraints violated by the overrides.
@@ -20842,7 +7374,6 @@ Module Contents
       :type query_data: dict
 
 
-
    .. py:method:: predict_with_binary_data(deployment_token, deployment_id, blob)
 
       Make predictions for a given blob, e.g. image, audio
@@ -20855,7 +7386,6 @@ Module Contents
       :type blob: io.TextIOBase
 
 
-
    .. py:method:: describe_image(deployment_token, deployment_id, image, categories, top_n = None)
 
       Describe the similarity between an image and a list of categories.
@@ -20872,7 +7402,6 @@ Module Contents
       :type top_n: int
 
 
-
    .. py:method:: get_text_from_document(deployment_token, deployment_id, document = None, adjust_doc_orientation = False, save_predicted_pdf = False, save_extracted_features = False)
 
       Generate text from a document
@@ -20891,7 +7420,6 @@ Module Contents
       :type save_extracted_features: bool
 
 
-
    .. py:method:: transcribe_audio(deployment_token, deployment_id, audio)
 
       Transcribe the audio
@@ -20904,7 +7432,6 @@ Module Contents
       :type audio: io.TextIOBase
 
 
-
    .. py:method:: classify_image(deployment_token, deployment_id, image = None, doc_id = None)
 
       Classify an image.
@@ -20919,7 +7446,6 @@ Module Contents
       :type doc_id: str
 
 
-
    .. py:method:: classify_pdf(deployment_token, deployment_id, pdf = None)
 
       Returns a classification prediction from a PDF
@@ -20932,7 +7458,6 @@ Module Contents
       :type pdf: io.TextIOBase
 
 
-
    .. py:method:: get_cluster(deployment_token, deployment_id, query_data)
 
       Predicts the cluster for given data.
@@ -20945,7 +7470,6 @@ Module Contents
       :type query_data: dict
 
 
-
    .. py:method:: get_objects_from_image(deployment_token, deployment_id, image)
 
       Classify an image.
@@ -20958,7 +7482,6 @@ Module Contents
       :type image: io.TextIOBase
 
 
-
    .. py:method:: score_image(deployment_token, deployment_id, image)
 
       Score on image.
@@ -20971,7 +7494,6 @@ Module Contents
       :type image: io.TextIOBase
 
 
-
    .. py:method:: transfer_style(deployment_token, deployment_id, source_image, style_image)
 
       Change the source image to adopt the visual style from the style image.
@@ -20986,7 +7508,6 @@ Module Contents
       :type style_image: io.TextIOBase
 
 
-
    .. py:method:: generate_image(deployment_token, deployment_id, query_data)
 
       Generate an image from text prompt.
@@ -20999,7 +7520,6 @@ Module Contents
       :type query_data: dict
 
 
-
    .. py:method:: execute_agent(deployment_token, deployment_id, arguments = None, keyword_arguments = None)
 
       Executes a deployed AI agent function using the arguments as keyword arguments to the agent execute function.
@@ -21014,7 +7534,6 @@ Module Contents
       :type keyword_arguments: dict
 
 
-
    .. py:method:: execute_conversation_agent(deployment_token, deployment_id, arguments = None, keyword_arguments = None, deployment_conversation_id = None, external_session_id = None, regenerate = False, doc_infos = None)
 
       Executes a deployed AI agent function using the arguments as keyword arguments to the agent execute function.
@@ -21037,7 +7556,6 @@ Module Contents
       :type doc_infos: list
 
 
-
    .. py:method:: lookup_matches(deployment_token, deployment_id, data = None, filters = None, num = None, result_columns = None, max_words = None, num_retrieval_margin_words = None, max_words_per_chunk = None, score_multiplier_column = None, min_score = None, required_phrases = None, filter_clause = None, crowding_limits = None)
 
       Lookup document retrievers and return the matching documents from the document retriever deployed with given query.
@@ -21080,7 +7598,6 @@ Module Contents
       :rtype: list[DocumentRetrieverLookupResult]
 
 
-
    .. py:method:: get_completion(deployment_token, deployment_id, prompt)
 
       Returns the finetuned LLM generated completion of the prompt.
@@ -21093,7 +7610,6 @@ Module Contents
       :type prompt: str
 
 
-
    .. py:method:: execute_agent_with_binary_data(deployment_token, deployment_id, arguments = None, keyword_arguments = None, deployment_conversation_id = None, external_session_id = None, blobs = None)
 
       Executes a deployed AI agent function with binary data as inputs.
@@ -21117,7 +7633,6 @@ Module Contents
       :rtype: AgentDataExecutionResult
 
 
-
    .. py:method:: create_batch_prediction(deployment_id, table_name = None, name = None, global_prediction_args = None, batch_prediction_args = None, explanations = False, output_format = None, output_location = None, database_connector_id = None, database_output_config = None, refresh_schedule = None, csv_input_prefix = None, csv_prediction_prefix = None, csv_explanations_prefix = None, output_includes_metadata = None, result_input_columns = None, input_feature_groups = None)
 
       Creates a batch prediction job description for the given deployment.
@@ -21157,7 +7672,6 @@ Module Contents
       :rtype: BatchPrediction
 
 
-
    .. py:method:: start_batch_prediction(batch_prediction_id)
 
       Creates a new batch prediction version job for a given batch prediction job description.
@@ -21169,7 +7683,6 @@ Module Contents
       :rtype: BatchPredictionVersion
 
 
-
    .. py:method:: update_batch_prediction(batch_prediction_id, deployment_id = None, global_prediction_args = None, batch_prediction_args = None, explanations = None, output_format = None, csv_input_prefix = None, csv_prediction_prefix = None, csv_explanations_prefix = None, output_includes_metadata = None, result_input_columns = None, name = None)
 
       Update a batch prediction job description.
@@ -21199,7 +7712,6 @@ Module Contents
       :rtype: BatchPrediction
 
 
-
    .. py:method:: set_batch_prediction_file_connector_output(batch_prediction_id, output_format = None, output_location = None)
 
       Updates the file connector output configuration of the batch prediction
@@ -21215,7 +7727,6 @@ Module Contents
       :rtype: BatchPrediction
 
 
-
    .. py:method:: set_batch_prediction_database_connector_output(batch_prediction_id, database_connector_id = None, database_output_config = None)
 
       Updates the database connector output configuration of the batch prediction
@@ -21231,7 +7742,6 @@ Module Contents
       :rtype: BatchPrediction
 
 
-
    .. py:method:: set_batch_prediction_feature_group_output(batch_prediction_id, table_name)
 
       Creates a feature group and sets it as the batch prediction output.
@@ -21245,7 +7755,6 @@ Module Contents
       :rtype: BatchPrediction
 
 
-
    .. py:method:: set_batch_prediction_output_to_console(batch_prediction_id)
 
       Sets the batch prediction output to the console, clearing both the file connector and database connector configurations.
@@ -21257,7 +7766,6 @@ Module Contents
       :rtype: BatchPrediction
 
 
-
    .. py:method:: set_batch_prediction_feature_group(batch_prediction_id, feature_group_type, feature_group_id = None)
 
       Sets the batch prediction input feature group.
@@ -21273,7 +7781,6 @@ Module Contents
       :rtype: BatchPrediction
 
 
-
    .. py:method:: set_batch_prediction_dataset_remap(batch_prediction_id, dataset_id_remap)
 
       For the purpose of this batch prediction, will swap out datasets in the training feature groups
@@ -21287,7 +7794,6 @@ Module Contents
       :rtype: BatchPrediction
 
 
-
    .. py:method:: delete_batch_prediction(batch_prediction_id)
 
       Deletes a batch prediction and associated data, such as associated monitors.
@@ -21296,7 +7802,6 @@ Module Contents
       :type batch_prediction_id: str
 
 
-
    .. py:method:: upsert_item_embeddings(streaming_token, model_id, item_id, vector, catalog_id = None)
 
       Upserts an embedding vector for an item id for a model_id.
@@ -21313,7 +7818,6 @@ Module Contents
       :type catalog_id: str
 
 
-
    .. py:method:: delete_item_embeddings(streaming_token, model_id, item_ids, catalog_id = None)
 
       Deletes KNN embeddings for a list of item IDs for a given model ID.
@@ -21328,7 +7832,6 @@ Module Contents
       :type catalog_id: str
 
 
-
    .. py:method:: upsert_multiple_item_embeddings(streaming_token, model_id, upserts, catalog_id = None)
 
       Upserts a knn embedding for multiple item ids for a model_id.
@@ -21343,7 +7846,6 @@ Module Contents
       :type catalog_id: str
 
 
-
    .. py:method:: append_data(feature_group_id, streaming_token, data)
 
       Appends new data into the feature group for a given lookup key recordId.
@@ -21356,7 +7858,6 @@ Module Contents
       :type data: dict
 
 
-
    .. py:method:: append_multiple_data(feature_group_id, streaming_token, data)
 
       Appends new data into the feature group for a given lookup key recordId.
@@ -21369,7 +7870,6 @@ Module Contents
       :type data: list
 
 
-
    .. py:method:: upsert_data(feature_group_id, data, streaming_token = None)
 
       Update new data into the feature group for a given lookup key record ID if the record ID is found; otherwise, insert new data into the feature group.
@@ -21385,7 +7885,6 @@ Module Contents
       :rtype: FeatureGroupRow
 
 
-
    .. py:method:: delete_data(feature_group_id, primary_key)
 
       Deletes a row from the feature group given the primary key
@@ -21396,7 +7895,6 @@ Module Contents
       :type primary_key: str
 
 
-
    .. py:method:: describe_feature_group_row_process_by_key(deployment_id, primary_key_value)
 
       Gets the feature group row process.
@@ -21410,7 +7908,6 @@ Module Contents
       :rtype: FeatureGroupRowProcess
 
 
-
    .. py:method:: list_feature_group_row_processes(deployment_id, limit = None, status = None)
 
       Gets a list of feature group row processes.
@@ -21426,7 +7923,6 @@ Module Contents
       :rtype: list[FeatureGroupRowProcess]
 
 
-
    .. py:method:: get_feature_group_row_process_summary(deployment_id)
 
       Gets a summary of the statuses of the individual feature group processes.
@@ -21438,7 +7934,6 @@ Module Contents
       :rtype: FeatureGroupRowProcessSummary
 
 
-
    .. py:method:: reset_feature_group_row_process_by_key(deployment_id, primary_key_value)
 
       Resets a feature group row process so that it can be reprocessed
@@ -21452,7 +7947,6 @@ Module Contents
       :rtype: FeatureGroupRowProcess
 
 
-
    .. py:method:: get_feature_group_row_process_logs_by_key(deployment_id, primary_key_value)
 
       Gets the logs for a feature group row process
@@ -21466,7 +7960,6 @@ Module Contents
       :rtype: FeatureGroupRowProcessLogs
 
 
-
    .. py:method:: create_python_function(name, source_code = None, function_name = None, function_variable_mappings = None, package_requirements = None, function_type = 'FEATURE_GROUP')
 
       Creates a custom Python function that is reusable.
@@ -21488,7 +7981,6 @@ Module Contents
       :rtype: PythonFunction
 
 
-
    .. py:method:: update_python_function(name, source_code = None, function_name = None, function_variable_mappings = None, package_requirements = None)
 
       Update custom python function with user inputs for the given python function.
@@ -21508,7 +8000,6 @@ Module Contents
       :rtype: PythonFunction
 
 
-
    .. py:method:: delete_python_function(name)
 
       Removes an existing Python function.
@@ -21517,7 +8008,6 @@ Module Contents
       :type name: str
 
 
-
    .. py:method:: create_pipeline(pipeline_name, project_id = None, cron = None, is_prod = None)
 
       Creates a pipeline for executing multiple steps.
@@ -21535,7 +8025,6 @@ Module Contents
       :rtype: Pipeline
 
 
-
    .. py:method:: describe_pipeline(pipeline_id)
 
       Describes a given pipeline.
@@ -21547,7 +8036,6 @@ Module Contents
       :rtype: Pipeline
 
 
-
    .. py:method:: describe_pipeline_by_name(pipeline_name)
 
       Describes a given pipeline.
@@ -21559,7 +8047,6 @@ Module Contents
       :rtype: Pipeline
 
 
-
    .. py:method:: update_pipeline(pipeline_id, project_id = None, pipeline_variable_mappings = None, cron = None, is_prod = None)
 
       Updates a pipeline for executing multiple steps.
@@ -21579,7 +8066,6 @@ Module Contents
       :rtype: Pipeline
 
 
-
    .. py:method:: rename_pipeline(pipeline_id, pipeline_name)
 
       Renames a pipeline.
@@ -21593,7 +8079,6 @@ Module Contents
       :rtype: Pipeline
 
 
-
    .. py:method:: delete_pipeline(pipeline_id)
 
       Deletes a pipeline.
@@ -21602,7 +8087,6 @@ Module Contents
       :type pipeline_id: str
 
 
-
    .. py:method:: list_pipeline_versions(pipeline_id, limit = 200)
 
       Lists the pipeline versions for a specified pipeline
@@ -21616,7 +8100,6 @@ Module Contents
       :rtype: list[PipelineVersion]
 
 
-
    .. py:method:: run_pipeline(pipeline_id, pipeline_variable_mappings = None)
 
       Runs a specified pipeline with the arguments provided.
@@ -21630,7 +8113,6 @@ Module Contents
       :rtype: PipelineVersion
 
 
-
    .. py:method:: reset_pipeline_version(pipeline_version, steps = None, include_downstream_steps = True)
 
       Reruns a pipeline version for the given steps and downstream steps if specified.
@@ -21646,7 +8128,6 @@ Module Contents
       :rtype: PipelineVersion
 
 
-
    .. py:method:: create_pipeline_step(pipeline_id, step_name, function_name = None, source_code = None, step_input_mappings = None, output_variable_mappings = None, step_dependencies = None, package_requirements = None, cpu_size = None, memory = None, timeout = None)
 
       Creates a step in a given pipeline.
@@ -21678,7 +8159,6 @@ Module Contents
       :rtype: Pipeline
 
 
-
    .. py:method:: delete_pipeline_step(pipeline_step_id)
 
       Deletes a step from a pipeline.
@@ -21687,7 +8167,6 @@ Module Contents
       :type pipeline_step_id: str
 
 
-
    .. py:method:: update_pipeline_step(pipeline_step_id, function_name = None, source_code = None, step_input_mappings = None, output_variable_mappings = None, step_dependencies = None, package_requirements = None, cpu_size = None, memory = None, timeout = None)
 
       Creates a step in a given pipeline.
@@ -21717,7 +8196,6 @@ Module Contents
       :rtype: PipelineStep
 
 
-
    .. py:method:: rename_pipeline_step(pipeline_step_id, step_name)
 
       Renames a step in a given pipeline.
@@ -21731,7 +8209,6 @@ Module Contents
       :rtype: PipelineStep
 
 
-
    .. py:method:: unset_pipeline_refresh_schedule(pipeline_id)
 
       Deletes the refresh schedule for a given pipeline.
@@ -21743,7 +8220,6 @@ Module Contents
       :rtype: Pipeline
 
 
-
    .. py:method:: pause_pipeline_refresh_schedule(pipeline_id)
 
       Pauses the refresh schedule for a given pipeline.
@@ -21755,7 +8231,6 @@ Module Contents
       :rtype: Pipeline
 
 
-
    .. py:method:: resume_pipeline_refresh_schedule(pipeline_id)
 
       Resumes the refresh schedule for a given pipeline.
@@ -21767,7 +8242,6 @@ Module Contents
       :rtype: Pipeline
 
 
-
    .. py:method:: skip_pending_pipeline_version_steps(pipeline_version)
 
       Skips pending steps in a pipeline version.
@@ -21779,7 +8253,6 @@ Module Contents
       :rtype: PipelineVersion
 
 
-
    .. py:method:: create_graph_dashboard(project_id, name, python_function_ids = None)
 
       Create a plot dashboard given selected python plots
@@ -21795,7 +8268,6 @@ Module Contents
       :rtype: GraphDashboard
 
 
-
    .. py:method:: delete_graph_dashboard(graph_dashboard_id)
 
       Deletes a graph dashboard
@@ -21804,7 +8276,6 @@ Module Contents
       :type graph_dashboard_id: str
 
 
-
    .. py:method:: update_graph_dashboard(graph_dashboard_id, name = None, python_function_ids = None)
 
       Updates a graph dashboard
@@ -21820,7 +8291,6 @@ Module Contents
       :rtype: GraphDashboard
 
 
-
    .. py:method:: add_graph_to_dashboard(python_function_id, graph_dashboard_id, function_variable_mappings = None, name = None)
 
       Add a python plot function to a dashboard
@@ -21838,7 +8308,6 @@ Module Contents
       :rtype: GraphDashboard
 
 
-
    .. py:method:: update_graph_to_dashboard(graph_reference_id, function_variable_mappings = None, name = None)
 
       Update a python plot function to a dashboard
@@ -21854,7 +8323,6 @@ Module Contents
       :rtype: GraphDashboard
 
 
-
    .. py:method:: delete_graph_from_dashboard(graph_reference_id)
 
       Deletes a python plot function from a dashboard
@@ -21863,7 +8331,6 @@ Module Contents
       :type graph_reference_id: str
 
 
-
    .. py:method:: create_algorithm(name, problem_type, source_code = None, training_data_parameter_names_mapping = None, training_config_parameter_name = None, train_function_name = None, predict_function_name = None, predict_many_function_name = None, initialize_function_name = None, config_options = None, is_default_enabled = False, project_id = None, use_gpu = False, package_requirements = None)
 
       Creates a custom algorithm that is re-usable for model training.
@@ -21901,7 +8368,6 @@ Module Contents
       :rtype: Algorithm
 
 
-
    .. py:method:: delete_algorithm(algorithm)
 
       Deletes the specified customer algorithm.
@@ -21910,7 +8376,6 @@ Module Contents
       :type algorithm: str
 
 
-
    .. py:method:: update_algorithm(algorithm, source_code = None, training_data_parameter_names_mapping = None, training_config_parameter_name = None, train_function_name = None, predict_function_name = None, predict_many_function_name = None, initialize_function_name = None, config_options = None, is_default_enabled = None, use_gpu = None, package_requirements = None)
 
       Update a custom algorithm for the given algorithm name. If source code is provided, all function names for the source code must also be provided.
@@ -21944,7 +8409,6 @@ Module Contents
       :rtype: Algorithm
 
 
-
    .. py:method:: list_builtin_algorithms(project_id, feature_group_ids, training_config = None)
 
       Return list of built-in algorithms based on given input data and training config.
@@ -21960,7 +8424,6 @@ Module Contents
       :rtype: list[Algorithm]
 
 
-
    .. py:method:: create_custom_loss_function_with_source_code(name, loss_function_type, loss_function_name, loss_function_source_code)
 
       Registers a new custom loss function which can be used as an objective function during model training.
@@ -21978,7 +8441,6 @@ Module Contents
       :rtype: CustomLossFunction
 
 
-
    .. py:method:: update_custom_loss_function_with_source_code(name, loss_function_name, loss_function_source_code)
 
       Updates a previously registered custom loss function with a new function implementation.
@@ -21994,7 +8456,6 @@ Module Contents
       :rtype: CustomLossFunction
 
 
-
    .. py:method:: delete_custom_loss_function(name)
 
       Deletes a previously registered custom loss function.
@@ -22003,7 +8464,6 @@ Module Contents
       :type name: str
 
 
-
    .. py:method:: create_custom_metric(name, problem_type, custom_metric_function_name = None, source_code = None)
 
       Registers a new custom metric which can be used as an evaluation metric for the trained model.
@@ -22021,7 +8481,6 @@ Module Contents
       :rtype: CustomMetric
 
 
-
    .. py:method:: update_custom_metric(name, custom_metric_function_name, source_code)
 
       Updates a previously registered custom metric with a new function implementation.
@@ -22037,7 +8496,6 @@ Module Contents
       :rtype: CustomMetric
 
 
-
    .. py:method:: delete_custom_metric(name)
 
       Deletes a previously registered custom metric.
@@ -22046,7 +8504,6 @@ Module Contents
       :type name: str
 
 
-
    .. py:method:: create_module(name, source_code = None)
 
       Creates a module that's re-usable in customer's code, e.g. python function, bring your own algorithm and etc.
@@ -22060,7 +8517,6 @@ Module Contents
       :rtype: Module
 
 
-
    .. py:method:: delete_module(name)
 
       Deletes the specified customer module.
@@ -22069,7 +8525,6 @@ Module Contents
       :type name: str
 
 
-
    .. py:method:: update_module(name, source_code = None)
 
       Update the module.
@@ -22083,7 +8538,6 @@ Module Contents
       :rtype: Module
 
 
-
    .. py:method:: create_organization_secret(secret_key, value)
 
       Creates a secret which can be accessed in functions and notebooks.
@@ -22097,7 +8551,6 @@ Module Contents
       :rtype: OrganizationSecret
 
 
-
    .. py:method:: delete_organization_secret(secret_key)
 
       Deletes a secret.
@@ -22106,7 +8559,6 @@ Module Contents
       :type secret_key: str
 
 
-
    .. py:method:: update_organization_secret(secret_key, value)
 
       Updates a secret.
@@ -22120,7 +8572,6 @@ Module Contents
       :rtype: OrganizationSecret
 
 
-
    .. py:method:: set_natural_language_explanation(short_explanation, long_explanation, feature_group_id = None, feature_group_version = None, model_id = None)
 
       Saves the natural language explanation of an artifact with given ID. The artifact can be - Feature Group or Feature Group Version
@@ -22137,7 +8588,6 @@ Module Contents
       :type model_id: str
 
 
-
    .. py:method:: create_chat_session(project_id, name = None)
 
       Creates a chat session with Data Science Co-pilot.
@@ -22151,7 +8601,6 @@ Module Contents
       :rtype: ChatSession
 
 
-
    .. py:method:: delete_chat_message(chat_session_id, message_index)
 
       Deletes a message in a chat session and its associated response.
@@ -22162,7 +8611,6 @@ Module Contents
       :type message_index: int
 
 
-
    .. py:method:: export_chat_session(chat_session_id)
 
       Exports a chat session to an HTML file
@@ -22171,7 +8619,6 @@ Module Contents
       :type chat_session_id: str
 
 
-
    .. py:method:: rename_chat_session(chat_session_id, name)
 
       Renames a chat session with Data Science Co-pilot.
@@ -22182,7 +8629,6 @@ Module Contents
       :type name: str
 
 
-
    .. py:method:: suggest_abacus_apis(query, verbosity = 1, limit = 5, include_scores = False)
 
       Suggests several Abacus APIs that are most relevant to the supplied natural language query.
@@ -22200,7 +8646,6 @@ Module Contents
       :rtype: list[AbacusApi]
 
 
-
    .. py:method:: create_deployment_conversation(deployment_id, name, deployment_token = None, external_application_id = None)
 
       Creates a deployment conversation.
@@ -22218,7 +8663,6 @@ Module Contents
       :rtype: DeploymentConversation
 
 
-
    .. py:method:: delete_deployment_conversation(deployment_conversation_id, deployment_id = None, deployment_token = None)
 
       Delete a Deployment Conversation.
@@ -22231,7 +8675,6 @@ Module Contents
       :type deployment_token: str
 
 
-
    .. py:method:: clear_deployment_conversation(deployment_conversation_id = None, external_session_id = None, deployment_id = None, deployment_token = None, user_message_indices = None)
 
       Clear the message history of a Deployment Conversation.
@@ -22248,7 +8691,6 @@ Module Contents
       :type user_message_indices: list
 
 
-
    .. py:method:: set_deployment_conversation_feedback(deployment_conversation_id, message_index, is_useful = None, is_not_useful = None, feedback = None, feedback_type = None, deployment_id = None, deployment_token = None)
 
       Sets a deployment conversation message as useful or not useful
@@ -22271,7 +8713,6 @@ Module Contents
       :type deployment_token: str
 
 
-
    .. py:method:: rename_deployment_conversation(deployment_conversation_id, name, deployment_id = None, deployment_token = None)
 
       Rename a Deployment Conversation.
@@ -22286,7 +8727,6 @@ Module Contents
       :type deployment_token: str
 
 
-
    .. py:method:: create_app_user_group(name)
 
       Creates a new App User Group. This User Group is used to have permissions to access the external chatbots.
@@ -22298,7 +8738,6 @@ Module Contents
       :rtype: AppUserGroup
 
 
-
    .. py:method:: delete_app_user_group(user_group_id)
 
       Deletes an App User Group.
@@ -22307,7 +8746,6 @@ Module Contents
       :type user_group_id: str
 
 
-
    .. py:method:: invite_users_to_app_user_group(user_group_id, emails)
 
       Invite users to an App User Group. This method will send the specified email addresses an invitation link to join a specific user group.
@@ -22324,7 +8762,6 @@ Module Contents
       :rtype: ExternalInvite
 
 
-
    .. py:method:: add_users_to_app_user_group(user_group_id, user_emails)
 
       Adds users to a App User Group.
@@ -22335,7 +8772,6 @@ Module Contents
       :type user_emails: list
 
 
-
    .. py:method:: remove_users_from_app_user_group(user_group_id, user_emails)
 
       Removes users from an App User Group.
@@ -22346,7 +8782,6 @@ Module Contents
       :type user_emails: list
 
 
-
    .. py:method:: add_app_user_group_report_permission(user_group_id)
 
       Give the App User Group the permission to view all reports in the corresponding organization.
@@ -22355,7 +8790,6 @@ Module Contents
       :type user_group_id: str
 
 
-
    .. py:method:: remove_app_user_group_report_permission(user_group_id)
 
       Remove the App User Group's permission toview all reports in the corresponding organization.
@@ -22364,7 +8798,6 @@ Module Contents
       :type user_group_id: str
 
 
-
    .. py:method:: add_app_user_group_to_external_application(user_group_id, external_application_id)
 
       Adds a permission for an App User Group to access an External Application.
@@ -22375,7 +8808,6 @@ Module Contents
       :type external_application_id: str
 
 
-
    .. py:method:: remove_app_user_group_from_external_application(user_group_id, external_application_id)
 
       Removes a permission for an App User Group to access an External Application.
@@ -22386,7 +8818,6 @@ Module Contents
       :type external_application_id: str
 
 
-
    .. py:method:: create_external_application(deployment_id, name = None, description = None, logo = None, theme = None)
 
       Creates a new External Application from an existing ChatLLM Deployment.
@@ -22406,7 +8837,6 @@ Module Contents
       :rtype: ExternalApplication
 
 
-
    .. py:method:: update_external_application(external_application_id, name = None, description = None, theme = None, deployment_id = None, deployment_conversation_retention_hours = None, reset_retention_policy = False)
 
       Updates an External Application.
@@ -22430,7 +8860,6 @@ Module Contents
       :rtype: ExternalApplication
 
 
-
    .. py:method:: delete_external_application(external_application_id)
 
       Deletes an External Application.
@@ -22439,7 +8868,6 @@ Module Contents
       :type external_application_id: str
 
 
-
    .. py:method:: create_agent(project_id, function_source_code = None, agent_function_name = None, name = None, memory = None, package_requirements = None, description = None, enable_binary_input = False, evaluation_feature_group_id = None, agent_input_schema = None, agent_output_schema = None, workflow_graph = None, agent_interface = AgentInterface.DEFAULT)
 
       Creates a new AI agent using the given agent workflow graph definition.
@@ -22463,7 +8891,6 @@ Module Contents
       :rtype: Agent
 
 
-
    .. py:method:: update_agent(model_id, function_source_code = None, agent_function_name = None, memory = None, package_requirements = None, description = None, enable_binary_input = None, agent_input_schema = None, agent_output_schema = None, workflow_graph = None, agent_interface = None)
 
       Updates an existing AI Agent. A new version of the agent will be created and published.
@@ -22483,7 +8910,6 @@ Module Contents
       :rtype: Agent
 
 
-
    .. py:method:: evaluate_prompt(prompt = None, system_message = None, llm_name = None, max_tokens = None, temperature = 0.0, messages = None, response_type = None, json_response_schema = None)
 
       Generate response to the prompt using the specified model.
@@ -22509,7 +8935,6 @@ Module Contents
       :rtype: LlmResponse
 
 
-
    .. py:method:: render_feature_groups_for_llm(feature_group_ids, token_budget = None, include_definition = True)
 
       Encode feature groups as language model inputs.
@@ -22522,8 +8947,7 @@ Module Contents
       :type include_definition: bool
 
       :returns: LLM input object comprising of information about the feature groups with given IDs.
-      :rtype: LlmInput
-
+      :rtype: list[LlmInput]
 
 
    .. py:method:: generate_code_for_data_query_using_llm(query, feature_group_ids = None, external_database_schemas = None, prompt_context = None, llm_name = None, temperature = None, sql_dialect = 'Spark')
@@ -22549,7 +8973,6 @@ Module Contents
       :rtype: LlmGeneratedCode
 
 
-
    .. py:method:: extract_data_using_llm(field_descriptors, document_id = None, document_text = None, llm_name = None)
 
       Extract fields from a document using a large language model.
@@ -22567,7 +8990,6 @@ Module Contents
       :rtype: ExtractedFields
 
 
-
    .. py:method:: search_web_for_llm(queries, search_providers = None, max_results = 1, safe = True, fetch_content = False, max_page_tokens = 8192, convert_to_markdown = True)
 
       Access web search providers to fetch content related to the queries for use in large language model inputs.
@@ -22597,7 +9019,6 @@ Module Contents
       :rtype: WebSearchResponse
 
 
-
    .. py:method:: construct_agent_conversation_messages_for_llm(current_message = None, current_doc_ids = None, include_history = True, include_document_contents = True, deployment_conversation_id = None, external_session_id = None, max_document_words = None)
 
       Returns conversation history in a format for LLM calls.
@@ -22621,7 +9042,6 @@ Module Contents
       :rtype: ChatMessage
 
 
-
    .. py:method:: get_llm_app_response(llm_app_name, prompt)
 
       Queries the specified LLM App to generate a response to the prompt. LLM Apps are LLMs tailored to achieve a specific task like code generation for a specific service's API.
@@ -22635,7 +9055,6 @@ Module Contents
       :rtype: LlmResponse
 
 
-
    .. py:method:: create_document_retriever(project_id, name, feature_group_id, document_retriever_config = None)
 
       Returns a document retriever that stores embeddings for document chunks in a feature group.
@@ -22656,7 +9075,6 @@ Module Contents
       :rtype: DocumentRetriever
 
 
-
    .. py:method:: rename_document_retriever(document_retriever_id, name)
 
       Updates an existing document retriever.
@@ -22670,7 +9088,6 @@ Module Contents
       :rtype: DocumentRetriever
 
 
-
    .. py:method:: create_document_retriever_version(document_retriever_id, feature_group_id = None, document_retriever_config = None)
 
       Creates a document retriever version from the latest version of the feature group that the document retriever associated with.
@@ -22686,7 +9103,6 @@ Module Contents
       :rtype: DocumentRetrieverVersion
 
 
-
    .. py:method:: delete_document_retriever(vector_store_id)
 
       Delete a Document Retriever.
@@ -22695,7 +9111,6 @@ Module Contents
       :type vector_store_id: str
 
 
-
    .. py:method:: get_document_snippet(document_retriever_id, document_id, start_word_index = None, end_word_index = None)
 
       Get a snippet from documents in the document retriever.
@@ -22713,7 +9128,6 @@ Module Contents
       :rtype: DocumentRetrieverLookupResult
 
 
-
    .. py:method:: restart_document_retriever(document_retriever_id)
 
       Restart the document retriever if it is stopped. This will start the deployment of the document retriever,
@@ -22725,7 +9139,6 @@ Module Contents
       :type document_retriever_id: str
 
 
-
    .. py:method:: get_relevant_snippets(doc_ids = None, blobs = None, query = None, document_retriever_config = None, honor_sentence_boundary = True, num_retrieval_margin_words = None, max_words_per_snippet = None, max_snippets_per_document = None, start_word_index = None, end_word_index = None, including_bounding_boxes = False, text = None)
 
       Retrieves snippets relevant to a given query from specified documents. This function supports flexible input options,
diff --git a/docs/_sources/autoapi/abacusai/code_source/index.rst.txt b/docs/_sources/autoapi/abacusai/code_source/index.rst.txt
index 58b6ba953..3647397f8 100644
--- a/docs/_sources/autoapi/abacusai/code_source/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/code_source/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.code_source
-====================
+:py:mod:`abacusai.code_source`
+==============================
 
 .. py:module:: abacusai.code_source
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.code_source.AbstractApiClass
-   abacusai.code_source.CodeSource
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.code_source.CodeSource
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: CodeSource(client, sourceType=None, sourceCode=None, applicationConnectorId=None, applicationConnectorInfo=None, packageRequirements=None, status=None, error=None, publishingMsg=None, moduleDependencies=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Code source for python-based custom feature groups and models
 
@@ -55,13 +45,11 @@ Module Contents
    :param moduleDependencies: The list of internal modules dependencies required to run the code
    :type moduleDependencies: list
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
@@ -70,7 +58,6 @@ Module Contents
       :rtype: dict
 
 
-
    .. py:method:: import_as_cell()
 
       Adds the source code as an unexecuted cell in the notebook.
diff --git a/docs/_sources/autoapi/abacusai/concatenation_config/index.rst.txt b/docs/_sources/autoapi/abacusai/concatenation_config/index.rst.txt
index 31ff4b1c7..84cd5eb6c 100644
--- a/docs/_sources/autoapi/abacusai/concatenation_config/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/concatenation_config/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.concatenation_config
-=============================
+:py:mod:`abacusai.concatenation_config`
+=======================================
 
 .. py:module:: abacusai.concatenation_config
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.concatenation_config.AbstractApiClass
-   abacusai.concatenation_config.ConcatenationConfig
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.concatenation_config.ConcatenationConfig
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: ConcatenationConfig(client, concatenatedTable=None, mergeType=None, replaceUntilTimestamp=None, skipMaterialize=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Feature Group Concatenation Config
 
@@ -45,13 +35,11 @@ Module Contents
    :param skipMaterialize: If `True`, the concatenated feature group will not be materialized.
    :type skipMaterialize: bool
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/cpu_gpu_memory_specs/index.rst.txt b/docs/_sources/autoapi/abacusai/cpu_gpu_memory_specs/index.rst.txt
index 579f30278..b484ee803 100644
--- a/docs/_sources/autoapi/abacusai/cpu_gpu_memory_specs/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/cpu_gpu_memory_specs/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.cpu_gpu_memory_specs
-=============================
+:py:mod:`abacusai.cpu_gpu_memory_specs`
+=======================================
 
 .. py:module:: abacusai.cpu_gpu_memory_specs
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.cpu_gpu_memory_specs.AbstractApiClass
-   abacusai.cpu_gpu_memory_specs.CpuGpuMemorySpecs
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.cpu_gpu_memory_specs.CpuGpuMemorySpecs
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: CpuGpuMemorySpecs(client, default=None, data=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Includes the memory specs of the CPU/GPU
 
@@ -41,13 +31,11 @@ Module Contents
    :param data: the list of memory sizes for the processing unit
    :type data: list
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/cryptography/index.rst.txt b/docs/_sources/autoapi/abacusai/cryptography/index.rst.txt
index 05a69064e..a9bfdbc23 100644
--- a/docs/_sources/autoapi/abacusai/cryptography/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/cryptography/index.rst.txt
@@ -1,11 +1,15 @@
-abacusai.cryptography
-=====================
+:py:mod:`abacusai.cryptography`
+===============================
 
 .. py:module:: abacusai.cryptography
 
 
+Module Contents
+---------------
+
+
 Functions
----------
+~~~~~~~~~
 
 .. autoapisummary::
 
@@ -13,8 +17,6 @@ Functions
    abacusai.cryptography.get_public_key
 
 
-Module Contents
----------------
 
 .. py:function:: verify_response(public_key, response)
 
diff --git a/docs/_sources/autoapi/abacusai/custom_loss_function/index.rst.txt b/docs/_sources/autoapi/abacusai/custom_loss_function/index.rst.txt
index 921bb5798..551ee5bf8 100644
--- a/docs/_sources/autoapi/abacusai/custom_loss_function/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/custom_loss_function/index.rst.txt
@@ -1,87 +1,26 @@
-abacusai.custom_loss_function
-=============================
+:py:mod:`abacusai.custom_loss_function`
+=======================================
 
 .. py:module:: abacusai.custom_loss_function
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.custom_loss_function.CodeSource
-   abacusai.custom_loss_function.AbstractApiClass
-   abacusai.custom_loss_function.CustomLossFunction
-
-
 Module Contents
 ---------------
 
-.. py:class:: CodeSource(client, sourceType=None, sourceCode=None, applicationConnectorId=None, applicationConnectorInfo=None, packageRequirements=None, status=None, error=None, publishingMsg=None, moduleDependencies=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Code source for python-based custom feature groups and models
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param sourceType: The type of the source, one of TEXT, PYTHON, FILE_UPLOAD, or APPLICATION_CONNECTOR
-   :type sourceType: str
-   :param sourceCode: If the type of the source is TEXT, the raw text of the function
-   :type sourceCode: str
-   :param applicationConnectorId: The Application Connector to fetch the code from
-   :type applicationConnectorId: str
-   :param applicationConnectorInfo: Args passed to the application connector to fetch the code
-   :type applicationConnectorInfo: str
-   :param packageRequirements: The pip package dependencies required to run the code
-   :type packageRequirements: list
-   :param status: The status of the code and validations
-   :type status: str
-   :param error: If the status is failed, an error message describing what went wrong
-   :type error: str
-   :param publishingMsg: Warnings in the source code
-   :type publishingMsg: dict
-   :param moduleDependencies: The list of internal modules dependencies required to run the code
-   :type moduleDependencies: list
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: import_as_cell()
-
-      Adds the source code as an unexecuted cell in the notebook.
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.custom_loss_function.CustomLossFunction
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: CustomLossFunction(client, notebookId=None, name=None, createdAt=None, lossFunctionName=None, lossFunctionType=None, codeSource={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Custom Loss Function
 
@@ -100,13 +39,11 @@ Module Contents
    :param codeSource: Information about the source code of the loss function.
    :type codeSource: CodeSource
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/custom_metric/index.rst.txt b/docs/_sources/autoapi/abacusai/custom_metric/index.rst.txt
index 5ea14b1a7..50c09d8c5 100644
--- a/docs/_sources/autoapi/abacusai/custom_metric/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/custom_metric/index.rst.txt
@@ -1,94 +1,26 @@
-abacusai.custom_metric
-======================
+:py:mod:`abacusai.custom_metric`
+================================
 
 .. py:module:: abacusai.custom_metric
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.custom_metric.CustomMetricVersion
-   abacusai.custom_metric.AbstractApiClass
-   abacusai.custom_metric.CustomMetric
-
-
 Module Contents
 ---------------
 
-.. py:class:: CustomMetricVersion(client, customMetricVersion=None, name=None, createdAt=None, customMetricFunctionName=None, codeSource={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Custom metric version
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param customMetricVersion: Unique string identifier for the custom metric version.
-   :type customMetricVersion: str
-   :param name: Name assigned to the custom metric.
-   :type name: str
-   :param createdAt: ISO-8601 string indicating when the custom metric was created.
-   :type createdAt: str
-   :param customMetricFunctionName: The name of the function defined in the source code.
-   :type customMetricFunctionName: str
-   :param codeSource: Information about the source code of the custom metric.
-   :type codeSource: CodeSource
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: CustomMetricVersion
-
-
-
-   .. py:method:: describe()
-
-      Describes a given custom metric version
-
-      :param custom_metric_version: A unique string identifier for the custom metric version.
-      :type custom_metric_version: str
-
-      :returns: An object describing the custom metric version.
-      :rtype: CustomMetricVersion
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.custom_metric.CustomMetric
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: CustomMetric(client, customMetricId=None, name=None, createdAt=None, problemType=None, notebookId=None, latestCustomMetricVersion={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Custom metric.
 
@@ -107,13 +39,11 @@ Module Contents
    :param latestCustomMetricVersion: Latest version of the custom metric.
    :type latestCustomMetricVersion: CustomMetricVersion
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/custom_metric_version/index.rst.txt b/docs/_sources/autoapi/abacusai/custom_metric_version/index.rst.txt
index bd90fcc06..6789da17a 100644
--- a/docs/_sources/autoapi/abacusai/custom_metric_version/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/custom_metric_version/index.rst.txt
@@ -1,87 +1,26 @@
-abacusai.custom_metric_version
-==============================
+:py:mod:`abacusai.custom_metric_version`
+========================================
 
 .. py:module:: abacusai.custom_metric_version
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.custom_metric_version.CodeSource
-   abacusai.custom_metric_version.AbstractApiClass
-   abacusai.custom_metric_version.CustomMetricVersion
-
-
 Module Contents
 ---------------
 
-.. py:class:: CodeSource(client, sourceType=None, sourceCode=None, applicationConnectorId=None, applicationConnectorInfo=None, packageRequirements=None, status=None, error=None, publishingMsg=None, moduleDependencies=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Code source for python-based custom feature groups and models
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param sourceType: The type of the source, one of TEXT, PYTHON, FILE_UPLOAD, or APPLICATION_CONNECTOR
-   :type sourceType: str
-   :param sourceCode: If the type of the source is TEXT, the raw text of the function
-   :type sourceCode: str
-   :param applicationConnectorId: The Application Connector to fetch the code from
-   :type applicationConnectorId: str
-   :param applicationConnectorInfo: Args passed to the application connector to fetch the code
-   :type applicationConnectorInfo: str
-   :param packageRequirements: The pip package dependencies required to run the code
-   :type packageRequirements: list
-   :param status: The status of the code and validations
-   :type status: str
-   :param error: If the status is failed, an error message describing what went wrong
-   :type error: str
-   :param publishingMsg: Warnings in the source code
-   :type publishingMsg: dict
-   :param moduleDependencies: The list of internal modules dependencies required to run the code
-   :type moduleDependencies: list
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: import_as_cell()
-
-      Adds the source code as an unexecuted cell in the notebook.
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.custom_metric_version.CustomMetricVersion
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: CustomMetricVersion(client, customMetricVersion=None, name=None, createdAt=None, customMetricFunctionName=None, codeSource={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Custom metric version
 
@@ -98,13 +37,11 @@ Module Contents
    :param codeSource: Information about the source code of the custom metric.
    :type codeSource: CodeSource
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
@@ -113,7 +50,6 @@ Module Contents
       :rtype: dict
 
 
-
    .. py:method:: refresh()
 
       Calls describe and refreshes the current object's fields
@@ -122,7 +58,6 @@ Module Contents
       :rtype: CustomMetricVersion
 
 
-
    .. py:method:: describe()
 
       Describes a given custom metric version
diff --git a/docs/_sources/autoapi/abacusai/custom_train_function_info/index.rst.txt b/docs/_sources/autoapi/abacusai/custom_train_function_info/index.rst.txt
index 86e9c275b..25638ea8b 100644
--- a/docs/_sources/autoapi/abacusai/custom_train_function_info/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/custom_train_function_info/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.custom_train_function_info
-===================================
+:py:mod:`abacusai.custom_train_function_info`
+=============================================
 
 .. py:module:: abacusai.custom_train_function_info
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.custom_train_function_info.AbstractApiClass
-   abacusai.custom_train_function_info.CustomTrainFunctionInfo
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.custom_train_function_info.CustomTrainFunctionInfo
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: CustomTrainFunctionInfo(client, trainingDataParameterNameMapping=None, schemaMappings=None, trainDataParameterToFeatureGroupIds=None, trainingConfig=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Information about how to call the customer provided train function.
 
@@ -45,13 +35,11 @@ Module Contents
    :param trainingConfig: The configs for training
    :type trainingConfig: dict
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/data_consistency_duplication/index.rst.txt b/docs/_sources/autoapi/abacusai/data_consistency_duplication/index.rst.txt
index 7b31d27d5..efb3d9975 100644
--- a/docs/_sources/autoapi/abacusai/data_consistency_duplication/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/data_consistency_duplication/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.data_consistency_duplication
-=====================================
+:py:mod:`abacusai.data_consistency_duplication`
+===============================================
 
 .. py:module:: abacusai.data_consistency_duplication
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.data_consistency_duplication.AbstractApiClass
-   abacusai.data_consistency_duplication.DataConsistencyDuplication
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.data_consistency_duplication.DataConsistencyDuplication
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: DataConsistencyDuplication(client, totalCount=None, numDuplicates=None, sample={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Data Consistency for duplication within data
 
@@ -43,13 +33,11 @@ Module Contents
    :param sample: A list of dicts enumerating rows the rows that contained duplications in primary keys.
    :type sample: FeatureRecord
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/data_metrics/index.rst.txt b/docs/_sources/autoapi/abacusai/data_metrics/index.rst.txt
index 3037458d1..06df28237 100644
--- a/docs/_sources/autoapi/abacusai/data_metrics/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/data_metrics/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.data_metrics
-=====================
+:py:mod:`abacusai.data_metrics`
+===============================
 
 .. py:module:: abacusai.data_metrics
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.data_metrics.AbstractApiClass
-   abacusai.data_metrics.DataMetrics
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.data_metrics.DataMetrics
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: DataMetrics(client, metrics=None, schema=None, numRows=None, numCols=None, numDuplicateRows=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Processed Metrics and Schema for a dataset version or feature group version
 
@@ -47,13 +37,11 @@ Module Contents
    :param numDuplicateRows: The number of duplicate rows
    :type numDuplicateRows: int
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/data_prep_logs/index.rst.txt b/docs/_sources/autoapi/abacusai/data_prep_logs/index.rst.txt
index db54d7ba7..5d252279e 100644
--- a/docs/_sources/autoapi/abacusai/data_prep_logs/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/data_prep_logs/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.data_prep_logs
-=======================
+:py:mod:`abacusai.data_prep_logs`
+=================================
 
 .. py:module:: abacusai.data_prep_logs
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.data_prep_logs.AbstractApiClass
-   abacusai.data_prep_logs.DataPrepLogs
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.data_prep_logs.DataPrepLogs
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: DataPrepLogs(client, logs=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Logs from data preparation.
 
@@ -39,13 +29,11 @@ Module Contents
    :param logs: List of logs from data preparation during model training.
    :type logs: list[str]
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/data_quality_results/index.rst.txt b/docs/_sources/autoapi/abacusai/data_quality_results/index.rst.txt
index 62180f8b3..fba03572d 100644
--- a/docs/_sources/autoapi/abacusai/data_quality_results/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/data_quality_results/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.data_quality_results
-=============================
+:py:mod:`abacusai.data_quality_results`
+=======================================
 
 .. py:module:: abacusai.data_quality_results
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.data_quality_results.AbstractApiClass
-   abacusai.data_quality_results.DataQualityResults
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.data_quality_results.DataQualityResults
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: DataQualityResults(client, results=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Data Quality results from normalization stage
 
@@ -39,13 +29,11 @@ Module Contents
    :param results: A list with different pairs of quality parameters and their values
    :type results: dict
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/data_upload_result/index.rst.txt b/docs/_sources/autoapi/abacusai/data_upload_result/index.rst.txt
index 11133e999..ffb869d42 100644
--- a/docs/_sources/autoapi/abacusai/data_upload_result/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/data_upload_result/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.data_upload_result
-===========================
+:py:mod:`abacusai.data_upload_result`
+=====================================
 
 .. py:module:: abacusai.data_upload_result
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.data_upload_result.AbstractApiClass
-   abacusai.data_upload_result.DataUploadResult
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.data_upload_result.DataUploadResult
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: DataUploadResult(client, docInfos=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Results of uploading data to agent.
 
@@ -39,13 +29,11 @@ Module Contents
    :param docInfos: A list of dict for information on the documents uploaded to agent.
    :type docInfos: list[agentdatadocumentinfo]
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/database_column_feature_mapping/index.rst.txt b/docs/_sources/autoapi/abacusai/database_column_feature_mapping/index.rst.txt
index a7e9ee86f..6be3bbba6 100644
--- a/docs/_sources/autoapi/abacusai/database_column_feature_mapping/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/database_column_feature_mapping/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.database_column_feature_mapping
-========================================
+:py:mod:`abacusai.database_column_feature_mapping`
+==================================================
 
 .. py:module:: abacusai.database_column_feature_mapping
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.database_column_feature_mapping.AbstractApiClass
-   abacusai.database_column_feature_mapping.DatabaseColumnFeatureMapping
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.database_column_feature_mapping.DatabaseColumnFeatureMapping
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: DatabaseColumnFeatureMapping(client, databaseColumn=None, feature=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Mapping for export of feature group version to database column
 
@@ -41,13 +31,11 @@ Module Contents
    :param feature: feature group column it has been matched to
    :type feature: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/database_connector/index.rst.txt b/docs/_sources/autoapi/abacusai/database_connector/index.rst.txt
index 643fe11ec..2fd601489 100644
--- a/docs/_sources/autoapi/abacusai/database_connector/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/database_connector/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.database_connector
-===========================
+:py:mod:`abacusai.database_connector`
+=====================================
 
 .. py:module:: abacusai.database_connector
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.database_connector.AbstractApiClass
-   abacusai.database_connector.DatabaseConnector
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.database_connector.DatabaseConnector
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: DatabaseConnector(client, databaseConnectorId=None, service=None, name=None, status=None, auth=None, createdAt=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A connector to an external service
 
@@ -49,13 +39,11 @@ Module Contents
    :param createdAt: The ISO-8601 string indicating when the API key was created.
    :type createdAt: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
@@ -64,7 +52,6 @@ Module Contents
       :rtype: dict
 
 
-
    .. py:method:: list_objects(fetch_raw_data = False)
 
       Lists querable objects in the database connector.
@@ -73,7 +60,6 @@ Module Contents
       :type fetch_raw_data: bool
 
 
-
    .. py:method:: get_object_schema(object_name = None, fetch_raw_data = False)
 
       Get the schema of an object in an database connector.
@@ -87,7 +73,6 @@ Module Contents
       :rtype: DatabaseConnectorSchema
 
 
-
    .. py:method:: rename(name)
 
       Renames a Database Connector
@@ -96,7 +81,6 @@ Module Contents
       :type name: str
 
 
-
    .. py:method:: verify()
 
       Checks if Abacus.AI can access the specified database.
@@ -105,7 +89,6 @@ Module Contents
       :type database_connector_id: str
 
 
-
    .. py:method:: delete()
 
       Delete a database connector.
@@ -114,7 +97,6 @@ Module Contents
       :type database_connector_id: str
 
 
-
    .. py:method:: query(query)
 
       Runs a query in the specified database connector.
diff --git a/docs/_sources/autoapi/abacusai/database_connector_column/index.rst.txt b/docs/_sources/autoapi/abacusai/database_connector_column/index.rst.txt
index 1a3520fdf..3d61d2321 100644
--- a/docs/_sources/autoapi/abacusai/database_connector_column/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/database_connector_column/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.database_connector_column
-==================================
+:py:mod:`abacusai.database_connector_column`
+============================================
 
 .. py:module:: abacusai.database_connector_column
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.database_connector_column.AbstractApiClass
-   abacusai.database_connector_column.DatabaseConnectorColumn
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.database_connector_column.DatabaseConnectorColumn
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: DatabaseConnectorColumn(client, name=None, externalDataType=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A schema description for a column from a database connector
 
@@ -41,13 +31,11 @@ Module Contents
    :param externalDataType: The data type of column in the external database system.
    :type externalDataType: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/database_connector_schema/index.rst.txt b/docs/_sources/autoapi/abacusai/database_connector_schema/index.rst.txt
index 58949e071..d171bbb69 100644
--- a/docs/_sources/autoapi/abacusai/database_connector_schema/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/database_connector_schema/index.rst.txt
@@ -1,67 +1,26 @@
-abacusai.database_connector_schema
-==================================
+:py:mod:`abacusai.database_connector_schema`
+============================================
 
 .. py:module:: abacusai.database_connector_schema
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.database_connector_schema.DatabaseConnectorColumn
-   abacusai.database_connector_schema.AbstractApiClass
-   abacusai.database_connector_schema.DatabaseConnectorSchema
-
-
 Module Contents
 ---------------
 
-.. py:class:: DatabaseConnectorColumn(client, name=None, externalDataType=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A schema description for a column from a database connector
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param name: The unique name of the column.
-   :type name: str
-   :param externalDataType: The data type of column in the external database system.
-   :type externalDataType: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.database_connector_schema.DatabaseConnectorSchema
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: DatabaseConnectorSchema(client, tableName=None, columns={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A schema description for a table from a database connector
 
@@ -72,13 +31,11 @@ Module Contents
    :param columns: List of columns in the table.
    :type columns: DatabaseConnectorColumn
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/dataset/index.rst.txt b/docs/_sources/autoapi/abacusai/dataset/index.rst.txt
index 9e95a6823..f5ff8b0a1 100644
--- a/docs/_sources/autoapi/abacusai/dataset/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/dataset/index.rst.txt
@@ -1,440 +1,26 @@
-abacusai.dataset
-================
+:py:mod:`abacusai.dataset`
+==========================
 
 .. py:module:: abacusai.dataset
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.dataset.ApplicationConnectorDatasetConfig
-   abacusai.dataset.DatasetDocumentProcessingConfig
-   abacusai.dataset.DataType
-   abacusai.dataset.DocumentProcessingConfig
-   abacusai.dataset.ParsingConfig
-   abacusai.dataset.DatasetColumn
-   abacusai.dataset.DatasetVersion
-   abacusai.dataset.RefreshSchedule
-   abacusai.dataset.AbstractApiClass
-   abacusai.dataset.Dataset
-
-
 Module Contents
 ---------------
 
-.. py:class:: ApplicationConnectorDatasetConfig
-
-   Bases: :py:obj:`abacusai.api_class.dataset.DatasetConfig`
-
-
-   An abstract class for dataset configs specific to application connectors.
-
-   :param application_connector_type: The type of application connector
-   :type application_connector_type: enums.ApplicationConnectorType
-
-
-   .. py:attribute:: application_connector_type
-      :type:  abacusai.api_class.enums.ApplicationConnectorType
-
-
-   .. py:method:: _get_builder()
-      :classmethod:
-
-
-
-.. py:class:: DatasetDocumentProcessingConfig
-
-   Bases: :py:obj:`DocumentProcessingConfig`
-
-
-   Document processing configuration for dataset imports.
-
-   :param extract_bounding_boxes: Whether to perform OCR and extract bounding boxes. If False, no OCR will be done but only the embedded text from digital documents will be extracted. Defaults to False.
-   :type extract_bounding_boxes: bool
-   :param ocr_mode: OCR mode. There are different OCR modes available for different kinds of documents and use cases. This option only takes effect when extract_bounding_boxes is True.
-   :type ocr_mode: OcrMode
-   :param use_full_ocr: Whether to perform full OCR. If True, OCR will be performed on the full page. If False, OCR will be performed on the non-text regions only. By default, it will be decided automatically based on the OCR mode and the document type. This option only takes effect when extract_bounding_boxes is True.
-   :type use_full_ocr: bool
-   :param remove_header_footer: Whether to remove headers and footers. Defaults to False. This option only takes effect when extract_bounding_boxes is True.
-   :type remove_header_footer: bool
-   :param remove_watermarks: Whether to remove watermarks. By default, it will be decided automatically based on the OCR mode and the document type. This option only takes effect when extract_bounding_boxes is True.
-   :type remove_watermarks: bool
-   :param convert_to_markdown: Whether to convert extracted text to markdown. Defaults to False. This option only takes effect when extract_bounding_boxes is True.
-   :type convert_to_markdown: bool
-   :param page_text_column: Name of the output column which contains the extracted text for each page. If not provided, no column will be created.
-   :type page_text_column: str
-
-
-   .. py:attribute:: page_text_column
-      :type:  str
-      :value: None
-
-
-
-.. py:class:: DataType
-
-   Bases: :py:obj:`ApiEnum`
-
-
-   Generic enumeration.
-
-   Derive from this class to define new enumerations.
-
-
-   .. py:attribute:: INTEGER
-      :value: 'integer'
-
-
-
-   .. py:attribute:: FLOAT
-      :value: 'float'
-
-
-
-   .. py:attribute:: STRING
-      :value: 'string'
-
-
-
-   .. py:attribute:: DATE
-      :value: 'date'
-
-
-
-   .. py:attribute:: DATETIME
-      :value: 'datetime'
-
-
-
-   .. py:attribute:: BOOLEAN
-      :value: 'boolean'
-
-
-
-   .. py:attribute:: LIST
-      :value: 'list'
-
-
-
-   .. py:attribute:: STRUCT
-      :value: 'struct'
-
-
-
-   .. py:attribute:: NULL
-      :value: 'null'
-
-
-
-.. py:class:: DocumentProcessingConfig
-
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
-
-
-   Document processing configuration.
-
-   :param extract_bounding_boxes: Whether to perform OCR and extract bounding boxes. If False, no OCR will be done but only the embedded text from digital documents will be extracted. Defaults to False.
-   :type extract_bounding_boxes: bool
-   :param ocr_mode: OCR mode. There are different OCR modes available for different kinds of documents and use cases. This option only takes effect when extract_bounding_boxes is True.
-   :type ocr_mode: OcrMode
-   :param use_full_ocr: Whether to perform full OCR. If True, OCR will be performed on the full page. If False, OCR will be performed on the non-text regions only. By default, it will be decided automatically based on the OCR mode and the document type. This option only takes effect when extract_bounding_boxes is True.
-   :type use_full_ocr: bool
-   :param remove_header_footer: Whether to remove headers and footers. Defaults to False. This option only takes effect when extract_bounding_boxes is True.
-   :type remove_header_footer: bool
-   :param remove_watermarks: Whether to remove watermarks. By default, it will be decided automatically based on the OCR mode and the document type. This option only takes effect when extract_bounding_boxes is True.
-   :type remove_watermarks: bool
-   :param convert_to_markdown: Whether to convert extracted text to markdown. Defaults to False. This option only takes effect when extract_bounding_boxes is True.
-   :type convert_to_markdown: bool
-
-
-   .. py:attribute:: extract_bounding_boxes
-      :type:  bool
-      :value: False
-
-
-
-   .. py:attribute:: ocr_mode
-      :type:  abacusai.api_class.enums.OcrMode
-
-
-   .. py:attribute:: use_full_ocr
-      :type:  bool
-      :value: None
-
-
-
-   .. py:attribute:: remove_header_footer
-      :type:  bool
-      :value: False
-
-
-
-   .. py:attribute:: remove_watermarks
-      :type:  bool
-      :value: True
-
-
-
-   .. py:attribute:: convert_to_markdown
-      :type:  bool
-      :value: False
-
-
-
-.. py:class:: ParsingConfig
-
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
-
-
-   Custom config for dataset parsing.
-
-   :param escape: Escape character for CSV files. Defaults to '"'.
-   :type escape: str
-   :param csv_delimiter: Delimiter for CSV files. Defaults to None.
-   :type csv_delimiter: str
-   :param file_path_with_schema: Path to the file with schema. Defaults to None.
-   :type file_path_with_schema: str
-
-
-   .. py:attribute:: escape
-      :type:  str
-
-
-   .. py:attribute:: csv_delimiter
-      :type:  str
-
-
-   .. py:attribute:: file_path_with_schema
-      :type:  str
-
-
-.. py:class:: DatasetColumn(client, name=None, dataType=None, detectedDataType=None, featureType=None, detectedFeatureType=None, originalName=None, validDataTypes=None, timeFormat=None, timestampFrequency=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A schema description for a column
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param name: The unique name of the column.
-   :type name: str
-   :param dataType: The underlying data type of each column.
-   :type dataType: str
-   :param detectedDataType: The detected data type of the column.
-   :type detectedDataType: str
-   :param featureType: Feature type of the column.
-   :type featureType: str
-   :param detectedFeatureType: The detected feature type of the column.
-   :type detectedFeatureType: str
-   :param originalName: The original name of the column.
-   :type originalName: str
-   :param validDataTypes: The valid data type options for this column.
-   :type validDataTypes: list[str]
-   :param timeFormat: The detected time format of the column.
-   :type timeFormat: str
-   :param timestampFrequency: The detected frequency of the timestamps in the dataset.
-   :type timestampFrequency: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: DatasetVersion(client, datasetVersion=None, status=None, datasetId=None, size=None, rowCount=None, fileInspectMetadata=None, createdAt=None, error=None, incrementalQueriedAt=None, uploadId=None, mergeFileSchemas=None, databaseConnectorConfig=None, applicationConnectorConfig=None, invalidRecords=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A specific version of a dataset
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param datasetVersion: The unique identifier of the dataset version.
-   :type datasetVersion: str
-   :param status: The current status of the dataset version
-   :type status: str
-   :param datasetId: A reference to the Dataset this dataset version belongs to.
-   :type datasetId: str
-   :param size: The size in bytes of the file.
-   :type size: int
-   :param rowCount: Number of rows in the dataset version.
-   :type rowCount: int
-   :param fileInspectMetadata: Metadata information about file's inspection. For example - the detected delimiter for CSV files.
-   :type fileInspectMetadata: dict
-   :param createdAt: The timestamp this dataset version was created.
-   :type createdAt: str
-   :param error: If status is FAILED, this field will be populated with an error.
-   :type error: str
-   :param incrementalQueriedAt: If the dataset version is from an incremental dataset, this is the last entry of timestamp column when the dataset version was created.
-   :type incrementalQueriedAt: str
-   :param uploadId: If the dataset version is being uploaded, this the reference to the Upload
-   :type uploadId: str
-   :param mergeFileSchemas: If the merge file schemas policy is enabled.
-   :type mergeFileSchemas: bool
-   :param databaseConnectorConfig: The database connector query used to retrieve data for this version.
-   :type databaseConnectorConfig: dict
-   :param applicationConnectorConfig: The application connector used to retrieve data for this version.
-   :type applicationConnectorConfig: dict
-   :param invalidRecords: Invalid records in the dataset version
-   :type invalidRecords: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: get_metrics(selected_columns = None, include_charts = False, include_statistics = True)
-
-      Get metrics for a specific dataset version.
-
-      :param selected_columns: A list of columns to order first.
-      :type selected_columns: List
-      :param include_charts: A flag indicating whether charts should be included in the response. Default is false.
-      :type include_charts: bool
-      :param include_statistics: A flag indicating whether statistics should be included in the response. Default is true.
-      :type include_statistics: bool
-
-      :returns: The metrics for the specified Dataset version.
-      :rtype: DataMetrics
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: DatasetVersion
-
-
-
-   .. py:method:: describe()
-
-      Retrieves a full description of the specified dataset version, including its ID, name, source type, and other attributes.
-
-      :param dataset_version: Unique string identifier associated with the dataset version.
-      :type dataset_version: str
-
-      :returns: The dataset version.
-      :rtype: DatasetVersion
-
-
-
-   .. py:method:: get_logs()
-
-      Retrieves the dataset import logs.
-
-      :param dataset_version: The unique version ID of the dataset version.
-      :type dataset_version: str
-
-      :returns: The logs for the specified dataset version.
-      :rtype: DatasetVersionLogs
-
-
-
-   .. py:method:: wait_for_import(timeout=900)
-
-      A waiting call until dataset version is imported.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out.
-      :type timeout: int
-
-
-
-   .. py:method:: wait_for_inspection(timeout=None)
-
-      A waiting call until dataset version is completely inspected.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out.
-      :type timeout: int
-
-
-
-   .. py:method:: get_status()
-
-      Gets the status of the dataset version.
-
-      :returns: A string describing the status of a dataset version (importing, inspecting, complete, etc.).
-      :rtype: str
-
-
-
-.. py:class:: RefreshSchedule(client, refreshPolicyId=None, nextRunTime=None, cron=None, refreshType=None, error=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A refresh schedule for an object. Defines when the next version of the object will be created
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param refreshPolicyId: The unique identifier of the refresh policy
-   :type refreshPolicyId: str
-   :param nextRunTime: The next run time of the refresh policy. If null, the policy is paused.
-   :type nextRunTime: str
-   :param cron: A cron-style string that describes the when this refresh policy is to be executed in UTC
-   :type cron: str
-   :param refreshType: The type of refresh that will be run
-   :type refreshType: str
-   :param error: An error message for the last pipeline run of a policy
-   :type error: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.dataset.Dataset
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: Dataset(client, datasetId=None, sourceType=None, dataSource=None, createdAt=None, ignoreBefore=None, ephemeral=None, lookbackDays=None, databaseConnectorId=None, databaseConnectorConfig=None, connectorType=None, featureGroupTableName=None, applicationConnectorId=None, applicationConnectorConfig=None, incremental=None, isDocumentset=None, extractBoundingBoxes=None, mergeFileSchemas=None, referenceOnlyDocumentset=None, schema={}, refreshSchedules={}, latestDatasetVersion={}, parsingConfig={}, documentProcessingConfig={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A dataset reference
 
@@ -487,13 +73,11 @@ Module Contents
    :param documentProcessingConfig: The document processing config used for dataset (when is_documentset is True).
    :type documentProcessingConfig: DocumentProcessingConfig
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
@@ -502,7 +86,6 @@ Module Contents
       :rtype: dict
 
 
-
    .. py:method:: create_version_from_file_connector(location = None, file_format = None, csv_delimiter = None, merge_file_schemas = None, parsing_config = None)
 
       Creates a new version of the specified dataset.
@@ -522,7 +105,6 @@ Module Contents
       :rtype: DatasetVersion
 
 
-
    .. py:method:: create_version_from_database_connector(object_name = None, columns = None, query_arguments = None, sql_query = None)
 
       Creates a new version of the specified dataset.
@@ -540,7 +122,6 @@ Module Contents
       :rtype: DatasetVersion
 
 
-
    .. py:method:: create_version_from_application_connector(dataset_config = None)
 
       Creates a new version of the specified dataset.
@@ -552,7 +133,6 @@ Module Contents
       :rtype: DatasetVersion
 
 
-
    .. py:method:: create_version_from_upload(file_format = None)
 
       Creates a new version of the specified dataset using a local file upload.
@@ -564,7 +144,6 @@ Module Contents
       :rtype: Upload
 
 
-
    .. py:method:: create_version_from_document_reprocessing(document_processing_config = None)
 
       Creates a new dataset version for a source docstore dataset with the provided document processing configuration. This does not re-import the data but uses the same data which is imported in the latest dataset version and only performs document processing on it.
@@ -576,7 +155,6 @@ Module Contents
       :rtype: DatasetVersion
 
 
-
    .. py:method:: snapshot_streaming_data()
 
       Snapshots the current data in the streaming dataset.
@@ -588,7 +166,6 @@ Module Contents
       :rtype: DatasetVersion
 
 
-
    .. py:method:: set_column_data_type(column, data_type)
 
       Set a Dataset's column type.
@@ -602,7 +179,6 @@ Module Contents
       :rtype: Dataset
 
 
-
    .. py:method:: set_streaming_retention_policy(retention_hours = None, retention_row_count = None, ignore_records_before_timestamp = None)
 
       Sets the streaming retention policy.
@@ -615,7 +191,6 @@ Module Contents
       :type ignore_records_before_timestamp: int
 
 
-
    .. py:method:: get_schema()
 
       Retrieves the column schema of a dataset.
@@ -627,7 +202,6 @@ Module Contents
       :rtype: list[DatasetColumn]
 
 
-
    .. py:method:: set_database_connector_config(database_connector_id, object_name = None, columns = None, query_arguments = None, sql_query = None)
 
       Sets database connector config for a dataset. This method is currently only supported for streaming datasets.
@@ -644,7 +218,6 @@ Module Contents
       :type sql_query: str
 
 
-
    .. py:method:: refresh()
 
       Calls describe and refreshes the current object's fields
@@ -653,7 +226,6 @@ Module Contents
       :rtype: Dataset
 
 
-
    .. py:method:: describe()
 
       Retrieves a full description of the specified dataset, with attributes such as its ID, name, source type, etc.
@@ -665,7 +237,6 @@ Module Contents
       :rtype: Dataset
 
 
-
    .. py:method:: list_versions(limit = 100, start_after_version = None)
 
       Retrieves a list of all dataset versions for the specified dataset.
@@ -679,7 +250,6 @@ Module Contents
       :rtype: list[DatasetVersion]
 
 
-
    .. py:method:: delete()
 
       Deletes the specified dataset from the organization.
@@ -688,7 +258,6 @@ Module Contents
       :type dataset_id: str
 
 
-
    .. py:method:: wait_for_import(timeout=900)
 
       A waiting call until dataset is imported.
@@ -697,7 +266,6 @@ Module Contents
       :type timeout: int
 
 
-
    .. py:method:: wait_for_inspection(timeout=None)
 
       A waiting call until dataset is completely inspected.
@@ -706,7 +274,6 @@ Module Contents
       :type timeout: int
 
 
-
    .. py:method:: get_status()
 
       Gets the status of the latest dataset version.
@@ -715,7 +282,6 @@ Module Contents
       :rtype: str
 
 
-
    .. py:method:: describe_feature_group()
 
       Gets the feature group attached to the dataset.
@@ -724,7 +290,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: create_refresh_policy(cron)
 
       To create a refresh policy for a dataset.
@@ -736,7 +301,6 @@ Module Contents
       :rtype: RefreshPolicy
 
 
-
    .. py:method:: list_refresh_policies()
 
       Gets the refresh policies in a list.
diff --git a/docs/_sources/autoapi/abacusai/dataset_column/index.rst.txt b/docs/_sources/autoapi/abacusai/dataset_column/index.rst.txt
index 671113253..498a9b05e 100644
--- a/docs/_sources/autoapi/abacusai/dataset_column/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/dataset_column/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.dataset_column
-=======================
+:py:mod:`abacusai.dataset_column`
+=================================
 
 .. py:module:: abacusai.dataset_column
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.dataset_column.AbstractApiClass
-   abacusai.dataset_column.DatasetColumn
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.dataset_column.DatasetColumn
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: DatasetColumn(client, name=None, dataType=None, detectedDataType=None, featureType=None, detectedFeatureType=None, originalName=None, validDataTypes=None, timeFormat=None, timestampFrequency=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A schema description for a column
 
@@ -55,13 +45,11 @@ Module Contents
    :param timestampFrequency: The detected frequency of the timestamps in the dataset.
    :type timestampFrequency: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/dataset_version/index.rst.txt b/docs/_sources/autoapi/abacusai/dataset_version/index.rst.txt
index 29aa75bb3..e4f795786 100644
--- a/docs/_sources/autoapi/abacusai/dataset_version/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/dataset_version/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.dataset_version
-========================
+:py:mod:`abacusai.dataset_version`
+==================================
 
 .. py:module:: abacusai.dataset_version
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.dataset_version.AbstractApiClass
-   abacusai.dataset_version.DatasetVersion
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.dataset_version.DatasetVersion
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: DatasetVersion(client, datasetVersion=None, status=None, datasetId=None, size=None, rowCount=None, fileInspectMetadata=None, createdAt=None, error=None, incrementalQueriedAt=None, uploadId=None, mergeFileSchemas=None, databaseConnectorConfig=None, applicationConnectorConfig=None, invalidRecords=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A specific version of a dataset
 
@@ -65,13 +55,11 @@ Module Contents
    :param invalidRecords: Invalid records in the dataset version
    :type invalidRecords: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
@@ -80,7 +68,6 @@ Module Contents
       :rtype: dict
 
 
-
    .. py:method:: get_metrics(selected_columns = None, include_charts = False, include_statistics = True)
 
       Get metrics for a specific dataset version.
@@ -96,7 +83,6 @@ Module Contents
       :rtype: DataMetrics
 
 
-
    .. py:method:: refresh()
 
       Calls describe and refreshes the current object's fields
@@ -105,7 +91,6 @@ Module Contents
       :rtype: DatasetVersion
 
 
-
    .. py:method:: describe()
 
       Retrieves a full description of the specified dataset version, including its ID, name, source type, and other attributes.
@@ -117,7 +102,6 @@ Module Contents
       :rtype: DatasetVersion
 
 
-
    .. py:method:: get_logs()
 
       Retrieves the dataset import logs.
@@ -129,7 +113,6 @@ Module Contents
       :rtype: DatasetVersionLogs
 
 
-
    .. py:method:: wait_for_import(timeout=900)
 
       A waiting call until dataset version is imported.
@@ -138,7 +121,6 @@ Module Contents
       :type timeout: int
 
 
-
    .. py:method:: wait_for_inspection(timeout=None)
 
       A waiting call until dataset version is completely inspected.
@@ -147,7 +129,6 @@ Module Contents
       :type timeout: int
 
 
-
    .. py:method:: get_status()
 
       Gets the status of the dataset version.
diff --git a/docs/_sources/autoapi/abacusai/dataset_version_logs/index.rst.txt b/docs/_sources/autoapi/abacusai/dataset_version_logs/index.rst.txt
index 113c695ff..9873e1e6b 100644
--- a/docs/_sources/autoapi/abacusai/dataset_version_logs/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/dataset_version_logs/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.dataset_version_logs
-=============================
+:py:mod:`abacusai.dataset_version_logs`
+=======================================
 
 .. py:module:: abacusai.dataset_version_logs
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.dataset_version_logs.AbstractApiClass
-   abacusai.dataset_version_logs.DatasetVersionLogs
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.dataset_version_logs.DatasetVersionLogs
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: DatasetVersionLogs(client, logs=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Logs from dataset version.
 
@@ -39,13 +29,11 @@ Module Contents
    :param logs: List of logs from dataset version.
    :type logs: list[str]
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/deployment/index.rst.txt b/docs/_sources/autoapi/abacusai/deployment/index.rst.txt
index 8d3a06837..ef2547fdc 100644
--- a/docs/_sources/autoapi/abacusai/deployment/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/deployment/index.rst.txt
@@ -1,204 +1,26 @@
-abacusai.deployment
-===================
+:py:mod:`abacusai.deployment`
+=============================
 
 .. py:module:: abacusai.deployment
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.deployment.AlertActionConfig
-   abacusai.deployment.AlertConditionConfig
-   abacusai.deployment.BatchPredictionArgs
-   abacusai.deployment.PredictionArguments
-   abacusai.deployment.FeatureGroupExportConfig
-   abacusai.deployment.RefreshSchedule
-   abacusai.deployment.AbstractApiClass
-   abacusai.deployment.Deployment
-
-
 Module Contents
 ---------------
 
-.. py:class:: AlertActionConfig
-
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
-
-
-   An abstract class for alert action configs
-
-
-   .. py:attribute:: action_type
-      :type:  abacusai.api_class.enums.AlertActionType
-
-
-   .. py:method:: _get_builder()
-      :classmethod:
-
-
-
-.. py:class:: AlertConditionConfig
-
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
-
-
-   An abstract class for alert condition configs
-
-
-   .. py:attribute:: alert_type
-      :type:  abacusai.api_class.enums.MonitorAlertType
-
-
-   .. py:method:: _get_builder()
-      :classmethod:
-
-
-
-.. py:class:: BatchPredictionArgs
-
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
-
-
-   An abstract class for Batch Prediction args specific to problem type.
-
-
-   .. py:attribute:: _support_kwargs
-      :type:  bool
-
-
-   .. py:attribute:: kwargs
-      :type:  dict
-
-
-   .. py:attribute:: problem_type
-      :type:  abacusai.api_class.enums.ProblemType
-
-
-   .. py:method:: _get_builder()
-      :classmethod:
-
-
-
-.. py:class:: PredictionArguments
-
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
-
-
-   An abstract class for prediction arguments specific to problem type.
-
-
-   .. py:attribute:: _support_kwargs
-      :type:  bool
-
-
-   .. py:attribute:: kwargs
-      :type:  dict
-
-
-   .. py:attribute:: problem_type
-      :type:  abacusai.api_class.enums.ProblemType
-
-
-   .. py:method:: _get_builder()
-      :classmethod:
-
-
-
-.. py:class:: FeatureGroupExportConfig(client, outputLocation=None, fileFormat=None, databaseConnectorId=None, objectName=None, writeMode=None, databaseFeatureMapping=None, idColumn=None, additionalIdColumns=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Export configuration (file connector or database connector information) for feature group exports.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param outputLocation: The File Connector location to which the feature group is being written.
-   :type outputLocation: str
-   :param fileFormat: The file format being written to output_location.
-   :type fileFormat: str
-   :param databaseConnectorId: The unique string identifier of the database connector used.
-   :type databaseConnectorId: str
-   :param objectName: The object in the database connector to which the feature group is being written.
-   :type objectName: str
-   :param writeMode: UPSERT or INSERT for writing to the database connector.
-   :type writeMode: str
-   :param databaseFeatureMapping: The column/feature pairs mapping the features to the database columns.
-   :type databaseFeatureMapping: dict
-   :param idColumn: The id column to use as the upsert key.
-   :type idColumn: str
-   :param additionalIdColumns: For database connectors which support it, additional ID columns to use as a complex key for upserting.
-   :type additionalIdColumns: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: RefreshSchedule(client, refreshPolicyId=None, nextRunTime=None, cron=None, refreshType=None, error=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A refresh schedule for an object. Defines when the next version of the object will be created
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param refreshPolicyId: The unique identifier of the refresh policy
-   :type refreshPolicyId: str
-   :param nextRunTime: The next run time of the refresh policy. If null, the policy is paused.
-   :type nextRunTime: str
-   :param cron: A cron-style string that describes the when this refresh policy is to be executed in UTC
-   :type cron: str
-   :param refreshType: The type of refresh that will be run
-   :type refreshType: str
-   :param error: An error message for the last pipeline run of a policy
-   :type error: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.deployment.Deployment
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: Deployment(client, deploymentId=None, name=None, status=None, description=None, deployedAt=None, createdAt=None, projectId=None, modelId=None, modelVersion=None, featureGroupId=None, featureGroupVersion=None, callsPerSecond=None, autoDeploy=None, skipMetricsCheck=None, algoName=None, regions=None, error=None, batchStreamingUpdates=None, algorithm=None, pendingModelVersion=None, modelDeploymentConfig=None, predictionOperatorId=None, predictionOperatorVersion=None, pendingPredictionOperatorVersion=None, onlineFeatureGroupId=None, outputOnlineFeatureGroupId=None, realtimeMonitorId=None, refreshSchedules={}, featureGroupExportConfig={}, defaultPredictionArguments={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A model deployment
 
@@ -265,13 +87,11 @@ Module Contents
    :param defaultPredictionArguments: The default prediction arguments for prediction APIs
    :type defaultPredictionArguments: PredictionArguments
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
@@ -280,7 +100,6 @@ Module Contents
       :rtype: dict
 
 
-
    .. py:method:: create_webhook(endpoint, webhook_event_type, payload_template = None)
 
       Create a webhook attached to a given deployment ID.
@@ -296,7 +115,6 @@ Module Contents
       :rtype: Webhook
 
 
-
    .. py:method:: list_webhooks()
 
       List all the webhooks attached to a given deployment.
@@ -308,7 +126,6 @@ Module Contents
       :rtype: list[Webhook]
 
 
-
    .. py:method:: refresh()
 
       Calls describe and refreshes the current object's fields
@@ -317,7 +134,6 @@ Module Contents
       :rtype: Deployment
 
 
-
    .. py:method:: describe()
 
       Retrieves a full description of the specified deployment.
@@ -329,7 +145,6 @@ Module Contents
       :rtype: Deployment
 
 
-
    .. py:method:: update(description = None, auto_deploy = None, skip_metrics_check = None)
 
       Updates a deployment's properties.
@@ -342,7 +157,6 @@ Module Contents
       :type skip_metrics_check: bool
 
 
-
    .. py:method:: rename(name)
 
       Updates a deployment's name
@@ -351,7 +165,6 @@ Module Contents
       :type name: str
 
 
-
    .. py:method:: set_auto(enable = None)
 
       Enable or disable auto deployment for the specified deployment.
@@ -363,7 +176,6 @@ Module Contents
       :type enable: bool
 
 
-
    .. py:method:: set_model_version(model_version, algorithm = None, model_deployment_config = None)
 
       Promotes a model version and/or algorithm to be the active served deployment version
@@ -376,7 +188,6 @@ Module Contents
       :type model_deployment_config: dict
 
 
-
    .. py:method:: set_feature_group_version(feature_group_version)
 
       Promotes a feature group version to be served in the deployment.
@@ -385,7 +196,6 @@ Module Contents
       :type feature_group_version: str
 
 
-
    .. py:method:: set_prediction_operator_version(prediction_operator_version)
 
       Promotes a prediction operator version to be served in the deployment.
@@ -394,7 +204,6 @@ Module Contents
       :type prediction_operator_version: str
 
 
-
    .. py:method:: start()
 
       Restarts the specified deployment that was previously suspended.
@@ -403,7 +212,6 @@ Module Contents
       :type deployment_id: str
 
 
-
    .. py:method:: stop()
 
       Stops the specified deployment.
@@ -412,7 +220,6 @@ Module Contents
       :type deployment_id: str
 
 
-
    .. py:method:: delete()
 
       Deletes the specified deployment. The deployment's models will not be affected. Note that the deployments are not recoverable after they are deleted.
@@ -421,7 +228,6 @@ Module Contents
       :type deployment_id: str
 
 
-
    .. py:method:: set_feature_group_export_file_connector_output(file_format = None, output_location = None)
 
       Sets the export output for the Feature Group Deployment to be a file connector.
@@ -432,7 +238,6 @@ Module Contents
       :type output_location: str
 
 
-
    .. py:method:: set_feature_group_export_database_connector_output(database_connector_id, object_name, write_mode, database_feature_mapping, id_column = None, additional_id_columns = None)
 
       Sets the export output for the Feature Group Deployment to a Database connector.
@@ -451,7 +256,6 @@ Module Contents
       :type additional_id_columns: list
 
 
-
    .. py:method:: remove_feature_group_export_output()
 
       Removes the export type that is set for the Feature Group Deployment
@@ -460,7 +264,6 @@ Module Contents
       :type deployment_id: str
 
 
-
    .. py:method:: set_default_prediction_arguments(prediction_arguments, set_as_override = False)
 
       Sets the deployment config.
@@ -474,7 +277,6 @@ Module Contents
       :rtype: Deployment
 
 
-
    .. py:method:: create_alert(alert_name, condition_config, action_config)
 
       Create a deployment alert for the given conditions.
@@ -493,7 +295,6 @@ Module Contents
       :rtype: MonitorAlert
 
 
-
    .. py:method:: list_alerts()
 
       List the monitor alerts associated with the deployment id.
@@ -505,7 +306,6 @@ Module Contents
       :rtype: list[MonitorAlert]
 
 
-
    .. py:method:: create_realtime_monitor(realtime_monitor_schedule = None, lookback_time = None)
 
       Real time monitors compute and monitor metrics of real time prediction data.
@@ -519,7 +319,6 @@ Module Contents
       :rtype: RealtimeMonitor
 
 
-
    .. py:method:: get_conversation_response(message, deployment_conversation_id = None, external_session_id = None, llm_name = None, num_completion_tokens = None, system_message = None, temperature = 0.0, filter_key_values = None, search_score_cutoff = None, chat_config = None, ignore_documents = False, deployment_token = None, doc_infos = None)
 
       Return a conversation response which continues the conversation based on the input message and deployment conversation id (if exists).
@@ -552,7 +351,6 @@ Module Contents
       :type doc_infos: list
 
 
-
    .. py:method:: get_conversation_response_with_binary_data(deployment_token, message, deployment_conversation_id = None, external_session_id = None, llm_name = None, num_completion_tokens = None, system_message = None, temperature = 0.0, filter_key_values = None, search_score_cutoff = None, chat_config = None, ignore_documents = False, attachments = None)
 
       Return a conversation response which continues the conversation based on the input message and deployment conversation id (if exists).
@@ -585,7 +383,6 @@ Module Contents
       :type attachments: None
 
 
-
    .. py:method:: create_batch_prediction(table_name = None, name = None, global_prediction_args = None, batch_prediction_args = None, explanations = False, output_format = None, output_location = None, database_connector_id = None, database_output_config = None, refresh_schedule = None, csv_input_prefix = None, csv_prediction_prefix = None, csv_explanations_prefix = None, output_includes_metadata = None, result_input_columns = None, input_feature_groups = None)
 
       Creates a batch prediction job description for the given deployment.
@@ -623,7 +420,6 @@ Module Contents
       :rtype: BatchPrediction
 
 
-
    .. py:method:: describe_feature_group_row_process_by_key(primary_key_value)
 
       Gets the feature group row process.
@@ -635,7 +431,6 @@ Module Contents
       :rtype: FeatureGroupRowProcess
 
 
-
    .. py:method:: list_feature_group_row_processes(limit = None, status = None)
 
       Gets a list of feature group row processes.
@@ -649,7 +444,6 @@ Module Contents
       :rtype: list[FeatureGroupRowProcess]
 
 
-
    .. py:method:: get_feature_group_row_process_summary()
 
       Gets a summary of the statuses of the individual feature group processes.
@@ -661,7 +455,6 @@ Module Contents
       :rtype: FeatureGroupRowProcessSummary
 
 
-
    .. py:method:: reset_feature_group_row_process_by_key(primary_key_value)
 
       Resets a feature group row process so that it can be reprocessed
@@ -673,7 +466,6 @@ Module Contents
       :rtype: FeatureGroupRowProcess
 
 
-
    .. py:method:: get_feature_group_row_process_logs_by_key(primary_key_value)
 
       Gets the logs for a feature group row process
@@ -685,7 +477,6 @@ Module Contents
       :rtype: FeatureGroupRowProcessLogs
 
 
-
    .. py:method:: create_conversation(name, deployment_token = None, external_application_id = None)
 
       Creates a deployment conversation.
@@ -701,7 +492,6 @@ Module Contents
       :rtype: DeploymentConversation
 
 
-
    .. py:method:: list_conversations(external_application_id = None)
 
       Lists all conversations for the given deployment and current user.
@@ -713,7 +503,6 @@ Module Contents
       :rtype: list[DeploymentConversation]
 
 
-
    .. py:method:: create_external_application(name = None, description = None, logo = None, theme = None)
 
       Creates a new External Application from an existing ChatLLM Deployment.
@@ -731,7 +520,6 @@ Module Contents
       :rtype: ExternalApplication
 
 
-
    .. py:method:: download_agent_attachment(attachment_id)
 
       Return an agent attachment.
@@ -740,7 +528,6 @@ Module Contents
       :type attachment_id: str
 
 
-
    .. py:method:: wait_for_deployment(wait_states={'PENDING', 'DEPLOYING'}, timeout=900)
 
       A waiting call until deployment is completed.
@@ -749,7 +536,6 @@ Module Contents
       :type timeout: int
 
 
-
    .. py:method:: wait_for_pending_deployment_update(timeout=900)
 
       A waiting call until deployment is in a stable state, that pending model switch is completed and previous model is stopped.
@@ -761,7 +547,6 @@ Module Contents
       :rtype: Deployment
 
 
-
    .. py:method:: get_status()
 
       Gets the status of the deployment.
@@ -770,7 +555,6 @@ Module Contents
       :rtype: str
 
 
-
    .. py:method:: create_refresh_policy(cron)
 
       To create a refresh policy for a deployment.
@@ -782,7 +566,6 @@ Module Contents
       :rtype: RefreshPolicy
 
 
-
    .. py:method:: list_refresh_policies()
 
       Gets the refresh policies in a list.
diff --git a/docs/_sources/autoapi/abacusai/deployment_auth_token/index.rst.txt b/docs/_sources/autoapi/abacusai/deployment_auth_token/index.rst.txt
index 5f5d0d7e9..c79a50d46 100644
--- a/docs/_sources/autoapi/abacusai/deployment_auth_token/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/deployment_auth_token/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.deployment_auth_token
-==============================
+:py:mod:`abacusai.deployment_auth_token`
+========================================
 
 .. py:module:: abacusai.deployment_auth_token
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.deployment_auth_token.AbstractApiClass
-   abacusai.deployment_auth_token.DeploymentAuthToken
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.deployment_auth_token.DeploymentAuthToken
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: DeploymentAuthToken(client, deploymentToken=None, createdAt=None, name=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A deployment authentication token that is used to authenticate prediction requests
 
@@ -43,13 +33,11 @@ Module Contents
    :param name: The name associated with the authentication token.
    :type name: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/deployment_conversation/index.rst.txt b/docs/_sources/autoapi/abacusai/deployment_conversation/index.rst.txt
index 070448273..43e3cc271 100644
--- a/docs/_sources/autoapi/abacusai/deployment_conversation/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/deployment_conversation/index.rst.txt
@@ -1,116 +1,27 @@
-abacusai.deployment_conversation
-================================
+:py:mod:`abacusai.deployment_conversation`
+==========================================
 
 .. py:module:: abacusai.deployment_conversation
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.deployment_conversation.DeploymentConversationEvent
-   abacusai.deployment_conversation.AbstractApiClass
-   abacusai.deployment_conversation.DeploymentConversation
-
-
 Module Contents
 ---------------
 
-.. py:class:: DeploymentConversationEvent(client, role=None, text=None, timestamp=None, messageIndex=None, regenerateAttempt=None, modelVersion=None, searchResults=None, isUseful=None, feedback=None, feedbackType=None, docInfos=None, keywordArguments=None, inputParams=None, attachments=None, responseVersion=None, agentWorkflowNodeId=None, nextAgentWorkflowNodeId=None, chatType=None, agentResponse=None, error=None, segments=None, streamedData=None, streamedSectionData=None, highlights=None, llmDisplayName=None, llmBotIcon=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A single deployment conversation message.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param role: The role of the message sender
-   :type role: str
-   :param text: The text of the message
-   :type text: str
-   :param timestamp: The timestamp at which the message was sent
-   :type timestamp: str
-   :param messageIndex: The index of the message in the conversation
-   :type messageIndex: int
-   :param regenerateAttempt: The sequence number of regeneration. Not regenerated if 0.
-   :type regenerateAttempt: int
-   :param modelVersion: The model instance id associated with the message.
-   :type modelVersion: str
-   :param searchResults: The search results for the message.
-   :type searchResults: dict
-   :param isUseful: Whether this message was marked as useful or not
-   :type isUseful: bool
-   :param feedback: The feedback provided for the message
-   :type feedback: str
-   :param feedbackType: The type of feedback provided for the message
-   :type feedbackType: str
-   :param docInfos: A list of information on the documents associated with the message
-   :type docInfos: list
-   :param keywordArguments: User message only. A dictionary of keyword arguments used to generate response.
-   :type keywordArguments: dict
-   :param inputParams: User message only. A dictionary of input parameters used to generate response.
-   :type inputParams: dict
-   :param attachments: A list of attachments associated with the message.
-   :type attachments: list
-   :param responseVersion: The version of the response, used to differentiate w/ legacy agent response.
-   :type responseVersion: str
-   :param agentWorkflowNodeId: The workflow node id associated with the agent response.
-   :type agentWorkflowNodeId: str
-   :param nextAgentWorkflowNodeId: The id of the workflow node to be executed next.
-   :type nextAgentWorkflowNodeId: str
-   :param chatType: The type of chat llm that was run for the message.
-   :type chatType: str
-   :param agentResponse: Response from the agent. Only for conversation with agents.
-   :type agentResponse: dict
-   :param error: The error message in case of an error.
-   :type error: str
-   :param segments: The segments of the message.
-   :type segments: list
-   :param streamedData: Aggregated streamed messages from the agent.
-   :type streamedData: str
-   :param streamedSectionData: Aggregated streamed section outputs from the agent in a list.
-   :type streamedSectionData: str
-   :param highlights: Chunks with bounding boxes for highlighting the result sources.
-   :type highlights: dict
-   :param llmDisplayName: The display name of the LLM model used to generate the response. Only used for system-created bots.
-   :type llmDisplayName: str
-   :param llmBotIcon: The icon location of the LLM model used to generate the response. Only used for system-created bots.
-   :type llmBotIcon: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: AbstractApiClass(client, id)
+Classes
+~~~~~~~
 
-   .. py:method:: __eq__(other)
+.. autoapisummary::
 
-      Return self==value.
+   abacusai.deployment_conversation.DeploymentConversation
 
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
+.. py:class:: DeploymentConversation(client, deploymentConversationId=None, name=None, deploymentId=None, createdAt=None, lastEventCreatedAt=None, externalSessionId=None, regenerateAttempt=None, externalApplicationId=None, unusedDocumentUploadIds=None, history={})
 
-.. py:class:: DeploymentConversation(client, deploymentConversationId=None, name=None, deploymentId=None, createdAt=None, lastEventCreatedAt=None, externalSessionId=None, regenerateAttempt=None, externalApplicationId=None, history={})
 
    Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
-
    A deployment conversation.
 
    :param client: An authenticated API Client instance
@@ -131,16 +42,16 @@ Module Contents
    :type regenerateAttempt: int
    :param externalApplicationId: The external application id associated with the deployment conversation.
    :type externalApplicationId: str
+   :param unusedDocumentUploadIds: The list of unused document upload ids associated with the deployment conversation.
+   :type unusedDocumentUploadIds: list[str]
    :param history: The history of the deployment conversation.
    :type history: DeploymentConversationEvent
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
@@ -149,8 +60,7 @@ Module Contents
       :rtype: dict
 
 
-
-   .. py:method:: get(external_session_id = None, deployment_id = None, deployment_token = None, filter_intermediate_conversation_events = True)
+   .. py:method:: get(external_session_id = None, deployment_id = None, deployment_token = None, filter_intermediate_conversation_events = True, get_unused_document_uploads = False)
 
       Gets a deployment conversation.
 
@@ -162,12 +72,13 @@ Module Contents
       :type deployment_token: str
       :param filter_intermediate_conversation_events: If true, intermediate conversation events will be filtered out. Default is true.
       :type filter_intermediate_conversation_events: bool
+      :param get_unused_document_uploads: If true, unused document uploads will be returned. Default is false.
+      :type get_unused_document_uploads: bool
 
       :returns: The deployment conversation.
       :rtype: DeploymentConversation
 
 
-
    .. py:method:: delete(deployment_id = None, deployment_token = None)
 
       Delete a Deployment Conversation.
@@ -178,7 +89,6 @@ Module Contents
       :type deployment_token: str
 
 
-
    .. py:method:: clear(external_session_id = None, deployment_id = None, deployment_token = None, user_message_indices = None)
 
       Clear the message history of a Deployment Conversation.
@@ -193,7 +103,6 @@ Module Contents
       :type user_message_indices: list
 
 
-
    .. py:method:: set_feedback(message_index, is_useful = None, is_not_useful = None, feedback = None, feedback_type = None, deployment_id = None, deployment_token = None)
 
       Sets a deployment conversation message as useful or not useful
@@ -214,7 +123,6 @@ Module Contents
       :type deployment_token: str
 
 
-
    .. py:method:: rename(name, deployment_id = None, deployment_token = None)
 
       Rename a Deployment Conversation.
@@ -227,7 +135,6 @@ Module Contents
       :type deployment_token: str
 
 
-
    .. py:method:: export(external_session_id = None)
 
       Export a Deployment Conversation.
diff --git a/docs/_sources/autoapi/abacusai/deployment_conversation_event/index.rst.txt b/docs/_sources/autoapi/abacusai/deployment_conversation_event/index.rst.txt
index 2b587d03a..e3ae432b7 100644
--- a/docs/_sources/autoapi/abacusai/deployment_conversation_event/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/deployment_conversation_event/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.deployment_conversation_event
-======================================
+:py:mod:`abacusai.deployment_conversation_event`
+================================================
 
 .. py:module:: abacusai.deployment_conversation_event
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.deployment_conversation_event.AbstractApiClass
-   abacusai.deployment_conversation_event.DeploymentConversationEvent
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.deployment_conversation_event.DeploymentConversationEvent
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: DeploymentConversationEvent(client, role=None, text=None, timestamp=None, messageIndex=None, regenerateAttempt=None, modelVersion=None, searchResults=None, isUseful=None, feedback=None, feedbackType=None, docInfos=None, keywordArguments=None, inputParams=None, attachments=None, responseVersion=None, agentWorkflowNodeId=None, nextAgentWorkflowNodeId=None, chatType=None, agentResponse=None, error=None, segments=None, streamedData=None, streamedSectionData=None, highlights=None, llmDisplayName=None, llmBotIcon=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A single deployment conversation message.
 
@@ -89,13 +79,11 @@ Module Contents
    :param llmBotIcon: The icon location of the LLM model used to generate the response. Only used for system-created bots.
    :type llmBotIcon: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/deployment_conversation_export/index.rst.txt b/docs/_sources/autoapi/abacusai/deployment_conversation_export/index.rst.txt
index 0145adf3d..fd21ebb61 100644
--- a/docs/_sources/autoapi/abacusai/deployment_conversation_export/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/deployment_conversation_export/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.deployment_conversation_export
-=======================================
+:py:mod:`abacusai.deployment_conversation_export`
+=================================================
 
 .. py:module:: abacusai.deployment_conversation_export
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.deployment_conversation_export.AbstractApiClass
-   abacusai.deployment_conversation_export.DeploymentConversationExport
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.deployment_conversation_export.DeploymentConversationExport
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: DeploymentConversationExport(client, deploymentConversationId=None, conversationExportHtml=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A deployment conversation html export, to be used for downloading the conversation.
 
@@ -41,13 +31,11 @@ Module Contents
    :param conversationExportHtml: The html string of the deployment conversation.
    :type conversationExportHtml: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/document_data/index.rst.txt b/docs/_sources/autoapi/abacusai/document_data/index.rst.txt
index f429eb8dc..c3736dab6 100644
--- a/docs/_sources/autoapi/abacusai/document_data/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/document_data/index.rst.txt
@@ -1,37 +1,27 @@
-abacusai.document_data
-======================
+:py:mod:`abacusai.document_data`
+================================
 
 .. py:module:: abacusai.document_data
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.document_data.AbstractApiClass
-   abacusai.document_data.DocumentData
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
+Classes
+~~~~~~~
 
-   .. py:method:: __eq__(other)
+.. autoapisummary::
 
-      Return self==value.
+   abacusai.document_data.DocumentData
 
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
+.. py:class:: DocumentData(client, docId=None, mimeType=None, pageCount=None, totalPageCount=None, extractedText=None, embeddedText=None, pages=None, tokens=None, metadata=None, pageMarkdown=None, extractedPageText=None, augmentedPageText=None)
 
-.. py:class:: DocumentData(client, docId=None, mimeType=None, pageCount=None, totalPageCount=None, extractedText=None, embeddedText=None, pages=None, tokens=None, metadata=None, pageMarkdown=None, extractedPageText=None)
 
    Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
-
    Data extracted from a docstore document.
 
    :param client: An authenticated API Client instance
@@ -58,14 +48,14 @@ Module Contents
    :type pageMarkdown: list
    :param extractedPageText: List of extracted text for each page in the document obtained from OCR.
    :type extractedPageText: list
-
+   :param augmentedPageText: List of extracted text for each page in the document obtained from OCR augmented with embedded links in the document.
+   :type augmentedPageText: list
 
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/document_retriever/index.rst.txt b/docs/_sources/autoapi/abacusai/document_retriever/index.rst.txt
index 2b803b7cb..202b91811 100644
--- a/docs/_sources/autoapi/abacusai/document_retriever/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/document_retriever/index.rst.txt
@@ -1,236 +1,26 @@
-abacusai.document_retriever
-===========================
+:py:mod:`abacusai.document_retriever`
+=====================================
 
 .. py:module:: abacusai.document_retriever
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.document_retriever.VectorStoreConfig
-   abacusai.document_retriever.DocumentRetrieverConfig
-   abacusai.document_retriever.DocumentRetrieverVersion
-   abacusai.document_retriever.AbstractApiClass
-   abacusai.document_retriever.DocumentRetriever
-
-
 Module Contents
 ---------------
 
-.. py:class:: VectorStoreConfig
-
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
-
-
-   Config for indexing options of a document retriever. Default values of optional arguments are heuristically selected by the Abacus.AI platform based on the underlying data.
-
-   :param chunk_size: The size of text chunks in the vector store.
-   :type chunk_size: int
-   :param chunk_overlap_fraction: The fraction of overlap between chunks.
-   :type chunk_overlap_fraction: float
-   :param text_encoder: Encoder used to index texts from the documents.
-   :type text_encoder: VectorStoreTextEncoder
-   :param chunk_size_factors: Chunking data with multiple sizes. The specified list of factors are used to calculate more sizes, in addition to `chunk_size`.
-   :type chunk_size_factors: list
-   :param score_multiplier_column: If provided, will use the values in this metadata column to modify the relevance score of returned chunks for all queries.
-   :type score_multiplier_column: str
-   :param prune_vectors: Transform vectors using SVD so that the average component of vectors in the corpus are removed.
-   :type prune_vectors: bool
-
-
-   .. py:attribute:: chunk_size
-      :type:  int
-
-
-   .. py:attribute:: chunk_overlap_fraction
-      :type:  float
-
-
-   .. py:attribute:: text_encoder
-      :type:  abacusai.api_class.enums.VectorStoreTextEncoder
-
-
-   .. py:attribute:: chunk_size_factors
-      :type:  list
-
-
-   .. py:attribute:: score_multiplier_column
-      :type:  str
-
-
-   .. py:attribute:: prune_vectors
-      :type:  bool
-
-
-.. py:class:: DocumentRetrieverConfig(client, chunkSize=None, chunkOverlapFraction=None, textEncoder=None, scoreMultiplierColumn=None, pruneVectors=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A config for document retriever creation.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param chunkSize: The size of chunks for vector store, i.e., maximum number of words in the chunk.
-   :type chunkSize: int
-   :param chunkOverlapFraction: The fraction of overlap between two consecutive chunks.
-   :type chunkOverlapFraction: float
-   :param textEncoder: The text encoder used to encode texts in the vector store.
-   :type textEncoder: str
-   :param scoreMultiplierColumn: The values in this metadata column are used to modify the relevance scores of returned chunks.
-   :type scoreMultiplierColumn: str
-   :param pruneVectors: Corpus specific transformation of vectors that applies dimensional reduction techniques to strip common components from the vectors.
-   :type pruneVectors: bool
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: DocumentRetrieverVersion(client, documentRetrieverId=None, documentRetrieverVersion=None, createdAt=None, status=None, deploymentStatus=None, featureGroupId=None, featureGroupVersion=None, error=None, numberOfChunks=None, embeddingFileSize=None, warnings=None, resolvedConfig={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A version of document retriever.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param documentRetrieverId: The unique identifier of the Document Retriever.
-   :type documentRetrieverId: str
-   :param documentRetrieverVersion: The unique identifier of the Document Retriever version.
-   :type documentRetrieverVersion: str
-   :param createdAt: When the Document Retriever was created.
-   :type createdAt: str
-   :param status: The status of creating Document Retriever version.
-   :type status: str
-   :param deploymentStatus: The status of deploying the Document Retriever version.
-   :type deploymentStatus: str
-   :param featureGroupId: The feature group id associated with the document retriever.
-   :type featureGroupId: str
-   :param featureGroupVersion: The unique identifier of the feature group version at which the Document Retriever version is created.
-   :type featureGroupVersion: str
-   :param error: The error message when it failed to create the document retriever version.
-   :type error: str
-   :param numberOfChunks: The number of chunks for the document retriever.
-   :type numberOfChunks: int
-   :param embeddingFileSize: The size of embedding file for the document retriever.
-   :type embeddingFileSize: int
-   :param warnings: The warning messages when creating the document retriever.
-   :type warnings: list
-   :param resolvedConfig: The resolved configurations, such as default settings, for indexing documents.
-   :type resolvedConfig: DocumentRetrieverConfig
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: DocumentRetrieverVersion
-
-
-
-   .. py:method:: describe()
-
-      Describe a document retriever version.
-
-      :param document_retriever_version: A unique string identifier associated with the document retriever version.
-      :type document_retriever_version: str
-
-      :returns: The document retriever version object.
-      :rtype: DocumentRetrieverVersion
-
-
-
-   .. py:method:: wait_for_results(timeout=3600)
-
-      A waiting call until document retriever version is complete.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out.
-      :type timeout: int
-
-
-
-   .. py:method:: wait_until_ready(timeout=3600)
-
-      A waiting call until the document retriever version is ready.  It restarts the document retriever if it is stopped.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out.
-      :type timeout: int
-
-
-
-   .. py:method:: wait_until_deployment_ready(timeout = 3600)
-
-      A waiting call until the document retriever deployment is ready to serve.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out. Default value given is 3600 seconds.
-      :type timeout: int
-
-
-
-   .. py:method:: get_status()
-
-      Gets the status of the document retriever version.
-
-      :returns: A string describing the status of a document retriever version (pending, complete, etc.).
-      :rtype: str
-
-
-
-   .. py:method:: get_deployment_status()
-
-      Gets the status of the document retriever version.
-
-      :returns: A string describing the deployment status of a document retriever version (pending, deploying, etc.).
-      :rtype: str
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.document_retriever.DocumentRetriever
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: DocumentRetriever(client, name=None, documentRetrieverId=None, createdAt=None, featureGroupId=None, featureGroupName=None, indexingRequired=None, latestDocumentRetrieverVersion={}, documentRetrieverConfig={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A vector store that stores embeddings for a list of document trunks.
 
@@ -253,13 +43,11 @@ Module Contents
    :param documentRetrieverConfig: The config for vector store creation.
    :type documentRetrieverConfig: DocumentRetrieverConfig
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
@@ -268,7 +56,6 @@ Module Contents
       :rtype: dict
 
 
-
    .. py:method:: rename(name)
 
       Updates an existing document retriever.
@@ -280,7 +67,6 @@ Module Contents
       :rtype: DocumentRetriever
 
 
-
    .. py:method:: create_version(feature_group_id = None, document_retriever_config = None)
 
       Creates a document retriever version from the latest version of the feature group that the document retriever associated with.
@@ -294,7 +80,6 @@ Module Contents
       :rtype: DocumentRetrieverVersion
 
 
-
    .. py:method:: refresh()
 
       Calls describe and refreshes the current object's fields
@@ -303,7 +88,6 @@ Module Contents
       :rtype: DocumentRetriever
 
 
-
    .. py:method:: describe()
 
       Describe a Document Retriever.
@@ -315,7 +99,6 @@ Module Contents
       :rtype: DocumentRetriever
 
 
-
    .. py:method:: list_versions(limit = 100, start_after_version = None)
 
       List all the document retriever versions with a given ID.
@@ -329,7 +112,6 @@ Module Contents
       :rtype: list[DocumentRetrieverVersion]
 
 
-
    .. py:method:: get_document_snippet(document_id, start_word_index = None, end_word_index = None)
 
       Get a snippet from documents in the document retriever.
@@ -345,7 +127,6 @@ Module Contents
       :rtype: DocumentRetrieverLookupResult
 
 
-
    .. py:method:: restart()
 
       Restart the document retriever if it is stopped. This will start the deployment of the document retriever,
@@ -357,7 +138,6 @@ Module Contents
       :type document_retriever_id: str
 
 
-
    .. py:method:: wait_until_ready(timeout = 3600)
 
       A waiting call until document retriever is ready. It restarts the document retriever if it is stopped.
@@ -366,7 +146,6 @@ Module Contents
       :type timeout: int
 
 
-
    .. py:method:: wait_until_deployment_ready(timeout = 3600)
 
       A waiting call until the document retriever deployment is ready to serve.
@@ -375,7 +154,6 @@ Module Contents
       :type timeout: int
 
 
-
    .. py:method:: get_status()
 
       Gets the indexing status of the document retriever.
@@ -384,7 +162,6 @@ Module Contents
       :rtype: str
 
 
-
    .. py:method:: get_deployment_status()
 
       Gets the deployment status of the document retriever.
@@ -393,7 +170,6 @@ Module Contents
       :rtype: str
 
 
-
    .. py:method:: get_matching_documents(query, filters = None, limit = None, result_columns = None, max_words = None, num_retrieval_margin_words = None, max_words_per_chunk = None, score_multiplier_column = None, min_score = None, required_phrases = None, filter_clause = None, crowding_limits = None)
 
       Lookup document retrievers and return the matching documents from the document retriever deployed with given query.
diff --git a/docs/_sources/autoapi/abacusai/document_retriever_config/index.rst.txt b/docs/_sources/autoapi/abacusai/document_retriever_config/index.rst.txt
index 7e036e43d..fe35d29c2 100644
--- a/docs/_sources/autoapi/abacusai/document_retriever_config/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/document_retriever_config/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.document_retriever_config
-==================================
+:py:mod:`abacusai.document_retriever_config`
+============================================
 
 .. py:module:: abacusai.document_retriever_config
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.document_retriever_config.AbstractApiClass
-   abacusai.document_retriever_config.DocumentRetrieverConfig
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.document_retriever_config.DocumentRetrieverConfig
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: DocumentRetrieverConfig(client, chunkSize=None, chunkOverlapFraction=None, textEncoder=None, scoreMultiplierColumn=None, pruneVectors=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A config for document retriever creation.
 
@@ -47,13 +37,11 @@ Module Contents
    :param pruneVectors: Corpus specific transformation of vectors that applies dimensional reduction techniques to strip common components from the vectors.
    :type pruneVectors: bool
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/document_retriever_lookup_result/index.rst.txt b/docs/_sources/autoapi/abacusai/document_retriever_lookup_result/index.rst.txt
index 6b04f1299..ead649dc8 100644
--- a/docs/_sources/autoapi/abacusai/document_retriever_lookup_result/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/document_retriever_lookup_result/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.document_retriever_lookup_result
-=========================================
+:py:mod:`abacusai.document_retriever_lookup_result`
+===================================================
 
 .. py:module:: abacusai.document_retriever_lookup_result
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.document_retriever_lookup_result.AbstractApiClass
-   abacusai.document_retriever_lookup_result.DocumentRetrieverLookupResult
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.document_retriever_lookup_result.DocumentRetrieverLookupResult
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: DocumentRetrieverLookupResult(client, document=None, score=None, properties=None, pages=None, boundingBoxes=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Result of a document retriever lookup.
 
@@ -47,13 +37,11 @@ Module Contents
    :param boundingBoxes: Bounding boxes of the retrieved text from the original document.
    :type boundingBoxes: list
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/document_retriever_version/index.rst.txt b/docs/_sources/autoapi/abacusai/document_retriever_version/index.rst.txt
index 99cead63e..34e896891 100644
--- a/docs/_sources/autoapi/abacusai/document_retriever_version/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/document_retriever_version/index.rst.txt
@@ -1,73 +1,26 @@
-abacusai.document_retriever_version
-===================================
+:py:mod:`abacusai.document_retriever_version`
+=============================================
 
 .. py:module:: abacusai.document_retriever_version
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.document_retriever_version.DocumentRetrieverConfig
-   abacusai.document_retriever_version.AbstractApiClass
-   abacusai.document_retriever_version.DocumentRetrieverVersion
-
-
 Module Contents
 ---------------
 
-.. py:class:: DocumentRetrieverConfig(client, chunkSize=None, chunkOverlapFraction=None, textEncoder=None, scoreMultiplierColumn=None, pruneVectors=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A config for document retriever creation.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param chunkSize: The size of chunks for vector store, i.e., maximum number of words in the chunk.
-   :type chunkSize: int
-   :param chunkOverlapFraction: The fraction of overlap between two consecutive chunks.
-   :type chunkOverlapFraction: float
-   :param textEncoder: The text encoder used to encode texts in the vector store.
-   :type textEncoder: str
-   :param scoreMultiplierColumn: The values in this metadata column are used to modify the relevance scores of returned chunks.
-   :type scoreMultiplierColumn: str
-   :param pruneVectors: Corpus specific transformation of vectors that applies dimensional reduction techniques to strip common components from the vectors.
-   :type pruneVectors: bool
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.document_retriever_version.DocumentRetrieverVersion
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: DocumentRetrieverVersion(client, documentRetrieverId=None, documentRetrieverVersion=None, createdAt=None, status=None, deploymentStatus=None, featureGroupId=None, featureGroupVersion=None, error=None, numberOfChunks=None, embeddingFileSize=None, warnings=None, resolvedConfig={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A version of document retriever.
 
@@ -98,13 +51,11 @@ Module Contents
    :param resolvedConfig: The resolved configurations, such as default settings, for indexing documents.
    :type resolvedConfig: DocumentRetrieverConfig
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
@@ -113,7 +64,6 @@ Module Contents
       :rtype: dict
 
 
-
    .. py:method:: refresh()
 
       Calls describe and refreshes the current object's fields
@@ -122,7 +72,6 @@ Module Contents
       :rtype: DocumentRetrieverVersion
 
 
-
    .. py:method:: describe()
 
       Describe a document retriever version.
@@ -134,7 +83,6 @@ Module Contents
       :rtype: DocumentRetrieverVersion
 
 
-
    .. py:method:: wait_for_results(timeout=3600)
 
       A waiting call until document retriever version is complete.
@@ -143,7 +91,6 @@ Module Contents
       :type timeout: int
 
 
-
    .. py:method:: wait_until_ready(timeout=3600)
 
       A waiting call until the document retriever version is ready.  It restarts the document retriever if it is stopped.
@@ -152,7 +99,6 @@ Module Contents
       :type timeout: int
 
 
-
    .. py:method:: wait_until_deployment_ready(timeout = 3600)
 
       A waiting call until the document retriever deployment is ready to serve.
@@ -161,7 +107,6 @@ Module Contents
       :type timeout: int
 
 
-
    .. py:method:: get_status()
 
       Gets the status of the document retriever version.
@@ -170,7 +115,6 @@ Module Contents
       :rtype: str
 
 
-
    .. py:method:: get_deployment_status()
 
       Gets the status of the document retriever version.
diff --git a/docs/_sources/autoapi/abacusai/drift_distribution/index.rst.txt b/docs/_sources/autoapi/abacusai/drift_distribution/index.rst.txt
index 68e46135d..c970b569e 100644
--- a/docs/_sources/autoapi/abacusai/drift_distribution/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/drift_distribution/index.rst.txt
@@ -1,77 +1,26 @@
-abacusai.drift_distribution
-===========================
+:py:mod:`abacusai.drift_distribution`
+=====================================
 
 .. py:module:: abacusai.drift_distribution
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.drift_distribution.FeatureDistribution
-   abacusai.drift_distribution.AbstractApiClass
-   abacusai.drift_distribution.DriftDistribution
-
-
 Module Contents
 ---------------
 
-.. py:class:: FeatureDistribution(client, type=None, trainingDistribution=None, predictionDistribution=None, numericalTrainingDistribution=None, numericalPredictionDistribution=None, trainingStatistics=None, predictionStatistics=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   For a single feature, how it has changed in the training data versus some specified window
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param type: Data type of values in each distribution, typically 'categorical' or 'numerical'.
-   :type type: str
-   :param trainingDistribution: A dict describing the range of values in the training distribution.
-   :type trainingDistribution: dict
-   :param predictionDistribution: A dict describing the range of values in the specified window.
-   :type predictionDistribution: dict
-   :param numericalTrainingDistribution: A dict describing the summary statistics of the numerical training distribution.
-   :type numericalTrainingDistribution: dict
-   :param numericalPredictionDistribution: A dict describing the summary statistics of the numerical prediction distribution.
-   :type numericalPredictionDistribution: dict
-   :param trainingStatistics: A dict describing summary statistics of values in the training distribution.
-   :type trainingStatistics: dict
-   :param predictionStatistics: A dict describing summary statistics of values in the specified window.
-   :type predictionStatistics: dict
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.drift_distribution.DriftDistribution
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: DriftDistribution(client, trainColumn=None, predictedColumn=None, metrics=None, distribution={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    How actuals or predicted values have changed in the training data versus predicted data
 
@@ -86,13 +35,11 @@ Module Contents
    :param distribution: A FeatureDistribution, how the training data compares to the predicted data.
    :type distribution: FeatureDistribution
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/drift_distributions/index.rst.txt b/docs/_sources/autoapi/abacusai/drift_distributions/index.rst.txt
index f3c0e0beb..b9ad7dcbf 100644
--- a/docs/_sources/autoapi/abacusai/drift_distributions/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/drift_distributions/index.rst.txt
@@ -1,71 +1,26 @@
-abacusai.drift_distributions
-============================
+:py:mod:`abacusai.drift_distributions`
+======================================
 
 .. py:module:: abacusai.drift_distributions
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.drift_distributions.DriftDistribution
-   abacusai.drift_distributions.AbstractApiClass
-   abacusai.drift_distributions.DriftDistributions
-
-
 Module Contents
 ---------------
 
-.. py:class:: DriftDistribution(client, trainColumn=None, predictedColumn=None, metrics=None, distribution={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   How actuals or predicted values have changed in the training data versus predicted data
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param trainColumn: The feature name in the train table.
-   :type trainColumn: str
-   :param predictedColumn: The feature name in the prediction table.
-   :type predictedColumn: str
-   :param metrics: Drift measures.
-   :type metrics: dict
-   :param distribution: A FeatureDistribution, how the training data compares to the predicted data.
-   :type distribution: FeatureDistribution
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.drift_distributions.DriftDistributions
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: DriftDistributions(client, labelDrift={}, predictionDrift={}, bpPredictionDrift={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    For either actuals or predicted values, how it has changed in the training data versus some specified window
 
@@ -78,13 +33,11 @@ Module Contents
    :param bpPredictionDrift: A DriftDistribution describing column names and the range of values for prediction drift, when the predictions come from BP.
    :type bpPredictionDrift: DriftDistribution
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/eda/index.rst.txt b/docs/_sources/autoapi/abacusai/eda/index.rst.txt
index 95d3db5ff..b6114d90e 100644
--- a/docs/_sources/autoapi/abacusai/eda/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/eda/index.rst.txt
@@ -1,226 +1,26 @@
-abacusai.eda
-============
+:py:mod:`abacusai.eda`
+======================
 
 .. py:module:: abacusai.eda
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.eda.EdaVersion
-   abacusai.eda.RefreshSchedule
-   abacusai.eda.AbstractApiClass
-   abacusai.eda.Eda
-
-
 Module Contents
 ---------------
 
-.. py:class:: EdaVersion(client, edaVersion=None, status=None, edaId=None, edaStartedAt=None, edaCompletedAt=None, referenceFeatureGroupVersion=None, testFeatureGroupVersion=None, error=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A version of an eda object
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param edaVersion: The unique identifier of a eda version.
-   :type edaVersion: str
-   :param status: The current status of the eda object.
-   :type status: str
-   :param edaId: A reference to the eda this version belongs to.
-   :type edaId: str
-   :param edaStartedAt: The start time and date of the eda process.
-   :type edaStartedAt: str
-   :param edaCompletedAt: The end time and date of the eda process.
-   :type edaCompletedAt: str
-   :param referenceFeatureGroupVersion: Feature group version IDs that this refresh pipeline run is analyzing.
-   :type referenceFeatureGroupVersion: list[str]
-   :param testFeatureGroupVersion: Feature group version IDs that this refresh pipeline run is analyzing.
-   :type testFeatureGroupVersion: list[str]
-   :param error: Relevant error if the status is FAILED.
-   :type error: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: EdaVersion
-
-
-
-   .. py:method:: describe()
-
-      Retrieves a full description of the specified EDA version.
-
-      :param eda_version: Unique string identifier of the EDA version.
-      :type eda_version: str
-
-      :returns: An EDA version.
-      :rtype: EdaVersion
-
-
-
-   .. py:method:: delete()
-
-      Deletes the specified EDA version.
-
-      :param eda_version: Unique string identifier of the EDA version to delete.
-      :type eda_version: str
-
-
-
-   .. py:method:: get_eda_collinearity()
-
-      Gets the Collinearity between all features for the Exploratory Data Analysis.
-
-      :param eda_version: Unique string identifier associated with the EDA instance.
-      :type eda_version: str
-
-      :returns: An object with a record of correlations between each feature for the EDA.
-      :rtype: EdaCollinearity
-
-
-
-   .. py:method:: get_eda_data_consistency(transformation_feature = None)
-
-      Gets the data consistency for the Exploratory Data Analysis.
-
-      :param transformation_feature: The transformation feature to get consistency for.
-      :type transformation_feature: str
-
-      :returns: Object with duplication, deletion, and transformation data for data consistency analysis for an EDA.
-      :rtype: EdaDataConsistency
-
-
-
-   .. py:method:: get_collinearity_for_feature(feature_name = None)
-
-      Gets the Collinearity for the given feature from the Exploratory Data Analysis.
-
-      :param feature_name: Name of the feature for which correlation is shown.
-      :type feature_name: str
-
-      :returns: Object with a record of correlations for the provided feature for an EDA.
-      :rtype: EdaFeatureCollinearity
-
-
-
-   .. py:method:: get_feature_association(reference_feature_name, test_feature_name)
-
-      Gets the Feature Association for the given features from the feature group version within the eda_version.
-
-      :param reference_feature_name: Name of the feature for feature association (on x-axis for the plots generated for the Feature association in the product).
-      :type reference_feature_name: str
-      :param test_feature_name: Name of the feature for feature association (on y-axis for the plots generated for the Feature association in the product).
-      :type test_feature_name: str
-
-      :returns: An object with a record of data for the feature association between the two given features for an EDA version.
-      :rtype: EdaFeatureAssociation
-
-
-
-   .. py:method:: get_eda_forecasting_analysis()
-
-      Gets the Forecasting analysis for the Exploratory Data Analysis.
-
-      :param eda_version: Unique string identifier associated with the EDA version.
-      :type eda_version: str
-
-      :returns: Object with forecasting analysis that includes sales_across_time, cummulative_contribution, missing_value_distribution, history_length, num_rows_histogram, product_maturity data.
-      :rtype: EdaForecastingAnalysis
-
-
-
-   .. py:method:: wait_for_eda(timeout=1200)
-
-      A waiting call until eda version is ready.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out.
-      :type timeout: int
-
-
-
-   .. py:method:: get_status()
-
-      Gets the status of the eda version.
-
-      :returns: A string describing the status of the model monitor version, for e.g., pending, complete, etc.
-      :rtype: str
-
-
-
-.. py:class:: RefreshSchedule(client, refreshPolicyId=None, nextRunTime=None, cron=None, refreshType=None, error=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A refresh schedule for an object. Defines when the next version of the object will be created
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param refreshPolicyId: The unique identifier of the refresh policy
-   :type refreshPolicyId: str
-   :param nextRunTime: The next run time of the refresh policy. If null, the policy is paused.
-   :type nextRunTime: str
-   :param cron: A cron-style string that describes the when this refresh policy is to be executed in UTC
-   :type cron: str
-   :param refreshType: The type of refresh that will be run
-   :type refreshType: str
-   :param error: An error message for the last pipeline run of a policy
-   :type error: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.eda.Eda
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: Eda(client, edaId=None, name=None, createdAt=None, projectId=None, featureGroupId=None, referenceFeatureGroupVersion=None, testFeatureGroupVersion=None, edaConfigs=None, latestEdaVersion={}, refreshSchedules={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A exploratory data analysis object
 
@@ -247,13 +47,11 @@ Module Contents
    :param refreshSchedules: List of refresh schedules that indicate when the next model version will be trained.
    :type refreshSchedules: RefreshSchedule
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
@@ -262,7 +60,6 @@ Module Contents
       :rtype: dict
 
 
-
    .. py:method:: rerun()
 
       Reruns the specified EDA object.
@@ -274,7 +71,6 @@ Module Contents
       :rtype: Eda
 
 
-
    .. py:method:: refresh()
 
       Calls describe and refreshes the current object's fields
@@ -283,7 +79,6 @@ Module Contents
       :rtype: Eda
 
 
-
    .. py:method:: describe()
 
       Retrieves a full description of the specified EDA object.
@@ -295,7 +90,6 @@ Module Contents
       :rtype: Eda
 
 
-
    .. py:method:: list_versions(limit = 100, start_after_version = None)
 
       Retrieves a list of versions for a given EDA object.
@@ -309,7 +103,6 @@ Module Contents
       :rtype: list[EdaVersion]
 
 
-
    .. py:method:: rename(name)
 
       Renames an EDA
@@ -318,7 +111,6 @@ Module Contents
       :type name: str
 
 
-
    .. py:method:: delete()
 
       Deletes the specified EDA and all its versions.
diff --git a/docs/_sources/autoapi/abacusai/eda_chart_description/index.rst.txt b/docs/_sources/autoapi/abacusai/eda_chart_description/index.rst.txt
index f6868d831..2b4386a7b 100644
--- a/docs/_sources/autoapi/abacusai/eda_chart_description/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/eda_chart_description/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.eda_chart_description
-==============================
+:py:mod:`abacusai.eda_chart_description`
+========================================
 
 .. py:module:: abacusai.eda_chart_description
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.eda_chart_description.AbstractApiClass
-   abacusai.eda_chart_description.EdaChartDescription
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.eda_chart_description.EdaChartDescription
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: EdaChartDescription(client, chartType=None, description=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Eda Chart Description.
 
@@ -41,13 +31,11 @@ Module Contents
    :param description: Description of the eda chart.
    :type description: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/eda_collinearity/index.rst.txt b/docs/_sources/autoapi/abacusai/eda_collinearity/index.rst.txt
index be54f41e4..531ef85b0 100644
--- a/docs/_sources/autoapi/abacusai/eda_collinearity/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/eda_collinearity/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.eda_collinearity
-=========================
+:py:mod:`abacusai.eda_collinearity`
+===================================
 
 .. py:module:: abacusai.eda_collinearity
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.eda_collinearity.AbstractApiClass
-   abacusai.eda_collinearity.EdaCollinearity
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.eda_collinearity.EdaCollinearity
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: EdaCollinearity(client, columnNames=None, collinearityMatrix=None, groupFeatureDict=None, collinearityGroups=None, columnNamesX=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Eda Collinearity of the latest version of the data between all the features.
 
@@ -47,13 +37,11 @@ Module Contents
    :param columnNamesX: Name of all the features in the x axis of the collinearity matrix
    :type columnNamesX: list
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/eda_data_consistency/index.rst.txt b/docs/_sources/autoapi/abacusai/eda_data_consistency/index.rst.txt
index ed280b116..f72070f7b 100644
--- a/docs/_sources/autoapi/abacusai/eda_data_consistency/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/eda_data_consistency/index.rst.txt
@@ -1,69 +1,26 @@
-abacusai.eda_data_consistency
-=============================
+:py:mod:`abacusai.eda_data_consistency`
+=======================================
 
 .. py:module:: abacusai.eda_data_consistency
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.eda_data_consistency.DataConsistencyDuplication
-   abacusai.eda_data_consistency.AbstractApiClass
-   abacusai.eda_data_consistency.EdaDataConsistency
-
-
 Module Contents
 ---------------
 
-.. py:class:: DataConsistencyDuplication(client, totalCount=None, numDuplicates=None, sample={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Data Consistency for duplication within data
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param totalCount: Total count of rows in data.
-   :type totalCount: int
-   :param numDuplicates: Number of Duplicates based on primary keys in data.
-   :type numDuplicates: int
-   :param sample: A list of dicts enumerating rows the rows that contained duplications in primary keys.
-   :type sample: FeatureRecord
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.eda_data_consistency.EdaDataConsistency
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: EdaDataConsistency(client, columnNames=None, primaryKeys=None, transformationColumnNames=None, baseDuplicates={}, compareDuplicates={}, deletions={}, transformations={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Eda Data Consistency, contained the duplicates in the base version, Comparison version, Deletions between the base and comparison and feature transformations between the base and comparison data.
 
@@ -84,13 +41,11 @@ Module Contents
    :param transformations: A DataConsistencyTransformation the number of changes that occured per feature in the data
    :type transformations: DataConsistencyTransformation
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/eda_feature_association/index.rst.txt b/docs/_sources/autoapi/abacusai/eda_feature_association/index.rst.txt
index 76df3fa22..0e9e8ef6a 100644
--- a/docs/_sources/autoapi/abacusai/eda_feature_association/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/eda_feature_association/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.eda_feature_association
-================================
+:py:mod:`abacusai.eda_feature_association`
+==========================================
 
 .. py:module:: abacusai.eda_feature_association
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.eda_feature_association.AbstractApiClass
-   abacusai.eda_feature_association.EdaFeatureAssociation
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.eda_feature_association.EdaFeatureAssociation
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: EdaFeatureAssociation(client, data=None, isScatter=None, isBoxWhisker=None, xAxis=None, yAxis=None, xAxisColumnValues=None, yAxisColumnValues=None, dataColumns=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Eda Feature Association between two features in the data.
 
@@ -53,13 +43,11 @@ Module Contents
    :param dataColumns: A list of columns listed in the data as keys
    :type dataColumns: list
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/eda_feature_collinearity/index.rst.txt b/docs/_sources/autoapi/abacusai/eda_feature_collinearity/index.rst.txt
index dbcabf5de..dd126e9e8 100644
--- a/docs/_sources/autoapi/abacusai/eda_feature_collinearity/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/eda_feature_collinearity/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.eda_feature_collinearity
-=================================
+:py:mod:`abacusai.eda_feature_collinearity`
+===========================================
 
 .. py:module:: abacusai.eda_feature_collinearity
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.eda_feature_collinearity.AbstractApiClass
-   abacusai.eda_feature_collinearity.EdaFeatureCollinearity
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.eda_feature_collinearity.EdaFeatureCollinearity
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: EdaFeatureCollinearity(client, selectedFeature=None, sortedColumnNames=None, featureCollinearity=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Eda Collinearity of the latest version of the data for a given feature.
 
@@ -43,13 +33,11 @@ Module Contents
    :param featureCollinearity: A dict describing the collinearity between a given feature and all the features in the data
    :type featureCollinearity: dict
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/eda_forecasting_analysis/index.rst.txt b/docs/_sources/autoapi/abacusai/eda_forecasting_analysis/index.rst.txt
index 5e8d23e7d..3e778f964 100644
--- a/docs/_sources/autoapi/abacusai/eda_forecasting_analysis/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/eda_forecasting_analysis/index.rst.txt
@@ -1,79 +1,26 @@
-abacusai.eda_forecasting_analysis
-=================================
+:py:mod:`abacusai.eda_forecasting_analysis`
+===========================================
 
 .. py:module:: abacusai.eda_forecasting_analysis
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData
-   abacusai.eda_forecasting_analysis.AbstractApiClass
-   abacusai.eda_forecasting_analysis.EdaForecastingAnalysis
-
-
 Module Contents
 ---------------
 
-.. py:class:: ForecastingAnalysisGraphData(client, data=None, xAxis=None, yAxis=None, dataColumns=None, chartName=None, chartTypes=None, itemStatistics={}, chartDescriptions={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Forecasting Analysis Graph Data representation.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param data: List of graph data
-   :type data: list
-   :param xAxis: Feature that represents the x axis
-   :type xAxis: str
-   :param yAxis: Feature that represents the y axis
-   :type yAxis: str
-   :param dataColumns: Ordered name of the column for each rowwise data
-   :type dataColumns: list
-   :param chartName: Name of the chart represented by the data
-   :type chartName: str
-   :param chartTypes: Type of charts in that can exist in the current data.
-   :type chartTypes: list
-   :param itemStatistics: In item wise charts, gives the mean, median, count, missing_percent, p10, p90, standard_deviation, min, max
-   :type itemStatistics: ItemStatistics
-   :param chartDescriptions: List of descriptions of what the chart contains
-   :type chartDescriptions: EdaChartDescription
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.eda_forecasting_analysis.EdaForecastingAnalysis
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: EdaForecastingAnalysis(client, primaryKeys=None, forecastingTargetFeature=None, timestampFeature=None, forecastFrequency=None, salesAcrossTime={}, cummulativeContribution={}, missingValueDistribution={}, historyLength={}, numRowsHistogram={}, productMaturity={}, seasonalityYear={}, seasonalityMonth={}, seasonalityWeekOfYear={}, seasonalityDayOfYear={}, seasonalityDayOfMonth={}, seasonalityDayOfWeek={}, seasonalityQuarter={}, seasonalityHour={}, seasonalityMinute={}, seasonalitySecond={}, autocorrelation={}, partialAutocorrelation={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Eda Forecasting Analysis of the latest version of the data.
 
@@ -124,13 +71,11 @@ Module Contents
    :param partialAutocorrelation: Data showing the correlation of the forecasting target and its lagged values, controlling for the effects of intervening lags.
    :type partialAutocorrelation: ForecastingAnalysisGraphData
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/eda_version/index.rst.txt b/docs/_sources/autoapi/abacusai/eda_version/index.rst.txt
index 4f7a2fa1d..ee558465e 100644
--- a/docs/_sources/autoapi/abacusai/eda_version/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/eda_version/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.eda_version
-====================
+:py:mod:`abacusai.eda_version`
+==============================
 
 .. py:module:: abacusai.eda_version
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.eda_version.AbstractApiClass
-   abacusai.eda_version.EdaVersion
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.eda_version.EdaVersion
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: EdaVersion(client, edaVersion=None, status=None, edaId=None, edaStartedAt=None, edaCompletedAt=None, referenceFeatureGroupVersion=None, testFeatureGroupVersion=None, error=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A version of an eda object
 
@@ -53,13 +43,11 @@ Module Contents
    :param error: Relevant error if the status is FAILED.
    :type error: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
@@ -68,7 +56,6 @@ Module Contents
       :rtype: dict
 
 
-
    .. py:method:: refresh()
 
       Calls describe and refreshes the current object's fields
@@ -77,7 +64,6 @@ Module Contents
       :rtype: EdaVersion
 
 
-
    .. py:method:: describe()
 
       Retrieves a full description of the specified EDA version.
@@ -89,7 +75,6 @@ Module Contents
       :rtype: EdaVersion
 
 
-
    .. py:method:: delete()
 
       Deletes the specified EDA version.
@@ -98,7 +83,6 @@ Module Contents
       :type eda_version: str
 
 
-
    .. py:method:: get_eda_collinearity()
 
       Gets the Collinearity between all features for the Exploratory Data Analysis.
@@ -110,7 +94,6 @@ Module Contents
       :rtype: EdaCollinearity
 
 
-
    .. py:method:: get_eda_data_consistency(transformation_feature = None)
 
       Gets the data consistency for the Exploratory Data Analysis.
@@ -122,7 +105,6 @@ Module Contents
       :rtype: EdaDataConsistency
 
 
-
    .. py:method:: get_collinearity_for_feature(feature_name = None)
 
       Gets the Collinearity for the given feature from the Exploratory Data Analysis.
@@ -134,7 +116,6 @@ Module Contents
       :rtype: EdaFeatureCollinearity
 
 
-
    .. py:method:: get_feature_association(reference_feature_name, test_feature_name)
 
       Gets the Feature Association for the given features from the feature group version within the eda_version.
@@ -148,7 +129,6 @@ Module Contents
       :rtype: EdaFeatureAssociation
 
 
-
    .. py:method:: get_eda_forecasting_analysis()
 
       Gets the Forecasting analysis for the Exploratory Data Analysis.
@@ -160,7 +140,6 @@ Module Contents
       :rtype: EdaForecastingAnalysis
 
 
-
    .. py:method:: wait_for_eda(timeout=1200)
 
       A waiting call until eda version is ready.
@@ -169,7 +148,6 @@ Module Contents
       :type timeout: int
 
 
-
    .. py:method:: get_status()
 
       Gets the status of the eda version.
diff --git a/docs/_sources/autoapi/abacusai/embedding_feature_drift_distribution/index.rst.txt b/docs/_sources/autoapi/abacusai/embedding_feature_drift_distribution/index.rst.txt
index 15ed0af4d..1ab338c1a 100644
--- a/docs/_sources/autoapi/abacusai/embedding_feature_drift_distribution/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/embedding_feature_drift_distribution/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.embedding_feature_drift_distribution
-=============================================
+:py:mod:`abacusai.embedding_feature_drift_distribution`
+=======================================================
 
 .. py:module:: abacusai.embedding_feature_drift_distribution
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.embedding_feature_drift_distribution.AbstractApiClass
-   abacusai.embedding_feature_drift_distribution.EmbeddingFeatureDriftDistribution
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.embedding_feature_drift_distribution.EmbeddingFeatureDriftDistribution
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: EmbeddingFeatureDriftDistribution(client, distance=None, jsDistance=None, wsDistance=None, ksStatistic=None, psi=None, csi=None, chiSquare=None, averageDrift={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Feature distribution for embeddings
 
@@ -53,13 +43,11 @@ Module Contents
    :param averageDrift: Average drift embedding for each type of drift
    :type averageDrift: DriftTypesValue
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/execute_feature_group_operation/index.rst.txt b/docs/_sources/autoapi/abacusai/execute_feature_group_operation/index.rst.txt
index d485095b2..f1a4afc53 100644
--- a/docs/_sources/autoapi/abacusai/execute_feature_group_operation/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/execute_feature_group_operation/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.execute_feature_group_operation
-========================================
+:py:mod:`abacusai.execute_feature_group_operation`
+==================================================
 
 .. py:module:: abacusai.execute_feature_group_operation
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.execute_feature_group_operation.AbstractApiClass
-   abacusai.execute_feature_group_operation.ExecuteFeatureGroupOperation
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.execute_feature_group_operation.ExecuteFeatureGroupOperation
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: ExecuteFeatureGroupOperation(client, featureGroupOperationRunId=None, status=None, error=None, query=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    The result of executing a SQL query
 
@@ -45,13 +35,11 @@ Module Contents
    :param query: The SQL query of the operation
    :type query: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
@@ -60,7 +48,6 @@ Module Contents
       :rtype: dict
 
 
-
    .. py:method:: wait_for_results(timeout=3600, delay=2)
 
       A waiting call until query is executed.
@@ -71,7 +58,6 @@ Module Contents
       :type delay: int
 
 
-
    .. py:method:: wait_for_execution(timeout=3600, delay=2)
 
       A waiting call until query is executed.
@@ -82,7 +68,6 @@ Module Contents
       :type delay: int
 
 
-
    .. py:method:: get_status()
 
       Gets the status of the query execution
@@ -91,7 +76,6 @@ Module Contents
       :rtype: str
 
 
-
    .. py:method:: refresh()
 
       Calls describe and refreshes the current object's fields
@@ -100,7 +84,6 @@ Module Contents
       :rtype: DatasetVersion
 
 
-
    .. py:method:: describe()
 
       Gets the description of the query execution
@@ -109,7 +92,6 @@ Module Contents
       :rtype: ExecuteFeatureGroupOperation
 
 
-
    .. py:method:: _download_avro_file(file_part, tmp_dir, part_index)
 
 
diff --git a/docs/_sources/autoapi/abacusai/external_application/index.rst.txt b/docs/_sources/autoapi/abacusai/external_application/index.rst.txt
index 1ec8c5191..5615a7fb1 100644
--- a/docs/_sources/autoapi/abacusai/external_application/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/external_application/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.external_application
-=============================
+:py:mod:`abacusai.external_application`
+=======================================
 
 .. py:module:: abacusai.external_application
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.external_application.AbstractApiClass
-   abacusai.external_application.ExternalApplication
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.external_application.ExternalApplication
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: ExternalApplication(client, name=None, externalApplicationId=None, deploymentId=None, description=None, logo=None, theme=None, userGroupIds=None, useCase=None, status=None, deploymentConversationRetentionHours=None, managedUserService=None, predictionOverrides=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    An external application.
 
@@ -61,13 +51,11 @@ Module Contents
    :param predictionOverrides: The prediction overrides for the external application.
    :type predictionOverrides: dict
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
@@ -76,7 +64,6 @@ Module Contents
       :rtype: dict
 
 
-
    .. py:method:: update(name = None, description = None, theme = None, deployment_id = None, deployment_conversation_retention_hours = None, reset_retention_policy = False)
 
       Updates an External Application.
@@ -98,7 +85,6 @@ Module Contents
       :rtype: ExternalApplication
 
 
-
    .. py:method:: refresh()
 
       Calls describe and refreshes the current object's fields
@@ -107,7 +93,6 @@ Module Contents
       :rtype: ExternalApplication
 
 
-
    .. py:method:: describe()
 
       Describes an External Application.
@@ -119,7 +104,6 @@ Module Contents
       :rtype: ExternalApplication
 
 
-
    .. py:method:: delete()
 
       Deletes an External Application.
diff --git a/docs/_sources/autoapi/abacusai/external_invite/index.rst.txt b/docs/_sources/autoapi/abacusai/external_invite/index.rst.txt
index 330006f4c..42d16d1b2 100644
--- a/docs/_sources/autoapi/abacusai/external_invite/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/external_invite/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.external_invite
-========================
+:py:mod:`abacusai.external_invite`
+==================================
 
 .. py:module:: abacusai.external_invite
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.external_invite.AbstractApiClass
-   abacusai.external_invite.ExternalInvite
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.external_invite.ExternalInvite
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: ExternalInvite(client, userAlreadyInOrg=None, userAlreadyInAppGroup=None, userExistsAsInternal=None, successfulInvites=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    The response of the invites for different emails
 
@@ -45,13 +35,11 @@ Module Contents
    :param successfulInvites: List of users successfully invited.
    :type successfulInvites: list
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/extracted_fields/index.rst.txt b/docs/_sources/autoapi/abacusai/extracted_fields/index.rst.txt
index dc74a45f9..4c009d3c3 100644
--- a/docs/_sources/autoapi/abacusai/extracted_fields/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/extracted_fields/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.extracted_fields
-=========================
+:py:mod:`abacusai.extracted_fields`
+===================================
 
 .. py:module:: abacusai.extracted_fields
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.extracted_fields.AbstractApiClass
-   abacusai.extracted_fields.ExtractedFields
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.extracted_fields.ExtractedFields
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: ExtractedFields(client, data=None, rawLlmResponse=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    The fields extracted from a document.
 
@@ -41,13 +31,11 @@ Module Contents
    :param rawLlmResponse: The raw llm response. Only returned if it could not be parsed to json.
    :type rawLlmResponse: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/feature/index.rst.txt b/docs/_sources/autoapi/abacusai/feature/index.rst.txt
index be896047a..a3cc7a34e 100644
--- a/docs/_sources/autoapi/abacusai/feature/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/feature/index.rst.txt
@@ -1,124 +1,26 @@
-abacusai.feature
-================
+:py:mod:`abacusai.feature`
+==========================
 
 .. py:module:: abacusai.feature
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.feature.NestedFeature
-   abacusai.feature.PointInTimeFeature
-   abacusai.feature.AbstractApiClass
-   abacusai.feature.Feature
-
-
 Module Contents
 ---------------
 
-.. py:class:: NestedFeature(client, name=None, selectClause=None, featureType=None, featureMapping=None, dataType=None, sourceTable=None, originalName=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A nested feature in a feature group
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param name: The unique name of the column
-   :type name: str
-   :param selectClause: The sql logic for creating this feature's data
-   :type selectClause: str
-   :param featureType: Feature Type of the Feature
-   :type featureType: str
-   :param featureMapping: The Feature Mapping of the feature
-   :type featureMapping: str
-   :param dataType: Data Type of the Feature
-   :type dataType: str
-   :param sourceTable: The source table of the column
-   :type sourceTable: str
-   :param originalName: The original name of the column
-   :type originalName: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: PointInTimeFeature(client, historyTableName=None, aggregationKeys=None, timestampKey=None, historicalTimestampKey=None, lookbackWindowSeconds=None, lookbackWindowLagSeconds=None, lookbackCount=None, lookbackUntilPosition=None, expression=None, groupName=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A point-in-time feature description
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param historyTableName: The name of the history table. If not specified, the current table is used for a self-join.
-   :type historyTableName: str
-   :param aggregationKeys: List of keys to use for joining the historical table and performing the window aggregation.
-   :type aggregationKeys: list[str]
-   :param timestampKey: Name of feature which contains the timestamp value for the point-in-time feature.
-   :type timestampKey: str
-   :param historicalTimestampKey: Name of feature which contains the historical timestamp.
-   :type historicalTimestampKey: str
-   :param lookbackWindowSeconds: If window is specified in terms of time, the number of seconds in the past from the current time for the start of the window.
-   :type lookbackWindowSeconds: float
-   :param lookbackWindowLagSeconds: Optional lag to offset the closest point for the window. If it is positive, the start of the window is delayed. If it is negative, we are looking at the "future" rows in the history table.
-   :type lookbackWindowLagSeconds: float
-   :param lookbackCount: If window is specified in terms of count, the start position of the window (0 is the current row).
-   :type lookbackCount: int
-   :param lookbackUntilPosition: Optional lag to offset the closest point for the window. If it is positive, the start of the window is delayed by that many rows. If it is negative, we are looking at those many "future" rows in the history table.
-   :type lookbackUntilPosition: int
-   :param expression: SQL aggregate expression which can convert a sequence of rows into a scalar value.
-   :type expression: str
-   :param groupName: The group name this point-in-time feature belongs to.
-   :type groupName: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.feature.Feature
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: Feature(client, name=None, selectClause=None, featureMapping=None, sourceTable=None, originalName=None, usingClause=None, orderClause=None, whereClause=None, featureType=None, dataType=None, detectedFeatureType=None, detectedDataType=None, columns={}, pointInTimeInfo={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A feature in a feature group
 
@@ -153,13 +55,11 @@ Module Contents
    :param pointInTimeInfo: Point in time column information
    :type pointInTimeInfo: PointInTimeFeature
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/feature_distribution/index.rst.txt b/docs/_sources/autoapi/abacusai/feature_distribution/index.rst.txt
index 69aa6f2f3..9db169164 100644
--- a/docs/_sources/autoapi/abacusai/feature_distribution/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/feature_distribution/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.feature_distribution
-=============================
+:py:mod:`abacusai.feature_distribution`
+=======================================
 
 .. py:module:: abacusai.feature_distribution
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.feature_distribution.AbstractApiClass
-   abacusai.feature_distribution.FeatureDistribution
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.feature_distribution.FeatureDistribution
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: FeatureDistribution(client, type=None, trainingDistribution=None, predictionDistribution=None, numericalTrainingDistribution=None, numericalPredictionDistribution=None, trainingStatistics=None, predictionStatistics=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    For a single feature, how it has changed in the training data versus some specified window
 
@@ -51,13 +41,11 @@ Module Contents
    :param predictionStatistics: A dict describing summary statistics of values in the specified window.
    :type predictionStatistics: dict
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/feature_drift_record/index.rst.txt b/docs/_sources/autoapi/abacusai/feature_drift_record/index.rst.txt
index 0873b1855..3f2344cc1 100644
--- a/docs/_sources/autoapi/abacusai/feature_drift_record/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/feature_drift_record/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.feature_drift_record
-=============================
+:py:mod:`abacusai.feature_drift_record`
+=======================================
 
 .. py:module:: abacusai.feature_drift_record
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.feature_drift_record.AbstractApiClass
-   abacusai.feature_drift_record.FeatureDriftRecord
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.feature_drift_record.FeatureDriftRecord
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: FeatureDriftRecord(client, name=None, distance=None, jsDistance=None, wsDistance=None, ksStatistic=None, psi=None, csi=None, chiSquare=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Value of each type of drift
 
@@ -53,13 +43,11 @@ Module Contents
    :param chiSquare: Chi-square statistic computed between the training distribution and the range of values in the specified window.
    :type chiSquare: float
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/feature_drift_summary/index.rst.txt b/docs/_sources/autoapi/abacusai/feature_drift_summary/index.rst.txt
index 475bbbf13..63242a14f 100644
--- a/docs/_sources/autoapi/abacusai/feature_drift_summary/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/feature_drift_summary/index.rst.txt
@@ -1,145 +1,26 @@
-abacusai.feature_drift_summary
-==============================
+:py:mod:`abacusai.feature_drift_summary`
+========================================
 
 .. py:module:: abacusai.feature_drift_summary
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.feature_drift_summary.CategoricalRangeViolation
-   abacusai.feature_drift_summary.NullViolation
-   abacusai.feature_drift_summary.RangeViolation
-   abacusai.feature_drift_summary.AbstractApiClass
-   abacusai.feature_drift_summary.FeatureDriftSummary
-
-
 Module Contents
 ---------------
 
-.. py:class:: CategoricalRangeViolation(client, name=None, mostCommonValues=None, freqOutsideTrainingRange=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Summary of important range mismatches for a numerical feature discovered by a model monitoring instance
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param name: Name of feature.
-   :type name: str
-   :param mostCommonValues: List of most common feature names in the prediction distribution not present in the training distribution.
-   :type mostCommonValues: list[str]
-   :param freqOutsideTrainingRange: Frequency of prediction rows outside training distribution for the specified feature.
-   :type freqOutsideTrainingRange: float
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: NullViolation(client, name=None, violation=None, trainingNullFreq=None, predictionNullFreq=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Summary of anomalous null frequencies for a feature discovered by a model monitoring instance
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param name: Name of feature.
-   :type name: str
-   :param violation: Description of null violation for a prediction feature.
-   :type violation: str
-   :param trainingNullFreq: Proportion of null entries in training feature.
-   :type trainingNullFreq: float
-   :param predictionNullFreq: Proportion of null entries in prediction feature.
-   :type predictionNullFreq: float
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: RangeViolation(client, name=None, trainingMin=None, trainingMax=None, predictionMin=None, predictionMax=None, freqAboveTrainingRange=None, freqBelowTrainingRange=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Summary of important range mismatches for a numerical feature discovered by a model monitoring instance
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param name: Name of feature.
-   :type name: str
-   :param trainingMin: Minimum value of training distribution for the specified feature.
-   :type trainingMin: float
-   :param trainingMax: Maximum value of training distribution for the specified feature.
-   :type trainingMax: float
-   :param predictionMin: Minimum value of prediction distribution for the specified feature.
-   :type predictionMin: float
-   :param predictionMax: Maximum value of prediction distribution for the specified feature.
-   :type predictionMax: float
-   :param freqAboveTrainingRange: Frequency of prediction rows below training minimum for the specified feature.
-   :type freqAboveTrainingRange: float
-   :param freqBelowTrainingRange: Frequency of prediction rows above training maximum for the specified feature.
-   :type freqBelowTrainingRange: float
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.feature_drift_summary.FeatureDriftSummary
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: FeatureDriftSummary(client, featureIndex=None, name=None, distance=None, jsDistance=None, wsDistance=None, ksStatistic=None, predictionDrift=None, targetColumn=None, dataIntegrityTimeseries=None, nestedSummary=None, psi=None, csi=None, chiSquare=None, nullViolations={}, rangeViolations={}, catViolations={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Summary of important model monitoring statistics for features available in a model monitoring instance
 
@@ -178,13 +59,11 @@ Module Contents
    :param catViolations: A list of dicts of categorical feature names and corresponding prediction range discrepancies.
    :type catViolations: CategoricalRangeViolation
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/feature_group/index.rst.txt b/docs/_sources/autoapi/abacusai/feature_group/index.rst.txt
index 984085742..09f363238 100644
--- a/docs/_sources/autoapi/abacusai/feature_group/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/feature_group/index.rst.txt
@@ -1,796 +1,27 @@
-abacusai.feature_group
-======================
+:py:mod:`abacusai.feature_group`
+================================
 
 .. py:module:: abacusai.feature_group
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.feature_group.AnnotationConfig
-   abacusai.feature_group.MergeConfig
-   abacusai.feature_group.ProjectFeatureGroupConfig
-   abacusai.feature_group.SamplingConfig
-   abacusai.feature_group.CodeSource
-   abacusai.feature_group.ConcatenationConfig
-   abacusai.feature_group.Feature
-   abacusai.feature_group.FeatureGroupTemplate
-   abacusai.feature_group.FeatureGroupVersion
-   abacusai.feature_group.IndexingConfig
-   abacusai.feature_group.NaturalLanguageExplanation
-   abacusai.feature_group.PointInTimeGroup
-   abacusai.feature_group.RefreshSchedule
-   abacusai.feature_group.AbstractApiClass
-   abacusai.feature_group.FeatureGroup
-
-
-Module Contents
----------------
-
-.. py:class:: AnnotationConfig(client, featureAnnotationConfigs=None, labels=None, statusFeature=None, commentsFeatures=None, metadataFeature=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Annotation config for a feature group
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param featureAnnotationConfigs: List of feature annotation configs
-   :type featureAnnotationConfigs: list
-   :param labels: List of labels
-   :type labels: list
-   :param statusFeature: Name of the feature that contains the status of the annotation (Optional)
-   :type statusFeature: str
-   :param commentsFeatures: Features that contain comments for the annotation (Optional)
-   :type commentsFeatures: list
-   :param metadataFeature: Name of the feature that contains the metadata for the annotation (Optional)
-   :type metadataFeature: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: MergeConfig
-
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
-
-
-   An abstract class for the merge config of a feature group
-
-
-   .. py:attribute:: merge_mode
-      :type:  abacusai.api_class.enums.MergeMode
-
-
-   .. py:method:: _get_builder()
-      :classmethod:
-
-
-
-   .. py:method:: __post_init__()
-
-
-.. py:class:: ProjectFeatureGroupConfig
-
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
-
-
-   An abstract class for project feature group configuration.
-
-
-   .. py:attribute:: type
-      :type:  abacusai.api_class.enums.ProjectConfigType
-
-
-   .. py:method:: _get_builder()
-      :classmethod:
-
-
-
-.. py:class:: SamplingConfig
-
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
-
-
-   An abstract class for the sampling config of a feature group
-
-
-   .. py:attribute:: sampling_method
-      :type:  abacusai.api_class.enums.SamplingMethodType
-
-
-   .. py:method:: _get_builder()
-      :classmethod:
-
-
-
-   .. py:method:: __post_init__()
-
-
-.. py:class:: CodeSource(client, sourceType=None, sourceCode=None, applicationConnectorId=None, applicationConnectorInfo=None, packageRequirements=None, status=None, error=None, publishingMsg=None, moduleDependencies=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Code source for python-based custom feature groups and models
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param sourceType: The type of the source, one of TEXT, PYTHON, FILE_UPLOAD, or APPLICATION_CONNECTOR
-   :type sourceType: str
-   :param sourceCode: If the type of the source is TEXT, the raw text of the function
-   :type sourceCode: str
-   :param applicationConnectorId: The Application Connector to fetch the code from
-   :type applicationConnectorId: str
-   :param applicationConnectorInfo: Args passed to the application connector to fetch the code
-   :type applicationConnectorInfo: str
-   :param packageRequirements: The pip package dependencies required to run the code
-   :type packageRequirements: list
-   :param status: The status of the code and validations
-   :type status: str
-   :param error: If the status is failed, an error message describing what went wrong
-   :type error: str
-   :param publishingMsg: Warnings in the source code
-   :type publishingMsg: dict
-   :param moduleDependencies: The list of internal modules dependencies required to run the code
-   :type moduleDependencies: list
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: import_as_cell()
-
-      Adds the source code as an unexecuted cell in the notebook.
-
-
-
-.. py:class:: ConcatenationConfig(client, concatenatedTable=None, mergeType=None, replaceUntilTimestamp=None, skipMaterialize=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Feature Group Concatenation Config
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param concatenatedTable: The feature group to concatenate with the destination feature group.
-   :type concatenatedTable: str
-   :param mergeType: The type of merge to perform, either `UNION` or `INTERSECTION`.
-   :type mergeType: str
-   :param replaceUntilTimestamp: The Unix timestamp to specify the point up to which data from the source feature group will be replaced.
-   :type replaceUntilTimestamp: int
-   :param skipMaterialize: If `True`, the concatenated feature group will not be materialized.
-   :type skipMaterialize: bool
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: Feature(client, name=None, selectClause=None, featureMapping=None, sourceTable=None, originalName=None, usingClause=None, orderClause=None, whereClause=None, featureType=None, dataType=None, detectedFeatureType=None, detectedDataType=None, columns={}, pointInTimeInfo={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A feature in a feature group
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param name: The unique name of the column
-   :type name: str
-   :param selectClause: The sql logic for creating this feature's data
-   :type selectClause: str
-   :param featureMapping: The Feature Mapping of the feature
-   :type featureMapping: str
-   :param sourceTable: The source table of the column
-   :type sourceTable: str
-   :param originalName: The original name of the column
-   :type originalName: str
-   :param usingClause: Nested Column Using Clause
-   :type usingClause: str
-   :param orderClause: Nested Column Ordering Clause
-   :type orderClause: str
-   :param whereClause: Nested Column Where Clause
-   :type whereClause: str
-   :param featureType: Feature Type of the Feature
-   :type featureType: str
-   :param dataType: Data Type of the Feature
-   :type dataType: str
-   :param detectedFeatureType: The detected feature type of the column
-   :type detectedFeatureType: str
-   :param detectedDataType: The detected data type of the column
-   :type detectedDataType: str
-   :param columns: Nested Features
-   :type columns: NestedFeature
-   :param pointInTimeInfo: Point in time column information
-   :type pointInTimeInfo: PointInTimeFeature
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: FeatureGroupTemplate(client, featureGroupTemplateId=None, description=None, featureGroupId=None, isSystemTemplate=None, name=None, templateSql=None, templateVariables=None, createdAt=None, updatedAt=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A template for creating feature groups.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param featureGroupTemplateId: The unique identifier for this feature group template.
-   :type featureGroupTemplateId: str
-   :param description: A user-friendly text description of this feature group template.
-   :type description: str
-   :param featureGroupId: The unique identifier for the feature group used to create this template.
-   :type featureGroupId: str
-   :param isSystemTemplate: True if this is a system template returned from a user organization.
-   :type isSystemTemplate: bool
-   :param name: The user-friendly name of this feature group template.
-   :type name: str
-   :param templateSql: SQL that can include variables which will be replaced by values from the template config to resolve this template SQL into a valid SQL query for a feature group.
-   :type templateSql: str
-   :param templateVariables: A map, from template variable names to parameters for replacing those template variables with values (e.g. to values and metadata on how to resolve those values).
-   :type templateVariables: dict
-   :param createdAt: When the feature group template was created.
-   :type createdAt: str
-   :param updatedAt: When the feature group template was updated.
-   :type updatedAt: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: delete()
-
-      Delete an existing feature group template.
-
-      :param feature_group_template_id: Unique string identifier associated with the feature group template.
-      :type feature_group_template_id: str
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: FeatureGroupTemplate
-
-
-
-   .. py:method:: describe()
-
-      Describe a Feature Group Template.
-
-      :param feature_group_template_id: The unique identifier of a feature group template.
-      :type feature_group_template_id: str
-
-      :returns: The feature group template object.
-      :rtype: FeatureGroupTemplate
-
-
-
-   .. py:method:: update(template_sql = None, template_variables = None, description = None, name = None)
-
-      Update a feature group template.
-
-      :param template_sql: If provided, the new value to use for the template SQL.
-      :type template_sql: str
-      :param template_variables: If provided, the new value to use for the template variables.
-      :type template_variables: list
-      :param description: Description of this feature group template.
-      :type description: str
-      :param name: User-friendly name for this feature group template.
-      :type name: str
-
-      :returns: The updated feature group template.
-      :rtype: FeatureGroupTemplate
-
-
-
-   .. py:method:: preview_resolution(template_bindings = None, template_sql = None, template_variables = None, should_validate = True)
-
-      Resolve template sql using template variables and template bindings.
-
-      :param template_bindings: Values to override the template variable values specified by the template.
-      :type template_bindings: list
-      :param template_sql: If specified, use this as the template SQL instead of the feature group template's SQL.
-      :type template_sql: str
-      :param template_variables: Template variables to use. If a template is provided, this overrides the template's template variables.
-      :type template_variables: list
-      :param should_validate: If true, validates the resolved SQL.
-      :type should_validate: bool
-
-      :returns: The resolved template
-      :rtype: ResolvedFeatureGroupTemplate
-
-
-
-.. py:class:: FeatureGroupVersion(client, featureGroupVersion=None, featureGroupId=None, sql=None, sourceTables=None, sourceDatasetVersions=None, createdAt=None, status=None, error=None, deployable=None, cpuSize=None, memory=None, useOriginalCsvNames=None, pythonFunctionBindings=None, indexingConfigWarningMsg=None, materializationStartedAt=None, materializationCompletedAt=None, columns=None, templateBindings=None, features={}, pointInTimeGroups={}, codeSource={}, annotationConfig={}, indexingConfig={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A materialized version of a feature group
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param featureGroupVersion: The unique identifier for this materialized version of feature group.
-   :type featureGroupVersion: str
-   :param featureGroupId: The unique identifier of the feature group this version belongs to.
-   :type featureGroupId: str
-   :param sql: The sql definition creating this feature group.
-   :type sql: str
-   :param sourceTables: The source tables for this feature group.
-   :type sourceTables: list[str]
-   :param sourceDatasetVersions: The dataset version ids for this feature group version.
-   :type sourceDatasetVersions: list[str]
-   :param createdAt: The timestamp at which the feature group version was created.
-   :type createdAt: str
-   :param status: The current status of the feature group version.
-   :type status: str
-   :param error: Relevant error if the status is FAILED.
-   :type error: str
-   :param deployable: whether feature group is deployable or not.
-   :type deployable: bool
-   :param cpuSize: Cpu size specified for the python feature group.
-   :type cpuSize: str
-   :param memory: Memory in GB specified for the python feature group.
-   :type memory: int
-   :param useOriginalCsvNames: If true, the feature group will use the original column names in the source dataset.
-   :type useOriginalCsvNames: bool
-   :param pythonFunctionBindings: Config specifying variable names, types, and values to use when resolving a Python feature group.
-   :type pythonFunctionBindings: list
-   :param indexingConfigWarningMsg: The warning message related to indexing keys.
-   :type indexingConfigWarningMsg: str
-   :param materializationStartedAt: The timestamp at which the feature group materialization started.
-   :type materializationStartedAt: str
-   :param materializationCompletedAt: The timestamp at which the feature group materialization completed.
-   :type materializationCompletedAt: str
-   :param columns: List of resolved columns.
-   :type columns: list[feature]
-   :param templateBindings: Template variable bindings used for resolving the template.
-   :type templateBindings: list
-   :param features: List of features.
-   :type features: Feature
-   :param pointInTimeGroups: List of Point In Time Groups
-   :type pointInTimeGroups: PointInTimeGroup
-   :param codeSource: If a python feature group, information on the source code
-   :type codeSource: CodeSource
-   :param annotationConfig: The annotations config for the feature group.
-   :type annotationConfig: AnnotationConfig
-   :param indexingConfig: The indexing config for the feature group.
-   :type indexingConfig: IndexingConfig
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: create_snapshot_feature_group(table_name)
-
-      Creates a Snapshot Feature Group corresponding to a specific Feature Group version.
-
-      :param table_name: Name for the newly created Snapshot Feature Group table. Can be up to 120 characters long and can only contain alphanumeric characters and underscores.
-      :type table_name: str
-
-      :returns: Feature Group corresponding to the newly created Snapshot.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: export_to_file_connector(location, export_file_format, overwrite = False)
-
-      Export Feature group to File Connector.
-
-      :param location: Cloud file location to export to.
-      :type location: str
-      :param export_file_format: Enum string specifying the file format to export to.
-      :type export_file_format: str
-      :param overwrite: If true and a file exists at this location, this process will overwrite the file.
-      :type overwrite: bool
-
-      :returns: The FeatureGroupExport instance.
-      :rtype: FeatureGroupExport
-
-
-
-   .. py:method:: export_to_database_connector(database_connector_id, object_name, write_mode, database_feature_mapping, id_column = None, additional_id_columns = None)
-
-      Export Feature group to Database Connector.
-
-      :param database_connector_id: Unique string identifier for the Database Connector to export to.
-      :type database_connector_id: str
-      :param object_name: Name of the database object to write to.
-      :type object_name: str
-      :param write_mode: Enum string indicating whether to use INSERT or UPSERT.
-      :type write_mode: str
-      :param database_feature_mapping: Key/value pair JSON object of "database connector column" -> "feature name" pairs.
-      :type database_feature_mapping: dict
-      :param id_column: Required if write_mode is UPSERT. Indicates which database column should be used as the lookup key.
-      :type id_column: str
-      :param additional_id_columns: For database connectors which support it, additional ID columns to use as a complex key for upserting.
-      :type additional_id_columns: list
-
-      :returns: The FeatureGroupExport instance.
-      :rtype: FeatureGroupExport
-
-
-
-   .. py:method:: export_to_console(export_file_format)
-
-      Export Feature group to console.
-
-      :param export_file_format: File format to export to.
-      :type export_file_format: str
-
-      :returns: The FeatureGroupExport instance.
-      :rtype: FeatureGroupExport
-
-
-
-   .. py:method:: get_materialization_logs(stdout = False, stderr = False)
-
-      Returns logs for a materialized feature group version.
-
-      :param stdout: Set to True to get info logs.
-      :type stdout: bool
-      :param stderr: Set to True to get error logs.
-      :type stderr: bool
-
-      :returns: A function logs object.
-      :rtype: FunctionLogs
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: FeatureGroupVersion
-
-
-
-   .. py:method:: describe()
-
-      Describe a feature group version.
-
-      :param feature_group_version: The unique identifier associated with the feature group version.
-      :type feature_group_version: str
-
-      :returns: The feature group version.
-      :rtype: FeatureGroupVersion
-
-
-
-   .. py:method:: get_metrics(selected_columns = None, include_charts = False, include_statistics = True)
-
-      Get metrics for a specific feature group version.
-
-      :param selected_columns: A list of columns to order first.
-      :type selected_columns: List
-      :param include_charts: A flag indicating whether charts should be included in the response. Default is false.
-      :type include_charts: bool
-      :param include_statistics: A flag indicating whether statistics should be included in the response. Default is true.
-      :type include_statistics: bool
-
-      :returns: The metrics for the specified feature group version.
-      :rtype: DataMetrics
-
-
-
-   .. py:method:: get_logs()
-
-      Retrieves the feature group materialization logs.
-
-      :param feature_group_version: The unique version ID of the feature group version.
-      :type feature_group_version: str
-
-      :returns: The logs for the specified feature group version.
-      :rtype: FeatureGroupVersionLogs
-
-
-
-   .. py:method:: wait_for_results(timeout=3600)
-
-      A waiting call until feature group version is materialized
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out.
-      :type timeout: int
-
-
-
-   .. py:method:: wait_for_materialization(timeout=3600)
-
-      A waiting call until feature group version is materialized.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out.
-      :type timeout: int
-
-
-
-   .. py:method:: get_status()
-
-      Gets the status of the feature group version.
-
-      :returns: A string describing the status of a feature group version (pending, complete, etc.).
-      :rtype: str
-
-
-
-   .. py:method:: _download_avro_file(file_part, tmp_dir, part_index)
-
-
-   .. py:method:: load_as_pandas(max_workers=10)
-
-      Loads the feature group version into a pandas dataframe.
-
-      :param max_workers: The number of threads.
-      :type max_workers: int
-
-      :returns: A pandas dataframe displaying the data in the feature group version.
-      :rtype: DataFrame
-
-
-
-   .. py:method:: load_as_pandas_documents(doc_id_column, document_column, max_workers=10)
-
-      Loads a feature group with documents data into a pandas dataframe.
-
-      :param doc_id_feature: The name of the feature / column containing the document ID.
-      :type doc_id_feature: str
-      :param document_feature: The name of the feature / column which either contains the document data itself or page infos with path to remotely stored documents. This column will be replaced with the extracted document data.
-      :type document_feature: str
-      :param max_workers: The number of threads.
-      :type max_workers: int
-
-      :returns: A pandas dataframe containing the extracted document data.
-      :rtype: DataFrame
-
-
-
-.. py:class:: IndexingConfig(client, primaryKey=None, updateTimestampKey=None, lookupKeys=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   The indexing config for a Feature Group
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param primaryKey: A single key index
-   :type primaryKey: str
-   :param updateTimestampKey: The primary timestamp feature
-   :type updateTimestampKey: str
-   :param lookupKeys: A multi-key index. Cannot be used in conjuction with primary key.
-   :type lookupKeys: list[str]
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: NaturalLanguageExplanation(client, shortExplanation=None, longExplanation=None, isOutdated=None, htmlExplanation=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Natural language explanation of an artifact/object
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param shortExplanation: succinct explanation of the artifact
-   :type shortExplanation: str
-   :param longExplanation: Longer and verbose explanation of the artifact
-   :type longExplanation: str
-   :param isOutdated: Flag indicating whether the explanation is outdated due to a change in the underlying artifact
-   :type isOutdated: bool
-   :param htmlExplanation: HTML formatted explanation of the artifact
-   :type htmlExplanation: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: PointInTimeGroup(client, groupName=None, windowKey=None, aggregationKeys=None, lookbackWindow=None, lookbackWindowLag=None, lookbackCount=None, lookbackUntilPosition=None, historyTableName=None, historyWindowKey=None, historyAggregationKeys=None, features={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A point in time group containing point in time features
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param groupName: The name of the point in time group
-   :type groupName: str
-   :param windowKey: Name of feature which contains the timestamp value for the point in time feature
-   :type windowKey: str
-   :param aggregationKeys: List of keys to use for join the historical table and performing the window aggregation.
-   :type aggregationKeys: list
-   :param lookbackWindow: Number of seconds in the past from the current time for start of the window.
-   :type lookbackWindow: float
-   :param lookbackWindowLag: Optional lag to offset the closest point for the window. If it is positive, we delay the start of window. If it is negative, we are looking at the "future" rows in the history table.
-   :type lookbackWindowLag: float
-   :param lookbackCount: If window is specified in terms of count, the start position of the window (0 is the current row)
-   :type lookbackCount: int
-   :param lookbackUntilPosition: Optional lag to offset the closest point for the window. If it is positive, we delay the start of window by that many rows. If it is negative, we are looking at those many "future" rows in the history table.
-   :type lookbackUntilPosition: int
-   :param historyTableName: The table to use for aggregating, if not provided, the source table will be used
-   :type historyTableName: str
-   :param historyWindowKey: Name of feature to use for ordering the rows on the history table. If not provided, the windowKey from the source table will be used
-   :type historyWindowKey: str
-   :param historyAggregationKeys: List of keys to use for join the historical table and performing the window aggregation. If not provided, the aggregationKeys from the source table will be used. Must be the same length and order as the source table's aggregationKeys
-   :type historyAggregationKeys: list
-   :param features: List of features in the Point in Time group
-   :type features: PointInTimeGroupFeature
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: RefreshSchedule(client, refreshPolicyId=None, nextRunTime=None, cron=None, refreshType=None, error=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A refresh schedule for an object. Defines when the next version of the object will be created
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param refreshPolicyId: The unique identifier of the refresh policy
-   :type refreshPolicyId: str
-   :param nextRunTime: The next run time of the refresh policy. If null, the policy is paused.
-   :type nextRunTime: str
-   :param cron: A cron-style string that describes the when this refresh policy is to be executed in UTC
-   :type cron: str
-   :param refreshType: The type of refresh that will be run
-   :type refreshType: str
-   :param error: An error message for the last pipeline run of a policy
-   :type error: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
+Module Contents
+---------------
 
-.. py:class:: AbstractApiClass(client, id)
+Classes
+~~~~~~~
 
-   .. py:method:: __eq__(other)
+.. autoapisummary::
 
-      Return self==value.
+   abacusai.feature_group.FeatureGroup
 
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
+.. py:class:: FeatureGroup(client, featureGroupId=None, modificationLock=None, name=None, featureGroupSourceType=None, tableName=None, sql=None, datasetId=None, functionSourceCode=None, functionName=None, sourceTables=None, createdAt=None, description=None, sqlError=None, latestVersionOutdated=None, referencedFeatureGroups=None, tags=None, primaryKey=None, updateTimestampKey=None, lookupKeys=None, streamingEnabled=None, incremental=None, mergeConfig=None, samplingConfig=None, cpuSize=None, memory=None, streamingReady=None, featureTags=None, moduleName=None, templateBindings=None, featureExpression=None, useOriginalCsvNames=None, pythonFunctionBindings=None, pythonFunctionName=None, useGpu=None, features={}, duplicateFeatures={}, pointInTimeGroups={}, annotationConfig={}, concatenationConfig={}, indexingConfig={}, codeSource={}, featureGroupTemplate={}, explanation={}, refreshSchedules={}, latestFeatureGroupVersion={}, operatorConfig={})
 
-.. py:class:: FeatureGroup(client, featureGroupId=None, modificationLock=None, name=None, featureGroupSourceType=None, tableName=None, sql=None, datasetId=None, functionSourceCode=None, functionName=None, sourceTables=None, createdAt=None, description=None, sqlError=None, latestVersionOutdated=None, referencedFeatureGroups=None, tags=None, primaryKey=None, updateTimestampKey=None, lookupKeys=None, streamingEnabled=None, incremental=None, mergeConfig=None, operatorConfig=None, samplingConfig=None, cpuSize=None, memory=None, streamingReady=None, featureTags=None, moduleName=None, templateBindings=None, featureExpression=None, useOriginalCsvNames=None, pythonFunctionBindings=None, pythonFunctionName=None, useGpu=None, features={}, duplicateFeatures={}, pointInTimeGroups={}, annotationConfig={}, concatenationConfig={}, indexingConfig={}, codeSource={}, featureGroupTemplate={}, explanation={}, refreshSchedules={}, latestFeatureGroupVersion={})
 
    Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
-
    A feature group.
 
    :param client: An authenticated API Client instance
@@ -839,8 +70,6 @@ Module Contents
    :type incremental: bool
    :param mergeConfig: Merge configuration settings for the feature group.
    :type mergeConfig: dict
-   :param operatorConfig: Operator configuration settings for the feature group.
-   :type operatorConfig: dict
    :param samplingConfig: Sampling configuration for the feature group.
    :type samplingConfig: dict
    :param cpuSize: CPU size specified for the Python feature group.
@@ -887,14 +116,14 @@ Module Contents
    :type explanation: NaturalLanguageExplanation
    :param refreshSchedules: List of schedules that determines when the next version of the feature group will be created.
    :type refreshSchedules: RefreshSchedule
-
+   :param operatorConfig: Operator configuration settings for the feature group.
+   :type operatorConfig: OperatorConfig
 
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
@@ -903,7 +132,6 @@ Module Contents
       :rtype: dict
 
 
-
    .. py:method:: add_to_project(project_id, feature_group_type = 'CUSTOM_TABLE')
 
       Adds a feature group to a project.
@@ -914,7 +142,6 @@ Module Contents
       :type feature_group_type: str
 
 
-
    .. py:method:: set_project_config(project_id, project_config = None)
 
       Sets a feature group's project config
@@ -925,7 +152,6 @@ Module Contents
       :type project_config: ProjectFeatureGroupConfig
 
 
-
    .. py:method:: get_project_config(project_id)
 
       Gets a feature group's project config
@@ -937,7 +163,6 @@ Module Contents
       :rtype: ProjectConfig
 
 
-
    .. py:method:: remove_from_project(project_id)
 
       Removes a feature group from a project.
@@ -946,7 +171,6 @@ Module Contents
       :type project_id: str
 
 
-
    .. py:method:: set_type(project_id, feature_group_type = 'CUSTOM_TABLE')
 
       Update the feature group type in a project. The feature group must already be added to the project.
@@ -957,7 +181,6 @@ Module Contents
       :type feature_group_type: str
 
 
-
    .. py:method:: describe_annotation(feature_name = None, doc_id = None, feature_group_row_identifier = None)
 
       Get the latest annotation entry for a given feature group, feature, and document.
@@ -973,7 +196,6 @@ Module Contents
       :rtype: AnnotationEntry
 
 
-
    .. py:method:: verify_and_describe_annotation(feature_name = None, doc_id = None, feature_group_row_identifier = None)
 
       Get the latest annotation entry for a given feature group, feature, and document along with verification information.
@@ -989,7 +211,6 @@ Module Contents
       :rtype: AnnotationEntry
 
 
-
    .. py:method:: update_annotation_status(feature_name, status, doc_id = None, feature_group_row_identifier = None, save_metadata = False)
 
       Update the status of an annotation entry.
@@ -1009,7 +230,6 @@ Module Contents
       :rtype: AnnotationEntry
 
 
-
    .. py:method:: get_document_to_annotate(project_id, feature_name, feature_group_row_identifier = None, get_previous = False)
 
       Get an available document that needs to be annotated for a annotation feature group.
@@ -1027,7 +247,6 @@ Module Contents
       :rtype: AnnotationDocument
 
 
-
    .. py:method:: get_annotations_status(feature_name = None, check_for_materialization = False)
 
       Get the status of the annotations for a given feature group and feature.
@@ -1041,7 +260,6 @@ Module Contents
       :rtype: AnnotationsStatus
 
 
-
    .. py:method:: import_annotation_labels(file, annotation_type)
 
       Imports annotation labels from csv file. All valid values in the file will be imported as labels (including header row if present).
@@ -1055,7 +273,6 @@ Module Contents
       :rtype: AnnotationConfig
 
 
-
    .. py:method:: create_sampling(table_name, sampling_config, description = None)
 
       Creates a new Feature Group defined as a sample of rows from another Feature Group.
@@ -1074,7 +291,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: set_sampling_config(sampling_config)
 
       Set a FeatureGroup’s sampling to the config values provided, so that the rows the FeatureGroup returns will be a sample of those it would otherwise have returned.
@@ -1086,7 +302,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: set_merge_config(merge_config)
 
       Set a MergeFeatureGroup’s merge config to the values provided, so that the feature group only returns a bounded range of an incremental dataset.
@@ -1098,14 +313,15 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: set_operator_config(operator_config)
 
       Set a OperatorFeatureGroup’s operator config to the values provided.
 
       :param operator_config: A dictionary object specifying the pre-defined operations.
-      :type operator_config: dict
+      :type operator_config: OperatorConfig
 
+      :returns: The updated FeatureGroup.
+      :rtype: FeatureGroup
 
 
    .. py:method:: set_schema(schema)
@@ -1116,7 +332,6 @@ Module Contents
       :type schema: list
 
 
-
    .. py:method:: get_schema(project_id = None)
 
       Returns a schema for a given FeatureGroup in a project.
@@ -1128,7 +343,6 @@ Module Contents
       :rtype: list[Feature]
 
 
-
    .. py:method:: create_feature(name, select_expression)
 
       Creates a new feature in a Feature Group from a SQL select statement.
@@ -1142,7 +356,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: add_tag(tag)
 
       Adds a tag to the feature group
@@ -1151,7 +364,6 @@ Module Contents
       :type tag: str
 
 
-
    .. py:method:: remove_tag(tag)
 
       Removes a tag from the specified feature group.
@@ -1160,7 +372,6 @@ Module Contents
       :type tag: str
 
 
-
    .. py:method:: add_annotatable_feature(name, annotation_type)
 
       Add an annotatable feature in a Feature Group
@@ -1174,7 +385,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: set_feature_as_annotatable_feature(feature_name, annotation_type, feature_group_row_identifier_feature = None, doc_id_feature = None)
 
       Sets an existing feature as an annotatable feature (Feature that can be annotated).
@@ -1192,7 +402,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: set_annotation_status_feature(feature_name)
 
       Sets a feature as the annotation status feature for a feature group.
@@ -1204,7 +413,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: unset_feature_as_annotatable_feature(feature_name)
 
       Unsets a feature as annotatable
@@ -1216,7 +424,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: add_annotation_label(label_name, annotation_type, label_definition = None)
 
       Adds an annotation label
@@ -1232,7 +439,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: remove_annotation_label(label_name)
 
       Removes an annotation label
@@ -1244,7 +450,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: add_feature_tag(feature, tag)
 
       Adds a tag on a feature
@@ -1255,7 +460,6 @@ Module Contents
       :type tag: str
 
 
-
    .. py:method:: remove_feature_tag(feature, tag)
 
       Removes a tag from a feature
@@ -1266,7 +470,6 @@ Module Contents
       :type tag: str
 
 
-
    .. py:method:: create_nested_feature(nested_feature_name, table_name, using_clause, where_clause = None, order_clause = None)
 
       Creates a new nested feature in a feature group from a SQL statement.
@@ -1286,7 +489,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: update_nested_feature(nested_feature_name, table_name = None, using_clause = None, where_clause = None, order_clause = None, new_nested_feature_name = None)
 
       Updates a previously existing nested feature in a feature group.
@@ -1308,7 +510,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: delete_nested_feature(nested_feature_name)
 
       Delete a nested feature.
@@ -1320,7 +521,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: create_point_in_time_feature(feature_name, history_table_name, aggregation_keys, timestamp_key, historical_timestamp_key, expression, lookback_window_seconds = None, lookback_window_lag_seconds = 0, lookback_count = None, lookback_until_position = 0)
 
       Creates a new point in time feature in a feature group using another historical feature group, window spec, and aggregate expression.
@@ -1355,7 +555,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: update_point_in_time_feature(feature_name, history_table_name = None, aggregation_keys = None, timestamp_key = None, historical_timestamp_key = None, expression = None, lookback_window_seconds = None, lookback_window_lag_seconds = None, lookback_count = None, lookback_until_position = None, new_feature_name = None)
 
       Updates an existing Point-in-Time (PiT) feature in a feature group. See `createPointInTimeFeature` for detailed semantics.
@@ -1387,7 +586,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: create_point_in_time_group(group_name, window_key, aggregation_keys, history_table_name = None, history_window_key = None, history_aggregation_keys = None, lookback_window = None, lookback_window_lag = 0, lookback_count = None, lookback_until_position = 0)
 
       Create a Point-in-Time Group
@@ -1417,7 +615,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: generate_point_in_time_features(group_name, columns, window_functions, prefix = None)
 
       Generates and adds PIT features given the selected columns to aggregate over, and the operations to include.
@@ -1435,7 +632,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: update_point_in_time_group(group_name, window_key = None, aggregation_keys = None, history_table_name = None, history_window_key = None, history_aggregation_keys = None, lookback_window = None, lookback_window_lag = None, lookback_count = None, lookback_until_position = None)
 
       Update Point-in-Time Group
@@ -1465,7 +661,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: delete_point_in_time_group(group_name)
 
       Delete point in time group
@@ -1477,7 +672,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: create_point_in_time_group_feature(group_name, name, expression)
 
       Create point in time group feature
@@ -1493,7 +687,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: update_point_in_time_group_feature(group_name, name, expression)
 
       Update a feature's SQL expression in a point in time group
@@ -1509,7 +702,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: set_feature_type(feature, feature_type, project_id = None)
 
       Set the type of a feature in a feature group. Specify the feature group ID, feature name, and feature type, and the method will return the new column with the changes reflected.
@@ -1525,7 +717,6 @@ Module Contents
       :rtype: Schema
 
 
-
    .. py:method:: invalidate_streaming_data(invalid_before_timestamp)
 
       Invalidates all streaming data with timestamp before invalidBeforeTimestamp
@@ -1534,7 +725,6 @@ Module Contents
       :type invalid_before_timestamp: int
 
 
-
    .. py:method:: concatenate_data(source_feature_group_id, merge_type = 'UNION', replace_until_timestamp = None, skip_materialize = False)
 
       Concatenates data from one Feature Group to another. Feature Groups can be merged if their schemas are compatible, they have the special `updateTimestampKey` column, and (if set) the `primaryKey` column. The second operand in the concatenate operation will be appended to the first operand (merge target).
@@ -1549,7 +739,6 @@ Module Contents
       :type skip_materialize: bool
 
 
-
    .. py:method:: remove_concatenation_config()
 
       Removes the concatenation config on a destination feature group.
@@ -1558,7 +747,6 @@ Module Contents
       :type feature_group_id: str
 
 
-
    .. py:method:: refresh()
 
       Calls describe and refreshes the current object's fields
@@ -1567,7 +755,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: describe()
 
       Describe a Feature Group.
@@ -1579,7 +766,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: set_indexing_config(primary_key = None, update_timestamp_key = None, lookup_keys = None)
 
       Sets various attributes of the feature group used for primary key, deployment lookups and streaming updates.
@@ -1592,7 +778,6 @@ Module Contents
       :type lookup_keys: list
 
 
-
    .. py:method:: update(description = None)
 
       Modify an existing Feature Group.
@@ -1604,7 +789,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: detach_from_template()
 
       Update a feature group to detach it from a template.
@@ -1616,7 +800,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: update_template_bindings(template_bindings = None)
 
       Update the feature group template bindings for a template feature group.
@@ -1628,7 +811,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: update_python_function_bindings(python_function_bindings)
 
       Updates an existing Feature Group's Python function bindings from a user-provided Python Function. If a list of feature groups are supplied within the Python function bindings, we will provide DataFrames (Pandas in the case of Python) with the materialized feature groups for those input feature groups as arguments to the function.
@@ -1637,7 +819,6 @@ Module Contents
       :type python_function_bindings: List
 
 
-
    .. py:method:: update_python_function(python_function_name, python_function_bindings = None, cpu_size = None, memory = None, use_gpu = None, use_original_csv_names = None)
 
       Updates an existing Feature Group's python function from a user provided Python Function. If a list of feature groups are supplied within the python function
@@ -1651,16 +832,15 @@ Module Contents
       :param python_function_bindings: List of python function arguments.
       :type python_function_bindings: List
       :param cpu_size: Size of the CPU for the feature group python function.
-      :type cpu_size: str
+      :type cpu_size: CPUSize
       :param memory: Memory (in GB) for the feature group python function.
-      :type memory: int
+      :type memory: MemorySize
       :param use_gpu: Whether the feature group needs a gpu or not. Otherwise default to CPU.
       :type use_gpu: bool
       :param use_original_csv_names: If enabled, it uses the original column names for input feature groups from CSV datasets.
       :type use_original_csv_names: bool
 
 
-
    .. py:method:: update_sql_definition(sql)
 
       Updates the SQL statement for a feature group.
@@ -1672,7 +852,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: update_dataset_feature_expression(feature_expression)
 
       Updates the SQL feature expression for a Dataset FeatureGroup's custom features
@@ -1684,7 +863,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: update_feature(name, select_expression = None, new_name = None)
 
       Modifies an existing feature in a feature group.
@@ -1700,7 +878,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: list_exports()
 
       Lists all of the feature group exports for the feature group
@@ -1712,7 +889,6 @@ Module Contents
       :rtype: list[FeatureGroupExport]
 
 
-
    .. py:method:: set_modifier_lock(locked = True)
 
       Lock a feature group to prevent modification.
@@ -1721,7 +897,6 @@ Module Contents
       :type locked: bool
 
 
-
    .. py:method:: list_modifiers()
 
       List the users who can modify a given feature group.
@@ -1733,7 +908,6 @@ Module Contents
       :rtype: ModificationLockInfo
 
 
-
    .. py:method:: add_user_to_modifiers(email)
 
       Adds a user to a feature group.
@@ -1742,7 +916,6 @@ Module Contents
       :type email: str
 
 
-
    .. py:method:: add_organization_group_to_modifiers(organization_group_id)
 
       Add OrganizationGroup to a feature group modifiers list
@@ -1751,7 +924,6 @@ Module Contents
       :type organization_group_id: str
 
 
-
    .. py:method:: remove_user_from_modifiers(email)
 
       Removes a user from a specified feature group.
@@ -1760,7 +932,6 @@ Module Contents
       :type email: str
 
 
-
    .. py:method:: remove_organization_group_from_modifiers(organization_group_id)
 
       Removes an OrganizationGroup from a feature group modifiers list
@@ -1769,7 +940,6 @@ Module Contents
       :type organization_group_id: str
 
 
-
    .. py:method:: delete_feature(name)
 
       Removes a feature from the feature group.
@@ -1781,7 +951,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: delete()
 
       Deletes a Feature Group.
@@ -1790,7 +959,6 @@ Module Contents
       :type feature_group_id: str
 
 
-
    .. py:method:: create_version(variable_bindings = None)
 
       Creates a snapshot for a specified feature group. Triggers materialization of the feature group. The new version of the feature group is created after it has materialized.
@@ -1802,7 +970,6 @@ Module Contents
       :rtype: FeatureGroupVersion
 
 
-
    .. py:method:: list_versions(limit = 100, start_after_version = None)
 
       Retrieves a list of all feature group versions for the specified feature group.
@@ -1816,7 +983,6 @@ Module Contents
       :rtype: list[FeatureGroupVersion]
 
 
-
    .. py:method:: create_template(name, template_sql, template_variables, description = None, template_bindings = None, should_attach_feature_group_to_template = False)
 
       Create a feature group template.
@@ -1838,7 +1004,6 @@ Module Contents
       :rtype: FeatureGroupTemplate
 
 
-
    .. py:method:: suggest_template_for()
 
       Suggest values for a feature gruop template, based on a feature group.
@@ -1850,7 +1015,6 @@ Module Contents
       :rtype: FeatureGroupTemplate
 
 
-
    .. py:method:: get_recent_streamed_data()
 
       Returns recently streamed data to a streaming feature group.
@@ -1859,7 +1023,6 @@ Module Contents
       :type feature_group_id: str
 
 
-
    .. py:method:: append_data(streaming_token, data)
 
       Appends new data into the feature group for a given lookup key recordId.
@@ -1870,7 +1033,6 @@ Module Contents
       :type data: dict
 
 
-
    .. py:method:: append_multiple_data(streaming_token, data)
 
       Appends new data into the feature group for a given lookup key recordId.
@@ -1881,7 +1043,6 @@ Module Contents
       :type data: list
 
 
-
    .. py:method:: upsert_data(data, streaming_token = None)
 
       Update new data into the feature group for a given lookup key record ID if the record ID is found; otherwise, insert new data into the feature group.
@@ -1895,7 +1056,6 @@ Module Contents
       :rtype: FeatureGroupRow
 
 
-
    .. py:method:: delete_data(primary_key)
 
       Deletes a row from the feature group given the primary key
@@ -1904,7 +1064,6 @@ Module Contents
       :type primary_key: str
 
 
-
    .. py:method:: get_data(primary_key = None, num_rows = None)
 
       Gets the feature group rows for online updatable feature groups.
@@ -1922,7 +1081,6 @@ Module Contents
       :rtype: list[FeatureGroupRow]
 
 
-
    .. py:method:: get_natural_language_explanation(feature_group_version = None, model_id = None)
 
       Returns the saved natural language explanation of an artifact with given ID. The artifact can be - Feature Group or Feature Group Version or Model
@@ -1936,7 +1094,6 @@ Module Contents
       :rtype: NaturalLanguageExplanation
 
 
-
    .. py:method:: generate_natural_language_explanation(feature_group_version = None, model_id = None)
 
       Generates natural language explanation of an artifact with given ID. The artifact can be - Feature Group or Feature Group Version or Model
@@ -1950,7 +1107,6 @@ Module Contents
       :rtype: NaturalLanguageExplanation
 
 
-
    .. py:method:: wait_for_dataset(timeout = 7200)
 
           A waiting call until the feature group's dataset, if any, is ready for use.
@@ -1959,7 +1115,6 @@ Module Contents
       :type timeout: int
 
 
-
    .. py:method:: wait_for_upload(timeout = 7200)
 
           Waits for a feature group created from a dataframe to be ready for materialization and version creation.
@@ -1968,7 +1123,6 @@ Module Contents
       :type timeout: int
 
 
-
    .. py:method:: wait_for_materialization(timeout = 7200)
 
       A waiting call until feature group is materialized.
@@ -1977,7 +1131,6 @@ Module Contents
       :type timeout: int
 
 
-
    .. py:method:: wait_for_streaming_ready(timeout = 600)
 
       Waits for the feature group indexing config to be applied for streaming
@@ -1986,7 +1139,6 @@ Module Contents
       :type timeout: int
 
 
-
    .. py:method:: get_status(streaming_status = False)
 
       Gets the status of the feature group.
@@ -1995,7 +1147,6 @@ Module Contents
       :rtype: str
 
 
-
    .. py:method:: load_as_pandas()
 
       Loads the feature groups into a python pandas dataframe.
@@ -2004,7 +1155,6 @@ Module Contents
       :rtype: DataFrame
 
 
-
    .. py:method:: load_as_pandas_documents(doc_id_column, document_column)
 
       Loads a feature group with documents data into a pandas dataframe.
@@ -2018,7 +1168,6 @@ Module Contents
       :rtype: DataFrame
 
 
-
    .. py:method:: describe_dataset()
 
       Displays the dataset attached to a feature group.
@@ -2027,7 +1176,6 @@ Module Contents
       :rtype: Dataset
 
 
-
    .. py:method:: materialize()
 
       Materializes the feature group's latest change at the api call time. It'll skip materialization if no change since the current latest version.
diff --git a/docs/_sources/autoapi/abacusai/feature_group_document/index.rst.txt b/docs/_sources/autoapi/abacusai/feature_group_document/index.rst.txt
index c2bae55da..61d405efe 100644
--- a/docs/_sources/autoapi/abacusai/feature_group_document/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/feature_group_document/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.feature_group_document
-===============================
+:py:mod:`abacusai.feature_group_document`
+=========================================
 
 .. py:module:: abacusai.feature_group_document
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.feature_group_document.AbstractApiClass
-   abacusai.feature_group_document.FeatureGroupDocument
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.feature_group_document.FeatureGroupDocument
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: FeatureGroupDocument(client, featureGroupId=None, docId=None, status=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A document of a feature group.
 
@@ -43,13 +33,11 @@ Module Contents
    :param status: The status of the document processing
    :type status: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/feature_group_export/index.rst.txt b/docs/_sources/autoapi/abacusai/feature_group_export/index.rst.txt
index b69f90a60..4156bbc99 100644
--- a/docs/_sources/autoapi/abacusai/feature_group_export/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/feature_group_export/index.rst.txt
@@ -1,67 +1,26 @@
-abacusai.feature_group_export
-=============================
+:py:mod:`abacusai.feature_group_export`
+=======================================
 
 .. py:module:: abacusai.feature_group_export
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.feature_group_export.ProjectConfig
-   abacusai.feature_group_export.AbstractApiClass
-   abacusai.feature_group_export.FeatureGroupExport
-
-
 Module Contents
 ---------------
 
-.. py:class:: ProjectConfig(client, type=None, config={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Project-specific config for a feature group
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param type: Type of project config
-   :type type: str
-   :param config: Project-specific config for this feature group
-   :type config: ProjectFeatureGroupConfig
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.feature_group_export.FeatureGroupExport
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: FeatureGroupExport(client, featureGroupExportId=None, failedWrites=None, totalWrites=None, featureGroupVersion=None, connectorType=None, outputLocation=None, fileFormat=None, databaseConnectorId=None, objectName=None, writeMode=None, databaseFeatureMapping=None, idColumn=None, status=None, createdAt=None, exportCompletedAt=None, additionalIdColumns=None, error=None, databaseOutputError=None, projectConfig={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A feature Group Export Job
 
@@ -106,13 +65,11 @@ Module Contents
    :param projectConfig: Project config for this feature group.
    :type projectConfig: ProjectConfig
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
@@ -121,7 +78,6 @@ Module Contents
       :rtype: dict
 
 
-
    .. py:method:: get_feature_group_version_export_download_url()
 
       Get a link to download the feature group version.
@@ -133,7 +89,6 @@ Module Contents
       :rtype: FeatureGroupExportDownloadUrl
 
 
-
    .. py:method:: refresh()
 
       Calls describe and refreshes the current object's fields
@@ -142,7 +97,6 @@ Module Contents
       :rtype: FeatureGroupExport
 
 
-
    .. py:method:: describe()
 
       A feature group export
@@ -154,7 +108,6 @@ Module Contents
       :rtype: FeatureGroupExport
 
 
-
    .. py:method:: get_connector_errors()
 
       Returns a stream containing the write errors of the feature group export database connection, if any writes failed to the database connector.
@@ -163,7 +116,6 @@ Module Contents
       :type feature_group_export_id: str
 
 
-
    .. py:method:: wait_for_results(timeout=3600)
 
       A waiting call until feature group export is created.
@@ -172,7 +124,6 @@ Module Contents
       :type timeout: int
 
 
-
    .. py:method:: wait_for_export(timeout=3600)
 
       A waiting call until feature group export is created.
@@ -181,7 +132,6 @@ Module Contents
       :type timeout: int
 
 
-
    .. py:method:: get_status()
 
       Gets the status of the feature group export.
diff --git a/docs/_sources/autoapi/abacusai/feature_group_export_config/index.rst.txt b/docs/_sources/autoapi/abacusai/feature_group_export_config/index.rst.txt
index c5e363988..d2d5072de 100644
--- a/docs/_sources/autoapi/abacusai/feature_group_export_config/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/feature_group_export_config/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.feature_group_export_config
-====================================
+:py:mod:`abacusai.feature_group_export_config`
+==============================================
 
 .. py:module:: abacusai.feature_group_export_config
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.feature_group_export_config.AbstractApiClass
-   abacusai.feature_group_export_config.FeatureGroupExportConfig
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.feature_group_export_config.FeatureGroupExportConfig
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: FeatureGroupExportConfig(client, outputLocation=None, fileFormat=None, databaseConnectorId=None, objectName=None, writeMode=None, databaseFeatureMapping=None, idColumn=None, additionalIdColumns=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Export configuration (file connector or database connector information) for feature group exports.
 
@@ -53,13 +43,11 @@ Module Contents
    :param additionalIdColumns: For database connectors which support it, additional ID columns to use as a complex key for upserting.
    :type additionalIdColumns: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/feature_group_export_download_url/index.rst.txt b/docs/_sources/autoapi/abacusai/feature_group_export_download_url/index.rst.txt
index fee7b730c..0fc718985 100644
--- a/docs/_sources/autoapi/abacusai/feature_group_export_download_url/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/feature_group_export_download_url/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.feature_group_export_download_url
-==========================================
+:py:mod:`abacusai.feature_group_export_download_url`
+====================================================
 
 .. py:module:: abacusai.feature_group_export_download_url
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.feature_group_export_download_url.AbstractApiClass
-   abacusai.feature_group_export_download_url.FeatureGroupExportDownloadUrl
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.feature_group_export_download_url.FeatureGroupExportDownloadUrl
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: FeatureGroupExportDownloadUrl(client, downloadUrl=None, expiresAt=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A Feature Group Export Download Url, which is used to download the feature group version
 
@@ -41,13 +31,11 @@ Module Contents
    :param expiresAt: String representation of the ISO-8601 datetime when the URL expires.
    :type expiresAt: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/feature_group_lineage/index.rst.txt b/docs/_sources/autoapi/abacusai/feature_group_lineage/index.rst.txt
index 5c837c777..53eb7018d 100644
--- a/docs/_sources/autoapi/abacusai/feature_group_lineage/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/feature_group_lineage/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.feature_group_lineage
-==============================
+:py:mod:`abacusai.feature_group_lineage`
+========================================
 
 .. py:module:: abacusai.feature_group_lineage
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.feature_group_lineage.AbstractApiClass
-   abacusai.feature_group_lineage.FeatureGroupLineage
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.feature_group_lineage.FeatureGroupLineage
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: FeatureGroupLineage(client, nodes=None, connections=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Directed acyclic graph of feature group lineage for all feature groups in a project
 
@@ -41,13 +31,11 @@ Module Contents
    :param connections: A list of connections in the graph between nodes
    :type connections: list<dict>
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/feature_group_refresh_export_config/index.rst.txt b/docs/_sources/autoapi/abacusai/feature_group_refresh_export_config/index.rst.txt
index 7b1f36d90..401eceade 100644
--- a/docs/_sources/autoapi/abacusai/feature_group_refresh_export_config/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/feature_group_refresh_export_config/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.feature_group_refresh_export_config
-============================================
+:py:mod:`abacusai.feature_group_refresh_export_config`
+======================================================
 
 .. py:module:: abacusai.feature_group_refresh_export_config
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.feature_group_refresh_export_config.AbstractApiClass
-   abacusai.feature_group_refresh_export_config.FeatureGroupRefreshExportConfig
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.feature_group_refresh_export_config.FeatureGroupRefreshExportConfig
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: FeatureGroupRefreshExportConfig(client, connectorType=None, location=None, exportFileFormat=None, additionalIdColumns=None, databaseFeatureMapping=None, externalConnectionId=None, idColumn=None, objectName=None, writeMode=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A Feature Group Refresh Export Config outlines the export configuration for a feature group.
 
@@ -55,13 +45,11 @@ Module Contents
    :param writeMode: The write mode to use for the export
    :type writeMode: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/feature_group_row/index.rst.txt b/docs/_sources/autoapi/abacusai/feature_group_row/index.rst.txt
index 0946bbf26..039f745d3 100644
--- a/docs/_sources/autoapi/abacusai/feature_group_row/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/feature_group_row/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.feature_group_row
-==========================
+:py:mod:`abacusai.feature_group_row`
+====================================
 
 .. py:module:: abacusai.feature_group_row
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.feature_group_row.AbstractApiClass
-   abacusai.feature_group_row.FeatureGroupRow
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.feature_group_row.FeatureGroupRow
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: FeatureGroupRow(client, featureGroupId=None, primaryKey=None, createdAt=None, updatedAt=None, contents=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A row of a feature group.
 
@@ -47,13 +37,11 @@ Module Contents
    :param contents: A dictionary of feature names and values for this row.
    :type contents: dict
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/feature_group_row_process/index.rst.txt b/docs/_sources/autoapi/abacusai/feature_group_row_process/index.rst.txt
index 7dfb9e43a..25e32dedd 100644
--- a/docs/_sources/autoapi/abacusai/feature_group_row_process/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/feature_group_row_process/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.feature_group_row_process
-==================================
+:py:mod:`abacusai.feature_group_row_process`
+============================================
 
 .. py:module:: abacusai.feature_group_row_process
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.feature_group_row_process.AbstractApiClass
-   abacusai.feature_group_row_process.FeatureGroupRowProcess
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.feature_group_row_process.FeatureGroupRowProcess
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: FeatureGroupRowProcess(client, featureGroupId=None, deploymentId=None, primaryKeyValue=None, featureGroupRowProcessId=None, createdAt=None, updatedAt=None, startedAt=None, completedAt=None, timeoutAt=None, retriesRemaining=None, totalAttemptsAllowed=None, status=None, error=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A feature group row process
 
@@ -63,13 +53,11 @@ Module Contents
    :param error: The error message if the status is FAILED.
    :type error: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
@@ -78,7 +66,6 @@ Module Contents
       :rtype: dict
 
 
-
    .. py:method:: wait_for_process(timeout=1200)
 
       A waiting call until model monitor version is ready.
@@ -87,7 +74,6 @@ Module Contents
       :type timeout: int
 
 
-
    .. py:method:: get_status()
 
       Gets the status of the feature group row process.
diff --git a/docs/_sources/autoapi/abacusai/feature_group_row_process_logs/index.rst.txt b/docs/_sources/autoapi/abacusai/feature_group_row_process_logs/index.rst.txt
index a53409fdb..794a5a3aa 100644
--- a/docs/_sources/autoapi/abacusai/feature_group_row_process_logs/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/feature_group_row_process_logs/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.feature_group_row_process_logs
-=======================================
+:py:mod:`abacusai.feature_group_row_process_logs`
+=================================================
 
 .. py:module:: abacusai.feature_group_row_process_logs
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.feature_group_row_process_logs.AbstractApiClass
-   abacusai.feature_group_row_process_logs.FeatureGroupRowProcessLogs
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.feature_group_row_process_logs.FeatureGroupRowProcessLogs
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: FeatureGroupRowProcessLogs(client, logs=None, featureGroupId=None, deploymentId=None, primaryKeyValue=None, featureGroupRowProcessId=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Logs for the feature group row process.
 
@@ -47,13 +37,11 @@ Module Contents
    :param featureGroupRowProcessId: The ID of the feature group row process.
    :type featureGroupRowProcessId: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/feature_group_row_process_summary/index.rst.txt b/docs/_sources/autoapi/abacusai/feature_group_row_process_summary/index.rst.txt
index 20b95c919..48a2fe6a2 100644
--- a/docs/_sources/autoapi/abacusai/feature_group_row_process_summary/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/feature_group_row_process_summary/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.feature_group_row_process_summary
-==========================================
+:py:mod:`abacusai.feature_group_row_process_summary`
+====================================================
 
 .. py:module:: abacusai.feature_group_row_process_summary
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.feature_group_row_process_summary.AbstractApiClass
-   abacusai.feature_group_row_process_summary.FeatureGroupRowProcessSummary
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.feature_group_row_process_summary.FeatureGroupRowProcessSummary
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: FeatureGroupRowProcessSummary(client, totalProcesses=None, pendingProcesses=None, processingProcesses=None, completeProcesses=None, failedProcesses=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A summary of the feature group processes for a deployment.
 
@@ -47,13 +37,11 @@ Module Contents
    :param failedProcesses: The number of failed processes
    :type failedProcesses: int
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/feature_group_template/index.rst.txt b/docs/_sources/autoapi/abacusai/feature_group_template/index.rst.txt
index 245d314c5..2b1388d66 100644
--- a/docs/_sources/autoapi/abacusai/feature_group_template/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/feature_group_template/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.feature_group_template
-===============================
+:py:mod:`abacusai.feature_group_template`
+=========================================
 
 .. py:module:: abacusai.feature_group_template
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.feature_group_template.AbstractApiClass
-   abacusai.feature_group_template.FeatureGroupTemplate
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.feature_group_template.FeatureGroupTemplate
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: FeatureGroupTemplate(client, featureGroupTemplateId=None, description=None, featureGroupId=None, isSystemTemplate=None, name=None, templateSql=None, templateVariables=None, createdAt=None, updatedAt=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A template for creating feature groups.
 
@@ -55,13 +45,11 @@ Module Contents
    :param updatedAt: When the feature group template was updated.
    :type updatedAt: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
@@ -70,7 +58,6 @@ Module Contents
       :rtype: dict
 
 
-
    .. py:method:: delete()
 
       Delete an existing feature group template.
@@ -79,7 +66,6 @@ Module Contents
       :type feature_group_template_id: str
 
 
-
    .. py:method:: refresh()
 
       Calls describe and refreshes the current object's fields
@@ -88,7 +74,6 @@ Module Contents
       :rtype: FeatureGroupTemplate
 
 
-
    .. py:method:: describe()
 
       Describe a Feature Group Template.
@@ -100,7 +85,6 @@ Module Contents
       :rtype: FeatureGroupTemplate
 
 
-
    .. py:method:: update(template_sql = None, template_variables = None, description = None, name = None)
 
       Update a feature group template.
@@ -118,7 +102,6 @@ Module Contents
       :rtype: FeatureGroupTemplate
 
 
-
    .. py:method:: preview_resolution(template_bindings = None, template_sql = None, template_variables = None, should_validate = True)
 
       Resolve template sql using template variables and template bindings.
diff --git a/docs/_sources/autoapi/abacusai/feature_group_template_variable_options/index.rst.txt b/docs/_sources/autoapi/abacusai/feature_group_template_variable_options/index.rst.txt
index 77c966e56..3e6850660 100644
--- a/docs/_sources/autoapi/abacusai/feature_group_template_variable_options/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/feature_group_template_variable_options/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.feature_group_template_variable_options
-================================================
+:py:mod:`abacusai.feature_group_template_variable_options`
+==========================================================
 
 .. py:module:: abacusai.feature_group_template_variable_options
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.feature_group_template_variable_options.AbstractApiClass
-   abacusai.feature_group_template_variable_options.FeatureGroupTemplateVariableOptions
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.feature_group_template_variable_options.FeatureGroupTemplateVariableOptions
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: FeatureGroupTemplateVariableOptions(client, templateVariableOptions=None, userFeedback=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Feature Group Template Variable Options
 
@@ -41,13 +31,11 @@ Module Contents
    :param userFeedback: List of additional information regarding variable options for the user.
    :type userFeedback: list[str]
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/feature_group_version/index.rst.txt b/docs/_sources/autoapi/abacusai/feature_group_version/index.rst.txt
index 525c8518e..953d50d35 100644
--- a/docs/_sources/autoapi/abacusai/feature_group_version/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/feature_group_version/index.rst.txt
@@ -1,261 +1,26 @@
-abacusai.feature_group_version
-==============================
+:py:mod:`abacusai.feature_group_version`
+========================================
 
 .. py:module:: abacusai.feature_group_version
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.feature_group_version.AnnotationConfig
-   abacusai.feature_group_version.CodeSource
-   abacusai.feature_group_version.Feature
-   abacusai.feature_group_version.IndexingConfig
-   abacusai.feature_group_version.PointInTimeGroup
-   abacusai.feature_group_version.AbstractApiClass
-   abacusai.feature_group_version.FeatureGroupVersion
-
-
 Module Contents
 ---------------
 
-.. py:class:: AnnotationConfig(client, featureAnnotationConfigs=None, labels=None, statusFeature=None, commentsFeatures=None, metadataFeature=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Annotation config for a feature group
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param featureAnnotationConfigs: List of feature annotation configs
-   :type featureAnnotationConfigs: list
-   :param labels: List of labels
-   :type labels: list
-   :param statusFeature: Name of the feature that contains the status of the annotation (Optional)
-   :type statusFeature: str
-   :param commentsFeatures: Features that contain comments for the annotation (Optional)
-   :type commentsFeatures: list
-   :param metadataFeature: Name of the feature that contains the metadata for the annotation (Optional)
-   :type metadataFeature: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: CodeSource(client, sourceType=None, sourceCode=None, applicationConnectorId=None, applicationConnectorInfo=None, packageRequirements=None, status=None, error=None, publishingMsg=None, moduleDependencies=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Code source for python-based custom feature groups and models
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param sourceType: The type of the source, one of TEXT, PYTHON, FILE_UPLOAD, or APPLICATION_CONNECTOR
-   :type sourceType: str
-   :param sourceCode: If the type of the source is TEXT, the raw text of the function
-   :type sourceCode: str
-   :param applicationConnectorId: The Application Connector to fetch the code from
-   :type applicationConnectorId: str
-   :param applicationConnectorInfo: Args passed to the application connector to fetch the code
-   :type applicationConnectorInfo: str
-   :param packageRequirements: The pip package dependencies required to run the code
-   :type packageRequirements: list
-   :param status: The status of the code and validations
-   :type status: str
-   :param error: If the status is failed, an error message describing what went wrong
-   :type error: str
-   :param publishingMsg: Warnings in the source code
-   :type publishingMsg: dict
-   :param moduleDependencies: The list of internal modules dependencies required to run the code
-   :type moduleDependencies: list
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: import_as_cell()
-
-      Adds the source code as an unexecuted cell in the notebook.
-
-
-
-.. py:class:: Feature(client, name=None, selectClause=None, featureMapping=None, sourceTable=None, originalName=None, usingClause=None, orderClause=None, whereClause=None, featureType=None, dataType=None, detectedFeatureType=None, detectedDataType=None, columns={}, pointInTimeInfo={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A feature in a feature group
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param name: The unique name of the column
-   :type name: str
-   :param selectClause: The sql logic for creating this feature's data
-   :type selectClause: str
-   :param featureMapping: The Feature Mapping of the feature
-   :type featureMapping: str
-   :param sourceTable: The source table of the column
-   :type sourceTable: str
-   :param originalName: The original name of the column
-   :type originalName: str
-   :param usingClause: Nested Column Using Clause
-   :type usingClause: str
-   :param orderClause: Nested Column Ordering Clause
-   :type orderClause: str
-   :param whereClause: Nested Column Where Clause
-   :type whereClause: str
-   :param featureType: Feature Type of the Feature
-   :type featureType: str
-   :param dataType: Data Type of the Feature
-   :type dataType: str
-   :param detectedFeatureType: The detected feature type of the column
-   :type detectedFeatureType: str
-   :param detectedDataType: The detected data type of the column
-   :type detectedDataType: str
-   :param columns: Nested Features
-   :type columns: NestedFeature
-   :param pointInTimeInfo: Point in time column information
-   :type pointInTimeInfo: PointInTimeFeature
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: IndexingConfig(client, primaryKey=None, updateTimestampKey=None, lookupKeys=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   The indexing config for a Feature Group
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param primaryKey: A single key index
-   :type primaryKey: str
-   :param updateTimestampKey: The primary timestamp feature
-   :type updateTimestampKey: str
-   :param lookupKeys: A multi-key index. Cannot be used in conjuction with primary key.
-   :type lookupKeys: list[str]
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: PointInTimeGroup(client, groupName=None, windowKey=None, aggregationKeys=None, lookbackWindow=None, lookbackWindowLag=None, lookbackCount=None, lookbackUntilPosition=None, historyTableName=None, historyWindowKey=None, historyAggregationKeys=None, features={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A point in time group containing point in time features
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param groupName: The name of the point in time group
-   :type groupName: str
-   :param windowKey: Name of feature which contains the timestamp value for the point in time feature
-   :type windowKey: str
-   :param aggregationKeys: List of keys to use for join the historical table and performing the window aggregation.
-   :type aggregationKeys: list
-   :param lookbackWindow: Number of seconds in the past from the current time for start of the window.
-   :type lookbackWindow: float
-   :param lookbackWindowLag: Optional lag to offset the closest point for the window. If it is positive, we delay the start of window. If it is negative, we are looking at the "future" rows in the history table.
-   :type lookbackWindowLag: float
-   :param lookbackCount: If window is specified in terms of count, the start position of the window (0 is the current row)
-   :type lookbackCount: int
-   :param lookbackUntilPosition: Optional lag to offset the closest point for the window. If it is positive, we delay the start of window by that many rows. If it is negative, we are looking at those many "future" rows in the history table.
-   :type lookbackUntilPosition: int
-   :param historyTableName: The table to use for aggregating, if not provided, the source table will be used
-   :type historyTableName: str
-   :param historyWindowKey: Name of feature to use for ordering the rows on the history table. If not provided, the windowKey from the source table will be used
-   :type historyWindowKey: str
-   :param historyAggregationKeys: List of keys to use for join the historical table and performing the window aggregation. If not provided, the aggregationKeys from the source table will be used. Must be the same length and order as the source table's aggregationKeys
-   :type historyAggregationKeys: list
-   :param features: List of features in the Point in Time group
-   :type features: PointInTimeGroupFeature
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.feature_group_version.FeatureGroupVersion
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: FeatureGroupVersion(client, featureGroupVersion=None, featureGroupId=None, sql=None, sourceTables=None, sourceDatasetVersions=None, createdAt=None, status=None, error=None, deployable=None, cpuSize=None, memory=None, useOriginalCsvNames=None, pythonFunctionBindings=None, indexingConfigWarningMsg=None, materializationStartedAt=None, materializationCompletedAt=None, columns=None, templateBindings=None, features={}, pointInTimeGroups={}, codeSource={}, annotationConfig={}, indexingConfig={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A materialized version of a feature group
 
@@ -308,13 +73,11 @@ Module Contents
    :param indexingConfig: The indexing config for the feature group.
    :type indexingConfig: IndexingConfig
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
@@ -323,7 +86,6 @@ Module Contents
       :rtype: dict
 
 
-
    .. py:method:: create_snapshot_feature_group(table_name)
 
       Creates a Snapshot Feature Group corresponding to a specific Feature Group version.
@@ -335,7 +97,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: export_to_file_connector(location, export_file_format, overwrite = False)
 
       Export Feature group to File Connector.
@@ -351,7 +112,6 @@ Module Contents
       :rtype: FeatureGroupExport
 
 
-
    .. py:method:: export_to_database_connector(database_connector_id, object_name, write_mode, database_feature_mapping, id_column = None, additional_id_columns = None)
 
       Export Feature group to Database Connector.
@@ -373,7 +133,6 @@ Module Contents
       :rtype: FeatureGroupExport
 
 
-
    .. py:method:: export_to_console(export_file_format)
 
       Export Feature group to console.
@@ -385,7 +144,6 @@ Module Contents
       :rtype: FeatureGroupExport
 
 
-
    .. py:method:: get_materialization_logs(stdout = False, stderr = False)
 
       Returns logs for a materialized feature group version.
@@ -399,7 +157,6 @@ Module Contents
       :rtype: FunctionLogs
 
 
-
    .. py:method:: refresh()
 
       Calls describe and refreshes the current object's fields
@@ -408,7 +165,6 @@ Module Contents
       :rtype: FeatureGroupVersion
 
 
-
    .. py:method:: describe()
 
       Describe a feature group version.
@@ -420,7 +176,6 @@ Module Contents
       :rtype: FeatureGroupVersion
 
 
-
    .. py:method:: get_metrics(selected_columns = None, include_charts = False, include_statistics = True)
 
       Get metrics for a specific feature group version.
@@ -436,7 +191,6 @@ Module Contents
       :rtype: DataMetrics
 
 
-
    .. py:method:: get_logs()
 
       Retrieves the feature group materialization logs.
@@ -448,7 +202,6 @@ Module Contents
       :rtype: FeatureGroupVersionLogs
 
 
-
    .. py:method:: wait_for_results(timeout=3600)
 
       A waiting call until feature group version is materialized
@@ -457,7 +210,6 @@ Module Contents
       :type timeout: int
 
 
-
    .. py:method:: wait_for_materialization(timeout=3600)
 
       A waiting call until feature group version is materialized.
@@ -466,7 +218,6 @@ Module Contents
       :type timeout: int
 
 
-
    .. py:method:: get_status()
 
       Gets the status of the feature group version.
@@ -475,7 +226,6 @@ Module Contents
       :rtype: str
 
 
-
    .. py:method:: _download_avro_file(file_part, tmp_dir, part_index)
 
 
@@ -490,7 +240,6 @@ Module Contents
       :rtype: DataFrame
 
 
-
    .. py:method:: load_as_pandas_documents(doc_id_column, document_column, max_workers=10)
 
       Loads a feature group with documents data into a pandas dataframe.
diff --git a/docs/_sources/autoapi/abacusai/feature_group_version_logs/index.rst.txt b/docs/_sources/autoapi/abacusai/feature_group_version_logs/index.rst.txt
index 17e604930..a6fb733c6 100644
--- a/docs/_sources/autoapi/abacusai/feature_group_version_logs/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/feature_group_version_logs/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.feature_group_version_logs
-===================================
+:py:mod:`abacusai.feature_group_version_logs`
+=============================================
 
 .. py:module:: abacusai.feature_group_version_logs
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.feature_group_version_logs.AbstractApiClass
-   abacusai.feature_group_version_logs.FeatureGroupVersionLogs
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.feature_group_version_logs.FeatureGroupVersionLogs
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: FeatureGroupVersionLogs(client, logs=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Logs from feature group version.
 
@@ -39,13 +29,11 @@ Module Contents
    :param logs: List of logs from feature group version.
    :type logs: list[str]
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/feature_importance/index.rst.txt b/docs/_sources/autoapi/abacusai/feature_importance/index.rst.txt
index e05c9ac97..12892841a 100644
--- a/docs/_sources/autoapi/abacusai/feature_importance/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/feature_importance/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.feature_importance
-===========================
+:py:mod:`abacusai.feature_importance`
+=====================================
 
 .. py:module:: abacusai.feature_importance
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.feature_importance.AbstractApiClass
-   abacusai.feature_importance.FeatureImportance
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.feature_importance.FeatureImportance
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: FeatureImportance(client, shapFeatureImportance=None, limeFeatureImportance=None, permutationFeatureImportance=None, nullFeatureImportance=None, lofoFeatureImportance=None, ebmFeatureImportance=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Feature importance for a specified model monitor
 
@@ -49,13 +39,11 @@ Module Contents
    :param ebmFeatureImportance: A map of feature name to feature importance, determined by an Explainable Boosting Machine.
    :type ebmFeatureImportance: dict
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/feature_mapping/index.rst.txt b/docs/_sources/autoapi/abacusai/feature_mapping/index.rst.txt
index ad848a23a..b0192b797 100644
--- a/docs/_sources/autoapi/abacusai/feature_mapping/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/feature_mapping/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.feature_mapping
-========================
+:py:mod:`abacusai.feature_mapping`
+==================================
 
 .. py:module:: abacusai.feature_mapping
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.feature_mapping.AbstractApiClass
-   abacusai.feature_mapping.FeatureMapping
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.feature_mapping.FeatureMapping
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: FeatureMapping(client, featureMapping=None, featureName=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A description of the data use for a feature
 
@@ -41,13 +31,11 @@ Module Contents
    :param featureName: The unique name of the feature.
    :type featureName: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/feature_performance_analysis/index.rst.txt b/docs/_sources/autoapi/abacusai/feature_performance_analysis/index.rst.txt
index 6e752f655..bd3cbe220 100644
--- a/docs/_sources/autoapi/abacusai/feature_performance_analysis/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/feature_performance_analysis/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.feature_performance_analysis
-=====================================
+:py:mod:`abacusai.feature_performance_analysis`
+===============================================
 
 .. py:module:: abacusai.feature_performance_analysis
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.feature_performance_analysis.AbstractApiClass
-   abacusai.feature_performance_analysis.FeaturePerformanceAnalysis
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.feature_performance_analysis.FeaturePerformanceAnalysis
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: FeaturePerformanceAnalysis(client, features=None, featureMetrics=None, metricsKeys=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A feature performance analysis for Monitor
 
@@ -43,13 +33,11 @@ Module Contents
    :param metricsKeys: A list of the keys for the metrics.
    :type metricsKeys: list
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/feature_record/index.rst.txt b/docs/_sources/autoapi/abacusai/feature_record/index.rst.txt
index e403f99a5..141ce5184 100644
--- a/docs/_sources/autoapi/abacusai/feature_record/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/feature_record/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.feature_record
-=======================
+:py:mod:`abacusai.feature_record`
+=================================
 
 .. py:module:: abacusai.feature_record
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.feature_record.AbstractApiClass
-   abacusai.feature_record.FeatureRecord
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.feature_record.FeatureRecord
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: FeatureRecord(client, data=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A feature record
 
@@ -39,13 +29,11 @@ Module Contents
    :param data: the record's current data
    :type data: dict
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/file_connector/index.rst.txt b/docs/_sources/autoapi/abacusai/file_connector/index.rst.txt
index c0734bfbc..3126f2dd6 100644
--- a/docs/_sources/autoapi/abacusai/file_connector/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/file_connector/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.file_connector
-=======================
+:py:mod:`abacusai.file_connector`
+=================================
 
 .. py:module:: abacusai.file_connector
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.file_connector.AbstractApiClass
-   abacusai.file_connector.FileConnector
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.file_connector.FileConnector
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: FileConnector(client, bucket=None, verified=None, writePermission=None, authExpiresAt=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Verification result for an external storage service
 
@@ -45,13 +35,11 @@ Module Contents
    :param authExpiresAt: The time when the file connector's auth expires, if applicable
    :type authExpiresAt: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/file_connector_instructions/index.rst.txt b/docs/_sources/autoapi/abacusai/file_connector_instructions/index.rst.txt
index 0fbf29b93..7e4936fc1 100644
--- a/docs/_sources/autoapi/abacusai/file_connector_instructions/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/file_connector_instructions/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.file_connector_instructions
-====================================
+:py:mod:`abacusai.file_connector_instructions`
+==============================================
 
 .. py:module:: abacusai.file_connector_instructions
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.file_connector_instructions.AbstractApiClass
-   abacusai.file_connector_instructions.FileConnectorInstructions
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.file_connector_instructions.FileConnectorInstructions
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: FileConnectorInstructions(client, verified=None, writePermission=None, authOptions=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    An object with a full description of the cloud storage bucket authentication options and bucket policy. Returns an error message if the parameters are invalid.
 
@@ -43,13 +33,11 @@ Module Contents
    :param authOptions: A list of options for giving Abacus.AI access to this bucket
    :type authOptions: list[dict]
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/file_connector_verification/index.rst.txt b/docs/_sources/autoapi/abacusai/file_connector_verification/index.rst.txt
index 3af142d58..8e42603e1 100644
--- a/docs/_sources/autoapi/abacusai/file_connector_verification/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/file_connector_verification/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.file_connector_verification
-====================================
+:py:mod:`abacusai.file_connector_verification`
+==============================================
 
 .. py:module:: abacusai.file_connector_verification
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.file_connector_verification.AbstractApiClass
-   abacusai.file_connector_verification.FileConnectorVerification
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.file_connector_verification.FileConnectorVerification
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: FileConnectorVerification(client, verified=None, writePermission=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    To verify the file connector
 
@@ -41,13 +31,11 @@ Module Contents
    :param writePermission: `true` if Abacus.AI has permission to write to this bucket
    :type writePermission: bool
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/finetuned_pretrained_model/index.rst.txt b/docs/_sources/autoapi/abacusai/finetuned_pretrained_model/index.rst.txt
index 542ef3271..0117aff0b 100644
--- a/docs/_sources/autoapi/abacusai/finetuned_pretrained_model/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/finetuned_pretrained_model/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.finetuned_pretrained_model
-===================================
+:py:mod:`abacusai.finetuned_pretrained_model`
+=============================================
 
 .. py:module:: abacusai.finetuned_pretrained_model
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.finetuned_pretrained_model.AbstractApiClass
-   abacusai.finetuned_pretrained_model.FinetunedPretrainedModel
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.finetuned_pretrained_model.FinetunedPretrainedModel
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: FinetunedPretrainedModel(client, name=None, finetunedPretrainedModelId=None, finetunedPretrainedModelVersion=None, createdAt=None, updatedAt=None, config=None, baseModel=None, finetuningDatasetVersion=None, status=None, error=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A finetuned pretrained model
 
@@ -57,13 +47,11 @@ Module Contents
    :param error: Relevant error if the status is FAILED.
    :type error: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/forecasting_analysis_graph_data/index.rst.txt b/docs/_sources/autoapi/abacusai/forecasting_analysis_graph_data/index.rst.txt
index 1373ea872..95ae89418 100644
--- a/docs/_sources/autoapi/abacusai/forecasting_analysis_graph_data/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/forecasting_analysis_graph_data/index.rst.txt
@@ -1,116 +1,26 @@
-abacusai.forecasting_analysis_graph_data
-========================================
+:py:mod:`abacusai.forecasting_analysis_graph_data`
+==================================================
 
 .. py:module:: abacusai.forecasting_analysis_graph_data
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.forecasting_analysis_graph_data.EdaChartDescription
-   abacusai.forecasting_analysis_graph_data.ItemStatistics
-   abacusai.forecasting_analysis_graph_data.AbstractApiClass
-   abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData
-
-
 Module Contents
 ---------------
 
-.. py:class:: EdaChartDescription(client, chartType=None, description=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Eda Chart Description.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param chartType: Name of chart.
-   :type chartType: str
-   :param description: Description of the eda chart.
-   :type description: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: ItemStatistics(client, missingPercent=None, count=None, median=None, mean=None, p10=None, p90=None, stddev=None, min=None, max=None, lowerBound=None, upperBound=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   ItemStatistics representation.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param missingPercent: percentage of missing values in data
-   :type missingPercent: float
-   :param count: count of data
-   :type count: int
-   :param median: median of the data
-   :type median: float
-   :param mean: mean value of the data
-   :type mean: float
-   :param p10: 10th percentile of the data
-   :type p10: float
-   :param p90: 90th_percentile of the data
-   :type p90: float
-   :param stddev: standard deviation of the data
-   :type stddev: float
-   :param min: min value in the data
-   :type min: int
-   :param max: max value in the data
-   :type max: int
-   :param lowerBound: lower bound threshold of the data
-   :type lowerBound: float
-   :param upperBound: upper bound threshold of the data
-   :type upperBound: float
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: ForecastingAnalysisGraphData(client, data=None, xAxis=None, yAxis=None, dataColumns=None, chartName=None, chartTypes=None, itemStatistics={}, chartDescriptions={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Forecasting Analysis Graph Data representation.
 
@@ -133,13 +43,11 @@ Module Contents
    :param chartDescriptions: List of descriptions of what the chart contains
    :type chartDescriptions: EdaChartDescription
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/forecasting_monitor_item_analysis/index.rst.txt b/docs/_sources/autoapi/abacusai/forecasting_monitor_item_analysis/index.rst.txt
index cd4f6079a..a3b0283d5 100644
--- a/docs/_sources/autoapi/abacusai/forecasting_monitor_item_analysis/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/forecasting_monitor_item_analysis/index.rst.txt
@@ -1,79 +1,26 @@
-abacusai.forecasting_monitor_item_analysis
-==========================================
+:py:mod:`abacusai.forecasting_monitor_item_analysis`
+====================================================
 
 .. py:module:: abacusai.forecasting_monitor_item_analysis
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.forecasting_monitor_item_analysis.ForecastingAnalysisGraphData
-   abacusai.forecasting_monitor_item_analysis.AbstractApiClass
-   abacusai.forecasting_monitor_item_analysis.ForecastingMonitorItemAnalysis
-
-
 Module Contents
 ---------------
 
-.. py:class:: ForecastingAnalysisGraphData(client, data=None, xAxis=None, yAxis=None, dataColumns=None, chartName=None, chartTypes=None, itemStatistics={}, chartDescriptions={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Forecasting Analysis Graph Data representation.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param data: List of graph data
-   :type data: list
-   :param xAxis: Feature that represents the x axis
-   :type xAxis: str
-   :param yAxis: Feature that represents the y axis
-   :type yAxis: str
-   :param dataColumns: Ordered name of the column for each rowwise data
-   :type dataColumns: list
-   :param chartName: Name of the chart represented by the data
-   :type chartName: str
-   :param chartTypes: Type of charts in that can exist in the current data.
-   :type chartTypes: list
-   :param itemStatistics: In item wise charts, gives the mean, median, count, missing_percent, p10, p90, standard_deviation, min, max
-   :type itemStatistics: ItemStatistics
-   :param chartDescriptions: List of descriptions of what the chart contains
-   :type chartDescriptions: EdaChartDescription
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.forecasting_monitor_item_analysis.ForecastingMonitorItemAnalysis
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: ForecastingMonitorItemAnalysis(client, predictionItemAnalysis={}, trainingItemAnalysis={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Forecasting Monitor Item Analysis of the latest version of the data.
 
@@ -84,13 +31,11 @@ Module Contents
    :param trainingItemAnalysis: Data showing average, p10, p90, median sales across time for training data
    :type trainingItemAnalysis: ForecastingAnalysisGraphData
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/forecasting_monitor_summary/index.rst.txt b/docs/_sources/autoapi/abacusai/forecasting_monitor_summary/index.rst.txt
index 857415df1..d5852e1ea 100644
--- a/docs/_sources/autoapi/abacusai/forecasting_monitor_summary/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/forecasting_monitor_summary/index.rst.txt
@@ -1,122 +1,26 @@
-abacusai.forecasting_monitor_summary
-====================================
+:py:mod:`abacusai.forecasting_monitor_summary`
+==============================================
 
 .. py:module:: abacusai.forecasting_monitor_summary
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.forecasting_monitor_summary.FeatureDriftRecord
-   abacusai.forecasting_monitor_summary.ForecastingAnalysisGraphData
-   abacusai.forecasting_monitor_summary.AbstractApiClass
-   abacusai.forecasting_monitor_summary.ForecastingMonitorSummary
-
-
 Module Contents
 ---------------
 
-.. py:class:: FeatureDriftRecord(client, name=None, distance=None, jsDistance=None, wsDistance=None, ksStatistic=None, psi=None, csi=None, chiSquare=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Value of each type of drift
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param name: Name of feature.
-   :type name: str
-   :param distance: Symmetric sum of KL divergences between the training distribution and the range of values in the specified window.
-   :type distance: float
-   :param jsDistance: JS divergence between the training distribution and the range of values in the specified window.
-   :type jsDistance: float
-   :param wsDistance: Wasserstein distance between the training distribution and the range of values in the specified window.
-   :type wsDistance: float
-   :param ksStatistic: Kolmogorov-Smirnov statistic computed between the training distribution and the range of values in the specified window.
-   :type ksStatistic: float
-   :param psi: Population stability index computed between the training distribution and the range of values in the specified window.
-   :type psi: float
-   :param csi: Characteristic Stability Index computed between the training distribution and the range of values in the specified window.
-   :type csi: float
-   :param chiSquare: Chi-square statistic computed between the training distribution and the range of values in the specified window.
-   :type chiSquare: float
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: ForecastingAnalysisGraphData(client, data=None, xAxis=None, yAxis=None, dataColumns=None, chartName=None, chartTypes=None, itemStatistics={}, chartDescriptions={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Forecasting Analysis Graph Data representation.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param data: List of graph data
-   :type data: list
-   :param xAxis: Feature that represents the x axis
-   :type xAxis: str
-   :param yAxis: Feature that represents the y axis
-   :type yAxis: str
-   :param dataColumns: Ordered name of the column for each rowwise data
-   :type dataColumns: list
-   :param chartName: Name of the chart represented by the data
-   :type chartName: str
-   :param chartTypes: Type of charts in that can exist in the current data.
-   :type chartTypes: list
-   :param itemStatistics: In item wise charts, gives the mean, median, count, missing_percent, p10, p90, standard_deviation, min, max
-   :type itemStatistics: ItemStatistics
-   :param chartDescriptions: List of descriptions of what the chart contains
-   :type chartDescriptions: EdaChartDescription
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.forecasting_monitor_summary.ForecastingMonitorSummary
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: ForecastingMonitorSummary(client, predictionTimestampCol=None, predictionTargetCol=None, trainingTimestampCol=None, trainingTargetCol=None, predictionItemId=None, trainingItemId=None, forecastFrequency=None, trainingTargetAcrossTime={}, predictionTargetAcrossTime={}, actualsHistogram={}, predictionsHistogram={}, trainHistoryData={}, predictHistoryData={}, targetDrift={}, historyDrift={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Forecasting Monitor Summary of the latest version of the data.
 
@@ -153,13 +57,11 @@ Module Contents
    :param historyDrift: Data showing drift of the history for all drift types: distance (KL divergence), js_distance, ws_distance, ks_statistic, psi, csi, chi_square
    :type historyDrift: FeatureDriftRecord
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/function_logs/index.rst.txt b/docs/_sources/autoapi/abacusai/function_logs/index.rst.txt
index a99216187..33c0a0ba2 100644
--- a/docs/_sources/autoapi/abacusai/function_logs/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/function_logs/index.rst.txt
@@ -1,69 +1,26 @@
-abacusai.function_logs
-======================
+:py:mod:`abacusai.function_logs`
+================================
 
 .. py:module:: abacusai.function_logs
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.function_logs.AbstractApiClass
-   abacusai.function_logs.UserException
-   abacusai.function_logs.FunctionLogs
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
-
-      Return self==value.
-
-
-
-   .. py:method:: _get_attribute_as_dict(attribute)
-
-
-.. py:class:: UserException(client, type=None, value=None, traceback=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Exception information for errors in usercode.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param type: The type of exception
-   :type type: str
-   :param value: The value of the exception
-   :type value: str
-   :param traceback: The traceback of the exception
-   :type traceback: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
+Classes
+~~~~~~~
 
-   .. py:method:: to_dict()
+.. autoapisummary::
 
-      Get a dict representation of the parameters in this class
+   abacusai.function_logs.FunctionLogs
 
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
 
 
 
 .. py:class:: FunctionLogs(client, function=None, stats=None, stdout=None, stderr=None, algorithm=None, exception={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Logs from an invocation of a function.
 
@@ -82,13 +39,11 @@ Module Contents
    :param exception: The exception stacktrace
    :type exception: UserException
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/generated_pit_feature_config_option/index.rst.txt b/docs/_sources/autoapi/abacusai/generated_pit_feature_config_option/index.rst.txt
index b47b0c489..fe6996e7f 100644
--- a/docs/_sources/autoapi/abacusai/generated_pit_feature_config_option/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/generated_pit_feature_config_option/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.generated_pit_feature_config_option
-============================================
+:py:mod:`abacusai.generated_pit_feature_config_option`
+======================================================
 
 .. py:module:: abacusai.generated_pit_feature_config_option
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.generated_pit_feature_config_option.AbstractApiClass
-   abacusai.generated_pit_feature_config_option.GeneratedPitFeatureConfigOption
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.generated_pit_feature_config_option.GeneratedPitFeatureConfigOption
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: GeneratedPitFeatureConfigOption(client, name=None, displayName=None, default=None, description=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    The options to display for possible generated PIT aggregation functions
 
@@ -45,13 +35,11 @@ Module Contents
    :param description: The description of the aggregation type.
    :type description: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/global_context/index.rst.txt b/docs/_sources/autoapi/abacusai/global_context/index.rst.txt
index ffb9847cf..3b5e41a13 100644
--- a/docs/_sources/autoapi/abacusai/global_context/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/global_context/index.rst.txt
@@ -1,20 +1,15 @@
-abacusai.global_context
-=======================
+:py:mod:`abacusai.global_context`
+=================================
 
 .. py:module:: abacusai.global_context
 
 
-Attributes
-----------
-
-.. autoapisummary::
-
-   abacusai.global_context.lock
-   abacusai.global_context._context
+Module Contents
+---------------
 
 
 Functions
----------
+~~~~~~~~~
 
 .. autoapisummary::
 
@@ -22,14 +17,27 @@ Functions
    abacusai.global_context.set
 
 
-Module Contents
----------------
+
+Attributes
+~~~~~~~~~~
+
+.. autoapisummary::
+
+   abacusai.global_context.lock
+   abacusai.global_context._context
+
 
 .. py:data:: lock
 
+   
+
 .. py:data:: _context
 
+   
+
 .. py:function:: get(key)
 
+
 .. py:function:: set(key, val)
 
+
diff --git a/docs/_sources/autoapi/abacusai/graph_dashboard/index.rst.txt b/docs/_sources/autoapi/abacusai/graph_dashboard/index.rst.txt
index f9c97cc45..bb00f7e2d 100644
--- a/docs/_sources/autoapi/abacusai/graph_dashboard/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/graph_dashboard/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.graph_dashboard
-========================
+:py:mod:`abacusai.graph_dashboard`
+==================================
 
 .. py:module:: abacusai.graph_dashboard
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.graph_dashboard.AbstractApiClass
-   abacusai.graph_dashboard.GraphDashboard
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.graph_dashboard.GraphDashboard
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: GraphDashboard(client, name=None, graphDashboardId=None, createdAt=None, projectId=None, pythonFunctionIds=None, plotReferenceIds=None, pythonFunctionNames=None, projectName=None, description=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A Graph Dashboard
 
@@ -55,13 +45,11 @@ Module Contents
    :param description: The description of the graph dashboard.
    :type description: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
@@ -70,7 +58,6 @@ Module Contents
       :rtype: dict
 
 
-
    .. py:method:: refresh()
 
       Calls describe and refreshes the current object's fields
@@ -79,7 +66,6 @@ Module Contents
       :rtype: GraphDashboard
 
 
-
    .. py:method:: describe()
 
       Describes a given graph dashboard.
@@ -91,7 +77,6 @@ Module Contents
       :rtype: GraphDashboard
 
 
-
    .. py:method:: delete()
 
       Deletes a graph dashboard
@@ -100,7 +85,6 @@ Module Contents
       :type graph_dashboard_id: str
 
 
-
    .. py:method:: update(name = None, python_function_ids = None)
 
       Updates a graph dashboard
diff --git a/docs/_sources/autoapi/abacusai/holdout_analysis/index.rst.txt b/docs/_sources/autoapi/abacusai/holdout_analysis/index.rst.txt
index 49c7be711..cbf02400c 100644
--- a/docs/_sources/autoapi/abacusai/holdout_analysis/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/holdout_analysis/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.holdout_analysis
-=========================
+:py:mod:`abacusai.holdout_analysis`
+===================================
 
 .. py:module:: abacusai.holdout_analysis
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.holdout_analysis.AbstractApiClass
-   abacusai.holdout_analysis.HoldoutAnalysis
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.holdout_analysis.HoldoutAnalysis
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: HoldoutAnalysis(client, holdoutAnalysisId=None, name=None, featureGroupIds=None, modelId=None, modelName=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A holdout analysis object.
 
@@ -47,13 +37,11 @@ Module Contents
    :param modelName: The model name associated with the holdout analysis.
    :type modelName: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
@@ -62,7 +50,6 @@ Module Contents
       :rtype: dict
 
 
-
    .. py:method:: rerun(model_version = None, algorithm = None)
 
       Rerun a holdout analysis. A different model version and algorithm can be specified which should be under the same model.
@@ -76,7 +63,6 @@ Module Contents
       :rtype: HoldoutAnalysisVersion
 
 
-
    .. py:method:: refresh()
 
       Calls describe and refreshes the current object's fields
@@ -85,7 +71,6 @@ Module Contents
       :rtype: HoldoutAnalysis
 
 
-
    .. py:method:: describe()
 
       Get a holdout analysis.
@@ -97,7 +82,6 @@ Module Contents
       :rtype: HoldoutAnalysis
 
 
-
    .. py:method:: list_versions()
 
       List holdout analysis versions for a holdout analysis.
diff --git a/docs/_sources/autoapi/abacusai/holdout_analysis_version/index.rst.txt b/docs/_sources/autoapi/abacusai/holdout_analysis_version/index.rst.txt
index fd4db5290..f9f4603fa 100644
--- a/docs/_sources/autoapi/abacusai/holdout_analysis_version/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/holdout_analysis_version/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.holdout_analysis_version
-=================================
+:py:mod:`abacusai.holdout_analysis_version`
+===========================================
 
 .. py:module:: abacusai.holdout_analysis_version
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.holdout_analysis_version.AbstractApiClass
-   abacusai.holdout_analysis_version.HoldoutAnalysisVersion
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.holdout_analysis_version.HoldoutAnalysisVersion
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: HoldoutAnalysisVersion(client, holdoutAnalysisVersion=None, holdoutAnalysisId=None, createdAt=None, status=None, error=None, modelId=None, modelVersion=None, algorithm=None, algoName=None, metrics=None, metricInfos=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A holdout analysis version object.
 
@@ -59,13 +49,11 @@ Module Contents
    :param metricInfos: The metric infos of the holdout analysis version.
    :type metricInfos: dict
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
@@ -74,7 +62,6 @@ Module Contents
       :rtype: dict
 
 
-
    .. py:method:: refresh()
 
       Calls describe and refreshes the current object's fields
@@ -83,7 +70,6 @@ Module Contents
       :rtype: HoldoutAnalysisVersion
 
 
-
    .. py:method:: describe(get_metrics = False)
 
       Get a holdout analysis version.
@@ -95,7 +81,6 @@ Module Contents
       :rtype: HoldoutAnalysisVersion
 
 
-
    .. py:method:: wait_for_results(timeout=3600)
 
       A waiting call until holdout analysis for the version is complete
@@ -104,7 +89,6 @@ Module Contents
       :type timeout: int
 
 
-
    .. py:method:: get_status()
 
       Gets the status of the holdout analysis version.
diff --git a/docs/_sources/autoapi/abacusai/hosted_model_token/index.rst.txt b/docs/_sources/autoapi/abacusai/hosted_model_token/index.rst.txt
index c3137a4a8..d56886d81 100644
--- a/docs/_sources/autoapi/abacusai/hosted_model_token/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/hosted_model_token/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.hosted_model_token
-===========================
+:py:mod:`abacusai.hosted_model_token`
+=====================================
 
 .. py:module:: abacusai.hosted_model_token
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.hosted_model_token.AbstractApiClass
-   abacusai.hosted_model_token.HostedModelToken
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.hosted_model_token.HostedModelToken
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: HostedModelToken(client, createdAt=None, tag=None, trailingAuthToken=None, hostedModelTokenId=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A hosted model authentication token that is used to authenticate requests to an abacus hosted model
 
@@ -45,13 +35,11 @@ Module Contents
    :param hostedModelTokenId: The unique identifier attached to this authenticaion token
    :type hostedModelTokenId: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/index.rst.txt b/docs/_sources/autoapi/abacusai/index.rst.txt
index 094558749..b5868957b 100644
--- a/docs/_sources/autoapi/abacusai/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/index.rst.txt
@@ -1,249 +1,234 @@
-abacusai
-========
+:py:mod:`abacusai`
+==================
 
 .. py:module:: abacusai
 
 
 Subpackages
 -----------
-
 .. toctree::
-   :maxdepth: 1
+   :titlesonly:
+   :maxdepth: 3
 
-   /autoapi/abacusai/api_class/index
+   api_class/index.rst
 
 
 Submodules
 ----------
-
 .. toctree::
+   :titlesonly:
    :maxdepth: 1
 
-   /autoapi/abacusai/abacus_api/index
-   /autoapi/abacusai/agent/index
-   /autoapi/abacusai/agent_data_document_info/index
-   /autoapi/abacusai/agent_data_execution_result/index
-   /autoapi/abacusai/agent_version/index
-   /autoapi/abacusai/ai_building_task/index
-   /autoapi/abacusai/algorithm/index
-   /autoapi/abacusai/annotation/index
-   /autoapi/abacusai/annotation_config/index
-   /autoapi/abacusai/annotation_document/index
-   /autoapi/abacusai/annotation_entry/index
-   /autoapi/abacusai/annotations_status/index
-   /autoapi/abacusai/api_client_utils/index
-   /autoapi/abacusai/api_endpoint/index
-   /autoapi/abacusai/api_key/index
-   /autoapi/abacusai/app_user_group/index
-   /autoapi/abacusai/application_connector/index
-   /autoapi/abacusai/batch_prediction/index
-   /autoapi/abacusai/batch_prediction_version/index
-   /autoapi/abacusai/batch_prediction_version_logs/index
-   /autoapi/abacusai/categorical_range_violation/index
-   /autoapi/abacusai/chat_message/index
-   /autoapi/abacusai/chat_session/index
-   /autoapi/abacusai/client/index
-   /autoapi/abacusai/code_source/index
-   /autoapi/abacusai/concatenation_config/index
-   /autoapi/abacusai/cpu_gpu_memory_specs/index
-   /autoapi/abacusai/cryptography/index
-   /autoapi/abacusai/custom_loss_function/index
-   /autoapi/abacusai/custom_metric/index
-   /autoapi/abacusai/custom_metric_version/index
-   /autoapi/abacusai/custom_train_function_info/index
-   /autoapi/abacusai/data_consistency_duplication/index
-   /autoapi/abacusai/data_metrics/index
-   /autoapi/abacusai/data_prep_logs/index
-   /autoapi/abacusai/data_quality_results/index
-   /autoapi/abacusai/data_upload_result/index
-   /autoapi/abacusai/database_column_feature_mapping/index
-   /autoapi/abacusai/database_connector/index
-   /autoapi/abacusai/database_connector_column/index
-   /autoapi/abacusai/database_connector_schema/index
-   /autoapi/abacusai/dataset/index
-   /autoapi/abacusai/dataset_column/index
-   /autoapi/abacusai/dataset_version/index
-   /autoapi/abacusai/dataset_version_logs/index
-   /autoapi/abacusai/deployment/index
-   /autoapi/abacusai/deployment_auth_token/index
-   /autoapi/abacusai/deployment_conversation/index
-   /autoapi/abacusai/deployment_conversation_event/index
-   /autoapi/abacusai/deployment_conversation_export/index
-   /autoapi/abacusai/document_data/index
-   /autoapi/abacusai/document_retriever/index
-   /autoapi/abacusai/document_retriever_config/index
-   /autoapi/abacusai/document_retriever_lookup_result/index
-   /autoapi/abacusai/document_retriever_version/index
-   /autoapi/abacusai/drift_distribution/index
-   /autoapi/abacusai/drift_distributions/index
-   /autoapi/abacusai/eda/index
-   /autoapi/abacusai/eda_chart_description/index
-   /autoapi/abacusai/eda_collinearity/index
-   /autoapi/abacusai/eda_data_consistency/index
-   /autoapi/abacusai/eda_feature_association/index
-   /autoapi/abacusai/eda_feature_collinearity/index
-   /autoapi/abacusai/eda_forecasting_analysis/index
-   /autoapi/abacusai/eda_version/index
-   /autoapi/abacusai/embedding_feature_drift_distribution/index
-   /autoapi/abacusai/execute_feature_group_operation/index
-   /autoapi/abacusai/external_application/index
-   /autoapi/abacusai/external_invite/index
-   /autoapi/abacusai/extracted_fields/index
-   /autoapi/abacusai/feature/index
-   /autoapi/abacusai/feature_distribution/index
-   /autoapi/abacusai/feature_drift_record/index
-   /autoapi/abacusai/feature_drift_summary/index
-   /autoapi/abacusai/feature_group/index
-   /autoapi/abacusai/feature_group_document/index
-   /autoapi/abacusai/feature_group_export/index
-   /autoapi/abacusai/feature_group_export_config/index
-   /autoapi/abacusai/feature_group_export_download_url/index
-   /autoapi/abacusai/feature_group_lineage/index
-   /autoapi/abacusai/feature_group_refresh_export_config/index
-   /autoapi/abacusai/feature_group_row/index
-   /autoapi/abacusai/feature_group_row_process/index
-   /autoapi/abacusai/feature_group_row_process_logs/index
-   /autoapi/abacusai/feature_group_row_process_summary/index
-   /autoapi/abacusai/feature_group_template/index
-   /autoapi/abacusai/feature_group_template_variable_options/index
-   /autoapi/abacusai/feature_group_version/index
-   /autoapi/abacusai/feature_group_version_logs/index
-   /autoapi/abacusai/feature_importance/index
-   /autoapi/abacusai/feature_mapping/index
-   /autoapi/abacusai/feature_performance_analysis/index
-   /autoapi/abacusai/feature_record/index
-   /autoapi/abacusai/file_connector/index
-   /autoapi/abacusai/file_connector_instructions/index
-   /autoapi/abacusai/file_connector_verification/index
-   /autoapi/abacusai/finetuned_pretrained_model/index
-   /autoapi/abacusai/forecasting_analysis_graph_data/index
-   /autoapi/abacusai/forecasting_monitor_item_analysis/index
-   /autoapi/abacusai/forecasting_monitor_summary/index
-   /autoapi/abacusai/function_logs/index
-   /autoapi/abacusai/generated_pit_feature_config_option/index
-   /autoapi/abacusai/global_context/index
-   /autoapi/abacusai/graph_dashboard/index
-   /autoapi/abacusai/holdout_analysis/index
-   /autoapi/abacusai/holdout_analysis_version/index
-   /autoapi/abacusai/hosted_model_token/index
-   /autoapi/abacusai/indexing_config/index
-   /autoapi/abacusai/inferred_database_column_to_feature_mappings/index
-   /autoapi/abacusai/inferred_feature_mappings/index
-   /autoapi/abacusai/item_statistics/index
-   /autoapi/abacusai/llm_app/index
-   /autoapi/abacusai/llm_code_block/index
-   /autoapi/abacusai/llm_execution_preview/index
-   /autoapi/abacusai/llm_execution_result/index
-   /autoapi/abacusai/llm_generated_code/index
-   /autoapi/abacusai/llm_input/index
-   /autoapi/abacusai/llm_parameters/index
-   /autoapi/abacusai/llm_response/index
-   /autoapi/abacusai/memory_options/index
-   /autoapi/abacusai/messaging_connector_response/index
-   /autoapi/abacusai/model/index
-   /autoapi/abacusai/model_artifacts_export/index
-   /autoapi/abacusai/model_blueprint_export/index
-   /autoapi/abacusai/model_blueprint_stage/index
-   /autoapi/abacusai/model_location/index
-   /autoapi/abacusai/model_metrics/index
-   /autoapi/abacusai/model_monitor/index
-   /autoapi/abacusai/model_monitor_org_summary/index
-   /autoapi/abacusai/model_monitor_summary/index
-   /autoapi/abacusai/model_monitor_summary_from_org/index
-   /autoapi/abacusai/model_monitor_version/index
-   /autoapi/abacusai/model_monitor_version_metric_data/index
-   /autoapi/abacusai/model_training_type_for_deployment/index
-   /autoapi/abacusai/model_upload/index
-   /autoapi/abacusai/model_version/index
-   /autoapi/abacusai/model_version_feature_group_schema/index
-   /autoapi/abacusai/modification_lock_info/index
-   /autoapi/abacusai/module/index
-   /autoapi/abacusai/monitor_alert/index
-   /autoapi/abacusai/monitor_alert_version/index
-   /autoapi/abacusai/monitor_drift_and_distributions/index
-   /autoapi/abacusai/natural_language_explanation/index
-   /autoapi/abacusai/nested_feature/index
-   /autoapi/abacusai/nested_feature_schema/index
-   /autoapi/abacusai/null_violation/index
-   /autoapi/abacusai/organization_external_application_settings/index
-   /autoapi/abacusai/organization_group/index
-   /autoapi/abacusai/organization_search_result/index
-   /autoapi/abacusai/organization_secret/index
-   /autoapi/abacusai/page_data/index
-   /autoapi/abacusai/pipeline/index
-   /autoapi/abacusai/pipeline_reference/index
-   /autoapi/abacusai/pipeline_step/index
-   /autoapi/abacusai/pipeline_step_version/index
-   /autoapi/abacusai/pipeline_step_version_logs/index
-   /autoapi/abacusai/pipeline_step_version_reference/index
-   /autoapi/abacusai/pipeline_version/index
-   /autoapi/abacusai/pipeline_version_logs/index
-   /autoapi/abacusai/point_in_time_feature/index
-   /autoapi/abacusai/point_in_time_feature_info/index
-   /autoapi/abacusai/point_in_time_group/index
-   /autoapi/abacusai/point_in_time_group_feature/index
-   /autoapi/abacusai/prediction_client/index
-   /autoapi/abacusai/prediction_dataset/index
-   /autoapi/abacusai/prediction_feature_group/index
-   /autoapi/abacusai/prediction_input/index
-   /autoapi/abacusai/prediction_operator/index
-   /autoapi/abacusai/prediction_operator_version/index
-   /autoapi/abacusai/problem_type/index
-   /autoapi/abacusai/project/index
-   /autoapi/abacusai/project_config/index
-   /autoapi/abacusai/project_feature_group/index
-   /autoapi/abacusai/project_feature_group_schema/index
-   /autoapi/abacusai/project_feature_group_schema_version/index
-   /autoapi/abacusai/project_validation/index
-   /autoapi/abacusai/python_function/index
-   /autoapi/abacusai/python_function_validator/index
-   /autoapi/abacusai/python_plot_function/index
-   /autoapi/abacusai/range_violation/index
-   /autoapi/abacusai/realtime_monitor/index
-   /autoapi/abacusai/refresh_pipeline_run/index
-   /autoapi/abacusai/refresh_policy/index
-   /autoapi/abacusai/refresh_schedule/index
-   /autoapi/abacusai/resolved_feature_group_template/index
-   /autoapi/abacusai/return_class/index
-   /autoapi/abacusai/schema/index
-   /autoapi/abacusai/streaming_auth_token/index
-   /autoapi/abacusai/streaming_client/index
-   /autoapi/abacusai/streaming_connector/index
-   /autoapi/abacusai/streaming_row_count/index
-   /autoapi/abacusai/streaming_sample_code/index
-   /autoapi/abacusai/test_point_predictions/index
-   /autoapi/abacusai/training_config_options/index
-   /autoapi/abacusai/upload/index
-   /autoapi/abacusai/upload_part/index
-   /autoapi/abacusai/use_case/index
-   /autoapi/abacusai/use_case_requirements/index
-   /autoapi/abacusai/user/index
-   /autoapi/abacusai/user_exception/index
-   /autoapi/abacusai/web_search_response/index
-   /autoapi/abacusai/web_search_result/index
-   /autoapi/abacusai/webhook/index
-
-
-Attributes
-----------
-
-.. autoapisummary::
-
-   abacusai.DocumentRetrieverConfig
-   abacusai._request_context
-   abacusai.__version__
-
-
-Exceptions
-----------
-
-.. autoapisummary::
+   abacus_api/index.rst
+   agent/index.rst
+   agent_data_document_info/index.rst
+   agent_data_execution_result/index.rst
+   agent_version/index.rst
+   ai_building_task/index.rst
+   algorithm/index.rst
+   annotation/index.rst
+   annotation_config/index.rst
+   annotation_document/index.rst
+   annotation_entry/index.rst
+   annotations_status/index.rst
+   api_client_utils/index.rst
+   api_endpoint/index.rst
+   api_key/index.rst
+   app_user_group/index.rst
+   application_connector/index.rst
+   batch_prediction/index.rst
+   batch_prediction_version/index.rst
+   batch_prediction_version_logs/index.rst
+   categorical_range_violation/index.rst
+   chat_message/index.rst
+   chat_session/index.rst
+   client/index.rst
+   code_source/index.rst
+   concatenation_config/index.rst
+   cpu_gpu_memory_specs/index.rst
+   cryptography/index.rst
+   custom_loss_function/index.rst
+   custom_metric/index.rst
+   custom_metric_version/index.rst
+   custom_train_function_info/index.rst
+   data_consistency_duplication/index.rst
+   data_metrics/index.rst
+   data_prep_logs/index.rst
+   data_quality_results/index.rst
+   data_upload_result/index.rst
+   database_column_feature_mapping/index.rst
+   database_connector/index.rst
+   database_connector_column/index.rst
+   database_connector_schema/index.rst
+   dataset/index.rst
+   dataset_column/index.rst
+   dataset_version/index.rst
+   dataset_version_logs/index.rst
+   deployment/index.rst
+   deployment_auth_token/index.rst
+   deployment_conversation/index.rst
+   deployment_conversation_event/index.rst
+   deployment_conversation_export/index.rst
+   document_data/index.rst
+   document_retriever/index.rst
+   document_retriever_config/index.rst
+   document_retriever_lookup_result/index.rst
+   document_retriever_version/index.rst
+   drift_distribution/index.rst
+   drift_distributions/index.rst
+   eda/index.rst
+   eda_chart_description/index.rst
+   eda_collinearity/index.rst
+   eda_data_consistency/index.rst
+   eda_feature_association/index.rst
+   eda_feature_collinearity/index.rst
+   eda_forecasting_analysis/index.rst
+   eda_version/index.rst
+   embedding_feature_drift_distribution/index.rst
+   execute_feature_group_operation/index.rst
+   external_application/index.rst
+   external_invite/index.rst
+   extracted_fields/index.rst
+   feature/index.rst
+   feature_distribution/index.rst
+   feature_drift_record/index.rst
+   feature_drift_summary/index.rst
+   feature_group/index.rst
+   feature_group_document/index.rst
+   feature_group_export/index.rst
+   feature_group_export_config/index.rst
+   feature_group_export_download_url/index.rst
+   feature_group_lineage/index.rst
+   feature_group_refresh_export_config/index.rst
+   feature_group_row/index.rst
+   feature_group_row_process/index.rst
+   feature_group_row_process_logs/index.rst
+   feature_group_row_process_summary/index.rst
+   feature_group_template/index.rst
+   feature_group_template_variable_options/index.rst
+   feature_group_version/index.rst
+   feature_group_version_logs/index.rst
+   feature_importance/index.rst
+   feature_mapping/index.rst
+   feature_performance_analysis/index.rst
+   feature_record/index.rst
+   file_connector/index.rst
+   file_connector_instructions/index.rst
+   file_connector_verification/index.rst
+   finetuned_pretrained_model/index.rst
+   forecasting_analysis_graph_data/index.rst
+   forecasting_monitor_item_analysis/index.rst
+   forecasting_monitor_summary/index.rst
+   function_logs/index.rst
+   generated_pit_feature_config_option/index.rst
+   global_context/index.rst
+   graph_dashboard/index.rst
+   holdout_analysis/index.rst
+   holdout_analysis_version/index.rst
+   hosted_model_token/index.rst
+   indexing_config/index.rst
+   inferred_database_column_to_feature_mappings/index.rst
+   inferred_feature_mappings/index.rst
+   item_statistics/index.rst
+   llm_app/index.rst
+   llm_code_block/index.rst
+   llm_execution_preview/index.rst
+   llm_execution_result/index.rst
+   llm_generated_code/index.rst
+   llm_input/index.rst
+   llm_parameters/index.rst
+   llm_response/index.rst
+   memory_options/index.rst
+   messaging_connector_response/index.rst
+   model/index.rst
+   model_artifacts_export/index.rst
+   model_blueprint_export/index.rst
+   model_blueprint_stage/index.rst
+   model_location/index.rst
+   model_metrics/index.rst
+   model_monitor/index.rst
+   model_monitor_org_summary/index.rst
+   model_monitor_summary/index.rst
+   model_monitor_summary_from_org/index.rst
+   model_monitor_version/index.rst
+   model_monitor_version_metric_data/index.rst
+   model_training_type_for_deployment/index.rst
+   model_upload/index.rst
+   model_version/index.rst
+   model_version_feature_group_schema/index.rst
+   modification_lock_info/index.rst
+   module/index.rst
+   monitor_alert/index.rst
+   monitor_alert_version/index.rst
+   monitor_drift_and_distributions/index.rst
+   natural_language_explanation/index.rst
+   nested_feature/index.rst
+   nested_feature_schema/index.rst
+   null_violation/index.rst
+   organization_external_application_settings/index.rst
+   organization_group/index.rst
+   organization_search_result/index.rst
+   organization_secret/index.rst
+   page_data/index.rst
+   pipeline/index.rst
+   pipeline_reference/index.rst
+   pipeline_step/index.rst
+   pipeline_step_version/index.rst
+   pipeline_step_version_logs/index.rst
+   pipeline_step_version_reference/index.rst
+   pipeline_version/index.rst
+   pipeline_version_logs/index.rst
+   point_in_time_feature/index.rst
+   point_in_time_feature_info/index.rst
+   point_in_time_group/index.rst
+   point_in_time_group_feature/index.rst
+   prediction_client/index.rst
+   prediction_dataset/index.rst
+   prediction_feature_group/index.rst
+   prediction_input/index.rst
+   prediction_operator/index.rst
+   prediction_operator_version/index.rst
+   problem_type/index.rst
+   project/index.rst
+   project_config/index.rst
+   project_feature_group/index.rst
+   project_feature_group_schema/index.rst
+   project_feature_group_schema_version/index.rst
+   project_validation/index.rst
+   python_function/index.rst
+   python_function_validator/index.rst
+   python_plot_function/index.rst
+   range_violation/index.rst
+   realtime_monitor/index.rst
+   refresh_pipeline_run/index.rst
+   refresh_policy/index.rst
+   refresh_schedule/index.rst
+   resolved_feature_group_template/index.rst
+   return_class/index.rst
+   schema/index.rst
+   streaming_auth_token/index.rst
+   streaming_client/index.rst
+   streaming_connector/index.rst
+   streaming_row_count/index.rst
+   streaming_sample_code/index.rst
+   test_point_predictions/index.rst
+   training_config_options/index.rst
+   upload/index.rst
+   upload_part/index.rst
+   use_case/index.rst
+   use_case_requirements/index.rst
+   user/index.rst
+   user_exception/index.rst
+   web_search_response/index.rst
+   web_search_result/index.rst
+   webhook/index.rst
 
-   abacusai.ApiException
 
+Package Contents
+----------------
 
 Classes
--------
+~~~~~~~
 
 .. autoapisummary::
 
@@ -269,9 +254,13 @@ Classes
    abacusai.ChatLLMBatchPredictionArgs
    abacusai.TrainablePlugAndPlayBatchPredictionArgs
    abacusai._BatchPredictionArgsFactory
+   abacusai.Blob
    abacusai.BlobInput
-   abacusai.OcrMode
    abacusai.DatasetConfig
+   abacusai.StreamingConnectorDatasetConfig
+   abacusai.KafkaDatasetConfig
+   abacusai._StreamingConnectorDatasetConfigFactory
+   abacusai.OcrMode
    abacusai.ParsingConfig
    abacusai.DocumentProcessingConfig
    abacusai.DatasetDocumentProcessingConfig
@@ -312,6 +301,8 @@ Classes
    abacusai.ExplainerType
    abacusai.SamplingMethodType
    abacusai.MergeMode
+   abacusai.OperatorType
+   abacusai.MarkdownOperatorInputType
    abacusai.FillLogic
    abacusai.BatchSize
    abacusai.HolidayCalendars
@@ -354,6 +345,8 @@ Classes
    abacusai.DataType
    abacusai.AgentInterface
    abacusai.ProjectConfigType
+   abacusai.CPUSize
+   abacusai.MemorySize
    abacusai.SamplingConfig
    abacusai.NSamplingConfig
    abacusai.PercentSamplingConfig
@@ -362,6 +355,12 @@ Classes
    abacusai.LastNMergeConfig
    abacusai.TimeWindowMergeConfig
    abacusai._MergeConfigFactory
+   abacusai.OperatorConfig
+   abacusai.UnpivotConfig
+   abacusai.MarkdownConfig
+   abacusai.CrawlerTransformConfig
+   abacusai.ExtractDocumentDataConfig
+   abacusai._OperatorConfigFactory
    abacusai.TrainingConfig
    abacusai.PersonalizationTrainingConfig
    abacusai.RegressionTrainingConfig
@@ -426,33 +425,43 @@ Classes
    abacusai.StreamingClient
 
 
+
 Functions
----------
+~~~~~~~~~
 
 .. autoapisummary::
 
    abacusai.get_clean_function_source_code
 
 
-Package Contents
-----------------
+
+Attributes
+~~~~~~~~~~
+
+.. autoapisummary::
+
+   abacusai.DocumentRetrieverConfig
+   abacusai._request_context
+   abacusai.__version__
+
 
 .. py:class:: ApiClass
 
-   Bases: :py:obj:`abc.ABC`
 
+   Bases: :py:obj:`abc.ABC`
 
    Helper class that provides a standard way to create an ABC using
    inheritance.
 
-
    .. py:attribute:: _upper_snake_case_keys
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: _support_kwargs
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
@@ -461,13 +470,11 @@ Package Contents
       :classmethod:
 
 
-
    .. py:method:: __str__()
 
       Return str(self).
 
 
-
    .. py:method:: _repr_html_()
 
 
@@ -493,7 +500,6 @@ Package Contents
       This also validates the fields ( type, value, etc ) received in the dictionary.
 
 
-
    .. py:method:: from_dict(input_dict)
       :classmethod:
 
@@ -501,10 +507,11 @@ Package Contents
 
 .. py:function:: get_clean_function_source_code(func)
 
+
 .. py:class:: FieldDescriptor
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    Configs for vector store indexing.
 
@@ -517,43 +524,48 @@ Package Contents
    :param type: The type of this field. If not provided, the default type is STRING.
    :type type: FieldDescriptorType
 
-
    .. py:attribute:: field
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: description
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: example_extraction
-      :type:  Union[str, int, bool, float, list, dict]
+      :type: Union[str, int, bool, float, list, dict]
 
+      
 
    .. py:attribute:: type
-      :type:  abacusai.api_class.enums.FieldDescriptorType
+      :type: abacusai.api_class.enums.FieldDescriptorType
+
+      
 
 
 .. py:class:: WorkflowNodeInputSchema
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    A react-jsonschema-form conformant schema for workflow node input.
 
-   :param json_schema: The json schema for the input conformant to react-jsonschema-form specification. Must define keys like "title", "type" and "properties". Supported elements - Checkbox, Radio Button, Dropdown, Textarea, Number, Date, File Upload. Not supported - Nested elements, arrays and other complex types.
+   :param json_schema: The json schema for the input conformant to react-jsonschema-form specification. Must define keys like "title", "type" and "properties". Supported elements - Checkbox, Radio Button, Dropdown, Textarea, Number, Date, file upload. Not supported - Nested elements, arrays and other complex types.
    :type json_schema: dict
    :param ui_schema: The ui schema for the input conformant to react-jsonschema-form specification.
    :type ui_schema: dict
 
-
    .. py:attribute:: json_schema
-      :type:  dict
+      :type: dict
 
+      
 
    .. py:attribute:: ui_schema
-      :type:  dict
+      :type: dict
 
+      
 
    .. py:method:: to_dict()
 
@@ -562,7 +574,6 @@ Package Contents
       This also validates the fields ( type, value, etc ) received in the dictionary.
 
 
-
    .. py:method:: from_dict(schema)
       :classmethod:
 
@@ -570,18 +581,18 @@ Package Contents
 
 .. py:class:: WorkflowNodeOutputSchema
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    A react-jsonschema-form schema for a workflow node output.
 
    :param json_schema: The json schema for the output conformant to react-jsonschema-form specification.
    :type json_schema: dict
 
-
    .. py:attribute:: json_schema
-      :type:  dict
+      :type: dict
 
+      
 
    .. py:method:: to_dict()
 
@@ -590,7 +601,6 @@ Package Contents
       This also validates the fields ( type, value, etc ) received in the dictionary.
 
 
-
    .. py:method:: from_dict(schema)
       :classmethod:
 
@@ -598,8 +608,8 @@ Package Contents
 
 .. py:class:: WorkflowNodeInputMapping
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    A mapping of input to a workflow node.
 
@@ -615,22 +625,25 @@ Package Contents
    :param is_required: Whether the input is required. Defaults to True
    :type is_required: bool
 
-
    .. py:attribute:: name
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: variable_type
-      :type:  abacusai.api_class.enums.WorkflowNodeInputType
+      :type: abacusai.api_class.enums.WorkflowNodeInputType
 
+      
 
    .. py:attribute:: variable_source
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: is_required
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: to_dict()
 
@@ -639,7 +652,6 @@ Package Contents
       This also validates the fields ( type, value, etc ) received in the dictionary.
 
 
-
    .. py:method:: from_dict(mapping)
       :classmethod:
 
@@ -647,8 +659,8 @@ Package Contents
 
 .. py:class:: WorkflowNodeOutputMapping
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    A mapping of output to a workflow node.
 
@@ -657,14 +669,15 @@ Package Contents
    :param variable_type: The type of the output.
    :type variable_type: WorkflowNodeOutputType
 
-
    .. py:attribute:: name
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: variable_type
-      :type:  abacusai.api_class.enums.WorkflowNodeOutputType
+      :type: abacusai.api_class.enums.WorkflowNodeOutputType
 
+      
 
    .. py:method:: to_dict()
 
@@ -673,7 +686,6 @@ Package Contents
       This also validates the fields ( type, value, etc ) received in the dictionary.
 
 
-
    .. py:method:: from_dict(mapping)
       :classmethod:
 
@@ -681,8 +693,8 @@ Package Contents
 
 .. py:class:: WorkflowGraphNode(name, input_mappings, output_mappings, function = None, function_name = None, source_code = None, input_schema = None, output_schema = None, package_requirements = None)
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    A node in an Agent workflow graph.
 
@@ -701,7 +713,6 @@ Package Contents
    :param package_requirements: List of package requirements for the node.
    :type package_requirements: list
 
-
    .. py:method:: to_dict()
 
       Standardizes converting an ApiClass to dictionary.
@@ -709,7 +720,6 @@ Package Contents
       This also validates the fields ( type, value, etc ) received in the dictionary.
 
 
-
    .. py:method:: from_dict(node)
       :classmethod:
 
@@ -717,8 +727,8 @@ Package Contents
 
 .. py:class:: WorkflowGraphEdge
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    An edge in an Agent workflow graph.
 
@@ -729,26 +739,29 @@ Package Contents
    :param details: Additional details about the edge.
    :type details: dict
 
-
    .. py:attribute:: source
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: target
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: details
-      :type:  dict
+      :type: dict
 
+      
 
    .. py:method:: to_nx_edge()
 
 
+
 .. py:class:: WorkflowGraph
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    An Agent workflow graph. The edges define the node invokation order. The workflow must follow linear invokation order.
 
@@ -757,14 +770,15 @@ Package Contents
    :param edges: A list of edges in the workflow graph, where each edge is a tuple of source, target and details.
    :type edges: List[WorkflowGraphEdge]
 
-
    .. py:attribute:: nodes
-      :type:  List[WorkflowGraphNode]
+      :type: List[WorkflowGraphNode]
 
+      
 
    .. py:attribute:: edges
-      :type:  List[WorkflowGraphEdge]
+      :type: List[WorkflowGraphEdge]
 
+      
 
    .. py:method:: to_dict()
 
@@ -773,7 +787,6 @@ Package Contents
       This also validates the fields ( type, value, etc ) received in the dictionary.
 
 
-
    .. py:method:: from_dict(graph)
       :classmethod:
 
@@ -781,8 +794,8 @@ Package Contents
 
 .. py:class:: HotkeyPrompt
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    A config class for a Data Science Co-Pilot Hotkey
 
@@ -791,44 +804,46 @@ Package Contents
    :param title: A short, descriptive title for the prompt. If not provided, one will be automatically generated.
    :type title: str
 
-
    .. py:attribute:: prompt
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: title
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: disable_problem_type_context
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: ignore_history
-      :type:  bool
+      :type: bool
+
+      
 
 
 .. py:class:: _ApiClassFactory
 
-   Bases: :py:obj:`abc.ABC`
 
+   Bases: :py:obj:`abc.ABC`
 
    Helper class that provides a standard way to create an ABC using
    inheritance.
 
-
    .. py:attribute:: config_abstract_class
-      :value: None
-
 
+      
 
    .. py:attribute:: config_class_key
-      :value: None
-
 
+      
 
    .. py:attribute:: config_class_map
 
+      
 
    .. py:method:: from_dict(config)
       :classmethod:
@@ -837,23 +852,25 @@ Package Contents
 
 .. py:class:: BatchPredictionArgs
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    An abstract class for Batch Prediction args specific to problem type.
 
-
    .. py:attribute:: _support_kwargs
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: kwargs
-      :type:  dict
+      :type: dict
 
+      
 
    .. py:attribute:: problem_type
-      :type:  abacusai.api_class.enums.ProblemType
+      :type: abacusai.api_class.enums.ProblemType
 
+      
 
    .. py:method:: _get_builder()
       :classmethod:
@@ -862,8 +879,8 @@ Package Contents
 
 .. py:class:: ForecastingBatchPredictionArgs
 
-   Bases: :py:obj:`BatchPredictionArgs`
 
+   Bases: :py:obj:`BatchPredictionArgs`
 
    Batch Prediction Config for the FORECASTING problem type
 
@@ -884,64 +901,73 @@ Package Contents
    :param create_monitor: Controls whether to automatically create a monitor to calculate the drift each time the batch prediction is run. Defaults to true if not specified.
    :type create_monitor: bool
 
-
    .. py:attribute:: for_eval
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: predictions_start_date
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: use_prediction_offset
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: start_date_offset
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: forecasting_horizon
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: item_attributes_to_include_in_the_result
-      :type:  list
+      :type: list
 
+      
 
    .. py:attribute:: explain_predictions
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: create_monitor
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: NamedEntityExtractionBatchPredictionArgs
 
-   Bases: :py:obj:`BatchPredictionArgs`
 
+   Bases: :py:obj:`BatchPredictionArgs`
 
    Batch Prediction Config for the NAMED_ENTITY_EXTRACTION problem type
 
    :param for_eval: If True, the test fold which was created during training and used for metrics calculation will be used as input data. These predictions are hence, used for model evaluation.
    :type for_eval: bool
 
-
    .. py:attribute:: for_eval
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: PersonalizationBatchPredictionArgs
 
-   Bases: :py:obj:`BatchPredictionArgs`
 
+   Bases: :py:obj:`BatchPredictionArgs`
 
    Batch Prediction Config for the PERSONALIZATION problem type
 
@@ -954,30 +980,34 @@ Package Contents
    :param score_field: If specified, relative item scores will be returned using a field with this name
    :type score_field: str
 
-
    .. py:attribute:: for_eval
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: number_of_items
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: item_attributes_to_include_in_the_result
-      :type:  list
+      :type: list
 
+      
 
    .. py:attribute:: score_field
-      :type:  str
+      :type: str
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: PredictiveModelingBatchPredictionArgs
 
-   Bases: :py:obj:`BatchPredictionArgs`
 
+   Bases: :py:obj:`BatchPredictionArgs`
 
    Batch Prediction Config for the PREDICTIVE_MODELING problem type
 
@@ -1006,62 +1036,74 @@ Package Contents
    :param create_monitor: Controls whether to automatically create a monitor to calculate the drift each time the batch prediction is run. Defaults to true if not specified.
    :type create_monitor: bool
 
-
    .. py:attribute:: for_eval
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: explainer_type
-      :type:  abacusai.api_class.enums.ExplainerType
+      :type: abacusai.api_class.enums.ExplainerType
 
+      
 
    .. py:attribute:: number_of_samples_to_use_for_explainer
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: include_multi_class_explanations
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: features_considered_constant_for_explanations
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: importance_of_records_in_nested_columns
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: explanation_filter_lower_bound
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: explanation_filter_upper_bound
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: explanation_filter_label
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: output_columns
-      :type:  list
+      :type: list
 
+      
 
    .. py:attribute:: explain_predictions
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: create_monitor
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: PretrainedModelsBatchPredictionArgs
 
-   Bases: :py:obj:`BatchPredictionArgs`
 
+   Bases: :py:obj:`BatchPredictionArgs`
 
    Batch Prediction Config for the PRETRAINED_MODELS problem type
 
@@ -1072,26 +1114,29 @@ Package Contents
    :param channel_id_to_label_map: JSON string for the map from channel ids to their labels.
    :type channel_id_to_label_map: str
 
-
    .. py:attribute:: for_eval
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: files_output_location_prefix
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: channel_id_to_label_map
-      :type:  str
+      :type: str
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: SentenceBoundaryDetectionBatchPredictionArgs
 
-   Bases: :py:obj:`BatchPredictionArgs`
 
+   Bases: :py:obj:`BatchPredictionArgs`
 
    Batch Prediction Config for the SENTENCE_BOUNDARY_DETECTION problem type
 
@@ -1100,22 +1145,24 @@ Package Contents
    :param explode_output: Explode data so there is one sentence per row.
    :type explode_output: bool
 
-
    .. py:attribute:: for_eval
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: explode_output
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: ThemeAnalysisBatchPredictionArgs
 
-   Bases: :py:obj:`BatchPredictionArgs`
 
+   Bases: :py:obj:`BatchPredictionArgs`
 
    Batch Prediction Config for the THEME_ANALYSIS problem type
 
@@ -1128,48 +1175,53 @@ Package Contents
    :param analysis_days: How many days to analyze.
    :type analysis_days: int
 
-
    .. py:attribute:: for_eval
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: analysis_frequency
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: start_date
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: analysis_days
-      :type:  int
+      :type: int
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: ChatLLMBatchPredictionArgs
 
-   Bases: :py:obj:`BatchPredictionArgs`
 
+   Bases: :py:obj:`BatchPredictionArgs`
 
    Batch Prediction Config for the ChatLLM problem type
 
    :param for_eval: If True, the test fold which was created during training and used for metrics calculation will be used as input data. These predictions are hence, used for model evaluation.
    :type for_eval: bool
 
-
    .. py:attribute:: for_eval
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: TrainablePlugAndPlayBatchPredictionArgs
 
-   Bases: :py:obj:`BatchPredictionArgs`
 
+   Bases: :py:obj:`BatchPredictionArgs`
 
    Batch Prediction Config for the TrainablePlugAndPlay problem type
 
@@ -1178,44 +1230,48 @@ Package Contents
    :param create_monitor: Controls whether to automatically create a monitor to calculate the drift each time the batch prediction is run. Defaults to true if not specified.
    :type create_monitor: bool
 
-
    .. py:attribute:: for_eval
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: create_monitor
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: _BatchPredictionArgsFactory
 
-   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
+   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
    Helper class that provides a standard way to create an ABC using
    inheritance.
 
-
    .. py:attribute:: config_abstract_class
 
+      
 
    .. py:attribute:: config_class_key
       :value: 'problem_type'
 
-
+      
 
    .. py:attribute:: config_class_map
 
+      
 
-.. py:class:: BlobInput
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
+.. py:class:: Blob(contents, mime_type = None, filename = None, size = None)
 
 
-   Binary large object input data.
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
+
+   Binary large object data.
 
    :param filename: The original filename of the blob.
    :type filename: str
@@ -1226,92 +1282,170 @@ Package Contents
    :param size: The size of the blob in bytes.
    :type size: int
 
-
    .. py:attribute:: filename
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: contents
-      :type:  bytes
+      :type: bytes
 
+      
 
    .. py:attribute:: mime_type
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: size
-      :type:  int
+      :type: int
 
+      
 
    .. py:method:: from_local_file(file_path)
       :classmethod:
 
 
-
    .. py:method:: from_contents(contents, filename = None, mime_type = None)
       :classmethod:
 
 
 
+.. py:class:: BlobInput(filename = None, contents = None, mime_type = None, size = None)
+
+
+   Bases: :py:obj:`Blob`
+
+   Binary large object data.
+   An alias for Blob, used to indicate that this is an input object.
+
+
+.. py:class:: DatasetConfig
+
+
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
+
+   An abstract class for dataset configs
+
+   :param is_documentset: Whether the dataset is a document set
+   :type is_documentset: bool
+
+   .. py:attribute:: is_documentset
+      :type: bool
+
+      
+
+
+.. py:class:: StreamingConnectorDatasetConfig
+
+
+   Bases: :py:obj:`abacusai.api_class.dataset.DatasetConfig`
+
+   An abstract class for dataset configs specific to streaming connectors.
+
+   :param streaming_connector_type: The type of streaming connector
+   :type streaming_connector_type: StreamingConnectorType
+
+   .. py:attribute:: streaming_connector_type
+      :type: abacusai.api_class.enums.StreamingConnectorType
+
+      
+
+   .. py:method:: _get_builder()
+      :classmethod:
+
+
+
+.. py:class:: KafkaDatasetConfig
+
+
+   Bases: :py:obj:`StreamingConnectorDatasetConfig`
+
+   Dataset config for Kafka Streaming Connector
+
+   :param topic: The kafka topic to consume
+   :type topic: str
+
+   .. py:attribute:: topic
+      :type: str
+
+      
+
+   .. py:method:: __post_init__()
+
+
+
+.. py:class:: _StreamingConnectorDatasetConfigFactory
+
+
+   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
+
+   Helper class that provides a standard way to create an ABC using
+   inheritance.
+
+   .. py:attribute:: config_abstract_class
+
+      
+
+   .. py:attribute:: config_class_key
+      :value: 'streaming_connector_type'
+
+      
+
+   .. py:attribute:: config_class_map
+
+      
+
+
 .. py:class:: OcrMode
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: DEFAULT
       :value: 'DEFAULT'
 
-
+      
 
    .. py:attribute:: LAYOUT
       :value: 'LAYOUT'
 
-
+      
 
    .. py:attribute:: SCANNED
       :value: 'SCANNED'
 
-
+      
 
    .. py:attribute:: COMPREHENSIVE
       :value: 'COMPREHENSIVE'
 
-
+      
 
    .. py:attribute:: COMPREHENSIVE_V2
       :value: 'COMPREHENSIVE_V2'
 
-
+      
 
    .. py:attribute:: COMPREHENSIVE_TABLE_MD
       :value: 'COMPREHENSIVE_TABLE_MD'
 
+      
 
+   .. py:attribute:: TESSERACT_FAST
+      :value: 'TESSERACT_FAST'
 
-.. py:class:: DatasetConfig
-
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
-
-
-   An abstract class for dataset configs
-
-   :param is_documentset: Whether the dataset is a document set
-   :type is_documentset: bool
-
-
-   .. py:attribute:: is_documentset
-      :type:  bool
+      
 
 
 .. py:class:: ParsingConfig
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    Custom config for dataset parsing.
 
@@ -1322,23 +1456,26 @@ Package Contents
    :param file_path_with_schema: Path to the file with schema. Defaults to None.
    :type file_path_with_schema: str
 
-
    .. py:attribute:: escape
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: csv_delimiter
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: file_path_with_schema
-      :type:  str
+      :type: str
+
+      
 
 
 .. py:class:: DocumentProcessingConfig
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    Document processing configuration.
 
@@ -1354,46 +1491,54 @@ Package Contents
    :type remove_watermarks: bool
    :param convert_to_markdown: Whether to convert extracted text to markdown. Defaults to False. This option only takes effect when extract_bounding_boxes is True.
    :type convert_to_markdown: bool
-
+   :param return_links: Whether to augment the extracted text with embedded URLs in the PDF. Defaults to False. This option only takes effect when the document is a PDF.
+   :type return_links: bool
 
    .. py:attribute:: extract_bounding_boxes
-      :type:  bool
+      :type: bool
       :value: False
 
-
+      
 
    .. py:attribute:: ocr_mode
-      :type:  abacusai.api_class.enums.OcrMode
+      :type: abacusai.api_class.enums.OcrMode
 
+      
 
    .. py:attribute:: use_full_ocr
-      :type:  bool
-      :value: None
-
+      :type: bool
 
+      
 
    .. py:attribute:: remove_header_footer
-      :type:  bool
+      :type: bool
       :value: False
 
-
+      
 
    .. py:attribute:: remove_watermarks
-      :type:  bool
+      :type: bool
       :value: True
 
-
+      
 
    .. py:attribute:: convert_to_markdown
-      :type:  bool
+      :type: bool
+      :value: False
+
+      
+
+   .. py:attribute:: return_links
+      :type: bool
       :value: False
 
+      
 
 
 .. py:class:: DatasetDocumentProcessingConfig
 
-   Bases: :py:obj:`DocumentProcessingConfig`
 
+   Bases: :py:obj:`DocumentProcessingConfig`
 
    Document processing configuration for dataset imports.
 
@@ -1412,42 +1557,42 @@ Package Contents
    :param page_text_column: Name of the output column which contains the extracted text for each page. If not provided, no column will be created.
    :type page_text_column: str
 
-
    .. py:attribute:: page_text_column
-      :type:  str
-      :value: None
+      :type: str
 
+      
 
 
 .. py:class:: IncrementalDatabaseConnectorConfig
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    Config information for incremental datasets from database connectors
 
    :param timestamp_column: If dataset is incremental, this is the column name of the required column in the dataset. This column must contain timestamps in descending order which are used to determine the increments of the incremental dataset.
    :type timestamp_column: str
 
-
    .. py:attribute:: timestamp_column
-      :type:  str
+      :type: str
+
+      
 
 
 .. py:class:: ApplicationConnectorDatasetConfig
 
-   Bases: :py:obj:`abacusai.api_class.dataset.DatasetConfig`
 
+   Bases: :py:obj:`abacusai.api_class.dataset.DatasetConfig`
 
    An abstract class for dataset configs specific to application connectors.
 
    :param application_connector_type: The type of application connector
    :type application_connector_type: enums.ApplicationConnectorType
 
-
    .. py:attribute:: application_connector_type
-      :type:  abacusai.api_class.enums.ApplicationConnectorType
+      :type: abacusai.api_class.enums.ApplicationConnectorType
 
+      
 
    .. py:method:: _get_builder()
       :classmethod:
@@ -1456,8 +1601,8 @@ Package Contents
 
 .. py:class:: ConfluenceDatasetConfig
 
-   Bases: :py:obj:`ApplicationConnectorDatasetConfig`
 
+   Bases: :py:obj:`ApplicationConnectorDatasetConfig`
 
    Dataset config for Confluence Application Connector
    :param location: The location of the pages to fetch
@@ -1469,30 +1614,34 @@ Package Contents
    :param extract_bounding_boxes: Whether to extract bounding boxes from the documents
    :type extract_bounding_boxes: bool
 
-
    .. py:attribute:: location
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: pull_attachments
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: space_key
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: extract_bounding_boxes
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: GoogleAnalyticsDatasetConfig
 
-   Bases: :py:obj:`ApplicationConnectorDatasetConfig`
 
+   Bases: :py:obj:`ApplicationConnectorDatasetConfig`
 
    Dataset config for Google Analytics Application Connector
 
@@ -1503,26 +1652,29 @@ Package Contents
    :param end_timestamp: Unix timestamp of the end of the period that will be queried
    :type end_timestamp: int
 
-
    .. py:attribute:: location
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: start_timestamp
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: end_timestamp
-      :type:  int
+      :type: int
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: GoogleDriveDatasetConfig
 
-   Bases: :py:obj:`ApplicationConnectorDatasetConfig`
 
+   Bases: :py:obj:`ApplicationConnectorDatasetConfig`
 
    Dataset config for Google Drive Application Connector
 
@@ -1535,30 +1687,34 @@ Package Contents
    :param merge_file_schemas: Signifies if the merge file schema policy is enabled. Not applicable if is_documentset is True
    :type merge_file_schemas: bool
 
-
    .. py:attribute:: location
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: csv_delimiter
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: extract_bounding_boxes
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: merge_file_schemas
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: JiraDatasetConfig
 
-   Bases: :py:obj:`ApplicationConnectorDatasetConfig`
 
+   Bases: :py:obj:`ApplicationConnectorDatasetConfig`
 
    Dataset config for Jira Application Connector
 
@@ -1571,30 +1727,34 @@ Package Contents
    :param include_watchers: Fetch watchers for each issue
    :type include_watchers: bool
 
-
    .. py:attribute:: jql
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: custom_fields
-      :type:  list
+      :type: list
 
+      
 
    .. py:attribute:: include_comments
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: include_watchers
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: OneDriveDatasetConfig
 
-   Bases: :py:obj:`ApplicationConnectorDatasetConfig`
 
+   Bases: :py:obj:`ApplicationConnectorDatasetConfig`
 
    Dataset config for OneDrive Application Connector
 
@@ -1607,30 +1767,34 @@ Package Contents
    :param merge_file_schemas: Signifies if the merge file schema policy is enabled. Not applicable if is_documentset is True
    :type merge_file_schemas: bool
 
-
    .. py:attribute:: location
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: csv_delimiter
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: extract_bounding_boxes
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: merge_file_schemas
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: SharepointDatasetConfig
 
-   Bases: :py:obj:`ApplicationConnectorDatasetConfig`
 
+   Bases: :py:obj:`ApplicationConnectorDatasetConfig`
 
    Dataset config for Sharepoint Application Connector
 
@@ -1643,48 +1807,53 @@ Package Contents
    :param merge_file_schemas: Signifies if the merge file schema policy is enabled. Not applicable if is_documentset is True
    :type merge_file_schemas: bool
 
-
    .. py:attribute:: location
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: csv_delimiter
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: extract_bounding_boxes
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: merge_file_schemas
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: ZendeskDatasetConfig
 
-   Bases: :py:obj:`ApplicationConnectorDatasetConfig`
 
+   Bases: :py:obj:`ApplicationConnectorDatasetConfig`
 
    Dataset config for Zendesk Application Connector
 
    :param location: The regex location of the files to fetch
    :type location: str
 
-
    .. py:attribute:: location
-      :type:  str
+      :type: str
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: AbacusUsageMetricsDatasetConfig
 
-   Bases: :py:obj:`ApplicationConnectorDatasetConfig`
 
+   Bases: :py:obj:`ApplicationConnectorDatasetConfig`
 
    Dataset config for Abacus Usage Metrics Application Connector
 
@@ -1693,68 +1862,74 @@ Package Contents
    :param include_all_feedback: Whether to include all feedback for this deployment conversation
    :type include_all_feedback: bool
 
-
    .. py:attribute:: include_entire_conversation_history
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: include_all_feedback
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: FreshserviceDatasetConfig
 
-   Bases: :py:obj:`ApplicationConnectorDatasetConfig`
 
+   Bases: :py:obj:`ApplicationConnectorDatasetConfig`
 
    Dataset config for Freshservice Application Connector
 
-
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: _ApplicationConnectorDatasetConfigFactory
 
-   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
+   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
    Helper class that provides a standard way to create an ABC using
    inheritance.
 
-
    .. py:attribute:: config_abstract_class
 
+      
 
    .. py:attribute:: config_class_key
       :value: 'application_connector_type'
 
-
+      
 
    .. py:attribute:: config_class_map
 
+      
+
 
 .. py:class:: PredictionArguments
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    An abstract class for prediction arguments specific to problem type.
 
-
    .. py:attribute:: _support_kwargs
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: kwargs
-      :type:  dict
+      :type: dict
 
+      
 
    .. py:attribute:: problem_type
-      :type:  abacusai.api_class.enums.ProblemType
+      :type: abacusai.api_class.enums.ProblemType
 
+      
 
    .. py:method:: _get_builder()
       :classmethod:
@@ -1763,8 +1938,8 @@ Package Contents
 
 .. py:class:: OptimizationPredictionArguments
 
-   Bases: :py:obj:`PredictionArguments`
 
+   Bases: :py:obj:`PredictionArguments`
 
    Prediction arguments for the OPTIMIZATION problem type
 
@@ -1775,26 +1950,29 @@ Package Contents
    :param include_all_assignments: If True, will return all assignments, including assignments with value 0. Default is False.
    :type include_all_assignments: bool
 
-
    .. py:attribute:: forced_assignments
-      :type:  dict
+      :type: dict
 
+      
 
    .. py:attribute:: solve_time_limit_seconds
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: include_all_assignments
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: TimeseriesAnomalyPredictionArguments
 
-   Bases: :py:obj:`PredictionArguments`
 
+   Bases: :py:obj:`PredictionArguments`
 
    Prediction arguments for the TS_ANOMALY problem type
 
@@ -1805,26 +1983,29 @@ Package Contents
    :param get_all_item_data: If True, anomaly detection has to be performed on all the data related to input ids
    :type get_all_item_data: bool
 
-
    .. py:attribute:: start_timestamp
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: end_timestamp
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: get_all_item_data
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: ChatLLMPredictionArguments
 
-   Bases: :py:obj:`PredictionArguments`
 
+   Bases: :py:obj:`PredictionArguments`
 
    Prediction arguments for the CHAT_LLM problem type
 
@@ -1841,38 +2022,44 @@ Package Contents
    :param ignore_documents: If True, will ignore any documents and search results, and only use the messages to generate a response.
    :type ignore_documents: bool
 
-
    .. py:attribute:: llm_name
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: num_completion_tokens
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: system_message
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: temperature
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: search_score_cutoff
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: ignore_documents
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: RegressionPredictionArguments
 
-   Bases: :py:obj:`PredictionArguments`
 
+   Bases: :py:obj:`PredictionArguments`
 
    Prediction arguments for the PREDICTIVE_MODELING problem type
 
@@ -1881,22 +2068,24 @@ Package Contents
    :param explainer_type: Type of explainer to use for explanations.
    :type explainer_type: str
 
-
    .. py:attribute:: explain_predictions
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: explainer_type
-      :type:  str
+      :type: str
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: ForecastingPredictionArguments
 
-   Bases: :py:obj:`PredictionArguments`
 
+   Bases: :py:obj:`PredictionArguments`
 
    Prediction arguments for the FORECASTING problem type
 
@@ -1911,34 +2100,39 @@ Package Contents
    :param get_item_data: If True, will return the data corresponding to items as well.
    :type get_item_data: bool
 
-
    .. py:attribute:: num_predictions
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: prediction_start
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: explain_predictions
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: explainer_type
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: get_item_data
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: CumulativeForecastingPredictionArguments
 
-   Bases: :py:obj:`PredictionArguments`
 
+   Bases: :py:obj:`PredictionArguments`
 
    Prediction arguments for the CUMULATIVE_FORECASTING problem type
 
@@ -1953,34 +2147,39 @@ Package Contents
    :param get_item_data: If True, will return the data corresponding to items as well.
    :type get_item_data: bool
 
-
    .. py:attribute:: num_predictions
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: prediction_start
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: explain_predictions
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: explainer_type
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: get_item_data
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: NaturalLanguageSearchPredictionArguments
 
-   Bases: :py:obj:`PredictionArguments`
 
+   Bases: :py:obj:`PredictionArguments`
 
    Prediction arguments for the NATURAL_LANGUAGE_SEARCH problem type
 
@@ -1997,106 +2196,120 @@ Package Contents
    :param ignore_documents: If True, will ignore any documents and search results, and only use the messages to generate a response.
    :type ignore_documents: bool
 
-
    .. py:attribute:: llm_name
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: num_completion_tokens
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: system_message
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: temperature
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: search_score_cutoff
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: ignore_documents
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: FeatureStorePredictionArguments
 
-   Bases: :py:obj:`PredictionArguments`
 
+   Bases: :py:obj:`PredictionArguments`
 
    Prediction arguments for the FEATURE_STORE problem type
 
    :param limit_results: If provided, will limit the number of results to the value specified.
    :type limit_results: int
 
-
    .. py:attribute:: limit_results
-      :type:  int
+      :type: int
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: _PredictionArgumentsFactory
 
-   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
+   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
    Helper class that provides a standard way to create an ABC using
    inheritance.
 
-
    .. py:attribute:: config_abstract_class
 
+      
 
    .. py:attribute:: config_class_key
       :value: 'problem_type'
 
-
+      
 
    .. py:attribute:: config_class_map
 
+      
+
 
 .. py:class:: VectorStoreTextEncoder
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: E5
       :value: 'E5'
 
-
+      
 
    .. py:attribute:: OPENAI
       :value: 'OPENAI'
 
-
+      
 
    .. py:attribute:: SENTENCE_BERT
       :value: 'SENTENCE_BERT'
 
-
+      
 
    .. py:attribute:: E5_SMALL
       :value: 'E5_SMALL'
 
+      
+
+   .. py:attribute:: CODE_BERT
+      :value: 'CODE_BERT'
+
+      
 
 
 .. py:class:: VectorStoreConfig
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    Config for indexing options of a document retriever. Default values of optional arguments are heuristically selected by the Abacus.AI platform based on the underlying data.
 
@@ -2113,49 +2326,55 @@ Package Contents
    :param prune_vectors: Transform vectors using SVD so that the average component of vectors in the corpus are removed.
    :type prune_vectors: bool
 
-
    .. py:attribute:: chunk_size
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: chunk_overlap_fraction
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: text_encoder
-      :type:  abacusai.api_class.enums.VectorStoreTextEncoder
+      :type: abacusai.api_class.enums.VectorStoreTextEncoder
 
+      
 
    .. py:attribute:: chunk_size_factors
-      :type:  list
+      :type: list
 
+      
 
    .. py:attribute:: score_multiplier_column
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: prune_vectors
-      :type:  bool
+      :type: bool
+
+      
 
 
 .. py:data:: DocumentRetrieverConfig
 
+   
+
 .. py:class:: ApiEnum
 
-   Bases: :py:obj:`enum.Enum`
 
+   Bases: :py:obj:`enum.Enum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:method:: __eq__(other)
 
       Return self==value.
 
 
-
    .. py:method:: __hash__()
 
       Return hash(self).
@@ -2164,2391 +2383,2505 @@ Package Contents
 
 .. py:class:: ProblemType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: AI_AGENT
       :value: 'ai_agent'
 
-
+      
 
    .. py:attribute:: EVENT_ANOMALY
       :value: 'event_anomaly'
 
-
+      
 
    .. py:attribute:: CLUSTERING
       :value: 'clustering'
 
-
+      
 
    .. py:attribute:: CLUSTERING_TIMESERIES
       :value: 'clustering_timeseries'
 
-
+      
 
    .. py:attribute:: CUMULATIVE_FORECASTING
       :value: 'cumulative_forecasting'
 
-
+      
 
    .. py:attribute:: NAMED_ENTITY_EXTRACTION
       :value: 'nlp_ner'
 
-
+      
 
    .. py:attribute:: NATURAL_LANGUAGE_SEARCH
       :value: 'nlp_search'
 
-
+      
 
    .. py:attribute:: CHAT_LLM
       :value: 'chat_llm'
 
-
+      
 
    .. py:attribute:: SENTENCE_BOUNDARY_DETECTION
       :value: 'nlp_sentence_boundary_detection'
 
-
+      
 
    .. py:attribute:: SENTIMENT_DETECTION
       :value: 'nlp_sentiment'
 
-
+      
 
    .. py:attribute:: DOCUMENT_CLASSIFICATION
       :value: 'nlp_classification'
 
-
+      
 
    .. py:attribute:: DOCUMENT_SUMMARIZATION
       :value: 'nlp_summarization'
 
-
+      
 
    .. py:attribute:: DOCUMENT_VISUALIZATION
       :value: 'nlp_document_visualization'
 
-
+      
 
    .. py:attribute:: PERSONALIZATION
       :value: 'personalization'
 
-
+      
 
    .. py:attribute:: PREDICTIVE_MODELING
       :value: 'regression'
 
-
+      
 
    .. py:attribute:: FINETUNED_LLM
       :value: 'finetuned_llm'
 
-
+      
 
    .. py:attribute:: FORECASTING
       :value: 'forecasting'
 
-
+      
 
    .. py:attribute:: CUSTOM_TRAINED_MODEL
       :value: 'plug_and_play'
 
-
+      
 
    .. py:attribute:: CUSTOM_ALGORITHM
       :value: 'trainable_plug_and_play'
 
-
+      
 
    .. py:attribute:: FEATURE_STORE
       :value: 'feature_store'
 
-
+      
 
    .. py:attribute:: IMAGE_CLASSIFICATION
       :value: 'vision_classification'
 
-
+      
 
    .. py:attribute:: OBJECT_DETECTION
       :value: 'vision_object_detection'
 
-
+      
 
    .. py:attribute:: IMAGE_VALUE_PREDICTION
       :value: 'vision_regression'
 
-
+      
 
    .. py:attribute:: MODEL_MONITORING
       :value: 'model_monitoring'
 
-
+      
 
    .. py:attribute:: LANGUAGE_DETECTION
       :value: 'language_detection'
 
-
+      
 
    .. py:attribute:: OPTIMIZATION
       :value: 'optimization'
 
-
+      
 
    .. py:attribute:: PRETRAINED_MODELS
       :value: 'pretrained'
 
-
+      
 
    .. py:attribute:: THEME_ANALYSIS
       :value: 'theme_analysis'
 
-
+      
 
    .. py:attribute:: TS_ANOMALY
       :value: 'ts_anomaly'
 
+      
 
 
 .. py:class:: RegressionObjective
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: AUC
       :value: 'auc'
 
-
+      
 
    .. py:attribute:: ACCURACY
       :value: 'acc'
 
-
+      
 
    .. py:attribute:: LOG_LOSS
       :value: 'log_loss'
 
-
+      
 
    .. py:attribute:: PRECISION
       :value: 'precision'
 
-
+      
 
    .. py:attribute:: RECALL
       :value: 'recall'
 
-
+      
 
    .. py:attribute:: F1_SCORE
       :value: 'fscore'
 
-
+      
 
    .. py:attribute:: MAE
       :value: 'mae'
 
-
+      
 
    .. py:attribute:: MAPE
       :value: 'mape'
 
-
+      
 
    .. py:attribute:: WAPE
       :value: 'wape'
 
-
+      
 
    .. py:attribute:: RMSE
       :value: 'rmse'
 
-
+      
 
    .. py:attribute:: R_SQUARED_COEFFICIENT_OF_DETERMINATION
       :value: 'r^2'
 
+      
 
 
 .. py:class:: RegressionTreeHPOMode
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: RAPID
       :value: 'rapid'
 
-
+      
 
    .. py:attribute:: THOROUGH
       :value: 'thorough'
 
+      
 
 
 .. py:class:: PartialDependenceAnalysis
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: RAPID
       :value: 'rapid'
 
-
+      
 
    .. py:attribute:: THOROUGH
       :value: 'thorough'
 
+      
 
 
 .. py:class:: RegressionAugmentationStrategy
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: SMOTE
       :value: 'smote'
 
-
+      
 
    .. py:attribute:: RESAMPLE
       :value: 'resample'
 
+      
 
 
 .. py:class:: RegressionTargetTransform
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: LOG
       :value: 'log'
 
-
+      
 
    .. py:attribute:: QUANTILE
       :value: 'quantile'
 
-
+      
 
    .. py:attribute:: YEO_JOHNSON
       :value: 'yeo-johnson'
 
-
+      
 
    .. py:attribute:: BOX_COX
       :value: 'box-cox'
 
+      
 
 
 .. py:class:: RegressionTypeOfSplit
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: RANDOM
       :value: 'Random Sampling'
 
-
+      
 
    .. py:attribute:: TIMESTAMP_BASED
       :value: 'Timestamp Based'
 
-
+      
 
    .. py:attribute:: ROW_INDICATOR_BASED
       :value: 'Row Indicator Based'
 
-
+      
 
    .. py:attribute:: STRATIFIED_RANDOM_SAMPLING
       :value: 'Stratified Random Sampling'
 
+      
 
 
 .. py:class:: RegressionTimeSplitMethod
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: TEST_SPLIT_PERCENTAGE_BASED
       :value: 'Test Split Percentage Based'
 
-
+      
 
    .. py:attribute:: TEST_START_TIMESTAMP_BASED
       :value: 'Test Start Timestamp Based'
 
+      
 
 
 .. py:class:: RegressionLossFunction
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: HUBER
       :value: 'Huber'
 
-
+      
 
    .. py:attribute:: MSE
       :value: 'Mean Squared Error'
 
-
+      
 
    .. py:attribute:: MAE
       :value: 'Mean Absolute Error'
 
-
+      
 
    .. py:attribute:: MAPE
       :value: 'Mean Absolute Percentage Error'
 
-
+      
 
    .. py:attribute:: MSLE
       :value: 'Mean Squared Logarithmic Error'
 
-
+      
 
    .. py:attribute:: TWEEDIE
       :value: 'Tweedie'
 
-
+      
 
    .. py:attribute:: CROSS_ENTROPY
       :value: 'Cross Entropy'
 
-
+      
 
    .. py:attribute:: FOCAL_CROSS_ENTROPY
       :value: 'Focal Cross Entropy'
 
-
+      
 
    .. py:attribute:: AUTOMATIC
       :value: 'Automatic'
 
-
+      
 
    .. py:attribute:: CUSTOM
       :value: 'Custom'
 
+      
 
 
 .. py:class:: ExplainerType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: KERNEL_EXPLAINER
       :value: 'KERNEL_EXPLAINER'
 
-
+      
 
    .. py:attribute:: LIME_EXPLAINER
       :value: 'LIME_EXPLAINER'
 
-
+      
 
    .. py:attribute:: TREE_EXPLAINER
       :value: 'TREE_EXPLAINER'
 
-
+      
 
    .. py:attribute:: EBM_EXPLAINER
       :value: 'EBM_EXPLAINER'
 
+      
 
 
 .. py:class:: SamplingMethodType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: N_SAMPLING
       :value: 'N_SAMPLING'
 
-
+      
 
    .. py:attribute:: PERCENT_SAMPLING
       :value: 'PERCENT_SAMPLING'
 
+      
 
 
 .. py:class:: MergeMode
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: LAST_N
       :value: 'LAST_N'
 
-
+      
 
    .. py:attribute:: TIME_WINDOW
       :value: 'TIME_WINDOW'
 
+      
 
 
-.. py:class:: FillLogic
+.. py:class:: OperatorType
+
 
    Bases: :py:obj:`ApiEnum`
 
+   Generic enumeration.
+
+   Derive from this class to define new enumerations.
+
+   .. py:attribute:: UNPIVOT
+      :value: 'UNPIVOT'
+
+      
+
+   .. py:attribute:: MARKDOWN
+      :value: 'MARKDOWN'
+
+      
+
+   .. py:attribute:: CRAWLER
+      :value: 'CRAWLER'
+
+      
+
+   .. py:attribute:: EXTRACT_DOCUMENT_DATA
+      :value: 'EXTRACT_DOCUMENT_DATA'
+
+      
+
+
+.. py:class:: MarkdownOperatorInputType
+
+
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
+   .. py:attribute:: HTML
+      :value: 'HTML'
+
+      
+
+
+.. py:class:: FillLogic
+
+
+   Bases: :py:obj:`ApiEnum`
+
+   Generic enumeration.
+
+   Derive from this class to define new enumerations.
 
    .. py:attribute:: AVERAGE
       :value: 'average'
 
-
+      
 
    .. py:attribute:: MAX
       :value: 'max'
 
-
+      
 
    .. py:attribute:: MEDIAN
       :value: 'median'
 
-
+      
 
    .. py:attribute:: MIN
       :value: 'min'
 
-
+      
 
    .. py:attribute:: CUSTOM
       :value: 'custom'
 
-
+      
 
    .. py:attribute:: BACKFILL
       :value: 'bfill'
 
-
+      
 
    .. py:attribute:: FORWARDFILL
       :value: 'ffill'
 
-
+      
 
    .. py:attribute:: LINEAR
       :value: 'linear'
 
-
+      
 
    .. py:attribute:: NEAREST
       :value: 'nearest'
 
+      
 
 
 .. py:class:: BatchSize
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: BATCH_8
       :value: 8
 
-
+      
 
    .. py:attribute:: BATCH_16
       :value: 16
 
-
+      
 
    .. py:attribute:: BATCH_32
       :value: 32
 
-
+      
 
    .. py:attribute:: BATCH_64
       :value: 64
 
-
+      
 
    .. py:attribute:: BATCH_128
       :value: 128
 
-
+      
 
    .. py:attribute:: BATCH_256
       :value: 256
 
-
+      
 
    .. py:attribute:: BATCH_384
       :value: 384
 
-
+      
 
    .. py:attribute:: BATCH_512
       :value: 512
 
-
+      
 
    .. py:attribute:: BATCH_740
       :value: 740
 
-
+      
 
    .. py:attribute:: BATCH_1024
       :value: 1024
 
+      
 
 
 .. py:class:: HolidayCalendars
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: AU
       :value: 'AU'
 
-
+      
 
    .. py:attribute:: UK
       :value: 'UK'
 
-
+      
 
    .. py:attribute:: US
       :value: 'US'
 
+      
 
 
 .. py:class:: FileFormat
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: AVRO
       :value: 'AVRO'
 
-
+      
 
    .. py:attribute:: PARQUET
       :value: 'PARQUET'
 
-
+      
 
    .. py:attribute:: TFRECORD
       :value: 'TFRECORD'
 
-
+      
 
    .. py:attribute:: TSV
       :value: 'TSV'
 
-
+      
 
    .. py:attribute:: CSV
       :value: 'CSV'
 
-
+      
 
    .. py:attribute:: ORC
       :value: 'ORC'
 
-
+      
 
    .. py:attribute:: JSON
       :value: 'JSON'
 
-
+      
 
    .. py:attribute:: ODS
       :value: 'ODS'
 
-
+      
 
    .. py:attribute:: XLS
       :value: 'XLS'
 
-
+      
 
    .. py:attribute:: GZ
       :value: 'GZ'
 
-
+      
 
    .. py:attribute:: ZIP
       :value: 'ZIP'
 
-
+      
 
    .. py:attribute:: TAR
       :value: 'TAR'
 
-
+      
 
    .. py:attribute:: DOCX
       :value: 'DOCX'
 
-
+      
 
    .. py:attribute:: PDF
       :value: 'PDF'
 
-
+      
 
    .. py:attribute:: RAR
       :value: 'RAR'
 
-
+      
 
    .. py:attribute:: JPEG
       :value: 'JPG'
 
-
+      
 
    .. py:attribute:: PNG
       :value: 'PNG'
 
-
+      
 
    .. py:attribute:: TIF
       :value: 'TIFF'
 
-
+      
 
    .. py:attribute:: NUMBERS
       :value: 'NUMBERS'
 
-
+      
 
    .. py:attribute:: PPTX
       :value: 'PPTX'
 
-
+      
 
    .. py:attribute:: PPT
       :value: 'PPT'
 
-
+      
 
    .. py:attribute:: HTML
       :value: 'HTML'
 
-
+      
 
    .. py:attribute:: TXT
       :value: 'txt'
 
+      
 
 
 .. py:class:: ExperimentationMode
 
+
    Bases: :py:obj:`ApiEnum`
 
-
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: RAPID
       :value: 'rapid'
 
-
+      
 
    .. py:attribute:: THOROUGH
       :value: 'thorough'
 
+      
 
 
 .. py:class:: PersonalizationTrainingMode
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: EXPERIMENTAL
       :value: 'EXP'
 
-
+      
 
    .. py:attribute:: PRODUCTION
       :value: 'PROD'
 
+      
 
 
 .. py:class:: PersonalizationObjective
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: NDCG
       :value: 'ndcg'
 
-
+      
 
    .. py:attribute:: NDCG_5
       :value: 'ndcg@5'
 
-
+      
 
    .. py:attribute:: NDCG_10
       :value: 'ndcg@10'
 
-
+      
 
    .. py:attribute:: MAP
       :value: 'map'
 
-
+      
 
    .. py:attribute:: MAP_5
       :value: 'map@5'
 
-
+      
 
    .. py:attribute:: MAP_10
       :value: 'map@10'
 
-
+      
 
    .. py:attribute:: MRR
       :value: 'mrr'
 
-
+      
 
    .. py:attribute:: PERSONALIZATION
       :value: 'personalization@10'
 
-
+      
 
    .. py:attribute:: COVERAGE
       :value: 'coverage'
 
+      
 
 
 .. py:class:: ForecastingObjective
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: ACCURACY
       :value: 'w_c_accuracy'
 
-
+      
 
    .. py:attribute:: WAPE
       :value: 'wape'
 
-
+      
 
    .. py:attribute:: MAPE
       :value: 'mape'
 
-
+      
 
    .. py:attribute:: CMAPE
       :value: 'cmape'
 
-
+      
 
    .. py:attribute:: RMSE
       :value: 'rmse'
 
-
+      
 
    .. py:attribute:: CV
       :value: 'coefficient_of_variation'
 
-
+      
 
    .. py:attribute:: BIAS
       :value: 'bias'
 
-
+      
 
    .. py:attribute:: SRMSE
       :value: 'srmse'
 
+      
 
 
 .. py:class:: ForecastingFrequency
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: HOURLY
       :value: '1H'
 
-
+      
 
    .. py:attribute:: DAILY
       :value: '1D'
 
-
+      
 
    .. py:attribute:: WEEKLY_SUNDAY_START
       :value: '1W'
 
-
+      
 
    .. py:attribute:: WEEKLY_MONDAY_START
       :value: 'W-MON'
 
-
+      
 
    .. py:attribute:: WEEKLY_SATURDAY_START
       :value: 'W-SAT'
 
-
+      
 
    .. py:attribute:: MONTH_START
       :value: 'MS'
 
-
+      
 
    .. py:attribute:: MONTH_END
       :value: '1M'
 
-
+      
 
    .. py:attribute:: QUARTER_START
       :value: 'QS'
 
-
+      
 
    .. py:attribute:: QUARTER_END
       :value: '1Q'
 
-
+      
 
    .. py:attribute:: YEARLY
       :value: '1Y'
 
+      
 
 
 .. py:class:: ForecastingDataSplitType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: AUTO
       :value: 'Automatic Time Based'
 
-
+      
 
    .. py:attribute:: TIMESTAMP
       :value: 'Timestamp Based'
 
-
+      
 
    .. py:attribute:: ITEM
       :value: 'Item Based'
 
-
+      
 
    .. py:attribute:: PREDICTION_LENGTH
       :value: 'Force Prediction Length'
 
+      
 
 
 .. py:class:: ForecastingLossFunction
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: CUSTOM
       :value: 'Custom'
 
-
+      
 
    .. py:attribute:: MEAN_ABSOLUTE_ERROR
       :value: 'mae'
 
-
+      
 
    .. py:attribute:: NORMALIZED_MEAN_ABSOLUTE_ERROR
       :value: 'nmae'
 
-
+      
 
    .. py:attribute:: PEAKS_MEAN_ABSOLUTE_ERROR
       :value: 'peaks_mae'
 
-
+      
 
    .. py:attribute:: MEAN_ABSOLUTE_PERCENTAGE_ERROR
       :value: 'stable_mape'
 
-
+      
 
    .. py:attribute:: POINTWISE_ACCURACY
       :value: 'accuracy'
 
-
+      
 
    .. py:attribute:: ROOT_MEAN_SQUARE_ERROR
       :value: 'rmse'
 
-
+      
 
    .. py:attribute:: NORMALIZED_ROOT_MEAN_SQUARE_ERROR
       :value: 'nrmse'
 
-
+      
 
    .. py:attribute:: ASYMMETRIC_MEAN_ABSOLUTE_PERCENTAGE_ERROR
       :value: 'asymmetric_mape'
 
-
+      
 
    .. py:attribute:: STABLE_STANDARDIZED_MEAN_ABSOLUTE_PERCENTAGE_ERROR
       :value: 'stable_standardized_mape_with_cmape'
 
-
+      
 
    .. py:attribute:: GAUSSIAN
       :value: 'mle_gaussian_local'
 
-
+      
 
    .. py:attribute:: GAUSSIAN_FULL_COVARIANCE
       :value: 'mle_gaussfullcov'
 
-
+      
 
    .. py:attribute:: GUASSIAN_EXPONENTIAL
       :value: 'mle_gaussexp'
 
-
+      
 
    .. py:attribute:: MIX_GAUSSIANS
       :value: 'mle_gaussmix'
 
-
+      
 
    .. py:attribute:: WEIBULL
       :value: 'mle_weibull'
 
-
+      
 
    .. py:attribute:: NEGATIVE_BINOMIAL
       :value: 'mle_negbinom'
 
-
+      
 
    .. py:attribute:: LOG_ROOT_MEAN_SQUARE_ERROR
       :value: 'log_rmse'
 
+      
 
 
 .. py:class:: ForecastingLocalScaling
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: ZSCORE
       :value: 'zscore'
 
-
+      
 
    .. py:attribute:: SLIDING_ZSCORE
       :value: 'sliding_zscore'
 
-
+      
 
    .. py:attribute:: LAST_POINT
       :value: 'lastpoint'
 
-
+      
 
    .. py:attribute:: MIN_MAX
       :value: 'minmax'
 
-
+      
 
    .. py:attribute:: MIN_STD
       :value: 'minstd'
 
-
+      
 
    .. py:attribute:: ROBUST
       :value: 'robust'
 
-
+      
 
    .. py:attribute:: ITEM
       :value: 'item'
 
+      
 
 
 .. py:class:: ForecastingFillMethod
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: BACK
       :value: 'BACK'
 
-
+      
 
    .. py:attribute:: MIDDLE
       :value: 'MIDDLE'
 
-
+      
 
    .. py:attribute:: FUTURE
       :value: 'FUTURE'
 
+      
 
 
 .. py:class:: ForecastingQuanitlesExtensionMethod
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: DIRECT
       :value: 'direct'
 
-
+      
 
    .. py:attribute:: QUADRATIC
       :value: 'quadratic'
 
-
+      
 
    .. py:attribute:: ANCESTRAL_SIMULATION
       :value: 'simulation'
 
+      
 
 
 .. py:class:: TimeseriesAnomalyDataSplitType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: AUTO
       :value: 'Automatic Time Based'
 
-
+      
 
    .. py:attribute:: TIMESTAMP
       :value: 'Fixed Timestamp Based'
 
+      
 
 
 .. py:class:: TimeseriesAnomalyTypeOfAnomaly
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: HIGH_PEAK
       :value: 'high_peak'
 
-
+      
 
    .. py:attribute:: LOW_PEAK
       :value: 'low_peak'
 
+      
 
 
 .. py:class:: TimeseriesAnomalyUseHeuristic
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: ENABLE
       :value: 'enable'
 
-
+      
 
    .. py:attribute:: DISABLE
       :value: 'disable'
 
-
+      
 
    .. py:attribute:: AUTOMATIC
       :value: 'automatic'
 
+      
 
 
 .. py:class:: NERObjective
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: LOG_LOSS
       :value: 'log_loss'
 
-
+      
 
    .. py:attribute:: AUC
       :value: 'auc'
 
-
+      
 
    .. py:attribute:: PRECISION
       :value: 'precision'
 
-
+      
 
    .. py:attribute:: RECALL
       :value: 'recall'
 
-
+      
 
    .. py:attribute:: ANNOTATIONS_PRECISION
       :value: 'annotations_precision'
 
-
+      
 
    .. py:attribute:: ANNOTATIONS_RECALL
       :value: 'annotations_recall'
 
+      
 
 
 .. py:class:: NERModelType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: PRETRAINED_BERT
       :value: 'pretrained_bert'
 
-
+      
 
    .. py:attribute:: PRETRAINED_ROBERTA_27
       :value: 'pretrained_roberta_27'
 
-
+      
 
    .. py:attribute:: PRETRAINED_ROBERTA_43
       :value: 'pretrained_roberta_43'
 
-
+      
 
    .. py:attribute:: PRETRAINED_MULTILINGUAL
       :value: 'pretrained_multilingual'
 
-
+      
 
    .. py:attribute:: LEARNED
       :value: 'learned'
 
+      
 
 
 .. py:class:: NLPDocumentFormat
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: AUTO
       :value: 'auto'
 
-
+      
 
    .. py:attribute:: TEXT
       :value: 'text'
 
-
+      
 
    .. py:attribute:: DOC
       :value: 'doc'
 
-
+      
 
    .. py:attribute:: TOKENS
       :value: 'tokens'
 
+      
 
 
 .. py:class:: SentimentType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: VALENCE
       :value: 'valence'
 
-
+      
 
    .. py:attribute:: EMOTION
       :value: 'emotion'
 
+      
 
 
 .. py:class:: ClusteringImputationMethod
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: AUTOMATIC
       :value: 'Automatic'
 
-
+      
 
    .. py:attribute:: ZEROS
       :value: 'Zeros'
 
-
+      
 
    .. py:attribute:: INTERPOLATE
       :value: 'Interpolate'
 
+      
 
 
 .. py:class:: ConnectorType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: FILE
       :value: 'FILE'
 
-
+      
 
    .. py:attribute:: DATABASE
       :value: 'DATABASE'
 
-
+      
 
    .. py:attribute:: STREAMING
       :value: 'STREAMING'
 
-
+      
 
    .. py:attribute:: APPLICATION
       :value: 'APPLICATION'
 
+      
 
 
 .. py:class:: ApplicationConnectorType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: GOOGLEANALYTICS
       :value: 'GOOGLEANALYTICS'
 
-
+      
 
    .. py:attribute:: GOOGLEDRIVE
       :value: 'GOOGLEDRIVE'
 
-
+      
 
    .. py:attribute:: GIT
       :value: 'GIT'
 
-
+      
 
    .. py:attribute:: CONFLUENCE
       :value: 'CONFLUENCE'
 
-
+      
 
    .. py:attribute:: JIRA
       :value: 'JIRA'
 
-
+      
 
    .. py:attribute:: ONEDRIVE
       :value: 'ONEDRIVE'
 
-
+      
 
    .. py:attribute:: ZENDESK
       :value: 'ZENDESK'
 
-
+      
 
    .. py:attribute:: SLACK
       :value: 'SLACK'
 
-
+      
 
    .. py:attribute:: SHAREPOINT
       :value: 'SHAREPOINT'
 
-
+      
 
    .. py:attribute:: TEAMS
       :value: 'TEAMS'
 
-
+      
 
    .. py:attribute:: ABACUSUSAGEMETRICS
       :value: 'ABACUSUSAGEMETRICS'
 
-
+      
 
    .. py:attribute:: MICROSOFTAUTH
       :value: 'MICROSOFTAUTH'
 
-
+      
 
    .. py:attribute:: FRESHSERVICE
       :value: 'FRESHSERVICE'
 
-
+      
 
    .. py:attribute:: ZENDESKSUNSHINEMESSAGING
       :value: 'ZENDESKSUNSHINEMESSAGING'
 
+      
 
 
 .. py:class:: StreamingConnectorType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: KAFKA
       :value: 'KAFKA'
 
+      
 
 
 .. py:class:: PythonFunctionArgumentType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: FEATURE_GROUP
       :value: 'FEATURE_GROUP'
 
-
+      
 
    .. py:attribute:: INTEGER
       :value: 'INTEGER'
 
-
+      
 
    .. py:attribute:: STRING
       :value: 'STRING'
 
-
+      
 
    .. py:attribute:: BOOLEAN
       :value: 'BOOLEAN'
 
-
+      
 
    .. py:attribute:: FLOAT
       :value: 'FLOAT'
 
-
+      
 
    .. py:attribute:: JSON
       :value: 'JSON'
 
-
+      
 
    .. py:attribute:: LIST
       :value: 'LIST'
 
-
+      
 
    .. py:attribute:: DATASET_ID
       :value: 'DATASET_ID'
 
-
+      
 
    .. py:attribute:: MODEL_ID
       :value: 'MODEL_ID'
 
-
+      
 
    .. py:attribute:: FEATURE_GROUP_ID
       :value: 'FEATURE_GROUP_ID'
 
-
+      
 
    .. py:attribute:: MONITOR_ID
       :value: 'MONITOR_ID'
 
-
+      
 
    .. py:attribute:: BATCH_PREDICTION_ID
       :value: 'BATCH_PREDICTION_ID'
 
-
+      
 
    .. py:attribute:: DEPLOYMENT_ID
       :value: 'DEPLOYMENT_ID'
 
+      
 
 
 .. py:class:: PythonFunctionOutputArgumentType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: NTEGER
       :value: 'INTEGER'
 
-
+      
 
    .. py:attribute:: STRING
       :value: 'STRING'
 
-
+      
 
    .. py:attribute:: BOOLEAN
       :value: 'BOOLEAN'
 
-
+      
 
    .. py:attribute:: FLOAT
       :value: 'FLOAT'
 
-
+      
 
    .. py:attribute:: JSON
       :value: 'JSON'
 
-
+      
 
    .. py:attribute:: LIST
       :value: 'LIST'
 
-
+      
 
    .. py:attribute:: DATASET_ID
       :value: 'DATASET_ID'
 
-
+      
 
    .. py:attribute:: MODEL_ID
       :value: 'MODEL_ID'
 
-
+      
 
    .. py:attribute:: FEATURE_GROUP_ID
       :value: 'FEATURE_GROUP_ID'
 
-
+      
 
    .. py:attribute:: MONITOR_ID
       :value: 'MONITOR_ID'
 
-
+      
 
    .. py:attribute:: BATCH_PREDICTION_ID
       :value: 'BATCH_PREDICTION_ID'
 
-
+      
 
    .. py:attribute:: DEPLOYMENT_ID
       :value: 'DEPLOYMENT_ID'
 
-
+      
 
    .. py:attribute:: ANY
       :value: 'ANY'
 
+      
 
 
 .. py:class:: LLMName
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: OPENAI_GPT4
       :value: 'OPENAI_GPT4'
 
-
+      
 
    .. py:attribute:: OPENAI_GPT4_32K
       :value: 'OPENAI_GPT4_32K'
 
-
+      
 
    .. py:attribute:: OPENAI_GPT4_128K
       :value: 'OPENAI_GPT4_128K'
 
-
+      
 
    .. py:attribute:: OPENAI_GPT4_128K_LATEST
       :value: 'OPENAI_GPT4_128K_LATEST'
 
-
+      
 
    .. py:attribute:: OPENAI_GPT4_VISION
       :value: 'OPENAI_GPT4_VISION'
 
-
+      
 
    .. py:attribute:: OPENAI_GPT4O
       :value: 'OPENAI_GPT4O'
 
-
+      
 
    .. py:attribute:: OPENAI_GPT3_5
       :value: 'OPENAI_GPT3_5'
 
-
+      
 
    .. py:attribute:: OPENAI_GPT3_5_TEXT
       :value: 'OPENAI_GPT3_5_TEXT'
 
-
+      
 
    .. py:attribute:: LLAMA3_LARGE_CHAT
       :value: 'LLAMA3_LARGE_CHAT'
 
-
+      
 
    .. py:attribute:: GROQ_LLAMA3_LARGE_CHAT
       :value: 'GROQ_LLAMA3_LARGE_CHAT'
 
-
+      
 
    .. py:attribute:: CLAUDE_V2_1
       :value: 'CLAUDE_V2_1'
 
-
+      
 
    .. py:attribute:: CLAUDE_V3_OPUS
       :value: 'CLAUDE_V3_OPUS'
 
-
+      
 
    .. py:attribute:: CLAUDE_V3_SONNET
       :value: 'CLAUDE_V3_SONNET'
 
-
+      
 
    .. py:attribute:: CLAUDE_V3_HAIKU
       :value: 'CLAUDE_V3_HAIKU'
 
-
+      
 
    .. py:attribute:: ABACUS_GIRAFFE
       :value: 'ABACUS_GIRAFFE'
 
-
+      
 
    .. py:attribute:: ABACUS_GIRAFFE_LARGE
       :value: 'ABACUS_GIRAFFE_LARGE'
 
-
+      
 
    .. py:attribute:: LLAMA2_CHAT
       :value: 'LLAMA2_CHAT'
 
-
+      
 
    .. py:attribute:: PALM
       :value: 'PALM'
 
-
+      
 
    .. py:attribute:: PALM_TEXT
       :value: 'PALM_TEXT'
 
-
+      
 
    .. py:attribute:: GEMINI_PRO
       :value: 'GEMINI_PRO'
 
-
+      
 
    .. py:attribute:: GEMINI_1_5_PRO
       :value: 'GEMINI_1_5_PRO'
 
-
+      
 
    .. py:attribute:: MIXTRAL_CHAT
       :value: 'MIXTRAL_CHAT'
 
-
+      
 
    .. py:attribute:: MISTRAL_MEDIUM
       :value: 'MISTRAL_MEDIUM'
 
-
+      
 
    .. py:attribute:: ABACUS_SMAUG3
       :value: 'ABACUS_SMAUG3'
 
+      
 
 
 .. py:class:: MonitorAlertType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: ACCURACY_BELOW_THRESHOLD
       :value: 'AccuracyBelowThreshold'
 
-
+      
 
    .. py:attribute:: FEATURE_DRIFT
       :value: 'FeatureDrift'
 
-
+      
 
    .. py:attribute:: DATA_INTEGRITY_VIOLATIONS
       :value: 'DataIntegrityViolations'
 
-
+      
 
    .. py:attribute:: BIAS_VIOLATIONS
       :value: 'BiasViolations'
 
-
+      
 
    .. py:attribute:: HISTORY_LENGTH_DRIFT
       :value: 'HistoryLengthDrift'
 
-
+      
 
    .. py:attribute:: TARGET_DRIFT
       :value: 'TargetDrift'
 
-
+      
 
    .. py:attribute:: PREDICTION_COUNT
       :value: 'PredictionCount'
 
+      
 
 
 .. py:class:: FeatureDriftType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: KL
       :value: 'kl'
 
-
+      
 
    .. py:attribute:: KS
       :value: 'ks'
 
-
+      
 
    .. py:attribute:: WS
       :value: 'ws'
 
-
+      
 
    .. py:attribute:: JS
       :value: 'js'
 
-
+      
 
    .. py:attribute:: PSI
       :value: 'psi'
 
-
+      
 
    .. py:attribute:: CHI_SQUARE
       :value: 'chi_square'
 
-
+      
 
    .. py:attribute:: CSI
       :value: 'csi'
 
+      
 
 
 .. py:class:: DataIntegrityViolationType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: NULL_VIOLATIONS
       :value: 'null_violations'
 
-
+      
 
    .. py:attribute:: RANGE_VIOLATIONS
       :value: 'range_violations'
 
-
+      
 
    .. py:attribute:: CATEGORICAL_RANGE_VIOLATION
       :value: 'categorical_range_violations'
 
-
+      
 
    .. py:attribute:: TOTAL_VIOLATIONS
       :value: 'total_violations'
 
+      
 
 
 .. py:class:: BiasType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: DEMOGRAPHIC_PARITY
       :value: 'demographic_parity'
 
-
+      
 
    .. py:attribute:: EQUAL_OPPORTUNITY
       :value: 'equal_opportunity'
 
-
+      
 
    .. py:attribute:: GROUP_BENEFIT_EQUALITY
       :value: 'group_benefit'
 
-
+      
 
    .. py:attribute:: TOTAL
       :value: 'total'
 
+      
 
 
 .. py:class:: AlertActionType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: EMAIL
       :value: 'Email'
 
+      
 
 
 .. py:class:: PythonFunctionType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: FEATURE_GROUP
       :value: 'FEATURE_GROUP'
 
-
+      
 
    .. py:attribute:: PLOTLY_FIG
       :value: 'PLOTLY_FIG'
 
-
+      
 
    .. py:attribute:: STEP_FUNCTION
       :value: 'STEP_FUNCTION'
 
+      
 
 
 .. py:class:: EvalArtifactType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: FORECASTING_ACCURACY
       :value: 'bar_chart'
 
-
+      
 
    .. py:attribute:: FORECASTING_VOLUME
       :value: 'bar_chart_volume'
 
-
+      
 
    .. py:attribute:: FORECASTING_HISTORY_LENGTH_ACCURACY
       :value: 'bar_chart_accuracy_by_history'
 
+      
 
 
 .. py:class:: FieldDescriptorType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: STRING
       :value: 'STRING'
 
-
+      
 
    .. py:attribute:: INTEGER
       :value: 'INTEGER'
 
-
+      
 
    .. py:attribute:: FLOAT
       :value: 'FLOAT'
 
-
+      
 
    .. py:attribute:: BOOLEAN
       :value: 'BOOLEAN'
 
-
+      
 
    .. py:attribute:: DATETIME
       :value: 'DATETIME'
 
-
+      
 
    .. py:attribute:: DATE
       :value: 'DATE'
 
+      
 
 
 .. py:class:: WorkflowNodeInputType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: USER_INPUT
       :value: 'USER_INPUT'
 
-
+      
 
    .. py:attribute:: WORKFLOW_VARIABLE
       :value: 'WORKFLOW_VARIABLE'
 
+      
 
 
 .. py:class:: WorkflowNodeOutputType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: ATTACHMENT
       :value: 'ATTACHMENT'
 
-
+      
 
    .. py:attribute:: BOOLEAN
       :value: 'BOOLEAN'
 
-
+      
 
    .. py:attribute:: FLOAT
       :value: 'FLOAT'
 
-
+      
 
    .. py:attribute:: INTEGER
       :value: 'INTEGER'
 
-
+      
 
    .. py:attribute:: DICT
       :value: 'DICT'
 
-
+      
 
    .. py:attribute:: LIST
       :value: 'LIST'
 
-
+      
 
    .. py:attribute:: STRING
       :value: 'STRING'
 
+      
 
 
 .. py:class:: StdDevThresholdType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: ABSOLUTE
       :value: 'ABSOLUTE'
 
-
+      
 
    .. py:attribute:: PERCENTILE
       :value: 'PERCENTILE'
 
-
+      
 
    .. py:attribute:: STDDEV
       :value: 'STDDEV'
 
+      
 
 
 .. py:class:: DataType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: INTEGER
       :value: 'integer'
 
-
+      
 
    .. py:attribute:: FLOAT
       :value: 'float'
 
-
+      
 
    .. py:attribute:: STRING
       :value: 'string'
 
-
+      
 
    .. py:attribute:: DATE
       :value: 'date'
 
-
+      
 
    .. py:attribute:: DATETIME
       :value: 'datetime'
 
-
+      
 
    .. py:attribute:: BOOLEAN
       :value: 'boolean'
 
-
+      
 
    .. py:attribute:: LIST
       :value: 'list'
 
-
+      
 
    .. py:attribute:: STRUCT
       :value: 'struct'
 
-
+      
 
    .. py:attribute:: NULL
       :value: 'null'
 
+      
+
+   .. py:attribute:: BINARY
+      :value: 'binary'
+
+      
 
 
 .. py:class:: AgentInterface
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: DEFAULT
       :value: 'DEFAULT'
 
-
+      
 
    .. py:attribute:: CHAT
       :value: 'CHAT'
 
+      
 
 
 .. py:class:: ProjectConfigType
 
-   Bases: :py:obj:`ApiEnum`
 
+   Bases: :py:obj:`ApiEnum`
 
    Generic enumeration.
 
    Derive from this class to define new enumerations.
 
-
    .. py:attribute:: CONSTRAINTS
       :value: 'CONSTRAINTS'
 
+      
+
+   .. py:attribute:: CHAT_FEEDBACK
+      :value: 'CHAT_FEEDBACK'
 
+      
 
    .. py:attribute:: REVIEW_MODE
       :value: 'REVIEW_MODE'
 
+      
+
+
+.. py:class:: CPUSize
+
+
+   Bases: :py:obj:`ApiEnum`
+
+   Generic enumeration.
+
+   Derive from this class to define new enumerations.
+
+   .. py:attribute:: SMALL
+      :value: 'small'
+
+      
+
+   .. py:attribute:: MEDIUM
+      :value: 'medium'
+
+      
+
+   .. py:attribute:: LARGE
+      :value: 'large'
+
+      
+
+
+.. py:class:: MemorySize
+
+
+   Bases: :py:obj:`ApiEnum`
+
+   Generic enumeration.
+
+   Derive from this class to define new enumerations.
+
+   .. py:attribute:: SMALL
+      :value: 16
+
+      
+
+   .. py:attribute:: MEDIUM
+      :value: 32
+
+      
+
+   .. py:attribute:: LARGE
+      :value: 64
+
+      
+
+   .. py:attribute:: XLARGE
+      :value: 128
+
+      
+
+   .. py:method:: from_value(value)
+      :classmethod:
+
 
 
 .. py:class:: SamplingConfig
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    An abstract class for the sampling config of a feature group
 
-
    .. py:attribute:: sampling_method
-      :type:  abacusai.api_class.enums.SamplingMethodType
+      :type: abacusai.api_class.enums.SamplingMethodType
 
+      
 
    .. py:method:: _get_builder()
       :classmethod:
 
 
-
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: NSamplingConfig
 
-   Bases: :py:obj:`SamplingConfig`
 
+   Bases: :py:obj:`SamplingConfig`
 
    The number of distinct values of the key columns to include in the sample, or number of rows if key columns not specified.
 
-   :param sampling_method: N_SAMPLING
-   :type sampling_method: SamplingMethodType
    :param sample_count: The number of rows to include in the sample
    :type sample_count: int
    :param key_columns: The feature(s) to use as the key(s) when sampling
    :type key_columns: List[str]
 
-
    .. py:attribute:: sample_count
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: key_columns
-      :type:  List[str]
+      :type: List[str]
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: PercentSamplingConfig
 
-   Bases: :py:obj:`SamplingConfig`
 
+   Bases: :py:obj:`SamplingConfig`
 
    The fraction of distinct values of the feature group to include in the sample.
 
-   :param sampling_method: PERCENT_SAMPLING
-   :type sampling_method: SamplingMethodType
    :param sample_percent: The percentage of the rows to sample
    :type sample_percent: float
    :param key_columns: The feature(s) to use as the key(s) when sampling
    :type key_columns: List[str]
 
-
    .. py:attribute:: sample_percent
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: key_columns
-      :type:  List[str]
+      :type: List[str]
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: _SamplingConfigFactory
 
-   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
+   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
    Helper class that provides a standard way to create an ABC using
    inheritance.
 
-
    .. py:attribute:: config_class_key
       :value: 'sampling_method'
 
-
+      
 
    .. py:attribute:: config_abstract_class
 
+      
 
    .. py:attribute:: config_class_map
 
+      
+
 
 .. py:class:: MergeConfig
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    An abstract class for the merge config of a feature group
 
-
    .. py:attribute:: merge_mode
-      :type:  abacusai.api_class.enums.MergeMode
+      :type: abacusai.api_class.enums.MergeMode
 
+      
 
    .. py:method:: _get_builder()
       :classmethod:
 
 
-
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: LastNMergeConfig
 
-   Bases: :py:obj:`MergeConfig`
 
+   Bases: :py:obj:`MergeConfig`
 
    Merge LAST N chunks/versions of an incremental dataset.
 
-   :param merge_mode: LAST_N
-   :type merge_mode: MergeMode
    :param num_versions: The number of versions to merge. num_versions == 0 means merge all versions.
    :type num_versions: int
    :param include_version_timestamp_column: If set, include a column with the creation timestamp of source FG versions.
    :type include_version_timestamp_column: bool
 
-
    .. py:attribute:: num_versions
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: include_version_timestamp_column
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: TimeWindowMergeConfig
 
-   Bases: :py:obj:`MergeConfig`
 
+   Bases: :py:obj:`MergeConfig`
 
    Merge rows within a given timewindow of the most recent timestamp
 
-   :param merge_mode: TIME_WINDOW
-   :type merge_mode: MergeMode
    :param feature_name: Time based column to index on
    :type feature_name: str
    :param time_window_size_ms: Range of merged rows will be [MAX_TIME - time_window_size_ms, MAX_TIME]
@@ -4556,69 +4889,289 @@ Package Contents
    :param include_version_timestamp_column: If set, include a column with the creation timestamp of source FG versions.
    :type include_version_timestamp_column: bool
 
-
    .. py:attribute:: feature_name
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: time_window_size_ms
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: include_version_timestamp_column
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: _MergeConfigFactory
 
-   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
+   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
    Helper class that provides a standard way to create an ABC using
    inheritance.
 
-
    .. py:attribute:: config_class_key
       :value: 'merge_mode'
 
+      
+
+   .. py:attribute:: config_abstract_class
+
+      
+
+   .. py:attribute:: config_class_map
+
+      
+
+
+.. py:class:: OperatorConfig
+
+
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
+
+   Configuration for a template Feature Group Operation
+
+   .. py:attribute:: operator_type
+      :type: abacusai.api_class.enums.OperatorType
+
+      
+
+   .. py:method:: _get_builder()
+      :classmethod:
+
+
+   .. py:method:: __post_init__()
+
+
+
+.. py:class:: UnpivotConfig
+
+
+   Bases: :py:obj:`OperatorConfig`
+
+   Unpivot Columns in a FeatureGroup.
+
+   :param columns: Which columns to unpivot.
+   :type columns: List[str]
+   :param index_column: Name of new column containing the unpivoted column names as its values
+   :type index_column: str
+   :param value_column: Name of new column containing the row values that were unpivoted.
+   :type value_column: str
+   :param exclude: If True, the unpivoted columns are all the columns EXCEPT the ones in the columns argument. Default is False.
+   :type exclude: bool
+
+   .. py:attribute:: columns
+      :type: List[str]
+
+      
+
+   .. py:attribute:: index_column
+      :type: str
+
+      
+
+   .. py:attribute:: value_column
+      :type: str
+
+      
+
+   .. py:attribute:: exclude
+      :type: bool
+
+      
+
+   .. py:method:: __post_init__()
+
+
+
+.. py:class:: MarkdownConfig
+
+
+   Bases: :py:obj:`OperatorConfig`
+
+   Transform a input column to a markdown column.
+
+   :param input_column: Name of input column to transform.
+   :type input_column: str
+   :param output_column: Name of output column to store transformed data.
+   :type output_column: str
+   :param input_column_type: Type of input column to transform.
+   :type input_column_type: MarkdownOperatorInputType
+
+   .. py:attribute:: input_column
+      :type: str
+
+      
+
+   .. py:attribute:: output_column
+      :type: str
+
+      
+
+   .. py:attribute:: input_column_type
+      :type: abacusai.api_class.enums.MarkdownOperatorInputType
+
+      
+
+   .. py:method:: __post_init__()
+
+
+
+.. py:class:: CrawlerTransformConfig
+
+
+   Bases: :py:obj:`OperatorConfig`
+
+   Transform a input column of urls to html text
+
+   :param input_column: Name of input column to transform.
+   :type input_column: str
+   :param output_column: Name of output column to store transformed data.
+   :type output_column: str
+   :param depth_column: Increasing depth explores more links, capturing more content
+   :type depth_column: str
+   :param disable_host_restriction: If True, will not restrict crawling to the same host.
+   :type disable_host_restriction: bool
+   :param honour_website_rules: If True, will respect robots.txt rules.
+   :type honour_website_rules: bool
+   :param user_agent: If provided, will use this user agent instead of randomly selecting one.
+   :type user_agent: str
+
+   .. py:attribute:: input_column
+      :type: str
+
+      
+
+   .. py:attribute:: output_column
+      :type: str
+
+      
+
+   .. py:attribute:: depth_column
+      :type: str
+
+      
+
+   .. py:attribute:: input_column_type
+      :type: str
+
+      
+
+   .. py:attribute:: crawl_depth
+      :type: int
+
+      
+
+   .. py:attribute:: disable_host_restriction
+      :type: bool
+
+      
+
+   .. py:attribute:: honour_website_rules
+      :type: bool
+
+      
+
+   .. py:attribute:: user_agent
+      :type: str
+
+      
+
+   .. py:method:: __post_init__()
+
+
+
+.. py:class:: ExtractDocumentDataConfig
+
+
+   Bases: :py:obj:`OperatorConfig`
+
+   Extracts data from documents.
+
+   :param doc_id_column: Name of input document ID column.
+   :type doc_id_column: str
+   :param document_column: Name of the input document column which contains the page infos. This column will be transformed to include the document processing config in the output feature group.
+   :type document_column: str
+   :param document_processing_config: Document processing configuration.
+   :type document_processing_config: DocumentProcessingConfig
+
+   .. py:attribute:: doc_id_column
+      :type: str
+
+      
+
+   .. py:attribute:: document_column
+      :type: str
+
+      
+
+   .. py:attribute:: document_processing_config
+      :type: abacusai.api_class.dataset.DocumentProcessingConfig
+
+      
+
+   .. py:method:: __post_init__()
+
+
+
+.. py:class:: _OperatorConfigFactory
+
+
+   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
+   A class to select and return the the correct type of Operator Config based on a serialized OperatorConfig instance.
 
    .. py:attribute:: config_abstract_class
 
+      
+
+   .. py:attribute:: config_class_key
+      :value: 'operator_type'
+
+      
 
    .. py:attribute:: config_class_map
 
+      
+
 
 .. py:class:: TrainingConfig
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    An abstract class for the training config options used to train the model.
 
-
    .. py:attribute:: _upper_snake_case_keys
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: _support_kwargs
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: kwargs
-      :type:  dict
+      :type: dict
 
+      
 
    .. py:attribute:: problem_type
-      :type:  abacusai.api_class.enums.ProblemType
+      :type: abacusai.api_class.enums.ProblemType
 
+      
 
    .. py:attribute:: algorithm
-      :type:  str
+      :type: str
 
+      
 
    .. py:method:: _get_builder()
       :classmethod:
@@ -4627,8 +5180,8 @@ Package Contents
 
 .. py:class:: PersonalizationTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the PERSONALIZATION problem type
 
@@ -4707,162 +5260,199 @@ Package Contents
    :param item_query_column: Name of column in the item catalog that will be matched to the query column in the interactions table.
    :type item_query_column: str
 
-
    .. py:attribute:: objective
-      :type:  abacusai.api_class.enums.PersonalizationObjective
+      :type: abacusai.api_class.enums.PersonalizationObjective
 
+      
 
    .. py:attribute:: sort_objective
-      :type:  abacusai.api_class.enums.PersonalizationObjective
+      :type: abacusai.api_class.enums.PersonalizationObjective
 
+      
 
    .. py:attribute:: training_mode
-      :type:  abacusai.api_class.enums.PersonalizationTrainingMode
+      :type: abacusai.api_class.enums.PersonalizationTrainingMode
 
+      
 
    .. py:attribute:: target_action_types
-      :type:  List[str]
+      :type: List[str]
 
+      
 
    .. py:attribute:: target_action_weights
-      :type:  Dict[str, float]
+      :type: Dict[str, float]
 
+      
 
    .. py:attribute:: session_event_types
-      :type:  List[str]
+      :type: List[str]
 
+      
 
    .. py:attribute:: test_split
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: recent_days_for_training
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: training_start_date
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: test_on_user_split
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: test_split_on_last_k_items
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: test_last_items_length
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: test_window_length_hours
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: explicit_time_split
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: test_row_indicator
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: full_data_retraining
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: sequential_training
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: data_split_feature_group_table_name
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: optimized_event_type
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: dropout_rate
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: batch_size
-      :type:  abacusai.api_class.enums.BatchSize
+      :type: abacusai.api_class.enums.BatchSize
 
+      
 
    .. py:attribute:: disable_transformer
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: disable_gpu
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: filter_history
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: action_types_exclusion_days
-      :type:  Dict[str, float]
+      :type: Dict[str, float]
 
+      
 
    .. py:attribute:: max_history_length
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: compute_rerank_metrics
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: add_time_features
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: disable_timestamp_scalar_features
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: compute_session_metrics
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: query_column
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: item_query_column
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: use_user_id_feature
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: session_dedupe_mins
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: max_user_history_len_percentile
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: downsample_item_popularity_percentile
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: min_item_history
-      :type:  int
+      :type: int
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: RegressionTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the PREDICTIVE_MODELING problem type
 
@@ -4948,179 +5538,227 @@ Package Contents
    :type custom_metrics: List[str]
    :param partial_dependence_analysis: Specify whether to run partial dependence plots for all features or only some features.
    :type partial_dependence_analysis: PartialDependenceAnalysis
-
+   :param do_masked_language_model_pretraining: Specify whether to run a masked language model unsupervised pretraining step before supervized training in certain supported algorithms which use BERT-like backbones.
+   :type do_masked_language_model_pretraining: bool
 
    .. py:attribute:: objective
-      :type:  abacusai.api_class.enums.RegressionObjective
+      :type: abacusai.api_class.enums.RegressionObjective
 
+      
 
    .. py:attribute:: sort_objective
-      :type:  abacusai.api_class.enums.RegressionObjective
+      :type: abacusai.api_class.enums.RegressionObjective
 
+      
 
    .. py:attribute:: tree_hpo_mode
-      :type:  abacusai.api_class.enums.RegressionTreeHPOMode
+      :type: abacusai.api_class.enums.RegressionTreeHPOMode
 
+      
 
    .. py:attribute:: partial_dependence_analysis
-      :type:  abacusai.api_class.enums.PartialDependenceAnalysis
+      :type: abacusai.api_class.enums.PartialDependenceAnalysis
 
+      
 
    .. py:attribute:: type_of_split
-      :type:  abacusai.api_class.enums.RegressionTypeOfSplit
+      :type: abacusai.api_class.enums.RegressionTypeOfSplit
 
+      
 
    .. py:attribute:: test_split
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: disable_test_val_fold
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: k_fold_cross_validation
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: num_cv_folds
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: timestamp_based_splitting_column
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: timestamp_based_splitting_method
-      :type:  abacusai.api_class.enums.RegressionTimeSplitMethod
+      :type: abacusai.api_class.enums.RegressionTimeSplitMethod
 
+      
 
    .. py:attribute:: test_splitting_timestamp
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: sampling_unit_keys
-      :type:  List[str]
+      :type: List[str]
 
+      
 
    .. py:attribute:: test_row_indicator
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: full_data_retraining
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: rebalance_classes
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: rare_class_augmentation_threshold
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: augmentation_strategy
-      :type:  abacusai.api_class.enums.RegressionAugmentationStrategy
+      :type: abacusai.api_class.enums.RegressionAugmentationStrategy
 
+      
 
    .. py:attribute:: training_rows_downsample_ratio
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: active_labels_column
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: min_categorical_count
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: sample_weight
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: numeric_clipping_percentile
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: target_transform
-      :type:  abacusai.api_class.enums.RegressionTargetTransform
+      :type: abacusai.api_class.enums.RegressionTargetTransform
 
+      
 
    .. py:attribute:: ignore_datetime_features
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: max_text_words
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: perform_feature_selection
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: feature_selection_intensity
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: batch_size
-      :type:  abacusai.api_class.enums.BatchSize
+      :type: abacusai.api_class.enums.BatchSize
 
+      
 
    .. py:attribute:: dropout_rate
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: pretrained_model_name
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: is_multilingual
-      :type:  bool
+      :type: bool
+
+      
 
+   .. py:attribute:: do_masked_language_model_pretraining
+      :type: bool
+
+      
 
    .. py:attribute:: loss_function
-      :type:  abacusai.api_class.enums.RegressionLossFunction
+      :type: abacusai.api_class.enums.RegressionLossFunction
 
+      
 
    .. py:attribute:: loss_parameters
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: target_encode_categoricals
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: drop_original_categoricals
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: monotonically_increasing_features
-      :type:  List[str]
+      :type: List[str]
 
+      
 
    .. py:attribute:: monotonically_decreasing_features
-      :type:  List[str]
+      :type: List[str]
 
+      
 
    .. py:attribute:: data_split_feature_group_table_name
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: custom_loss_functions
-      :type:  List[str]
+      :type: List[str]
 
+      
 
    .. py:attribute:: custom_metrics
-      :type:  List[str]
+      :type: List[str]
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: ForecastingTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the FORECASTING problem type
 
@@ -5247,262 +5885,324 @@ Package Contents
    :type custom_metrics: List[str]
    :param return_fractional_forecasts: Use this to return fractional forecast values while prediction
 
-
    .. py:attribute:: prediction_length
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: objective
-      :type:  abacusai.api_class.enums.ForecastingObjective
+      :type: abacusai.api_class.enums.ForecastingObjective
 
+      
 
    .. py:attribute:: sort_objective
-      :type:  abacusai.api_class.enums.ForecastingObjective
+      :type: abacusai.api_class.enums.ForecastingObjective
 
+      
 
    .. py:attribute:: forecast_frequency
-      :type:  abacusai.api_class.enums.ForecastingFrequency
+      :type: abacusai.api_class.enums.ForecastingFrequency
 
+      
 
    .. py:attribute:: probability_quantiles
-      :type:  List[float]
+      :type: List[float]
 
+      
 
    .. py:attribute:: force_prediction_length
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: filter_items
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: enable_feature_selection
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: enable_padding
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: enable_cold_start
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: enable_multiple_backtests
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: num_backtesting_windows
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: backtesting_window_step_size
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: full_data_retraining
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: additional_forecast_keys
-      :type:  List[str]
+      :type: List[str]
 
+      
 
    .. py:attribute:: experimentation_mode
-      :type:  abacusai.api_class.enums.ExperimentationMode
+      :type: abacusai.api_class.enums.ExperimentationMode
 
+      
 
    .. py:attribute:: type_of_split
-      :type:  abacusai.api_class.enums.ForecastingDataSplitType
+      :type: abacusai.api_class.enums.ForecastingDataSplitType
 
+      
 
    .. py:attribute:: test_by_item
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: test_start
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: test_split
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: loss_function
-      :type:  abacusai.api_class.enums.ForecastingLossFunction
+      :type: abacusai.api_class.enums.ForecastingLossFunction
 
+      
 
    .. py:attribute:: underprediction_weight
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: disable_networks_without_analytic_quantiles
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: initial_learning_rate
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: l2_regularization_factor
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: dropout_rate
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: recurrent_layers
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: recurrent_units
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: convolutional_layers
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: convolution_filters
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: local_scaling_mode
-      :type:  abacusai.api_class.enums.ForecastingLocalScaling
+      :type: abacusai.api_class.enums.ForecastingLocalScaling
 
+      
 
    .. py:attribute:: zero_predictor
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: skip_missing
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: batch_size
-      :type:  abacusai.api_class.enums.BatchSize
+      :type: abacusai.api_class.enums.BatchSize
 
+      
 
    .. py:attribute:: batch_renormalization
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: history_length
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: prediction_step_size
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: training_point_overlap
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: max_scale_context
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: quantiles_extension_method
-      :type:  abacusai.api_class.enums.ForecastingQuanitlesExtensionMethod
+      :type: abacusai.api_class.enums.ForecastingQuanitlesExtensionMethod
 
+      
 
    .. py:attribute:: number_of_samples
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: symmetrize_quantiles
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: use_log_transforms
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: smooth_history
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: local_scale_target
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: use_clipping
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: timeseries_weight_column
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: item_attributes_weight_column
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: use_timeseries_weights_in_objective
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: use_item_weights_in_objective
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: skip_timeseries_weight_scaling
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: timeseries_loss_weight_column
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: use_item_id
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: use_all_item_totals
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: handle_zeros_as_missing_values
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: datetime_holiday_calendars
-      :type:  List[abacusai.api_class.enums.HolidayCalendars]
+      :type: List[abacusai.api_class.enums.HolidayCalendars]
 
+      
 
    .. py:attribute:: fill_missing_values
-      :type:  List[dict]
+      :type: List[dict]
 
+      
 
    .. py:attribute:: enable_clustering
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: data_split_feature_group_table_name
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: custom_loss_functions
-      :type:  List[str]
+      :type: List[str]
 
+      
 
    .. py:attribute:: custom_metrics
-      :type:  List[str]
+      :type: List[str]
 
+      
 
    .. py:attribute:: return_fractional_forecasts
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: NamedEntityExtractionTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the NAMED_ENTITY_EXTRACTION problem type
 
@@ -5523,62 +6223,57 @@ Package Contents
    :param enhanced_ocr: Enhanced text extraction from predicted digital documents
    :type enhanced_ocr: bool
 
-
    .. py:attribute:: llm_for_ner
-      :type:  abacusai.api_class.enums.LLMName
-      :value: None
-
+      :type: abacusai.api_class.enums.LLMName
 
+      
 
    .. py:attribute:: test_split
-      :type:  int
-      :value: None
-
+      :type: int
 
+      
 
    .. py:attribute:: test_row_indicator
-      :type:  str
-      :value: None
-
+      :type: str
 
+      
 
    .. py:attribute:: active_labels_column
-      :type:  str
-      :value: None
-
+      :type: str
 
+      
 
    .. py:attribute:: document_format
-      :type:  abacusai.api_class.enums.NLPDocumentFormat
-      :value: None
-
+      :type: abacusai.api_class.enums.NLPDocumentFormat
 
+      
 
    .. py:attribute:: minimum_bounding_box_overlap_ratio
-      :type:  float
+      :type: float
       :value: 0.0
 
-
+      
 
    .. py:attribute:: save_predicted_pdf
-      :type:  bool
+      :type: bool
       :value: True
 
-
+      
 
    .. py:attribute:: enhanced_ocr
-      :type:  bool
+      :type: bool
       :value: False
 
-
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: NaturalLanguageSearchTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the NATURAL_LANGUAGE_SEARCH problem type
 
@@ -5595,38 +6290,44 @@ Package Contents
    :param index_fraction: Fraction of the chunk to use for indexing.
    :type index_fraction: float
 
-
    .. py:attribute:: abacus_internal_model
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: num_completion_tokens
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: larger_embeddings
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: search_chunk_size
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: index_fraction
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: chunk_overlap_fraction
-      :type:  float
+      :type: float
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: ChatLLMTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the CHAT_LLM problem type
 
@@ -5674,110 +6375,134 @@ Package Contents
    :param enable_code_execution: Enable python code execution in the ChatLLM. This equips the LLM with a python kernel in which all its code is executed.
    :type enable_code_execution: bool
 
-
    .. py:attribute:: document_retrievers
-      :type:  List[str]
+      :type: List[str]
 
+      
 
    .. py:attribute:: num_completion_tokens
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: temperature
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: retrieval_columns
-      :type:  list
+      :type: list
 
+      
 
    .. py:attribute:: filter_columns
-      :type:  list
+      :type: list
 
+      
 
    .. py:attribute:: include_general_knowledge
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: enable_web_search
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: behavior_instructions
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: response_instructions
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: enable_llm_rewrite
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: column_filtering_instructions
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: keyword_requirement_instructions
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: query_rewrite_instructions
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: max_search_results
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: data_feature_group_ids
-      :type:  List[str]
+      :type: List[str]
 
+      
 
    .. py:attribute:: data_prompt_context
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: hide_generated_sql
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: disable_data_summarization
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: search_score_cutoff
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: database_connector_id
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: database_connector_tables
-      :type:  List[str]
+      :type: List[str]
 
+      
 
    .. py:attribute:: enable_code_execution
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: metadata_columns
-      :type:  list
+      :type: list
 
+      
 
    .. py:attribute:: lookup_rewrite_instructions
-      :type:  str
+      :type: str
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: SentenceBoundaryDetectionTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the SENTENCE_BOUNDARY_DETECTION problem type
 
@@ -5788,26 +6513,29 @@ Package Contents
    :param batch_size: Batch size for neural network.
    :type batch_size: BatchSize
 
-
    .. py:attribute:: test_split
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: dropout_rate
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: batch_size
-      :type:  abacusai.api_class.enums.BatchSize
+      :type: abacusai.api_class.enums.BatchSize
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: SentimentDetectionTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the SENTIMENT_DETECTION problem type
 
@@ -5822,34 +6550,39 @@ Package Contents
    :param compute_metrics: Whether to compute metrics.
    :type compute_metrics: bool
 
-
    .. py:attribute:: sentiment_type
-      :type:  abacusai.api_class.enums.SentimentType
+      :type: abacusai.api_class.enums.SentimentType
 
+      
 
    .. py:attribute:: test_split
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: dropout_rate
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: batch_size
-      :type:  abacusai.api_class.enums.BatchSize
+      :type: abacusai.api_class.enums.BatchSize
 
+      
 
    .. py:attribute:: compute_metrics
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: DocumentClassificationTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the DOCUMENT_CLASSIFICATION problem type
 
@@ -5862,30 +6595,34 @@ Package Contents
    :param batch_size: Batch size for neural network.
    :type batch_size: BatchSize
 
-
    .. py:attribute:: zero_shot_hypotheses
-      :type:  List[str]
+      :type: List[str]
 
+      
 
    .. py:attribute:: test_split
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: dropout_rate
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: batch_size
-      :type:  abacusai.api_class.enums.BatchSize
+      :type: abacusai.api_class.enums.BatchSize
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: DocumentSummarizationTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the DOCUMENT_SUMMARIZATION problem type
 
@@ -5896,26 +6633,29 @@ Package Contents
    :param batch_size: Batch size for neural network.
    :type batch_size: BatchSize
 
-
    .. py:attribute:: test_split
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: dropout_rate
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: batch_size
-      :type:  abacusai.api_class.enums.BatchSize
+      :type: abacusai.api_class.enums.BatchSize
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: DocumentVisualizationTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the DOCUMENT_VISUALIZATION problem type
 
@@ -5926,44 +6666,48 @@ Package Contents
    :param batch_size: Batch size for neural network.
    :type batch_size: BatchSize
 
-
    .. py:attribute:: test_split
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: dropout_rate
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: batch_size
-      :type:  abacusai.api_class.enums.BatchSize
+      :type: abacusai.api_class.enums.BatchSize
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: ClusteringTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the CLUSTERING problem type
 
    :param num_clusters_selection: Number of clusters. If None, will be selected automatically.
    :type num_clusters_selection: int
 
-
    .. py:attribute:: num_clusters_selection
-      :type:  int
+      :type: int
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: ClusteringTimeseriesTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the CLUSTERING_TIMESERIES problem type
 
@@ -5972,40 +6716,43 @@ Package Contents
    :param imputation: Imputation method for missing values.
    :type imputation: ClusteringImputationMethod
 
-
    .. py:attribute:: num_clusters_selection
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: imputation
-      :type:  abacusai.api_class.enums.ClusteringImputationMethod
+      :type: abacusai.api_class.enums.ClusteringImputationMethod
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: EventAnomalyTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the EVENT_ANOMALY problem type
 
    :param anomaly_fraction: The fraction of the dataset to classify as anomalous, between 0 and 0.5
    :type anomaly_fraction: float
 
-
    .. py:attribute:: anomaly_fraction
-      :type:  float
+      :type: float
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: TimeseriesAnomalyTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the TS_ANOMALY problem type
 
@@ -6030,54 +6777,64 @@ Package Contents
    :param threshold_score: Threshold score for anomaly detection
    :type threshold_score: float
 
-
    .. py:attribute:: type_of_split
-      :type:  abacusai.api_class.enums.TimeseriesAnomalyDataSplitType
+      :type: abacusai.api_class.enums.TimeseriesAnomalyDataSplitType
 
+      
 
    .. py:attribute:: test_start
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: test_split
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: fill_missing_values
-      :type:  List[dict]
+      :type: List[dict]
 
+      
 
    .. py:attribute:: handle_zeros_as_missing_values
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: timeseries_frequency
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: min_samples_in_normal_region
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: anomaly_type
-      :type:  abacusai.api_class.enums.TimeseriesAnomalyTypeOfAnomaly
+      :type: abacusai.api_class.enums.TimeseriesAnomalyTypeOfAnomaly
 
+      
 
    .. py:attribute:: hyperparameter_calculation_with_heuristics
-      :type:  abacusai.api_class.enums.TimeseriesAnomalyUseHeuristic
+      :type: abacusai.api_class.enums.TimeseriesAnomalyUseHeuristic
 
+      
 
    .. py:attribute:: threshold_score
-      :type:  float
+      :type: float
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: CumulativeForecastingTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the CUMULATIVE_FORECASTING problem type
 
@@ -6094,49 +6851,55 @@ Package Contents
    :param predict_residuals: Predict residuals instead of totals at each prediction step.
    :type predict_residuals: bool
 
-
    .. py:attribute:: test_split
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: historical_frequency
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: cumulative_prediction_lengths
-      :type:  List[int]
+      :type: List[int]
 
+      
 
    .. py:attribute:: skip_input_transform
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: skip_target_transform
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: predict_residuals
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: ThemeAnalysisTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the THEME ANALYSIS problem type
 
-
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: AIAgentTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the AI_AGENT problem type
 
@@ -6145,34 +6908,39 @@ Package Contents
    :param agent_interface: The interface that the agent will be deployed with.
    :type agent_interface: AgentInterface
 
-
    .. py:attribute:: description
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: agent_interface
-      :type:  abacusai.api_class.enums.AgentInterface
+      :type: abacusai.api_class.enums.AgentInterface
 
+      
 
    .. py:attribute:: enable_binary_input
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: agent_input_schema
-      :type:  dict
+      :type: dict
 
+      
 
    .. py:attribute:: agent_output_schema
-      :type:  dict
+      :type: dict
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: CustomTrainedModelTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the CUSTOM_TRAINED_MODEL problem type
 
@@ -6189,56 +6957,63 @@ Package Contents
    :param streaming_embeddings: Flag to enable streaming embeddings.
    :type streaming_embeddings: bool
 
-
    .. py:attribute:: max_catalog_size
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: max_dimension
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: index_output_path
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: docker_image_uri
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: service_port
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: streaming_embeddings
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: CustomAlgorithmTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the CUSTOM_ALGORITHM problem type
 
    :param timeout_minutes: Timeout for the model training in minutes.
    :type timeout_minutes: int
 
-
    .. py:attribute:: timeout_minutes
-      :type:  int
+      :type: int
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: OptimizationTrainingConfig
 
-   Bases: :py:obj:`TrainingConfig`
 
+   Bases: :py:obj:`TrainingConfig`
 
    Training config for the OPTIMIZATION problem type
 
@@ -6247,42 +7022,46 @@ Package Contents
    :param optimality_gap_limit: The stopping optimality gap limit. Optimality gap is fractional difference between the best known solution and the best possible solution. Accepts values between 0 and 1.
    :type optimality_gap_limit: float
 
-
    .. py:attribute:: solve_time_limit
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: optimality_gap_limit
-      :type:  float
+      :type: float
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: _TrainingConfigFactory
 
-   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
+   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
    Helper class that provides a standard way to create an ABC using
    inheritance.
 
-
    .. py:attribute:: config_abstract_class
 
+      
 
    .. py:attribute:: config_class_key
       :value: 'problem_type'
 
-
+      
 
    .. py:attribute:: config_class_map
 
+      
+
 
 .. py:class:: DeployableAlgorithm
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    Algorithm that can be deployed to a model.
 
@@ -6295,27 +7074,31 @@ Package Contents
    :param trained_model_types: List of trained model types.
    :type trained_model_types: List[dict]
 
-
    .. py:attribute:: algorithm
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: name
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: only_offline_deployable
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: trained_model_types
-      :type:  List[dict]
+      :type: List[dict]
+
+      
 
 
 .. py:class:: TimeWindowConfig
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    Time Window Configuration
 
@@ -6324,14 +7107,15 @@ Package Contents
    :param window_from_start: Whether the window should be from the start of the time series.
    :type window_from_start: bool
 
-
    .. py:attribute:: window_duration
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: window_from_start
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: to_dict()
 
@@ -6343,8 +7127,8 @@ Package Contents
 
 .. py:class:: ForecastingMonitorConfig
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    Forecasting Monitor Configuration
 
@@ -6361,30 +7145,35 @@ Package Contents
    :param window_config: The windowing configuration for the time series data.
    :type window_config: TimeWindowConfig
 
-
    .. py:attribute:: id_column
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: timestamp_column
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: target_column
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: start_time
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: end_time
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: window_config
-      :type:  TimeWindowConfig
+      :type: TimeWindowConfig
 
+      
 
    .. py:method:: to_dict()
 
@@ -6396,8 +7185,8 @@ Package Contents
 
 .. py:class:: StdDevThreshold
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    Std Dev Threshold types
 
@@ -6406,14 +7195,15 @@ Package Contents
    :param value: Value to use for the threshold.
    :type value: float
 
-
    .. py:attribute:: threshold_type
-      :type:  abacusai.api_class.enums.StdDevThresholdType
+      :type: abacusai.api_class.enums.StdDevThresholdType
 
+      
 
    .. py:attribute:: value
-      :type:  float
+      :type: float
 
+      
 
    .. py:method:: to_dict()
 
@@ -6425,8 +7215,8 @@ Package Contents
 
 .. py:class:: ItemAttributesStdDevThreshold
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    Item Attributes Std Dev Threshold for Monitor Alerts
 
@@ -6435,14 +7225,15 @@ Package Contents
    :param upper_bound: Upper bound for the item attributes.
    :type upper_bound: StdDevThreshold
 
-
    .. py:attribute:: lower_bound
-      :type:  StdDevThreshold
+      :type: StdDevThreshold
 
+      
 
    .. py:attribute:: upper_bound
-      :type:  StdDevThreshold
+      :type: StdDevThreshold
 
+      
 
    .. py:method:: to_dict()
 
@@ -6454,8 +7245,8 @@ Package Contents
 
 .. py:class:: RestrictFeatureMappings
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    Restrict Feature Mappings for Monitor Filtering
 
@@ -6472,30 +7263,35 @@ Package Contents
    :param max_value: Filtering the numerical feature to below this value
    :type max_value: float
 
-
    .. py:attribute:: feature_name
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: restricted_feature_values
-      :type:  list
+      :type: list
 
+      
 
    .. py:attribute:: start_time
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: end_time
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: min_value
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: max_value
-      :type:  float
+      :type: float
 
+      
 
    .. py:method:: to_dict()
 
@@ -6507,8 +7303,8 @@ Package Contents
 
 .. py:class:: MonitorFilteringConfig
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    Monitor Filtering Configuration
 
@@ -6525,30 +7321,35 @@ Package Contents
    :param prediction_target_feature: Set the target feature for the prediction data.
    :type prediction_target_feature: str
 
-
    .. py:attribute:: start_time
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: end_time
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: restrict_feature_mappings
-      :type:  List[RestrictFeatureMappings]
+      :type: List[RestrictFeatureMappings]
 
+      
 
    .. py:attribute:: target_class
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: train_target_feature
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: prediction_target_feature
-      :type:  str
+      :type: str
 
+      
 
    .. py:method:: to_dict()
 
@@ -6560,15 +7361,15 @@ Package Contents
 
 .. py:class:: AlertConditionConfig
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    An abstract class for alert condition configs
 
-
    .. py:attribute:: alert_type
-      :type:  abacusai.api_class.enums.MonitorAlertType
+      :type: abacusai.api_class.enums.MonitorAlertType
 
+      
 
    .. py:method:: _get_builder()
       :classmethod:
@@ -6577,26 +7378,27 @@ Package Contents
 
 .. py:class:: AccuracyBelowThresholdConditionConfig
 
-   Bases: :py:obj:`AlertConditionConfig`
 
+   Bases: :py:obj:`AlertConditionConfig`
 
    Accuracy Below Threshold Condition Config for Monitor Alerts
 
    :param threshold: Threshold for when to consider a column to be in violation. The alert will only fire when the drift value is strictly greater than the threshold.
    :type threshold: float
 
-
    .. py:attribute:: threshold
-      :type:  float
+      :type: float
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: FeatureDriftConditionConfig
 
-   Bases: :py:obj:`AlertConditionConfig`
 
+   Bases: :py:obj:`AlertConditionConfig`
 
    Feature Drift Condition Config for Monitor Alerts
 
@@ -6609,30 +7411,34 @@ Package Contents
    :param feature_names: List of feature names to monitor for this alert.
    :type feature_names: List[str]
 
-
    .. py:attribute:: feature_drift_type
-      :type:  abacusai.api_class.enums.FeatureDriftType
+      :type: abacusai.api_class.enums.FeatureDriftType
 
+      
 
    .. py:attribute:: threshold
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: minimum_violations
-      :type:  int
+      :type: int
 
+      
 
    .. py:attribute:: feature_names
-      :type:  List[str]
+      :type: List[str]
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: TargetDriftConditionConfig
 
-   Bases: :py:obj:`AlertConditionConfig`
 
+   Bases: :py:obj:`AlertConditionConfig`
 
    Target Drift Condition Config for Monitor Alerts
 
@@ -6641,22 +7447,24 @@ Package Contents
    :param threshold: Threshold for when to consider the target column to be in violation. The alert will only fire when the drift value is strictly greater than the threshold.
    :type threshold: float
 
-
    .. py:attribute:: feature_drift_type
-      :type:  abacusai.api_class.enums.FeatureDriftType
+      :type: abacusai.api_class.enums.FeatureDriftType
 
+      
 
    .. py:attribute:: threshold
-      :type:  float
+      :type: float
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: HistoryLengthDriftConditionConfig
 
-   Bases: :py:obj:`AlertConditionConfig`
 
+   Bases: :py:obj:`AlertConditionConfig`
 
    History Length Drift Condition Config for Monitor Alerts
 
@@ -6665,22 +7473,24 @@ Package Contents
    :param threshold: Threshold for when to consider the history length  to be in violation. The alert will only fire when the drift value is strictly greater than the threshold.
    :type threshold: float
 
-
    .. py:attribute:: feature_drift_type
-      :type:  abacusai.api_class.enums.FeatureDriftType
+      :type: abacusai.api_class.enums.FeatureDriftType
 
+      
 
    .. py:attribute:: threshold
-      :type:  float
+      :type: float
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: DataIntegrityViolationConditionConfig
 
-   Bases: :py:obj:`AlertConditionConfig`
 
+   Bases: :py:obj:`AlertConditionConfig`
 
    Data Integrity Violation Condition Config for Monitor Alerts
 
@@ -6689,22 +7499,24 @@ Package Contents
    :param minimum_violations: Number of columns that must exceed the specified threshold to trigger an alert.
    :type minimum_violations: int
 
-
    .. py:attribute:: data_integrity_type
-      :type:  abacusai.api_class.enums.DataIntegrityViolationType
+      :type: abacusai.api_class.enums.DataIntegrityViolationType
 
+      
 
    .. py:attribute:: minimum_violations
-      :type:  int
+      :type: int
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: BiasViolationConditionConfig
 
-   Bases: :py:obj:`AlertConditionConfig`
 
+   Bases: :py:obj:`AlertConditionConfig`
 
    Bias Violation Condition Config for Monitor Alerts
 
@@ -6715,26 +7527,29 @@ Package Contents
    :param minimum_violations: Number of columns that must exceed the specified threshold to trigger an alert.
    :type minimum_violations: int
 
-
    .. py:attribute:: bias_type
-      :type:  abacusai.api_class.enums.BiasType
+      :type: abacusai.api_class.enums.BiasType
 
+      
 
    .. py:attribute:: threshold
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: minimum_violations
-      :type:  int
+      :type: int
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: PredictionCountConditionConfig
 
-   Bases: :py:obj:`AlertConditionConfig`
 
+   Bases: :py:obj:`AlertConditionConfig`
 
    Deployment Prediction Condition Config for Deployment Alerts. By default we monitor if predictions made over a time window has reduced significantly.
    :param threshold: Threshold for when to consider to be a violation. Negative means alert on reduction, positive means alert on increase.
@@ -6744,58 +7559,63 @@ Package Contents
    :param aggregation_type: Aggregation type to use for the aggregation window, e.g. sum, avg.
    :type aggregation_type: str
 
-
    .. py:attribute:: threshold
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: aggregation_window
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: aggregation_type
-      :type:  str
+      :type: str
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: _AlertConditionConfigFactory
 
-   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
+   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
    Helper class that provides a standard way to create an ABC using
    inheritance.
 
-
    .. py:attribute:: config_abstract_class
 
+      
 
    .. py:attribute:: config_class_key
       :value: 'alert_type'
 
-
+      
 
    .. py:attribute:: config_class_key_value_camel_case
       :value: True
 
-
+      
 
    .. py:attribute:: config_class_map
 
+      
+
 
 .. py:class:: AlertActionConfig
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    An abstract class for alert action configs
 
-
    .. py:attribute:: action_type
-      :type:  abacusai.api_class.enums.AlertActionType
+      :type: abacusai.api_class.enums.AlertActionType
 
+      
 
    .. py:method:: _get_builder()
       :classmethod:
@@ -6804,8 +7624,8 @@ Package Contents
 
 .. py:class:: EmailActionConfig
 
-   Bases: :py:obj:`AlertActionConfig`
 
+   Bases: :py:obj:`AlertActionConfig`
 
    Email Action Config for Monitor Alerts
 
@@ -6814,42 +7634,46 @@ Package Contents
    :param email_body: Body of the email to send.
    :type email_body: str
 
-
    .. py:attribute:: email_recipients
-      :type:  List[str]
+      :type: List[str]
 
+      
 
    .. py:attribute:: email_body
-      :type:  str
+      :type: str
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: _AlertActionConfigFactory
 
-   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
+   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
    Helper class that provides a standard way to create an ABC using
    inheritance.
 
-
    .. py:attribute:: config_abstract_class
 
+      
 
    .. py:attribute:: config_class_key
       :value: 'action_type'
 
-
+      
 
    .. py:attribute:: config_class_map
 
+      
+
 
 .. py:class:: MonitorThresholdConfig
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    Monitor Threshold Config for Monitor Alerts
 
@@ -6858,18 +7682,20 @@ Package Contents
    :param threshold_config: Thresholds for when to consider a column to be in violation. The alert will only fire when the drift value is strictly greater than the threshold.
    :type threshold_config: ThresholdConfigs
 
-
    .. py:attribute:: drift_type
-      :type:  abacusai.api_class.enums.FeatureDriftType
+      :type: abacusai.api_class.enums.FeatureDriftType
 
+      
 
    .. py:attribute:: at_risk_threshold
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: severely_drifting_threshold
-      :type:  float
+      :type: float
 
+      
 
    .. py:method:: to_dict()
 
@@ -6881,8 +7707,8 @@ Package Contents
 
 .. py:class:: FeatureMappingConfig
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    Feature mapping configuration for a feature group type.
 
@@ -6893,23 +7719,26 @@ Package Contents
    :param nested_feature_name: The name of the nested feature in the feature group.
    :type nested_feature_name: str
 
-
    .. py:attribute:: feature_name
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: feature_mapping
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: nested_feature_name
-      :type:  str
+      :type: str
+
+      
 
 
 .. py:class:: ProjectFeatureGroupTypeMappingsConfig
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    Project feature group type mappings.
 
@@ -6920,18 +7749,20 @@ Package Contents
    :param feature_mappings: The feature mappings for the feature group.
    :type feature_mappings: List[FeatureMappingConfig]
 
-
    .. py:attribute:: feature_group_id
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: feature_group_type
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: feature_mappings
-      :type:  List[FeatureMappingConfig]
+      :type: List[FeatureMappingConfig]
 
+      
 
    .. py:method:: from_dict(input_dict)
       :classmethod:
@@ -6940,8 +7771,8 @@ Package Contents
 
 .. py:class:: ConstraintConfig
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    Constraint configuration.
 
@@ -6956,38 +7787,43 @@ Package Contents
    :param penalty: The penalty for violating the constraint.
    :type penalty: float
 
-
    .. py:attribute:: constant
-      :type:  float
+      :type: float
 
+      
 
    .. py:attribute:: operator
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: enforcement
-      :type:  Optional[str]
+      :type: Optional[str]
 
+      
 
    .. py:attribute:: code
-      :type:  Optional[str]
+      :type: Optional[str]
 
+      
 
    .. py:attribute:: penalty
-      :type:  Optional[float]
+      :type: Optional[float]
+
+      
 
 
 .. py:class:: ProjectFeatureGroupConfig
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    An abstract class for project feature group configuration.
 
-
    .. py:attribute:: type
-      :type:  abacusai.api_class.enums.ProjectConfigType
+      :type: abacusai.api_class.enums.ProjectConfigType
 
+      
 
    .. py:method:: _get_builder()
       :classmethod:
@@ -6996,64 +7832,68 @@ Package Contents
 
 .. py:class:: ConstraintProjectFeatureGroupConfig
 
-   Bases: :py:obj:`ProjectFeatureGroupConfig`
 
+   Bases: :py:obj:`ProjectFeatureGroupConfig`
 
    Constraint project feature group configuration.
 
    :param constraints: The constraint for the feature group. Should be a list of one ConstraintConfig.
    :type constraints: List[ConstraintConfig]
 
-
    .. py:attribute:: constraints
-      :type:  List[ConstraintConfig]
+      :type: List[ConstraintConfig]
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: ReviewModeProjectFeatureGroupConfig
 
-   Bases: :py:obj:`ProjectFeatureGroupConfig`
 
+   Bases: :py:obj:`ProjectFeatureGroupConfig`
 
    Review mode project feature group configuration.
 
    :param is_review_mode: The review mode for the feature group.
    :type is_review_mode: bool
 
-
    .. py:attribute:: is_review_mode
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:method:: __post_init__()
 
 
+
 .. py:class:: _ProjectFeatureGroupConfigFactory
 
-   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
+   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
    Helper class that provides a standard way to create an ABC using
    inheritance.
 
-
    .. py:attribute:: config_abstract_class
 
+      
 
    .. py:attribute:: config_class_key
       :value: 'type'
 
-
+      
 
    .. py:attribute:: config_class_map
 
+      
+
 
 .. py:class:: PythonFunctionArgument
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    A config class for python function arguments
 
@@ -7068,31 +7908,36 @@ Package Contents
    :param pipeline_variable: The name of the pipeline variable to use as the value
    :type pipeline_variable: str
 
-
    .. py:attribute:: variable_type
-      :type:  abacusai.api_class.enums.PythonFunctionArgumentType
+      :type: abacusai.api_class.enums.PythonFunctionArgumentType
 
+      
 
    .. py:attribute:: name
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: is_required
-      :type:  bool
+      :type: bool
 
+      
 
    .. py:attribute:: value
-      :type:  Any
+      :type: Any
 
+      
 
    .. py:attribute:: pipeline_variable
-      :type:  str
+      :type: str
+
+      
 
 
 .. py:class:: OutputVariableMapping
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    A config class for python function arguments
 
@@ -7101,26 +7946,28 @@ Package Contents
    :param name: The name of the python function variable
    :type name: str
 
-
    .. py:attribute:: variable_type
-      :type:  abacusai.api_class.enums.PythonFunctionOutputArgumentType
+      :type: abacusai.api_class.enums.PythonFunctionOutputArgumentType
 
+      
 
    .. py:attribute:: name
-      :type:  str
+      :type: str
+
+      
 
 
 .. py:class:: FeatureGroupExportConfig
 
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
+   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
 
    An abstract class for feature group exports.
 
-
    .. py:attribute:: connector_type
-      :type:  abacusai.api_class.enums.ConnectorType
+      :type: abacusai.api_class.enums.ConnectorType
 
+      
 
    .. py:method:: _get_builder()
       :classmethod:
@@ -7129,8 +7976,8 @@ Package Contents
 
 .. py:class:: FileConnectorExportConfig
 
-   Bases: :py:obj:`FeatureGroupExportConfig`
 
+   Bases: :py:obj:`FeatureGroupExportConfig`
 
    File connector export config for feature groups
 
@@ -7139,14 +7986,15 @@ Package Contents
    :param export_file_format: The file format to export the feature group to
    :type export_file_format: str
 
-
    .. py:attribute:: location
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: export_file_format
-      :type:  str
+      :type: str
 
+      
 
    .. py:method:: __post_init__()
 
@@ -7161,8 +8009,8 @@ Package Contents
 
 .. py:class:: DatabaseConnectorExportConfig
 
-   Bases: :py:obj:`FeatureGroupExportConfig`
 
+   Bases: :py:obj:`FeatureGroupExportConfig`
 
    Database connector export config for feature groups
 
@@ -7179,30 +8027,35 @@ Package Contents
    :param data_columns: The data columns to export the feature group to
    :type data_columns: Dict[str, str]
 
-
    .. py:attribute:: database_connector_id
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: mode
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: object_name
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: id_column
-      :type:  str
+      :type: str
 
+      
 
    .. py:attribute:: additional_id_columns
-      :type:  List[str]
+      :type: List[str]
 
+      
 
    .. py:attribute:: data_columns
-      :type:  Dict[str, str]
+      :type: Dict[str, str]
 
+      
 
    .. py:method:: __post_init__()
 
@@ -7217,33 +8070,36 @@ Package Contents
 
 .. py:class:: _FeatureGroupExportConfigFactory
 
-   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
+   Bases: :py:obj:`abacusai.api_class.abstract._ApiClassFactory`
 
    Helper class that provides a standard way to create an ABC using
    inheritance.
 
-
    .. py:attribute:: config_abstract_class
 
+      
 
    .. py:attribute:: config_class_key
       :value: 'connector_type'
 
-
+      
 
    .. py:attribute:: config_class_map
 
+      
+
 
 .. py:class:: AgentResponse(*args, **kwargs)
 
+
    Response object for agent to support attachments, section data and normal data
 
 
 .. py:class:: ApiClient(api_key = None, server = None, client_options = None, skip_version_check = False)
 
-   Bases: :py:obj:`ReadOnlyClient`
 
+   Bases: :py:obj:`ReadOnlyClient`
 
    Abacus.AI API Client
 
@@ -7256,7 +8112,6 @@ Package Contents
    :param skip_version_check: If true, will skip checking the server's current API version on initializing the client
    :type skip_version_check: bool
 
-
    .. py:method:: create_dataset_from_pandas(feature_group_table_name, df, clean_column_names = False)
 
       [Deprecated]
@@ -7273,7 +8128,6 @@ Package Contents
       :rtype: Dataset
 
 
-
    .. py:method:: create_dataset_version_from_pandas(table_name_or_id, df, clean_column_names = False)
 
       [Deprecated]
@@ -7290,7 +8144,6 @@ Package Contents
       :rtype: Dataset
 
 
-
    .. py:method:: create_feature_group_from_pandas_df(table_name, df, clean_column_names = False)
 
       Create a Feature Group from a local Pandas DataFrame.
@@ -7303,7 +8156,6 @@ Package Contents
       :type clean_column_names: bool
 
 
-
    .. py:method:: update_feature_group_from_pandas_df(table_name, df, clean_column_names = False)
 
       Updates a DATASET Feature Group from a local Pandas DataFrame.
@@ -7316,7 +8168,6 @@ Package Contents
       :type clean_column_names: bool
 
 
-
    .. py:method:: create_feature_group_from_spark_df(table_name, df)
 
       Create a Feature Group from a local Spark DataFrame.
@@ -7327,7 +8178,6 @@ Package Contents
       :type table_name: str
 
 
-
    .. py:method:: update_feature_group_from_spark_df(table_name, df)
 
       Create a Feature Group from a local Spark DataFrame.
@@ -7342,7 +8192,6 @@ Package Contents
       :type timeout: int
 
 
-
    .. py:method:: create_spark_df_from_feature_group_version(session, feature_group_version)
 
       Create a Spark Dataframe in the provided Spark Session context, for a materialized Abacus Feature Group Version.
@@ -7355,7 +8204,6 @@ Package Contents
       :returns: pyspark.sql.DataFrame
 
 
-
    .. py:method:: create_prediction_operator_from_functions(name, project_id, predict_function = None, initialize_function = None, feature_group_ids = None, cpu_size = None, memory = None, included_modules = None, package_requirements = None, use_gpu = False)
 
       Create a new prediction operator.
@@ -7385,7 +8233,6 @@ Package Contents
           PredictionOperator: The updated prediction operator object.
 
 
-
    .. py:method:: update_prediction_operator_from_functions(prediction_operator_id, name = None, predict_function = None, initialize_function = None, feature_group_ids = None, cpu_size = None, memory = None, included_modules = None, package_requirements = None, use_gpu = False)
 
       Update an existing prediction operator.
@@ -7412,7 +8259,6 @@ Package Contents
       :type use_gpu: bool
 
 
-
    .. py:method:: create_model_from_functions(project_id, train_function, predict_function = None, training_input_tables = None, predict_many_function = None, initialize_function = None, cpu_size = None, memory = None, training_config = None, exclusive_run = False, included_modules = None, package_requirements = None, name = None, use_gpu = False, is_thread_safe = None)
 
       Creates a model from a python function
@@ -7449,7 +8295,6 @@ Package Contents
       :type is_thread_safe: bool
 
 
-
    .. py:method:: update_model_from_functions(model_id, train_function, predict_function = None, predict_many_function = None, initialize_function = None, training_input_tables = None, cpu_size = None, memory = None, included_modules = None, package_requirements = None, use_gpu = False, is_thread_safe = None)
 
       Creates a model from a python function. Please pass in all the functions, even if you don't update it.
@@ -7480,7 +8325,6 @@ Package Contents
       :type is_thread_safe: bool
 
 
-
    .. py:method:: create_pipeline_step_from_function(pipeline_id, step_name, function, step_input_mappings = None, output_variable_mappings = None, step_dependencies = None, package_requirements = None, cpu_size = None, memory = None, included_modules = None, timeout = None)
 
       Creates a step in a given pipeline from a python function.
@@ -7509,7 +8353,6 @@ Package Contents
       :type timeout: int
 
 
-
    .. py:method:: update_pipeline_step_from_function(pipeline_step_id, function, step_input_mappings = None, output_variable_mappings = None, step_dependencies = None, package_requirements = None, cpu_size = None, memory = None, included_modules = None, timeout = None)
 
       Updates a pipeline step from a python function.
@@ -7536,7 +8379,6 @@ Package Contents
       :type timeout: int
 
 
-
    .. py:method:: create_python_function_from_function(name, function, function_variable_mappings = None, package_requirements = None, function_type = PythonFunctionType.FEATURE_GROUP.value)
 
       Creates a custom Python function
@@ -7553,7 +8395,6 @@ Package Contents
       :type function_type: PythonFunctionType
 
 
-
    .. py:method:: create_feature_group_from_python_function(function, table_name, input_tables = None, python_function_name = None, python_function_bindings = None, cpu_size = None, memory = None, package_requirements = None, included_modules = None)
 
       Creates a feature group from a python function
@@ -7578,7 +8419,6 @@ Package Contents
       :type included_modules: list
 
 
-
    .. py:method:: update_python_function_code(name, function = None, function_variable_mappings = None, package_requirements = None, included_modules = None)
 
       Update custom python function with user inputs for the given python function.
@@ -7598,7 +8438,6 @@ Package Contents
       :rtype: PythonFunction
 
 
-
    .. py:method:: create_algorithm_from_function(name, problem_type, training_data_parameter_names_mapping = None, training_config_parameter_name = None, train_function = None, predict_function = None, predict_many_function = None, initialize_function = None, common_functions = None, config_options = None, is_default_enabled = False, project_id = None, use_gpu = False, package_requirements = None, included_modules = None)
 
       Create a new algorithm, or update existing algorithm if the name already exists
@@ -7635,7 +8474,6 @@ Package Contents
       :type included_modules: list
 
 
-
    .. py:method:: update_algorithm_from_function(algorithm, training_data_parameter_names_mapping = None, training_config_parameter_name = None, train_function = None, predict_function = None, predict_many_function = None, initialize_function = None, common_functions = None, config_options = None, is_default_enabled = None, use_gpu = None, package_requirements = None, included_modules = None)
 
       Create a new algorithm, or update existing algorithm if the name already exists
@@ -7668,7 +8506,6 @@ Package Contents
       :type included_modules: list
 
 
-
    .. py:method:: get_train_function_input(project_id, training_table_names = None, training_data_parameter_name_override = None, training_config_parameter_name_override = None, training_config = None, custom_algorithm_config = None)
 
       Get the input data for the train function to test locally.
@@ -7689,7 +8526,6 @@ Package Contents
       :returns: A dictionary that maps train function parameter names to their values.
 
 
-
    .. py:method:: get_train_function_input_from_model_version(model_version, algorithm = None, training_config = None, custom_algorithm_config = None)
 
       Get the input data for the train function to test locally, based on a trained model version.
@@ -7706,7 +8542,6 @@ Package Contents
       :returns: A dictionary that maps train function parameter names to their values.
 
 
-
    .. py:method:: create_custom_loss_function(name, loss_function_type, loss_function)
 
       Registers a new custom loss function which can be used as an objective function during model training.
@@ -7725,7 +8560,6 @@ Package Contents
       :raises AlreadyExistsError: If the loss function with the same name already exists in the organization
 
 
-
    .. py:method:: update_custom_loss_function(name, loss_function)
 
       Updates a previously registered custom loss function with a new function implementation.
@@ -7742,7 +8576,6 @@ Package Contents
       :raises DataNotFoundError: If a loss function with given name is not found in the organization
 
 
-
    .. py:method:: create_custom_metric_from_function(name, problem_type, custom_metric_function)
 
       Registers a new custom metric which can be used as an evaluation metric for the trained model.
@@ -7761,7 +8594,6 @@ Package Contents
       :raises AlreadyExistsError: If a custom metric with given name already exists in the organization.
 
 
-
    .. py:method:: update_custom_metric_from_function(name, custom_metric_function)
 
       Updates a previously registered custom metric.
@@ -7778,7 +8610,6 @@ Package Contents
       :raises DataNotFoundError: If a custom metric with given name is not found in the organization.
 
 
-
    .. py:method:: create_module_from_notebook(file_path, name)
 
       Create a module with the code marked in the notebook. Use '#module_start#' to mark the starting code cell and '#module_end#' for the
@@ -7793,7 +8624,6 @@ Package Contents
       :rtype: Module
 
 
-
    .. py:method:: update_module_from_notebook(file_path, name)
 
       Update the module with the code marked in the notebook. Use '#module_start#' to mark the starting code cell and '#module_end#' for the
@@ -7808,7 +8638,6 @@ Package Contents
       :rtype: Module
 
 
-
    .. py:method:: import_module(name)
 
       Import a module created previously. It will reload if has been imported before.
@@ -7821,7 +8650,6 @@ Package Contents
       :rtype: module
 
 
-
    .. py:method:: create_agent_from_function(project_id, agent_function, name = None, memory = None, package_requirements = None, description = None, evaluation_feature_group_id = None, workflow_graph = None)
 
       [Deprecated]
@@ -7845,7 +8673,6 @@ Package Contents
       :type workflow_graph: WorkflowGraph
 
 
-
    .. py:method:: update_agent_with_function(model_id, agent_function, memory = None, package_requirements = None, enable_binary_input = None, description = None, workflow_graph = None)
 
       [Deprecated]
@@ -7867,7 +8694,6 @@ Package Contents
       :type workflow_graph: WorkflowGraph
 
 
-
    .. py:method:: execute_feature_group_sql(sql, fix_query_on_error = False, timeout=3600, delay=2)
 
       Execute a SQL query on the feature groups
@@ -7881,14 +8707,13 @@ Package Contents
       :rtype: pandas.DataFrame
 
 
-
    .. py:method:: get_agent_context_chat_history()
 
       Gets a history of chat messages from the current request context. Applicable within a AIAgent
       execute function.
 
-      :returns: List[ChatMessage]:: The chat history for the current request being processed by the Agent.
-
+      :returns: The chat history for the current request being processed by the Agent.
+      :rtype: List[ChatMessage]
 
 
    .. py:method:: set_agent_context_chat_history(chat_history)
@@ -7899,7 +8724,6 @@ Package Contents
       :type chat_history: List[ChatMessage]
 
 
-
    .. py:method:: get_agent_context_conversation_id()
 
       Gets the deployment conversation ID from the current request context. Applicable within a AIAgent
@@ -7909,7 +8733,6 @@ Package Contents
       :rtype: str
 
 
-
    .. py:method:: set_agent_context_conversation_id(conversation_id)
 
       Sets the deployment conversation ID from the current request context.
@@ -7918,7 +8741,6 @@ Package Contents
       :type conversation_id: str
 
 
-
    .. py:method:: get_agent_context_external_session_id()
 
       Gets the external session ID from the current request context if it has been set with the request.
@@ -7928,7 +8750,6 @@ Package Contents
       :rtype: str
 
 
-
    .. py:method:: set_agent_context_external_session_id(external_session_id)
 
       Sets the external session ID from the current request context if it has been set with the request.
@@ -7937,7 +8758,6 @@ Package Contents
       :type external_session_id: str
 
 
-
    .. py:method:: get_agent_context_doc_ids()
 
       Gets the document ID from the current request context if a document has been uploaded with the request.
@@ -7947,7 +8767,6 @@ Package Contents
       :rtype: List[str]
 
 
-
    .. py:method:: set_agent_context_doc_ids(doc_ids)
 
       Sets the doc_ids from the current request context.
@@ -7956,7 +8775,6 @@ Package Contents
       :type doc_ids: List[str]
 
 
-
    .. py:method:: get_agent_context_doc_infos()
 
       Gets the document information from the current request context if documents have been uploaded with the request.
@@ -7966,7 +8784,6 @@ Package Contents
       :rtype: List[dict]
 
 
-
    .. py:method:: set_agent_context_doc_infos(doc_infos)
 
       Sets the doc_infos in the current request context.
@@ -7975,7 +8792,6 @@ Package Contents
       :type doc_infos: List[dict]
 
 
-
    .. py:method:: get_agent_context_blob_inputs()
 
       Gets the BlobInputs from the current request context if a document has been uploaded with the request.
@@ -7985,13 +8801,11 @@ Package Contents
       :rtype: List[BlobInput]
 
 
-
    .. py:method:: clear_agent_context()
 
       Clears the current request context.
 
 
-
    .. py:method:: streaming_evaluate_prompt(prompt = None, system_message = None, llm_name = None, max_tokens = None, temperature = 0.0, messages = None, response_type = None, json_response_schema = None, section_key = None)
 
       Generate response to the prompt using the specified model.
@@ -8017,8 +8831,7 @@ Package Contents
       :type section_key: str
 
       :returns: The response from the model.
-      :rtype: text
-
+      :rtype: text (str)
 
 
    .. py:method:: _get_agent_app_request_id()
@@ -8029,7 +8842,6 @@ Package Contents
       :rtype: str
 
 
-
    .. py:method:: _get_agent_async_app_caller()
 
       Gets the caller for the current request context of async app. Applicable within a AIAgent execute function.
@@ -8038,7 +8850,6 @@ Package Contents
       :rtype: str
 
 
-
    .. py:method:: _is_proxy_app_caller()
 
       Gets the caller for the current request context of async app. Applicable within a AIAgent execute function.
@@ -8047,7 +8858,6 @@ Package Contents
       :rtype: bool
 
 
-
    .. py:method:: stream_message(message)
 
       Streams a message to the current request context. Applicable within a AIAgent execute function.
@@ -8057,7 +8867,6 @@ Package Contents
       :type message: str
 
 
-
    .. py:method:: stream_section_output(section_key, value, value_type = 'text')
 
       Streams value corresponding to a particular section to the current request context. Applicable within a AIAgent execute function.
@@ -8071,7 +8880,6 @@ Package Contents
       :type value_type: str
 
 
-
    .. py:method:: _stream_llm_call(section_key=None, **kwargs)
 
 
@@ -8092,7 +8900,6 @@ Package Contents
       :rtype: str
 
 
-
    .. py:method:: _status_poll(url, wait_states, method, body = {}, headers = None, delay = 2, timeout = 1200)
 
 
@@ -8123,7 +8930,6 @@ Package Contents
       :rtype: LlmExecutionResult
 
 
-
    .. py:method:: _get_doc_retriever_deployment_info(document_retriever_id)
 
 
@@ -8167,7 +8973,6 @@ Package Contents
       :rtype: list[DocumentRetrieverLookupResult]
 
 
-
    .. py:method:: create_model_from_files(project_id, location, name = None, custom_artifact_filenames = {}, model_config = {})
 
       Creates a new Model and returns Upload IDs for uploading the model artifacts.
@@ -8190,7 +8995,6 @@ Package Contents
       :rtype: Model
 
 
-
    .. py:method:: create_model_from_local_files(project_id, name = None, optional_artifacts = None, model_config = {})
 
       Creates a new Model and returns Upload IDs for uploading the model artifacts.
@@ -8211,7 +9015,6 @@ Package Contents
       :rtype: ModelUpload
 
 
-
    .. py:method:: create_model_version_from_files(model_id)
 
       Creates a new Model Version by re-importing from the paths specified when the model was created.
@@ -8223,7 +9026,6 @@ Package Contents
       :rtype: ModelVersion
 
 
-
    .. py:method:: create_model_version_from_local_files(model_id, optional_artifacts = None)
 
       Creates a new Model Version and returns Upload IDs for uploading the associated model artifacts.
@@ -8237,7 +9039,6 @@ Package Contents
       :rtype: ModelUpload
 
 
-
    .. py:method:: get_streaming_chat_response(deployment_token, deployment_id, messages, llm_name = None, num_completion_tokens = None, system_message = None, temperature = 0.0, filter_key_values = None, search_score_cutoff = None, chat_config = None, ignore_documents = False, include_search_results = False)
 
       Return an asynchronous generator which continues the conversation based on the input messages and search results.
@@ -8268,7 +9069,6 @@ Package Contents
       :type include_search_results: bool
 
 
-
    .. py:method:: get_streaming_conversation_response(deployment_token, deployment_id, message, deployment_conversation_id = None, external_session_id = None, llm_name = None, num_completion_tokens = None, system_message = None, temperature = 0.0, filter_key_values = None, search_score_cutoff = None, chat_config = None, ignore_documents = False, include_search_results = False)
 
       Return an asynchronous generator which continues the conversation based on the input messages and search results.
@@ -8303,7 +9103,6 @@ Package Contents
       :type include_search_results: bool
 
 
-
    .. py:method:: set_cache_scope(scope)
 
       Set the scope of the cache, for example, deployment id.
@@ -8314,13 +9113,11 @@ Package Contents
       :returns: None
 
 
-
    .. py:method:: clear_cache_scope()
 
       Clear the scope set before, and let it to automatically figure out the scope to use. If nothing found, will run in local.
 
 
-
    .. py:method:: set_scoped_cache_value(key, value, expiration_time = 21600)
 
       Set the value to key in the cache scope. Scope will be automatically figured out inside a deployment, or set with set_cache_scope.
@@ -8338,7 +9135,6 @@ Package Contents
       :raises InvalidParameterError: If key, value or expiration_time is invalid.
 
 
-
    .. py:method:: get_scoped_cache_value(key)
 
       Get the value of the key in the cache scope. Scope will be automatically figured out inside a deployment, or set with set_cache_scope.
@@ -8353,7 +9149,6 @@ Package Contents
       :raises Generic404Error: if the key doesn't exist.
 
 
-
    .. py:method:: delete_scoped_cache_key(key)
 
       Delete the value of the key in the cache scope. Scope will be automatically figured out inside a deployment, or set with set_cache_scope.
@@ -8365,7 +9160,6 @@ Package Contents
       :returns: None
 
 
-
    .. py:method:: add_user_to_organization(email)
 
       Invite a user to your organization. This method will send the specified email address an invitation link to join your organization.
@@ -8374,7 +9168,6 @@ Package Contents
       :type email: str
 
 
-
    .. py:method:: create_organization_group(group_name, permissions, default_group = False)
 
       Creates a new Organization Group.
@@ -8390,7 +9183,6 @@ Package Contents
       :rtype: OrganizationGroup
 
 
-
    .. py:method:: add_organization_group_permission(organization_group_id, permission)
 
       Adds a permission to the specified Organization Group.
@@ -8401,7 +9193,6 @@ Package Contents
       :type permission: str
 
 
-
    .. py:method:: remove_organization_group_permission(organization_group_id, permission)
 
       Removes a permission from the specified Organization Group.
@@ -8412,7 +9203,6 @@ Package Contents
       :type permission: str
 
 
-
    .. py:method:: delete_organization_group(organization_group_id)
 
       Deletes the specified Organization Group
@@ -8421,7 +9211,6 @@ Package Contents
       :type organization_group_id: str
 
 
-
    .. py:method:: add_user_to_organization_group(organization_group_id, email)
 
       Adds a user to the specified Organization Group.
@@ -8432,7 +9221,6 @@ Package Contents
       :type email: str
 
 
-
    .. py:method:: remove_user_from_organization_group(organization_group_id, email)
 
       Removes a user from an Organization Group.
@@ -8443,7 +9231,6 @@ Package Contents
       :type email: str
 
 
-
    .. py:method:: set_default_organization_group(organization_group_id)
 
       Sets the default Organization Group to which all new users joining an organization are automatically added.
@@ -8452,7 +9239,6 @@ Package Contents
       :type organization_group_id: str
 
 
-
    .. py:method:: delete_api_key(api_key_id)
 
       Delete a specified API key.
@@ -8461,7 +9247,6 @@ Package Contents
       :type api_key_id: str
 
 
-
    .. py:method:: remove_user_from_organization(email)
 
       Removes the specified user from the organization. You can remove yourself; otherwise, you must be an organization administrator to use this method to remove other users from the organization.
@@ -8470,7 +9255,6 @@ Package Contents
       :type email: str
 
 
-
    .. py:method:: send_email(email, subject, body, is_html = False)
 
       Send an email to the specified email address with provided subject and contents.
@@ -8485,7 +9269,6 @@ Package Contents
       :type is_html: bool
 
 
-
    .. py:method:: create_deployment_webhook(deployment_id, endpoint, webhook_event_type, payload_template = None)
 
       Create a webhook attached to a given deployment ID.
@@ -8503,7 +9286,6 @@ Package Contents
       :rtype: Webhook
 
 
-
    .. py:method:: update_webhook(webhook_id, endpoint = None, webhook_event_type = None, payload_template = None)
 
       Update the webhook
@@ -8518,7 +9300,6 @@ Package Contents
       :type payload_template: dict
 
 
-
    .. py:method:: delete_webhook(webhook_id)
 
       Delete the webhook
@@ -8527,7 +9308,6 @@ Package Contents
       :type webhook_id: str
 
 
-
    .. py:method:: create_project(name, use_case)
 
       Creates a project with the specified project name and use case. Creating a project creates a container for all datasets and models associated with a particular problem/project. For example, if you want to create a model to detect fraud, you need to first create a project, upload datasets, create feature groups, and then create one or more models to get predictions for your use case.
@@ -8541,7 +9321,6 @@ Package Contents
       :rtype: Project
 
 
-
    .. py:method:: rename_project(project_id, name)
 
       This method renames a project after it is created.
@@ -8552,7 +9331,6 @@ Package Contents
       :type name: str
 
 
-
    .. py:method:: delete_project(project_id)
 
       Delete a specified project from your organization.
@@ -8568,7 +9346,6 @@ Package Contents
       :type project_id: str
 
 
-
    .. py:method:: add_project_tags(project_id, tags)
 
       This method adds a tag to a project.
@@ -8579,7 +9356,6 @@ Package Contents
       :type tags: list
 
 
-
    .. py:method:: remove_project_tags(project_id, tags)
 
       This method removes a tag from a project.
@@ -8590,7 +9366,6 @@ Package Contents
       :type tags: list
 
 
-
    .. py:method:: add_feature_group_to_project(feature_group_id, project_id, feature_group_type = 'CUSTOM_TABLE')
 
       Adds a feature group to a project.
@@ -8603,7 +9378,6 @@ Package Contents
       :type feature_group_type: str
 
 
-
    .. py:method:: set_project_feature_group_config(feature_group_id, project_id, project_config = None)
 
       Sets a feature group's project config
@@ -8616,7 +9390,6 @@ Package Contents
       :type project_config: ProjectFeatureGroupConfig
 
 
-
    .. py:method:: remove_feature_group_from_project(feature_group_id, project_id)
 
       Removes a feature group from a project.
@@ -8627,7 +9400,6 @@ Package Contents
       :type project_id: str
 
 
-
    .. py:method:: set_feature_group_type(feature_group_id, project_id, feature_group_type = 'CUSTOM_TABLE')
 
       Update the feature group type in a project. The feature group must already be added to the project.
@@ -8640,7 +9412,6 @@ Package Contents
       :type feature_group_type: str
 
 
-
    .. py:method:: set_feature_mapping(project_id, feature_group_id, feature_name, feature_mapping = None, nested_column_name = None)
 
       Set a column's feature mapping. If the column mapping is single-use and already set in another column in this feature group, this call will first remove the other column's mapping and move it to this column.
@@ -8660,7 +9431,6 @@ Package Contents
       :rtype: list[Feature]
 
 
-
    .. py:method:: add_annotation(annotation, feature_group_id, feature_name, doc_id = None, feature_group_row_identifier = None, annotation_source = 'ui', status = None, comments = None, project_id = None, save_metadata = False, pages = None)
 
       Add an annotation entry to the database.
@@ -8692,7 +9462,6 @@ Package Contents
       :rtype: AnnotationEntry
 
 
-
    .. py:method:: describe_annotation(feature_group_id, feature_name = None, doc_id = None, feature_group_row_identifier = None)
 
       Get the latest annotation entry for a given feature group, feature, and document.
@@ -8710,7 +9479,6 @@ Package Contents
       :rtype: AnnotationEntry
 
 
-
    .. py:method:: update_annotation_status(feature_group_id, feature_name, status, doc_id = None, feature_group_row_identifier = None, save_metadata = False)
 
       Update the status of an annotation entry.
@@ -8732,7 +9500,6 @@ Package Contents
       :rtype: AnnotationEntry
 
 
-
    .. py:method:: get_document_to_annotate(feature_group_id, project_id, feature_name, feature_group_row_identifier = None, get_previous = False)
 
       Get an available document that needs to be annotated for a annotation feature group.
@@ -8752,7 +9519,6 @@ Package Contents
       :rtype: AnnotationDocument
 
 
-
    .. py:method:: import_annotation_labels(feature_group_id, file, annotation_type)
 
       Imports annotation labels from csv file. All valid values in the file will be imported as labels (including header row if present).
@@ -8768,7 +9534,6 @@ Package Contents
       :rtype: AnnotationConfig
 
 
-
    .. py:method:: create_feature_group(table_name, sql, description = None)
 
       Creates a new FeatureGroup from a SQL statement.
@@ -8784,7 +9549,6 @@ Package Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: create_feature_group_from_template(table_name, feature_group_template_id, template_bindings = None, should_attach_feature_group_to_template = True, description = None)
 
       Creates a new feature group from a SQL statement.
@@ -8804,7 +9568,6 @@ Package Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: create_feature_group_from_function(table_name, function_source_code = None, function_name = None, input_feature_groups = None, description = None, cpu_size = None, memory = None, package_requirements = None, use_original_csv_names = False, python_function_name = None, python_function_bindings = None, use_gpu = None)
 
       Creates a new feature in a Feature Group from user-provided code. Currently supported code languages are Python.
@@ -8825,9 +9588,9 @@ Package Contents
       :param description: The description for this feature group.
       :type description: str
       :param cpu_size: Size of the CPU for the feature group function.
-      :type cpu_size: str
+      :type cpu_size: CPUSize
       :param memory: Memory (in GB) for the feature group function.
-      :type memory: int
+      :type memory: MemorySize
       :param package_requirements: List of package requirements for the feature group function. For example: ['numpy==1.2.3', 'pandas>=1.4.0']
       :type package_requirements: list
       :param use_original_csv_names: Defaults to False, if set it uses the original column names for input feature groups from CSV datasets.
@@ -8843,7 +9606,6 @@ Package Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: create_sampling_feature_group(feature_group_id, table_name, sampling_config, description = None)
 
       Creates a new Feature Group defined as a sample of rows from another Feature Group.
@@ -8864,7 +9626,6 @@ Package Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: create_merge_feature_group(source_feature_group_id, table_name, merge_config, description = None)
 
       Creates a new feature group defined as the union of other feature group versions.
@@ -8881,7 +9642,6 @@ Package Contents
       Creates a new feature group defined as the union of other feature group versions.
 
 
-
    .. py:method:: create_operator_feature_group(source_feature_group_id, table_name, operator_config, description = None)
 
       Creates a new Feature Group defined by a pre-defined operator applied to another Feature Group.
@@ -8890,8 +9650,8 @@ Package Contents
       :type source_feature_group_id: str
       :param table_name: Unique string identifier for the operator Feature Group. Can be up to 120 characters long and can only contain alphanumeric characters and underscores.
       :type table_name: str
-      :param operator_config: JSON object (aka map) defining the operator and its parameters.
-      :type operator_config: dict
+      :param operator_config: The operator config is used to define the operator and its parameters.
+      :type operator_config: OperatorConfig
       :param description: Human-readable description of the Feature Group.
       :type description: str
 
@@ -8899,7 +9659,6 @@ Package Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: create_snapshot_feature_group(feature_group_version, table_name)
 
       Creates a Snapshot Feature Group corresponding to a specific Feature Group version.
@@ -8913,7 +9672,6 @@ Package Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: create_online_feature_group(table_name, primary_key, description = None)
 
       Creates an Online Feature Group.
@@ -8929,7 +9687,6 @@ Package Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: set_feature_group_sampling_config(feature_group_id, sampling_config)
 
       Set a FeatureGroup’s sampling to the config values provided, so that the rows the FeatureGroup returns will be a sample of those it would otherwise have returned.
@@ -8943,7 +9700,6 @@ Package Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: set_feature_group_merge_config(feature_group_id, merge_config)
 
       Set a MergeFeatureGroup’s merge config to the values provided, so that the feature group only returns a bounded range of an incremental dataset.
@@ -8957,7 +9713,6 @@ Package Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: set_feature_group_operator_config(feature_group_id, operator_config)
 
       Set a OperatorFeatureGroup’s operator config to the values provided.
@@ -8965,8 +9720,10 @@ Package Contents
       :param feature_group_id: A unique string identifier associated with the feature group.
       :type feature_group_id: str
       :param operator_config: A dictionary object specifying the pre-defined operations.
-      :type operator_config: dict
+      :type operator_config: OperatorConfig
 
+      :returns: The updated FeatureGroup.
+      :rtype: FeatureGroup
 
 
    .. py:method:: set_feature_group_schema(feature_group_id, schema)
@@ -8979,7 +9736,6 @@ Package Contents
       :type schema: list
 
 
-
    .. py:method:: create_feature(feature_group_id, name, select_expression)
 
       Creates a new feature in a Feature Group from a SQL select statement.
@@ -8995,7 +9751,6 @@ Package Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: add_feature_group_tag(feature_group_id, tag)
 
       Adds a tag to the feature group
@@ -9006,7 +9761,6 @@ Package Contents
       :type tag: str
 
 
-
    .. py:method:: remove_feature_group_tag(feature_group_id, tag)
 
       Removes a tag from the specified feature group.
@@ -9017,7 +9771,6 @@ Package Contents
       :type tag: str
 
 
-
    .. py:method:: add_annotatable_feature(feature_group_id, name, annotation_type)
 
       Add an annotatable feature in a Feature Group
@@ -9033,7 +9786,6 @@ Package Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: set_feature_as_annotatable_feature(feature_group_id, feature_name, annotation_type, feature_group_row_identifier_feature = None, doc_id_feature = None)
 
       Sets an existing feature as an annotatable feature (Feature that can be annotated).
@@ -9053,7 +9805,6 @@ Package Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: set_annotation_status_feature(feature_group_id, feature_name)
 
       Sets a feature as the annotation status feature for a feature group.
@@ -9067,7 +9818,6 @@ Package Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: unset_feature_as_annotatable_feature(feature_group_id, feature_name)
 
       Unsets a feature as annotatable
@@ -9081,7 +9831,6 @@ Package Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: add_feature_group_annotation_label(feature_group_id, label_name, annotation_type, label_definition = None)
 
       Adds an annotation label
@@ -9099,7 +9848,6 @@ Package Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: remove_feature_group_annotation_label(feature_group_id, label_name)
 
       Removes an annotation label
@@ -9113,7 +9861,6 @@ Package Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: add_feature_tag(feature_group_id, feature, tag)
 
       Adds a tag on a feature
@@ -9126,7 +9873,6 @@ Package Contents
       :type tag: str
 
 
-
    .. py:method:: remove_feature_tag(feature_group_id, feature, tag)
 
       Removes a tag from a feature
@@ -9139,7 +9885,6 @@ Package Contents
       :type tag: str
 
 
-
    .. py:method:: create_nested_feature(feature_group_id, nested_feature_name, table_name, using_clause, where_clause = None, order_clause = None)
 
       Creates a new nested feature in a feature group from a SQL statement.
@@ -9161,7 +9906,6 @@ Package Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: update_nested_feature(feature_group_id, nested_feature_name, table_name = None, using_clause = None, where_clause = None, order_clause = None, new_nested_feature_name = None)
 
       Updates a previously existing nested feature in a feature group.
@@ -9185,7 +9929,6 @@ Package Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: delete_nested_feature(feature_group_id, nested_feature_name)
 
       Delete a nested feature.
@@ -9199,7 +9942,6 @@ Package Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: create_point_in_time_feature(feature_group_id, feature_name, history_table_name, aggregation_keys, timestamp_key, historical_timestamp_key, expression, lookback_window_seconds = None, lookback_window_lag_seconds = 0, lookback_count = None, lookback_until_position = 0)
 
       Creates a new point in time feature in a feature group using another historical feature group, window spec, and aggregate expression.
@@ -9236,7 +9978,6 @@ Package Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: update_point_in_time_feature(feature_group_id, feature_name, history_table_name = None, aggregation_keys = None, timestamp_key = None, historical_timestamp_key = None, expression = None, lookback_window_seconds = None, lookback_window_lag_seconds = None, lookback_count = None, lookback_until_position = None, new_feature_name = None)
 
       Updates an existing Point-in-Time (PiT) feature in a feature group. See `createPointInTimeFeature` for detailed semantics.
@@ -9270,7 +10011,6 @@ Package Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: create_point_in_time_group(feature_group_id, group_name, window_key, aggregation_keys, history_table_name = None, history_window_key = None, history_aggregation_keys = None, lookback_window = None, lookback_window_lag = 0, lookback_count = None, lookback_until_position = 0)
 
       Create a Point-in-Time Group
@@ -9302,7 +10042,6 @@ Package Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: generate_point_in_time_features(feature_group_id, group_name, columns, window_functions, prefix = None)
 
       Generates and adds PIT features given the selected columns to aggregate over, and the operations to include.
@@ -9322,7 +10061,6 @@ Package Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: update_point_in_time_group(feature_group_id, group_name, window_key = None, aggregation_keys = None, history_table_name = None, history_window_key = None, history_aggregation_keys = None, lookback_window = None, lookback_window_lag = None, lookback_count = None, lookback_until_position = None)
 
       Update Point-in-Time Group
@@ -9354,7 +10092,6 @@ Package Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: delete_point_in_time_group(feature_group_id, group_name)
 
       Delete point in time group
@@ -9368,7 +10105,6 @@ Package Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: create_point_in_time_group_feature(feature_group_id, group_name, name, expression)
 
       Create point in time group feature
@@ -9386,7 +10122,6 @@ Package Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: update_point_in_time_group_feature(feature_group_id, group_name, name, expression)
 
       Update a feature's SQL expression in a point in time group
@@ -9404,7 +10139,6 @@ Package Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: set_feature_type(feature_group_id, feature, feature_type, project_id = None)
 
       Set the type of a feature in a feature group. Specify the feature group ID, feature name, and feature type, and the method will return the new column with the changes reflected.
@@ -9422,7 +10156,6 @@ Package Contents
       :rtype: Schema
 
 
-
    .. py:method:: invalidate_streaming_feature_group_data(feature_group_id, invalid_before_timestamp)
 
       Invalidates all streaming data with timestamp before invalidBeforeTimestamp
@@ -9433,7 +10166,6 @@ Package Contents
       :type invalid_before_timestamp: int
 
 
-
    .. py:method:: concatenate_feature_group_data(feature_group_id, source_feature_group_id, merge_type = 'UNION', replace_until_timestamp = None, skip_materialize = False)
 
       Concatenates data from one Feature Group to another. Feature Groups can be merged if their schemas are compatible, they have the special `updateTimestampKey` column, and (if set) the `primaryKey` column. The second operand in the concatenate operation will be appended to the first operand (merge target).
@@ -9450,7 +10182,6 @@ Package Contents
       :type skip_materialize: bool
 
 
-
    .. py:method:: remove_concatenation_config(feature_group_id)
 
       Removes the concatenation config on a destination feature group.
@@ -9459,7 +10190,6 @@ Package Contents
       :type feature_group_id: str
 
 
-
    .. py:method:: set_feature_group_indexing_config(feature_group_id, primary_key = None, update_timestamp_key = None, lookup_keys = None)
 
       Sets various attributes of the feature group used for primary key, deployment lookups and streaming updates.
@@ -9474,7 +10204,6 @@ Package Contents
       :type lookup_keys: list
 
 
-
    .. py:method:: execute_async_feature_group_operation(query = None, fix_query_on_error = False)
 
       Starts the execution of fg operation
@@ -9488,7 +10217,6 @@ Package Contents
       :rtype: ExecuteFeatureGroupOperation
 
 
-
    .. py:method:: describe_async_feature_group_operation(feature_group_operation_run_id)
 
       Gets the status of the execution of fg operation
@@ -9500,7 +10228,6 @@ Package Contents
       :rtype: ExecuteFeatureGroupOperation
 
 
-
    .. py:method:: update_feature_group(feature_group_id, description = None)
 
       Modify an existing Feature Group.
@@ -9514,7 +10241,6 @@ Package Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: detach_feature_group_from_template(feature_group_id)
 
       Update a feature group to detach it from a template.
@@ -9526,7 +10252,6 @@ Package Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: update_feature_group_template_bindings(feature_group_id, template_bindings = None)
 
       Update the feature group template bindings for a template feature group.
@@ -9540,7 +10265,6 @@ Package Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: update_feature_group_python_function_bindings(feature_group_id, python_function_bindings)
 
       Updates an existing Feature Group's Python function bindings from a user-provided Python Function. If a list of feature groups are supplied within the Python function bindings, we will provide DataFrames (Pandas in the case of Python) with the materialized feature groups for those input feature groups as arguments to the function.
@@ -9551,7 +10275,6 @@ Package Contents
       :type python_function_bindings: List
 
 
-
    .. py:method:: update_feature_group_python_function(feature_group_id, python_function_name, python_function_bindings = None, cpu_size = None, memory = None, use_gpu = None, use_original_csv_names = None)
 
       Updates an existing Feature Group's python function from a user provided Python Function. If a list of feature groups are supplied within the python function
@@ -9567,16 +10290,15 @@ Package Contents
       :param python_function_bindings: List of python function arguments.
       :type python_function_bindings: List
       :param cpu_size: Size of the CPU for the feature group python function.
-      :type cpu_size: str
+      :type cpu_size: CPUSize
       :param memory: Memory (in GB) for the feature group python function.
-      :type memory: int
+      :type memory: MemorySize
       :param use_gpu: Whether the feature group needs a gpu or not. Otherwise default to CPU.
       :type use_gpu: bool
       :param use_original_csv_names: If enabled, it uses the original column names for input feature groups from CSV datasets.
       :type use_original_csv_names: bool
 
 
-
    .. py:method:: update_feature_group_sql_definition(feature_group_id, sql)
 
       Updates the SQL statement for a feature group.
@@ -9590,7 +10312,6 @@ Package Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: update_dataset_feature_group_feature_expression(feature_group_id, feature_expression)
 
       Updates the SQL feature expression for a Dataset FeatureGroup's custom features
@@ -9604,7 +10325,6 @@ Package Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: update_feature(feature_group_id, name, select_expression = None, new_name = None)
 
       Modifies an existing feature in a feature group.
@@ -9622,7 +10342,6 @@ Package Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: export_feature_group_version_to_file_connector(feature_group_version, location, export_file_format, overwrite = False)
 
       Export Feature group to File Connector.
@@ -9640,7 +10359,6 @@ Package Contents
       :rtype: FeatureGroupExport
 
 
-
    .. py:method:: export_feature_group_version_to_database_connector(feature_group_version, database_connector_id, object_name, write_mode, database_feature_mapping, id_column = None, additional_id_columns = None)
 
       Export Feature group to Database Connector.
@@ -9664,7 +10382,6 @@ Package Contents
       :rtype: FeatureGroupExport
 
 
-
    .. py:method:: export_feature_group_version_to_console(feature_group_version, export_file_format)
 
       Export Feature group to console.
@@ -9678,7 +10395,6 @@ Package Contents
       :rtype: FeatureGroupExport
 
 
-
    .. py:method:: set_feature_group_modifier_lock(feature_group_id, locked = True)
 
       Lock a feature group to prevent modification.
@@ -9689,7 +10405,6 @@ Package Contents
       :type locked: bool
 
 
-
    .. py:method:: add_user_to_feature_group_modifiers(feature_group_id, email)
 
       Adds a user to a feature group.
@@ -9700,7 +10415,6 @@ Package Contents
       :type email: str
 
 
-
    .. py:method:: add_organization_group_to_feature_group_modifiers(feature_group_id, organization_group_id)
 
       Add OrganizationGroup to a feature group modifiers list
@@ -9711,7 +10425,6 @@ Package Contents
       :type organization_group_id: str
 
 
-
    .. py:method:: remove_user_from_feature_group_modifiers(feature_group_id, email)
 
       Removes a user from a specified feature group.
@@ -9722,7 +10435,6 @@ Package Contents
       :type email: str
 
 
-
    .. py:method:: remove_organization_group_from_feature_group_modifiers(feature_group_id, organization_group_id)
 
       Removes an OrganizationGroup from a feature group modifiers list
@@ -9733,7 +10445,6 @@ Package Contents
       :type organization_group_id: str
 
 
-
    .. py:method:: delete_feature(feature_group_id, name)
 
       Removes a feature from the feature group.
@@ -9747,7 +10458,6 @@ Package Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: delete_feature_group(feature_group_id)
 
       Deletes a Feature Group.
@@ -9756,7 +10466,6 @@ Package Contents
       :type feature_group_id: str
 
 
-
    .. py:method:: create_feature_group_version(feature_group_id, variable_bindings = None)
 
       Creates a snapshot for a specified feature group. Triggers materialization of the feature group. The new version of the feature group is created after it has materialized.
@@ -9770,7 +10479,6 @@ Package Contents
       :rtype: FeatureGroupVersion
 
 
-
    .. py:method:: create_feature_group_template(feature_group_id, name, template_sql, template_variables, description = None, template_bindings = None, should_attach_feature_group_to_template = False)
 
       Create a feature group template.
@@ -9794,7 +10502,6 @@ Package Contents
       :rtype: FeatureGroupTemplate
 
 
-
    .. py:method:: delete_feature_group_template(feature_group_template_id)
 
       Delete an existing feature group template.
@@ -9803,7 +10510,6 @@ Package Contents
       :type feature_group_template_id: str
 
 
-
    .. py:method:: update_feature_group_template(feature_group_template_id, template_sql = None, template_variables = None, description = None, name = None)
 
       Update a feature group template.
@@ -9823,7 +10529,6 @@ Package Contents
       :rtype: FeatureGroupTemplate
 
 
-
    .. py:method:: preview_feature_group_template_resolution(feature_group_template_id = None, template_bindings = None, template_sql = None, template_variables = None, should_validate = True)
 
       Resolve template sql using template variables and template bindings.
@@ -9843,7 +10548,6 @@ Package Contents
       :rtype: ResolvedFeatureGroupTemplate
 
 
-
    .. py:method:: cancel_upload(upload_id)
 
       Cancels an upload.
@@ -9852,7 +10556,6 @@ Package Contents
       :type upload_id: str
 
 
-
    .. py:method:: upload_part(upload_id, part_number, part_data)
 
       Uploads part of a large dataset file from your bucket to our system. Our system currently supports parts of up to 5GB and full files of up to 5TB. Note that each part must be at least 5MB in size, unless it is the last part in the sequence of parts for the full file.
@@ -9868,7 +10571,6 @@ Package Contents
       :rtype: UploadPart
 
 
-
    .. py:method:: mark_upload_complete(upload_id)
 
       Marks an upload process as complete.
@@ -9880,7 +10582,6 @@ Package Contents
       :rtype: Upload
 
 
-
    .. py:method:: create_dataset_from_file_connector(table_name, location, file_format = None, refresh_schedule = None, csv_delimiter = None, filename_column = None, start_prefix = None, until_prefix = None, location_date_format = None, date_format_lookback_days = None, incremental = False, is_documentset = False, extract_bounding_boxes = False, document_processing_config = None, merge_file_schemas = False, reference_only_documentset = False, parsing_config = None)
 
       Creates a dataset from a file located in a cloud storage, such as Amazon AWS S3, using the specified dataset name and location.
@@ -9924,7 +10625,6 @@ Package Contents
       :rtype: Dataset
 
 
-
    .. py:method:: create_dataset_version_from_file_connector(dataset_id, location = None, file_format = None, csv_delimiter = None, merge_file_schemas = None, parsing_config = None)
 
       Creates a new version of the specified dataset.
@@ -9946,7 +10646,6 @@ Package Contents
       :rtype: DatasetVersion
 
 
-
    .. py:method:: create_dataset_from_database_connector(table_name, database_connector_id, object_name = None, columns = None, query_arguments = None, refresh_schedule = None, sql_query = None, incremental = False, incremental_database_connector_config = None)
 
       Creates a dataset from a Database Connector.
@@ -9974,7 +10673,6 @@ Package Contents
       :rtype: Dataset
 
 
-
    .. py:method:: create_dataset_from_application_connector(table_name, application_connector_id, dataset_config = None, refresh_schedule = None)
 
       Creates a dataset from an Application Connector.
@@ -9992,7 +10690,6 @@ Package Contents
       :rtype: Dataset
 
 
-
    .. py:method:: create_dataset_version_from_database_connector(dataset_id, object_name = None, columns = None, query_arguments = None, sql_query = None)
 
       Creates a new version of the specified dataset.
@@ -10012,7 +10709,6 @@ Package Contents
       :rtype: DatasetVersion
 
 
-
    .. py:method:: create_dataset_version_from_application_connector(dataset_id, dataset_config = None)
 
       Creates a new version of the specified dataset.
@@ -10026,7 +10722,6 @@ Package Contents
       :rtype: DatasetVersion
 
 
-
    .. py:method:: create_dataset_from_upload(table_name, file_format = None, csv_delimiter = None, is_documentset = False, extract_bounding_boxes = False, parsing_config = None, merge_file_schemas = False, document_processing_config = None)
 
       Creates a dataset and returns an upload ID that can be used to upload a file.
@@ -10052,7 +10747,6 @@ Package Contents
       :rtype: Upload
 
 
-
    .. py:method:: create_dataset_version_from_upload(dataset_id, file_format = None)
 
       Creates a new version of the specified dataset using a local file upload.
@@ -10066,7 +10760,6 @@ Package Contents
       :rtype: Upload
 
 
-
    .. py:method:: create_dataset_version_from_document_reprocessing(dataset_id, document_processing_config = None)
 
       Creates a new dataset version for a source docstore dataset with the provided document processing configuration. This does not re-import the data but uses the same data which is imported in the latest dataset version and only performs document processing on it.
@@ -10080,7 +10773,6 @@ Package Contents
       :rtype: DatasetVersion
 
 
-
    .. py:method:: create_streaming_dataset(table_name, primary_key = None, update_timestamp_key = None, lookup_keys = None)
 
       Creates a streaming dataset. Use a streaming dataset if your dataset is receiving information from multiple sources over an extended period of time.
@@ -10098,7 +10790,6 @@ Package Contents
       :rtype: Dataset
 
 
-
    .. py:method:: snapshot_streaming_data(dataset_id)
 
       Snapshots the current data in the streaming dataset.
@@ -10110,7 +10801,6 @@ Package Contents
       :rtype: DatasetVersion
 
 
-
    .. py:method:: set_dataset_column_data_type(dataset_id, column, data_type)
 
       Set a Dataset's column type.
@@ -10126,8 +10816,7 @@ Package Contents
       :rtype: Dataset
 
 
-
-   .. py:method:: create_dataset_from_streaming_connector(table_name, streaming_connector_id, streaming_args = None, refresh_schedule = None)
+   .. py:method:: create_dataset_from_streaming_connector(table_name, streaming_connector_id, dataset_config = None, refresh_schedule = None)
 
       Creates a dataset from a Streaming Connector
 
@@ -10135,8 +10824,8 @@ Package Contents
       :type table_name: str
       :param streaming_connector_id: Unique String Identifier for the Streaming Connector to import the dataset from
       :type streaming_connector_id: str
-      :param streaming_args: Dictionary of arguments to read data from the streaming connector
-      :type streaming_args: dict
+      :param dataset_config: Streaming dataset config
+      :type dataset_config: StreamingConnectorDatasetConfig
       :param refresh_schedule: Cron time string format that describes a schedule to retrieve the latest version of the imported dataset. Time is specified in UTC.
       :type refresh_schedule: str
 
@@ -10144,7 +10833,6 @@ Package Contents
       :rtype: Dataset
 
 
-
    .. py:method:: set_streaming_retention_policy(dataset_id, retention_hours = None, retention_row_count = None, ignore_records_before_timestamp = None)
 
       Sets the streaming retention policy.
@@ -10159,7 +10847,6 @@ Package Contents
       :type ignore_records_before_timestamp: int
 
 
-
    .. py:method:: rename_database_connector(database_connector_id, name)
 
       Renames a Database Connector
@@ -10170,7 +10857,6 @@ Package Contents
       :type name: str
 
 
-
    .. py:method:: rename_application_connector(application_connector_id, name)
 
       Renames a Application Connector
@@ -10181,7 +10867,6 @@ Package Contents
       :type name: str
 
 
-
    .. py:method:: verify_database_connector(database_connector_id)
 
       Checks if Abacus.AI can access the specified database.
@@ -10190,7 +10875,6 @@ Package Contents
       :type database_connector_id: str
 
 
-
    .. py:method:: verify_file_connector(bucket)
 
       Checks to see if Abacus.AI can access the given bucket.
@@ -10202,7 +10886,6 @@ Package Contents
       :rtype: FileConnectorVerification
 
 
-
    .. py:method:: delete_database_connector(database_connector_id)
 
       Delete a database connector.
@@ -10211,7 +10894,6 @@ Package Contents
       :type database_connector_id: str
 
 
-
    .. py:method:: delete_application_connector(application_connector_id)
 
       Delete an application connector.
@@ -10220,7 +10902,6 @@ Package Contents
       :type application_connector_id: str
 
 
-
    .. py:method:: delete_file_connector(bucket)
 
       Deletes a file connector
@@ -10229,7 +10910,6 @@ Package Contents
       :type bucket: str
 
 
-
    .. py:method:: verify_application_connector(application_connector_id)
 
       Checks if Abacus.AI can access the application using the provided application connector ID.
@@ -10238,7 +10918,6 @@ Package Contents
       :type application_connector_id: str
 
 
-
    .. py:method:: set_azure_blob_connection_string(bucket, connection_string)
 
       Authenticates the specified Azure Blob Storage bucket using an authenticated Connection String.
@@ -10252,7 +10931,6 @@ Package Contents
       :rtype: FileConnectorVerification
 
 
-
    .. py:method:: verify_streaming_connector(streaming_connector_id)
 
       Checks to see if Abacus.AI can access the streaming connector.
@@ -10261,7 +10939,6 @@ Package Contents
       :type streaming_connector_id: str
 
 
-
    .. py:method:: rename_streaming_connector(streaming_connector_id, name)
 
       Renames a Streaming Connector
@@ -10272,7 +10949,6 @@ Package Contents
       :type name: str
 
 
-
    .. py:method:: delete_streaming_connector(streaming_connector_id)
 
       Delete a streaming connector.
@@ -10281,7 +10957,6 @@ Package Contents
       :type streaming_connector_id: str
 
 
-
    .. py:method:: create_streaming_token()
 
       Creates a streaming token for the specified project. Streaming tokens are used to authenticate requests when appending data to streaming datasets.
@@ -10290,7 +10965,6 @@ Package Contents
       :rtype: StreamingAuthToken
 
 
-
    .. py:method:: delete_streaming_token(streaming_token)
 
       Deletes the specified streaming token.
@@ -10299,7 +10973,6 @@ Package Contents
       :type streaming_token: str
 
 
-
    .. py:method:: delete_dataset(dataset_id)
 
       Deletes the specified dataset from the organization.
@@ -10308,7 +10981,6 @@ Package Contents
       :type dataset_id: str
 
 
-
    .. py:method:: get_docstore_page_data(doc_id, page, document_processing_config = None, document_processing_version = None)
 
       Returns the extracted page data for a document page.
@@ -10326,7 +10998,6 @@ Package Contents
       :rtype: PageData
 
 
-
    .. py:method:: get_docstore_document_data(doc_id, document_processing_config = None, document_processing_version = None, return_extracted_page_text = False)
 
       Returns the extracted data for a document.
@@ -10344,7 +11015,6 @@ Package Contents
       :rtype: DocumentData
 
 
-
    .. py:method:: extract_document_data(document = None, doc_id = None, document_processing_config = None, start_page = None, end_page = None, return_extracted_page_text = False)
 
       Extracts data from a document.
@@ -10366,7 +11036,6 @@ Package Contents
       :rtype: DocumentData
 
 
-
    .. py:method:: get_training_config_options(project_id, feature_group_ids = None, for_retrain = False, current_training_config = None)
 
       Retrieves the full initial description of the model training configuration options available for the specified project. The configuration options available are determined by the use case associated with the specified project. Refer to the [Use Case Documentation]({USE_CASES_URL}) for more information on use cases and use case-specific configuration options.
@@ -10384,7 +11053,6 @@ Package Contents
       :rtype: list[TrainingConfigOptions]
 
 
-
    .. py:method:: create_train_test_data_split_feature_group(project_id, training_config, feature_group_ids)
 
       Get the train and test data split without training the model. Only supported for models with custom algorithms.
@@ -10400,7 +11068,6 @@ Package Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: train_model(project_id, name = None, training_config = None, feature_group_ids = None, refresh_schedule = None, custom_algorithms = None, custom_algorithms_only = False, custom_algorithm_configs = None, builtin_algorithms = None, cpu_size = None, memory = None, algorithm_training_configs = None)
 
       Create a new model and start its training in the given project.
@@ -10434,7 +11101,6 @@ Package Contents
       :rtype: Model
 
 
-
    .. py:method:: create_model_from_python(project_id, function_source_code, train_function_name, training_input_tables, predict_function_name = None, predict_many_function_name = None, initialize_function_name = None, name = None, cpu_size = None, memory = None, training_config = None, exclusive_run = False, package_requirements = None, use_gpu = False, is_thread_safe = None)
 
       Initializes a new Model from user-provided Python code. If a list of input feature groups is supplied, they will be provided as arguments to the train and predict functions with the materialized feature groups for those input feature groups.
@@ -10477,7 +11143,6 @@ Package Contents
       :rtype: Model
 
 
-
    .. py:method:: rename_model(model_id, name)
 
       Renames a model
@@ -10488,7 +11153,6 @@ Package Contents
       :type name: str
 
 
-
    .. py:method:: update_python_model(model_id, function_source_code = None, train_function_name = None, predict_function_name = None, predict_many_function_name = None, initialize_function_name = None, training_input_tables = None, cpu_size = None, memory = None, package_requirements = None, use_gpu = None, is_thread_safe = None, training_config = None)
 
       Updates an existing Python Model using user-provided Python code. If a list of input feature groups is supplied, they will be provided as arguments to the `train` and `predict` functions with the materialized feature groups for those input feature groups.
@@ -10527,7 +11191,6 @@ Package Contents
       :rtype: Model
 
 
-
    .. py:method:: update_python_model_zip(model_id, train_function_name = None, predict_function_name = None, predict_many_function_name = None, train_module_name = None, predict_module_name = None, training_input_tables = None, cpu_size = None, memory = None, package_requirements = None, use_gpu = None)
 
       Updates an existing Python Model using a provided zip file. If a list of input feature groups are supplied, they will be provided as arguments to the train and predict functions with the materialized feature groups for those input feature groups.
@@ -10562,7 +11225,6 @@ Package Contents
       :rtype: Upload
 
 
-
    .. py:method:: update_python_model_git(model_id, application_connector_id = None, branch_name = None, python_root = None, train_function_name = None, predict_function_name = None, predict_many_function_name = None, train_module_name = None, predict_module_name = None, training_input_tables = None, cpu_size = None, memory = None, use_gpu = None)
 
       Updates an existing Python model using an existing Git application connector. If a list of input feature groups are supplied, these will be provided as arguments to the train and predict functions with the materialized feature groups for those input feature groups.
@@ -10601,7 +11263,6 @@ Package Contents
       :rtype: Model
 
 
-
    .. py:method:: set_model_training_config(model_id, training_config, feature_group_ids = None)
 
       Edits the default model training config
@@ -10617,7 +11278,6 @@ Package Contents
       :rtype: Model
 
 
-
    .. py:method:: set_model_objective(model_version, metric = None)
 
       Sets the best model for all model instances of the model based on the specified metric, and updates the training configuration to use the specified metric for any future model versions.
@@ -10631,7 +11291,6 @@ Package Contents
       :type metric: str
 
 
-
    .. py:method:: set_model_prediction_params(model_id, prediction_config)
 
       Sets the model prediction config for the model
@@ -10645,7 +11304,6 @@ Package Contents
       :rtype: Model
 
 
-
    .. py:method:: retrain_model(model_id, deployment_ids = None, feature_group_ids = None, custom_algorithms = None, builtin_algorithms = None, custom_algorithm_configs = None, cpu_size = None, memory = None, training_config = None, algorithm_training_configs = None)
 
       Retrains the specified model, with an option to choose the deployments to which the retraining will be deployed.
@@ -10675,7 +11333,6 @@ Package Contents
       :rtype: Model
 
 
-
    .. py:method:: delete_model(model_id)
 
       Deletes the specified model and all its versions. Models which are currently used in deployments cannot be deleted.
@@ -10684,7 +11341,6 @@ Package Contents
       :type model_id: str
 
 
-
    .. py:method:: delete_model_version(model_version)
 
       Deletes the specified model version. Model versions which are currently used in deployments cannot be deleted.
@@ -10693,7 +11349,6 @@ Package Contents
       :type model_version: str
 
 
-
    .. py:method:: export_model_artifact_as_feature_group(model_version, table_name, artifact_type = None)
 
       Exports metric artifact data for a model as a feature group.
@@ -10709,7 +11364,6 @@ Package Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: set_default_model_algorithm(model_id = None, algorithm = None, data_cluster_type = None)
 
       Sets the model's algorithm to default for all new deployments
@@ -10722,7 +11376,6 @@ Package Contents
       :type data_cluster_type: str
 
 
-
    .. py:method:: get_custom_train_function_info(project_id, feature_group_names_for_training = None, training_data_parameter_name_override = None, training_config = None, custom_algorithm_config = None)
 
       Returns information about how to call the custom train function.
@@ -10742,7 +11395,6 @@ Package Contents
       :rtype: CustomTrainFunctionInfo
 
 
-
    .. py:method:: export_custom_model_version(model_version, output_location, algorithm = None)
 
       Bundle custom model artifacts to a zip file, and export to the specified location.
@@ -10758,8 +11410,7 @@ Package Contents
       :rtype: ModelArtifactsExport
 
 
-
-   .. py:method:: create_model_monitor(project_id, prediction_feature_group_id, training_feature_group_id = None, name = None, refresh_schedule = None, target_value = None, target_value_bias = None, target_value_performance = None, feature_mappings = None, model_id = None, training_feature_mappings = None, feature_group_base_monitor_config = None, feature_group_comparison_monitor_config = None, include_interactive_performance_analysis = False)
+   .. py:method:: create_model_monitor(project_id, prediction_feature_group_id, training_feature_group_id = None, name = None, refresh_schedule = None, target_value = None, target_value_bias = None, target_value_performance = None, feature_mappings = None, model_id = None, training_feature_mappings = None, feature_group_base_monitor_config = None, feature_group_comparison_monitor_config = None, exclude_interactive_performance_analysis = True, exclude_bias_analysis = None, exclude_performance_analysis = None, exclude_feature_drift_analysis = None, exclude_data_integrity_analysis = None)
 
       Runs a model monitor for the specified project.
 
@@ -10789,14 +11440,21 @@ Package Contents
       :type feature_group_base_monitor_config: dict
       :param feature_group_comparison_monitor_config: Selection strategy for the feature_group 1 with the feature group version if selected.
       :type feature_group_comparison_monitor_config: dict
-      :param include_interactive_performance_analysis: Whether to include interactive performance analysis.
-      :type include_interactive_performance_analysis: bool
+      :param exclude_interactive_performance_analysis: Whether to exclude interactive performance analysis. Defaults to True if not provided.
+      :type exclude_interactive_performance_analysis: bool
+      :param exclude_bias_analysis: Whether to exclude bias analysis in the model monitor. For default value bias analysis is included.
+      :type exclude_bias_analysis: bool
+      :param exclude_performance_analysis: Whether to exclude performance analysis in the model monitor. For default value performance analysis is included.
+      :type exclude_performance_analysis: bool
+      :param exclude_feature_drift_analysis: Whether to exclude feature drift analysis in the model monitor. For default value feature drift analysis is included.
+      :type exclude_feature_drift_analysis: bool
+      :param exclude_data_integrity_analysis: Whether to exclude data integrity analysis in the model monitor. For default value data integrity analysis is included.
+      :type exclude_data_integrity_analysis: bool
 
       :returns: The new model monitor that was created.
       :rtype: ModelMonitor
 
 
-
    .. py:method:: rerun_model_monitor(model_monitor_id)
 
       Re-runs the specified model monitor.
@@ -10808,7 +11466,6 @@ Package Contents
       :rtype: ModelMonitor
 
 
-
    .. py:method:: rename_model_monitor(model_monitor_id, name)
 
       Renames a model monitor
@@ -10819,7 +11476,6 @@ Package Contents
       :type name: str
 
 
-
    .. py:method:: delete_model_monitor(model_monitor_id)
 
       Deletes the specified Model Monitor and all its versions.
@@ -10828,7 +11484,6 @@ Package Contents
       :type model_monitor_id: str
 
 
-
    .. py:method:: delete_model_monitor_version(model_monitor_version)
 
       Deletes the specified model monitor version.
@@ -10837,7 +11492,6 @@ Package Contents
       :type model_monitor_version: str
 
 
-
    .. py:method:: create_vision_drift_monitor(project_id, prediction_feature_group_id, training_feature_group_id, name, feature_mappings, training_feature_mappings, target_value_performance = None, refresh_schedule = None)
 
       Runs a vision drift monitor for the specified project.
@@ -10863,7 +11517,6 @@ Package Contents
       :rtype: ModelMonitor
 
 
-
    .. py:method:: create_nlp_drift_monitor(project_id, prediction_feature_group_id, training_feature_group_id, name, feature_mappings, training_feature_mappings, target_value_performance = None, refresh_schedule = None)
 
       Runs an NLP drift monitor for the specified project.
@@ -10889,7 +11542,6 @@ Package Contents
       :rtype: ModelMonitor
 
 
-
    .. py:method:: create_forecasting_monitor(project_id, name, prediction_feature_group_id, training_feature_group_id, training_forecast_config, prediction_forecast_config, forecast_frequency, refresh_schedule = None)
 
       Runs a forecasting monitor for the specified project.
@@ -10915,7 +11567,6 @@ Package Contents
       :rtype: ModelMonitor
 
 
-
    .. py:method:: create_eda(project_id, feature_group_id, name, refresh_schedule = None, include_collinearity = False, include_data_consistency = False, collinearity_keys = None, primary_keys = None, data_consistency_test_config = None, data_consistency_reference_config = None, feature_mappings = None, forecast_frequency = None)
 
       Run an Exploratory Data Analysis (EDA) for the specified project.
@@ -10949,7 +11600,6 @@ Package Contents
       :rtype: Eda
 
 
-
    .. py:method:: rerun_eda(eda_id)
 
       Reruns the specified EDA object.
@@ -10961,7 +11611,6 @@ Package Contents
       :rtype: Eda
 
 
-
    .. py:method:: rename_eda(eda_id, name)
 
       Renames an EDA
@@ -10972,7 +11621,6 @@ Package Contents
       :type name: str
 
 
-
    .. py:method:: delete_eda(eda_id)
 
       Deletes the specified EDA and all its versions.
@@ -10981,7 +11629,6 @@ Package Contents
       :type eda_id: str
 
 
-
    .. py:method:: delete_eda_version(eda_version)
 
       Deletes the specified EDA version.
@@ -10990,7 +11637,6 @@ Package Contents
       :type eda_version: str
 
 
-
    .. py:method:: create_holdout_analysis(name, model_id, feature_group_ids, model_version = None, algorithm = None)
 
       Create a holdout analysis for a model
@@ -11010,7 +11656,6 @@ Package Contents
       :rtype: HoldoutAnalysis
 
 
-
    .. py:method:: rerun_holdout_analysis(holdout_analysis_id, model_version = None, algorithm = None)
 
       Rerun a holdout analysis. A different model version and algorithm can be specified which should be under the same model.
@@ -11026,7 +11671,6 @@ Package Contents
       :rtype: HoldoutAnalysisVersion
 
 
-
    .. py:method:: create_monitor_alert(project_id, alert_name, condition_config, action_config, model_monitor_id = None, realtime_monitor_id = None)
 
       Create a monitor alert for the given conditions and monitor. We can create monitor alert either for model monitor or real-time monitor.
@@ -11048,7 +11692,6 @@ Package Contents
       :rtype: MonitorAlert
 
 
-
    .. py:method:: update_monitor_alert(monitor_alert_id, alert_name = None, condition_config = None, action_config = None)
 
       Update monitor alert
@@ -11066,7 +11709,6 @@ Package Contents
       :rtype: MonitorAlert
 
 
-
    .. py:method:: run_monitor_alert(monitor_alert_id)
 
       Reruns a given monitor alert from latest monitor instance
@@ -11078,7 +11720,6 @@ Package Contents
       :rtype: MonitorAlert
 
 
-
    .. py:method:: delete_monitor_alert(monitor_alert_id)
 
       Delets a monitor alert
@@ -11087,7 +11728,6 @@ Package Contents
       :type monitor_alert_id: str
 
 
-
    .. py:method:: create_prediction_operator(name, project_id, source_code = None, predict_function_name = None, initialize_function_name = None, feature_group_ids = None, cpu_size = None, memory = None, package_requirements = None, use_gpu = False)
 
       Create a new prediction operator.
@@ -11117,7 +11757,6 @@ Package Contents
       :rtype: PredictionOperator
 
 
-
    .. py:method:: update_prediction_operator(prediction_operator_id, name = None, feature_group_ids = None, source_code = None, initialize_function_name = None, predict_function_name = None, cpu_size = None, memory = None, package_requirements = None, use_gpu = None)
 
       Update an existing prediction operator.
@@ -11147,7 +11786,6 @@ Package Contents
       :rtype: PredictionOperator
 
 
-
    .. py:method:: delete_prediction_operator(prediction_operator_id)
 
       Delete an existing prediction operator.
@@ -11156,7 +11794,6 @@ Package Contents
       :type prediction_operator_id: str
 
 
-
    .. py:method:: deploy_prediction_operator(prediction_operator_id, auto_deploy = True)
 
       Deploy the prediction operator.
@@ -11170,7 +11807,6 @@ Package Contents
       :rtype: Deployment
 
 
-
    .. py:method:: create_prediction_operator_version(prediction_operator_id)
 
       Create a new version of the prediction operator.
@@ -11182,7 +11818,6 @@ Package Contents
       :rtype: PredictionOperatorVersion
 
 
-
    .. py:method:: delete_prediction_operator_version(prediction_operator_version)
 
       Delete a prediction operator version.
@@ -11191,7 +11826,6 @@ Package Contents
       :type prediction_operator_version: str
 
 
-
    .. py:method:: create_deployment(name = None, model_id = None, model_version = None, algorithm = None, feature_group_id = None, project_id = None, description = None, calls_per_second = None, auto_deploy = True, start = True, enable_batch_streaming_updates = False, skip_metrics_check = False, model_deployment_config = None)
 
       Creates a deployment with the specified name and description for the specified model or feature group.
@@ -11230,7 +11864,6 @@ Package Contents
       :rtype: Deployment
 
 
-
    .. py:method:: create_deployment_token(project_id, name = None)
 
       Creates a deployment token for the specified project.
@@ -11247,7 +11880,6 @@ Package Contents
       :rtype: DeploymentAuthToken
 
 
-
    .. py:method:: update_deployment(deployment_id, description = None, auto_deploy = None, skip_metrics_check = None)
 
       Updates a deployment's properties.
@@ -11262,7 +11894,6 @@ Package Contents
       :type skip_metrics_check: bool
 
 
-
    .. py:method:: rename_deployment(deployment_id, name)
 
       Updates a deployment's name
@@ -11273,7 +11904,6 @@ Package Contents
       :type name: str
 
 
-
    .. py:method:: set_auto_deployment(deployment_id, enable = None)
 
       Enable or disable auto deployment for the specified deployment.
@@ -11287,7 +11917,6 @@ Package Contents
       :type enable: bool
 
 
-
    .. py:method:: set_deployment_model_version(deployment_id, model_version, algorithm = None, model_deployment_config = None)
 
       Promotes a model version and/or algorithm to be the active served deployment version
@@ -11302,7 +11931,6 @@ Package Contents
       :type model_deployment_config: dict
 
 
-
    .. py:method:: set_deployment_feature_group_version(deployment_id, feature_group_version)
 
       Promotes a feature group version to be served in the deployment.
@@ -11313,7 +11941,6 @@ Package Contents
       :type feature_group_version: str
 
 
-
    .. py:method:: set_deployment_prediction_operator_version(deployment_id, prediction_operator_version)
 
       Promotes a prediction operator version to be served in the deployment.
@@ -11324,7 +11951,6 @@ Package Contents
       :type prediction_operator_version: str
 
 
-
    .. py:method:: start_deployment(deployment_id)
 
       Restarts the specified deployment that was previously suspended.
@@ -11333,7 +11959,6 @@ Package Contents
       :type deployment_id: str
 
 
-
    .. py:method:: stop_deployment(deployment_id)
 
       Stops the specified deployment.
@@ -11342,7 +11967,6 @@ Package Contents
       :type deployment_id: str
 
 
-
    .. py:method:: delete_deployment(deployment_id)
 
       Deletes the specified deployment. The deployment's models will not be affected. Note that the deployments are not recoverable after they are deleted.
@@ -11351,7 +11975,6 @@ Package Contents
       :type deployment_id: str
 
 
-
    .. py:method:: delete_deployment_token(deployment_token)
 
       Deletes the specified deployment token.
@@ -11360,7 +11983,6 @@ Package Contents
       :type deployment_token: str
 
 
-
    .. py:method:: set_deployment_feature_group_export_file_connector_output(deployment_id, file_format = None, output_location = None)
 
       Sets the export output for the Feature Group Deployment to be a file connector.
@@ -11373,7 +11995,6 @@ Package Contents
       :type output_location: str
 
 
-
    .. py:method:: set_deployment_feature_group_export_database_connector_output(deployment_id, database_connector_id, object_name, write_mode, database_feature_mapping, id_column = None, additional_id_columns = None)
 
       Sets the export output for the Feature Group Deployment to a Database connector.
@@ -11394,7 +12015,6 @@ Package Contents
       :type additional_id_columns: list
 
 
-
    .. py:method:: remove_deployment_feature_group_export_output(deployment_id)
 
       Removes the export type that is set for the Feature Group Deployment
@@ -11403,7 +12023,6 @@ Package Contents
       :type deployment_id: str
 
 
-
    .. py:method:: set_default_prediction_arguments(deployment_id, prediction_arguments, set_as_override = False)
 
       Sets the deployment config.
@@ -11419,7 +12038,6 @@ Package Contents
       :rtype: Deployment
 
 
-
    .. py:method:: create_deployment_alert(deployment_id, alert_name, condition_config, action_config)
 
       Create a deployment alert for the given conditions.
@@ -11440,7 +12058,6 @@ Package Contents
       :rtype: MonitorAlert
 
 
-
    .. py:method:: create_realtime_monitor(deployment_id, realtime_monitor_schedule = None, lookback_time = None)
 
       Real time monitors compute and monitor metrics of real time prediction data.
@@ -11456,7 +12073,6 @@ Package Contents
       :rtype: RealtimeMonitor
 
 
-
    .. py:method:: update_realtime_monitor(realtime_monitor_id, realtime_monitor_schedule = None, lookback_time = None)
 
       Update the real-time monitor associated with the real-time monitor id.
@@ -11472,7 +12088,6 @@ Package Contents
       :rtype: RealtimeMonitor
 
 
-
    .. py:method:: delete_realtime_monitor(realtime_monitor_id)
 
       Delete the real-time monitor associated with the real-time monitor id.
@@ -11481,7 +12096,6 @@ Package Contents
       :type realtime_monitor_id: str
 
 
-
    .. py:method:: create_refresh_policy(name, cron, refresh_type, project_id = None, dataset_ids = [], feature_group_id = None, model_ids = [], deployment_ids = [], batch_prediction_ids = [], model_monitor_ids = [], notebook_id = None, prediction_operator_id = None, feature_group_export_config = None)
 
       Creates a refresh policy with a particular cron pattern and refresh type. The cron is specified in UTC time.
@@ -11520,7 +12134,6 @@ Package Contents
       :rtype: RefreshPolicy
 
 
-
    .. py:method:: delete_refresh_policy(refresh_policy_id)
 
       Delete a refresh policy.
@@ -11529,7 +12142,6 @@ Package Contents
       :type refresh_policy_id: str
 
 
-
    .. py:method:: pause_refresh_policy(refresh_policy_id)
 
       Pauses a refresh policy
@@ -11538,7 +12150,6 @@ Package Contents
       :type refresh_policy_id: str
 
 
-
    .. py:method:: resume_refresh_policy(refresh_policy_id)
 
       Resumes a refresh policy
@@ -11547,7 +12158,6 @@ Package Contents
       :type refresh_policy_id: str
 
 
-
    .. py:method:: run_refresh_policy(refresh_policy_id)
 
       Force a run of the refresh policy.
@@ -11556,7 +12166,6 @@ Package Contents
       :type refresh_policy_id: str
 
 
-
    .. py:method:: update_refresh_policy(refresh_policy_id, name = None, cron = None, feature_group_export_config = None)
 
       Update the name or cron string of a refresh policy
@@ -11574,7 +12183,6 @@ Package Contents
       :rtype: RefreshPolicy
 
 
-
    .. py:method:: lookup_features(deployment_token, deployment_id, query_data, limit_results = None, result_columns = None)
 
       Returns the feature group deployed in the feature store project.
@@ -11591,7 +12199,6 @@ Package Contents
       :type result_columns: list
 
 
-
    .. py:method:: predict(deployment_token, deployment_id, query_data)
 
       Returns a prediction for Predictive Modeling
@@ -11604,7 +12211,6 @@ Package Contents
       :type query_data: dict
 
 
-
    .. py:method:: predict_multiple(deployment_token, deployment_id, query_data)
 
       Returns a list of predictions for predictive modeling.
@@ -11617,7 +12223,6 @@ Package Contents
       :type query_data: list
 
 
-
    .. py:method:: predict_from_datasets(deployment_token, deployment_id, query_data)
 
       Returns a list of predictions for Predictive Modeling.
@@ -11630,7 +12235,6 @@ Package Contents
       :type query_data: dict
 
 
-
    .. py:method:: predict_lead(deployment_token, deployment_id, query_data, explain_predictions = False, explainer_type = None)
 
       Returns the probability of a user being a lead based on their interaction with the service/product and their own attributes (e.g. income, assets, credit score, etc.). Note that the inputs to this method, wherever applicable, should be the column names in the dataset mapped to the column mappings in our system (e.g. column 'user_id' mapped to mapping 'LEAD_ID' in our system).
@@ -11647,7 +12251,6 @@ Package Contents
       :type explainer_type: str
 
 
-
    .. py:method:: predict_churn(deployment_token, deployment_id, query_data, explain_predictions = False, explainer_type = None)
 
       Returns the probability of a user to churn out in response to their interactions with the item/product/service. Note that the inputs to this method, wherever applicable, will be the column names in your dataset mapped to the column mappings in our system (e.g. column 'churn_result' mapped to mapping 'CHURNED_YN' in our system).
@@ -11664,7 +12267,6 @@ Package Contents
       :type explainer_type: str
 
 
-
    .. py:method:: predict_takeover(deployment_token, deployment_id, query_data)
 
       Returns a probability for each class label associated with the types of fraud or a 'yes' or 'no' type label for the possibility of fraud. Note that the inputs to this method, wherever applicable, will be the column names in the dataset mapped to the column mappings in our system (e.g., column 'account_name' mapped to mapping 'ACCOUNT_ID' in our system).
@@ -11677,7 +12279,6 @@ Package Contents
       :type query_data: dict
 
 
-
    .. py:method:: predict_fraud(deployment_token, deployment_id, query_data)
 
       Returns the probability of a transaction performed under a specific account being fraudulent or not. Note that the inputs to this method, wherever applicable, should be the column names in your dataset mapped to the column mappings in our system (e.g. column 'account_number' mapped to the mapping 'ACCOUNT_ID' in our system).
@@ -11690,7 +12291,6 @@ Package Contents
       :type query_data: dict
 
 
-
    .. py:method:: predict_class(deployment_token, deployment_id, query_data, threshold = None, threshold_class = None, thresholds = None, explain_predictions = False, fixed_features = None, nested = None, explainer_type = None)
 
       Returns a classification prediction
@@ -11717,7 +12317,6 @@ Package Contents
       :type explainer_type: str
 
 
-
    .. py:method:: predict_target(deployment_token, deployment_id, query_data, explain_predictions = False, fixed_features = None, nested = None, explainer_type = None)
 
       Returns a prediction from a classification or regression model. Optionally, includes explanations.
@@ -11738,7 +12337,6 @@ Package Contents
       :type explainer_type: str
 
 
-
    .. py:method:: get_anomalies(deployment_token, deployment_id, threshold = None, histogram = False)
 
       Returns a list of anomalies from the training dataset.
@@ -11753,7 +12351,6 @@ Package Contents
       :type histogram: bool
 
 
-
    .. py:method:: get_timeseries_anomalies(deployment_token, deployment_id, start_timestamp = None, end_timestamp = None, query_data = None, get_all_item_data = False, series_ids = None)
 
       Returns a list of anomalous timestamps from the training dataset.
@@ -11774,7 +12371,6 @@ Package Contents
       :type series_ids: list
 
 
-
    .. py:method:: is_anomaly(deployment_token, deployment_id, query_data = None)
 
       Returns a list of anomaly attributes based on login information for a specified account. Note that the inputs to this method, wherever applicable, should be the column names in the dataset mapped to the column mappings in our system (e.g. column 'account_name' mapped to mapping 'ACCOUNT_ID' in our system).
@@ -11787,7 +12383,6 @@ Package Contents
       :type query_data: dict
 
 
-
    .. py:method:: get_event_anomaly_score(deployment_token, deployment_id, query_data = None)
 
       Returns an anomaly score for an event.
@@ -11800,7 +12395,6 @@ Package Contents
       :type query_data: dict
 
 
-
    .. py:method:: get_forecast(deployment_token, deployment_id, query_data, future_data = None, num_predictions = None, prediction_start = None, explain_predictions = False, explainer_type = None, get_item_data = False)
 
       Returns a list of forecasts for a given entity under the specified project deployment. Note that the inputs to the deployed model will be the column names in your dataset mapped to the column mappings in our system (e.g. column 'holiday_yn' mapped to mapping 'FUTURE' in our system).
@@ -11825,7 +12419,6 @@ Package Contents
       :type get_item_data: bool
 
 
-
    .. py:method:: get_k_nearest(deployment_token, deployment_id, vector, k = None, distance = None, include_score = False, catalog_id = None)
 
       Returns the k nearest neighbors for the provided embedding vector.
@@ -11846,7 +12439,6 @@ Package Contents
       :type catalog_id: str
 
 
-
    .. py:method:: get_multiple_k_nearest(deployment_token, deployment_id, queries)
 
       Returns the k nearest neighbors for the queries provided.
@@ -11859,7 +12451,6 @@ Package Contents
       :type queries: list
 
 
-
    .. py:method:: get_labels(deployment_token, deployment_id, query_data, return_extracted_entities = False)
 
       Returns a list of scored labels for a document.
@@ -11874,7 +12465,6 @@ Package Contents
       :type return_extracted_entities: bool
 
 
-
    .. py:method:: get_entities_from_pdf(deployment_token, deployment_id, pdf = None, doc_id = None, return_extracted_features = False, verbose = False, save_extracted_features = None)
 
       Extracts text from the provided PDF and returns a list of recognized labels and their scores.
@@ -11895,7 +12485,6 @@ Package Contents
       :type save_extracted_features: bool
 
 
-
    .. py:method:: get_recommendations(deployment_token, deployment_id, query_data, num_items = None, page = None, exclude_item_ids = None, score_field = None, scaling_factors = None, restrict_items = None, exclude_items = None, explore_fraction = None, diversity_attribute_name = None, diversity_max_results_per_value = None)
 
       Returns a list of recommendations for a given user under the specified project deployment. Note that the inputs to this method, wherever applicable, will be the column names in your dataset mapped to the column mappings in our system (e.g. column 'time' mapped to mapping 'TIMESTAMP' in our system).
@@ -11926,7 +12515,6 @@ Package Contents
       :type diversity_max_results_per_value: int
 
 
-
    .. py:method:: get_personalized_ranking(deployment_token, deployment_id, query_data, preserve_ranks = None, preserve_unknown_items = False, scaling_factors = None)
 
       Returns a list of items with personalized promotions for a given user under the specified project deployment. Note that the inputs to this method, wherever applicable, should be the column names in the dataset mapped to the column mappings in our system (e.g. column 'item_code' mapped to mapping 'ITEM_ID' in our system).
@@ -11945,7 +12533,6 @@ Package Contents
       :type scaling_factors: list
 
 
-
    .. py:method:: get_ranked_items(deployment_token, deployment_id, query_data, preserve_ranks = None, preserve_unknown_items = False, score_field = None, scaling_factors = None, diversity_attribute_name = None, diversity_max_results_per_value = None)
 
       Returns a list of re-ranked items for a selected user when a list of items is required to be reranked according to the user's preferences. Note that the inputs to this method, wherever applicable, will be the column names in your dataset mapped to the column mappings in our system (e.g. column 'item_code' mapped to mapping 'ITEM_ID' in our system).
@@ -11970,7 +12557,6 @@ Package Contents
       :type diversity_max_results_per_value: int
 
 
-
    .. py:method:: get_related_items(deployment_token, deployment_id, query_data, num_items = None, page = None, scaling_factors = None, restrict_items = None, exclude_items = None)
 
       Returns a list of related items for a given item under the specified project deployment. Note that the inputs to this method, wherever applicable, will be the column names in your dataset mapped to the column mappings in our system (e.g. column 'item_code' mapped to mapping 'ITEM_ID' in our system).
@@ -11993,7 +12579,6 @@ Package Contents
       :type exclude_items: list
 
 
-
    .. py:method:: get_chat_response(deployment_token, deployment_id, messages, llm_name = None, num_completion_tokens = None, system_message = None, temperature = 0.0, filter_key_values = None, search_score_cutoff = None, chat_config = None, ignore_documents = False)
 
       Return a chat response which continues the conversation based on the input messages and search results.
@@ -12022,7 +12607,6 @@ Package Contents
       :type ignore_documents: bool
 
 
-
    .. py:method:: get_chat_response_with_binary_data(deployment_token, deployment_id, messages, llm_name = None, num_completion_tokens = None, system_message = None, temperature = 0.0, filter_key_values = None, search_score_cutoff = None, chat_config = None, ignore_documents = False, attachments = None)
 
       Return a chat response which continues the conversation based on the input messages and search results.
@@ -12053,7 +12637,6 @@ Package Contents
       :type attachments: None
 
 
-
    .. py:method:: get_conversation_response(deployment_id, message, deployment_conversation_id = None, external_session_id = None, llm_name = None, num_completion_tokens = None, system_message = None, temperature = 0.0, filter_key_values = None, search_score_cutoff = None, chat_config = None, ignore_documents = False, deployment_token = None, doc_infos = None)
 
       Return a conversation response which continues the conversation based on the input message and deployment conversation id (if exists).
@@ -12088,7 +12671,6 @@ Package Contents
       :type doc_infos: list
 
 
-
    .. py:method:: get_conversation_response_with_binary_data(deployment_id, deployment_token, message, deployment_conversation_id = None, external_session_id = None, llm_name = None, num_completion_tokens = None, system_message = None, temperature = 0.0, filter_key_values = None, search_score_cutoff = None, chat_config = None, ignore_documents = False, attachments = None)
 
       Return a conversation response which continues the conversation based on the input message and deployment conversation id (if exists).
@@ -12123,7 +12705,6 @@ Package Contents
       :type attachments: None
 
 
-
    .. py:method:: get_search_results(deployment_token, deployment_id, query_data, num = 15)
 
       Return the most relevant search results to the search query from the uploaded documents.
@@ -12138,7 +12719,6 @@ Package Contents
       :type num: int
 
 
-
    .. py:method:: get_sentiment(deployment_token, deployment_id, document)
 
       Predicts sentiment on a document
@@ -12151,7 +12731,6 @@ Package Contents
       :type document: str
 
 
-
    .. py:method:: get_entailment(deployment_token, deployment_id, document)
 
       Predicts the classification of the document
@@ -12164,7 +12743,6 @@ Package Contents
       :type document: str
 
 
-
    .. py:method:: get_classification(deployment_token, deployment_id, document)
 
       Predicts the classification of the document
@@ -12177,7 +12755,6 @@ Package Contents
       :type document: str
 
 
-
    .. py:method:: get_summary(deployment_token, deployment_id, query_data)
 
       Returns a JSON of the predicted summary for the given document. Note that the inputs to this method, wherever applicable, will be the column names in your dataset mapped to the column mappings in our system (e.g. column 'text' mapped to mapping 'DOCUMENT' in our system).
@@ -12190,7 +12767,6 @@ Package Contents
       :type query_data: dict
 
 
-
    .. py:method:: predict_language(deployment_token, deployment_id, query_data)
 
       Predicts the language of the text
@@ -12203,7 +12779,6 @@ Package Contents
       :type query_data: str
 
 
-
    .. py:method:: get_assignments(deployment_token, deployment_id, query_data, forced_assignments = None, solve_time_limit_seconds = None, include_all_assignments = False)
 
       Get all positive assignments that match a query.
@@ -12222,7 +12797,6 @@ Package Contents
       :type include_all_assignments: bool
 
 
-
    .. py:method:: get_alternative_assignments(deployment_token, deployment_id, query_data, add_constraints = None, solve_time_limit_seconds = None, best_alternate_only = False)
 
       Get alternative positive assignments for given query. Optimal assignments are ignored and the alternative assignments are returned instead.
@@ -12241,7 +12815,6 @@ Package Contents
       :type best_alternate_only: bool
 
 
-
    .. py:method:: check_constraints(deployment_token, deployment_id, query_data)
 
       Check for any constraints violated by the overrides.
@@ -12254,7 +12827,6 @@ Package Contents
       :type query_data: dict
 
 
-
    .. py:method:: predict_with_binary_data(deployment_token, deployment_id, blob)
 
       Make predictions for a given blob, e.g. image, audio
@@ -12267,7 +12839,6 @@ Package Contents
       :type blob: io.TextIOBase
 
 
-
    .. py:method:: describe_image(deployment_token, deployment_id, image, categories, top_n = None)
 
       Describe the similarity between an image and a list of categories.
@@ -12284,7 +12855,6 @@ Package Contents
       :type top_n: int
 
 
-
    .. py:method:: get_text_from_document(deployment_token, deployment_id, document = None, adjust_doc_orientation = False, save_predicted_pdf = False, save_extracted_features = False)
 
       Generate text from a document
@@ -12303,7 +12873,6 @@ Package Contents
       :type save_extracted_features: bool
 
 
-
    .. py:method:: transcribe_audio(deployment_token, deployment_id, audio)
 
       Transcribe the audio
@@ -12316,7 +12885,6 @@ Package Contents
       :type audio: io.TextIOBase
 
 
-
    .. py:method:: classify_image(deployment_token, deployment_id, image = None, doc_id = None)
 
       Classify an image.
@@ -12331,7 +12899,6 @@ Package Contents
       :type doc_id: str
 
 
-
    .. py:method:: classify_pdf(deployment_token, deployment_id, pdf = None)
 
       Returns a classification prediction from a PDF
@@ -12344,7 +12911,6 @@ Package Contents
       :type pdf: io.TextIOBase
 
 
-
    .. py:method:: get_cluster(deployment_token, deployment_id, query_data)
 
       Predicts the cluster for given data.
@@ -12357,7 +12923,6 @@ Package Contents
       :type query_data: dict
 
 
-
    .. py:method:: get_objects_from_image(deployment_token, deployment_id, image)
 
       Classify an image.
@@ -12370,7 +12935,6 @@ Package Contents
       :type image: io.TextIOBase
 
 
-
    .. py:method:: score_image(deployment_token, deployment_id, image)
 
       Score on image.
@@ -12383,7 +12947,6 @@ Package Contents
       :type image: io.TextIOBase
 
 
-
    .. py:method:: transfer_style(deployment_token, deployment_id, source_image, style_image)
 
       Change the source image to adopt the visual style from the style image.
@@ -12398,7 +12961,6 @@ Package Contents
       :type style_image: io.TextIOBase
 
 
-
    .. py:method:: generate_image(deployment_token, deployment_id, query_data)
 
       Generate an image from text prompt.
@@ -12411,7 +12973,6 @@ Package Contents
       :type query_data: dict
 
 
-
    .. py:method:: execute_agent(deployment_token, deployment_id, arguments = None, keyword_arguments = None)
 
       Executes a deployed AI agent function using the arguments as keyword arguments to the agent execute function.
@@ -12426,7 +12987,6 @@ Package Contents
       :type keyword_arguments: dict
 
 
-
    .. py:method:: execute_conversation_agent(deployment_token, deployment_id, arguments = None, keyword_arguments = None, deployment_conversation_id = None, external_session_id = None, regenerate = False, doc_infos = None)
 
       Executes a deployed AI agent function using the arguments as keyword arguments to the agent execute function.
@@ -12449,7 +13009,6 @@ Package Contents
       :type doc_infos: list
 
 
-
    .. py:method:: lookup_matches(deployment_token, deployment_id, data = None, filters = None, num = None, result_columns = None, max_words = None, num_retrieval_margin_words = None, max_words_per_chunk = None, score_multiplier_column = None, min_score = None, required_phrases = None, filter_clause = None, crowding_limits = None)
 
       Lookup document retrievers and return the matching documents from the document retriever deployed with given query.
@@ -12492,7 +13051,6 @@ Package Contents
       :rtype: list[DocumentRetrieverLookupResult]
 
 
-
    .. py:method:: get_completion(deployment_token, deployment_id, prompt)
 
       Returns the finetuned LLM generated completion of the prompt.
@@ -12505,7 +13063,6 @@ Package Contents
       :type prompt: str
 
 
-
    .. py:method:: execute_agent_with_binary_data(deployment_token, deployment_id, arguments = None, keyword_arguments = None, deployment_conversation_id = None, external_session_id = None, blobs = None)
 
       Executes a deployed AI agent function with binary data as inputs.
@@ -12529,7 +13086,6 @@ Package Contents
       :rtype: AgentDataExecutionResult
 
 
-
    .. py:method:: create_batch_prediction(deployment_id, table_name = None, name = None, global_prediction_args = None, batch_prediction_args = None, explanations = False, output_format = None, output_location = None, database_connector_id = None, database_output_config = None, refresh_schedule = None, csv_input_prefix = None, csv_prediction_prefix = None, csv_explanations_prefix = None, output_includes_metadata = None, result_input_columns = None, input_feature_groups = None)
 
       Creates a batch prediction job description for the given deployment.
@@ -12569,7 +13125,6 @@ Package Contents
       :rtype: BatchPrediction
 
 
-
    .. py:method:: start_batch_prediction(batch_prediction_id)
 
       Creates a new batch prediction version job for a given batch prediction job description.
@@ -12581,7 +13136,6 @@ Package Contents
       :rtype: BatchPredictionVersion
 
 
-
    .. py:method:: update_batch_prediction(batch_prediction_id, deployment_id = None, global_prediction_args = None, batch_prediction_args = None, explanations = None, output_format = None, csv_input_prefix = None, csv_prediction_prefix = None, csv_explanations_prefix = None, output_includes_metadata = None, result_input_columns = None, name = None)
 
       Update a batch prediction job description.
@@ -12611,7 +13165,6 @@ Package Contents
       :rtype: BatchPrediction
 
 
-
    .. py:method:: set_batch_prediction_file_connector_output(batch_prediction_id, output_format = None, output_location = None)
 
       Updates the file connector output configuration of the batch prediction
@@ -12627,7 +13180,6 @@ Package Contents
       :rtype: BatchPrediction
 
 
-
    .. py:method:: set_batch_prediction_database_connector_output(batch_prediction_id, database_connector_id = None, database_output_config = None)
 
       Updates the database connector output configuration of the batch prediction
@@ -12643,7 +13195,6 @@ Package Contents
       :rtype: BatchPrediction
 
 
-
    .. py:method:: set_batch_prediction_feature_group_output(batch_prediction_id, table_name)
 
       Creates a feature group and sets it as the batch prediction output.
@@ -12657,7 +13208,6 @@ Package Contents
       :rtype: BatchPrediction
 
 
-
    .. py:method:: set_batch_prediction_output_to_console(batch_prediction_id)
 
       Sets the batch prediction output to the console, clearing both the file connector and database connector configurations.
@@ -12669,7 +13219,6 @@ Package Contents
       :rtype: BatchPrediction
 
 
-
    .. py:method:: set_batch_prediction_feature_group(batch_prediction_id, feature_group_type, feature_group_id = None)
 
       Sets the batch prediction input feature group.
@@ -12685,7 +13234,6 @@ Package Contents
       :rtype: BatchPrediction
 
 
-
    .. py:method:: set_batch_prediction_dataset_remap(batch_prediction_id, dataset_id_remap)
 
       For the purpose of this batch prediction, will swap out datasets in the training feature groups
@@ -12699,7 +13247,6 @@ Package Contents
       :rtype: BatchPrediction
 
 
-
    .. py:method:: delete_batch_prediction(batch_prediction_id)
 
       Deletes a batch prediction and associated data, such as associated monitors.
@@ -12708,7 +13255,6 @@ Package Contents
       :type batch_prediction_id: str
 
 
-
    .. py:method:: upsert_item_embeddings(streaming_token, model_id, item_id, vector, catalog_id = None)
 
       Upserts an embedding vector for an item id for a model_id.
@@ -12725,7 +13271,6 @@ Package Contents
       :type catalog_id: str
 
 
-
    .. py:method:: delete_item_embeddings(streaming_token, model_id, item_ids, catalog_id = None)
 
       Deletes KNN embeddings for a list of item IDs for a given model ID.
@@ -12740,7 +13285,6 @@ Package Contents
       :type catalog_id: str
 
 
-
    .. py:method:: upsert_multiple_item_embeddings(streaming_token, model_id, upserts, catalog_id = None)
 
       Upserts a knn embedding for multiple item ids for a model_id.
@@ -12755,7 +13299,6 @@ Package Contents
       :type catalog_id: str
 
 
-
    .. py:method:: append_data(feature_group_id, streaming_token, data)
 
       Appends new data into the feature group for a given lookup key recordId.
@@ -12768,7 +13311,6 @@ Package Contents
       :type data: dict
 
 
-
    .. py:method:: append_multiple_data(feature_group_id, streaming_token, data)
 
       Appends new data into the feature group for a given lookup key recordId.
@@ -12781,7 +13323,6 @@ Package Contents
       :type data: list
 
 
-
    .. py:method:: upsert_data(feature_group_id, data, streaming_token = None)
 
       Update new data into the feature group for a given lookup key record ID if the record ID is found; otherwise, insert new data into the feature group.
@@ -12797,7 +13338,6 @@ Package Contents
       :rtype: FeatureGroupRow
 
 
-
    .. py:method:: delete_data(feature_group_id, primary_key)
 
       Deletes a row from the feature group given the primary key
@@ -12808,7 +13348,6 @@ Package Contents
       :type primary_key: str
 
 
-
    .. py:method:: describe_feature_group_row_process_by_key(deployment_id, primary_key_value)
 
       Gets the feature group row process.
@@ -12822,7 +13361,6 @@ Package Contents
       :rtype: FeatureGroupRowProcess
 
 
-
    .. py:method:: list_feature_group_row_processes(deployment_id, limit = None, status = None)
 
       Gets a list of feature group row processes.
@@ -12838,7 +13376,6 @@ Package Contents
       :rtype: list[FeatureGroupRowProcess]
 
 
-
    .. py:method:: get_feature_group_row_process_summary(deployment_id)
 
       Gets a summary of the statuses of the individual feature group processes.
@@ -12850,7 +13387,6 @@ Package Contents
       :rtype: FeatureGroupRowProcessSummary
 
 
-
    .. py:method:: reset_feature_group_row_process_by_key(deployment_id, primary_key_value)
 
       Resets a feature group row process so that it can be reprocessed
@@ -12864,7 +13400,6 @@ Package Contents
       :rtype: FeatureGroupRowProcess
 
 
-
    .. py:method:: get_feature_group_row_process_logs_by_key(deployment_id, primary_key_value)
 
       Gets the logs for a feature group row process
@@ -12878,7 +13413,6 @@ Package Contents
       :rtype: FeatureGroupRowProcessLogs
 
 
-
    .. py:method:: create_python_function(name, source_code = None, function_name = None, function_variable_mappings = None, package_requirements = None, function_type = 'FEATURE_GROUP')
 
       Creates a custom Python function that is reusable.
@@ -12900,7 +13434,6 @@ Package Contents
       :rtype: PythonFunction
 
 
-
    .. py:method:: update_python_function(name, source_code = None, function_name = None, function_variable_mappings = None, package_requirements = None)
 
       Update custom python function with user inputs for the given python function.
@@ -12920,7 +13453,6 @@ Package Contents
       :rtype: PythonFunction
 
 
-
    .. py:method:: delete_python_function(name)
 
       Removes an existing Python function.
@@ -12929,7 +13461,6 @@ Package Contents
       :type name: str
 
 
-
    .. py:method:: create_pipeline(pipeline_name, project_id = None, cron = None, is_prod = None)
 
       Creates a pipeline for executing multiple steps.
@@ -12947,7 +13478,6 @@ Package Contents
       :rtype: Pipeline
 
 
-
    .. py:method:: describe_pipeline(pipeline_id)
 
       Describes a given pipeline.
@@ -12959,7 +13489,6 @@ Package Contents
       :rtype: Pipeline
 
 
-
    .. py:method:: describe_pipeline_by_name(pipeline_name)
 
       Describes a given pipeline.
@@ -12971,7 +13500,6 @@ Package Contents
       :rtype: Pipeline
 
 
-
    .. py:method:: update_pipeline(pipeline_id, project_id = None, pipeline_variable_mappings = None, cron = None, is_prod = None)
 
       Updates a pipeline for executing multiple steps.
@@ -12991,7 +13519,6 @@ Package Contents
       :rtype: Pipeline
 
 
-
    .. py:method:: rename_pipeline(pipeline_id, pipeline_name)
 
       Renames a pipeline.
@@ -13005,7 +13532,6 @@ Package Contents
       :rtype: Pipeline
 
 
-
    .. py:method:: delete_pipeline(pipeline_id)
 
       Deletes a pipeline.
@@ -13014,7 +13540,6 @@ Package Contents
       :type pipeline_id: str
 
 
-
    .. py:method:: list_pipeline_versions(pipeline_id, limit = 200)
 
       Lists the pipeline versions for a specified pipeline
@@ -13028,7 +13553,6 @@ Package Contents
       :rtype: list[PipelineVersion]
 
 
-
    .. py:method:: run_pipeline(pipeline_id, pipeline_variable_mappings = None)
 
       Runs a specified pipeline with the arguments provided.
@@ -13042,7 +13566,6 @@ Package Contents
       :rtype: PipelineVersion
 
 
-
    .. py:method:: reset_pipeline_version(pipeline_version, steps = None, include_downstream_steps = True)
 
       Reruns a pipeline version for the given steps and downstream steps if specified.
@@ -13058,7 +13581,6 @@ Package Contents
       :rtype: PipelineVersion
 
 
-
    .. py:method:: create_pipeline_step(pipeline_id, step_name, function_name = None, source_code = None, step_input_mappings = None, output_variable_mappings = None, step_dependencies = None, package_requirements = None, cpu_size = None, memory = None, timeout = None)
 
       Creates a step in a given pipeline.
@@ -13090,7 +13612,6 @@ Package Contents
       :rtype: Pipeline
 
 
-
    .. py:method:: delete_pipeline_step(pipeline_step_id)
 
       Deletes a step from a pipeline.
@@ -13099,7 +13620,6 @@ Package Contents
       :type pipeline_step_id: str
 
 
-
    .. py:method:: update_pipeline_step(pipeline_step_id, function_name = None, source_code = None, step_input_mappings = None, output_variable_mappings = None, step_dependencies = None, package_requirements = None, cpu_size = None, memory = None, timeout = None)
 
       Creates a step in a given pipeline.
@@ -13129,7 +13649,6 @@ Package Contents
       :rtype: PipelineStep
 
 
-
    .. py:method:: rename_pipeline_step(pipeline_step_id, step_name)
 
       Renames a step in a given pipeline.
@@ -13143,7 +13662,6 @@ Package Contents
       :rtype: PipelineStep
 
 
-
    .. py:method:: unset_pipeline_refresh_schedule(pipeline_id)
 
       Deletes the refresh schedule for a given pipeline.
@@ -13155,7 +13673,6 @@ Package Contents
       :rtype: Pipeline
 
 
-
    .. py:method:: pause_pipeline_refresh_schedule(pipeline_id)
 
       Pauses the refresh schedule for a given pipeline.
@@ -13167,7 +13684,6 @@ Package Contents
       :rtype: Pipeline
 
 
-
    .. py:method:: resume_pipeline_refresh_schedule(pipeline_id)
 
       Resumes the refresh schedule for a given pipeline.
@@ -13179,7 +13695,6 @@ Package Contents
       :rtype: Pipeline
 
 
-
    .. py:method:: skip_pending_pipeline_version_steps(pipeline_version)
 
       Skips pending steps in a pipeline version.
@@ -13191,7 +13706,6 @@ Package Contents
       :rtype: PipelineVersion
 
 
-
    .. py:method:: create_graph_dashboard(project_id, name, python_function_ids = None)
 
       Create a plot dashboard given selected python plots
@@ -13207,7 +13721,6 @@ Package Contents
       :rtype: GraphDashboard
 
 
-
    .. py:method:: delete_graph_dashboard(graph_dashboard_id)
 
       Deletes a graph dashboard
@@ -13216,7 +13729,6 @@ Package Contents
       :type graph_dashboard_id: str
 
 
-
    .. py:method:: update_graph_dashboard(graph_dashboard_id, name = None, python_function_ids = None)
 
       Updates a graph dashboard
@@ -13232,7 +13744,6 @@ Package Contents
       :rtype: GraphDashboard
 
 
-
    .. py:method:: add_graph_to_dashboard(python_function_id, graph_dashboard_id, function_variable_mappings = None, name = None)
 
       Add a python plot function to a dashboard
@@ -13250,7 +13761,6 @@ Package Contents
       :rtype: GraphDashboard
 
 
-
    .. py:method:: update_graph_to_dashboard(graph_reference_id, function_variable_mappings = None, name = None)
 
       Update a python plot function to a dashboard
@@ -13266,7 +13776,6 @@ Package Contents
       :rtype: GraphDashboard
 
 
-
    .. py:method:: delete_graph_from_dashboard(graph_reference_id)
 
       Deletes a python plot function from a dashboard
@@ -13275,7 +13784,6 @@ Package Contents
       :type graph_reference_id: str
 
 
-
    .. py:method:: create_algorithm(name, problem_type, source_code = None, training_data_parameter_names_mapping = None, training_config_parameter_name = None, train_function_name = None, predict_function_name = None, predict_many_function_name = None, initialize_function_name = None, config_options = None, is_default_enabled = False, project_id = None, use_gpu = False, package_requirements = None)
 
       Creates a custom algorithm that is re-usable for model training.
@@ -13313,7 +13821,6 @@ Package Contents
       :rtype: Algorithm
 
 
-
    .. py:method:: delete_algorithm(algorithm)
 
       Deletes the specified customer algorithm.
@@ -13322,7 +13829,6 @@ Package Contents
       :type algorithm: str
 
 
-
    .. py:method:: update_algorithm(algorithm, source_code = None, training_data_parameter_names_mapping = None, training_config_parameter_name = None, train_function_name = None, predict_function_name = None, predict_many_function_name = None, initialize_function_name = None, config_options = None, is_default_enabled = None, use_gpu = None, package_requirements = None)
 
       Update a custom algorithm for the given algorithm name. If source code is provided, all function names for the source code must also be provided.
@@ -13356,7 +13862,6 @@ Package Contents
       :rtype: Algorithm
 
 
-
    .. py:method:: list_builtin_algorithms(project_id, feature_group_ids, training_config = None)
 
       Return list of built-in algorithms based on given input data and training config.
@@ -13372,7 +13877,6 @@ Package Contents
       :rtype: list[Algorithm]
 
 
-
    .. py:method:: create_custom_loss_function_with_source_code(name, loss_function_type, loss_function_name, loss_function_source_code)
 
       Registers a new custom loss function which can be used as an objective function during model training.
@@ -13390,7 +13894,6 @@ Package Contents
       :rtype: CustomLossFunction
 
 
-
    .. py:method:: update_custom_loss_function_with_source_code(name, loss_function_name, loss_function_source_code)
 
       Updates a previously registered custom loss function with a new function implementation.
@@ -13406,7 +13909,6 @@ Package Contents
       :rtype: CustomLossFunction
 
 
-
    .. py:method:: delete_custom_loss_function(name)
 
       Deletes a previously registered custom loss function.
@@ -13415,7 +13917,6 @@ Package Contents
       :type name: str
 
 
-
    .. py:method:: create_custom_metric(name, problem_type, custom_metric_function_name = None, source_code = None)
 
       Registers a new custom metric which can be used as an evaluation metric for the trained model.
@@ -13433,7 +13934,6 @@ Package Contents
       :rtype: CustomMetric
 
 
-
    .. py:method:: update_custom_metric(name, custom_metric_function_name, source_code)
 
       Updates a previously registered custom metric with a new function implementation.
@@ -13449,7 +13949,6 @@ Package Contents
       :rtype: CustomMetric
 
 
-
    .. py:method:: delete_custom_metric(name)
 
       Deletes a previously registered custom metric.
@@ -13458,7 +13957,6 @@ Package Contents
       :type name: str
 
 
-
    .. py:method:: create_module(name, source_code = None)
 
       Creates a module that's re-usable in customer's code, e.g. python function, bring your own algorithm and etc.
@@ -13472,7 +13970,6 @@ Package Contents
       :rtype: Module
 
 
-
    .. py:method:: delete_module(name)
 
       Deletes the specified customer module.
@@ -13481,7 +13978,6 @@ Package Contents
       :type name: str
 
 
-
    .. py:method:: update_module(name, source_code = None)
 
       Update the module.
@@ -13495,7 +13991,6 @@ Package Contents
       :rtype: Module
 
 
-
    .. py:method:: create_organization_secret(secret_key, value)
 
       Creates a secret which can be accessed in functions and notebooks.
@@ -13509,7 +14004,6 @@ Package Contents
       :rtype: OrganizationSecret
 
 
-
    .. py:method:: delete_organization_secret(secret_key)
 
       Deletes a secret.
@@ -13518,7 +14012,6 @@ Package Contents
       :type secret_key: str
 
 
-
    .. py:method:: update_organization_secret(secret_key, value)
 
       Updates a secret.
@@ -13532,7 +14025,6 @@ Package Contents
       :rtype: OrganizationSecret
 
 
-
    .. py:method:: set_natural_language_explanation(short_explanation, long_explanation, feature_group_id = None, feature_group_version = None, model_id = None)
 
       Saves the natural language explanation of an artifact with given ID. The artifact can be - Feature Group or Feature Group Version
@@ -13549,7 +14041,6 @@ Package Contents
       :type model_id: str
 
 
-
    .. py:method:: create_chat_session(project_id, name = None)
 
       Creates a chat session with Data Science Co-pilot.
@@ -13563,7 +14054,6 @@ Package Contents
       :rtype: ChatSession
 
 
-
    .. py:method:: delete_chat_message(chat_session_id, message_index)
 
       Deletes a message in a chat session and its associated response.
@@ -13574,7 +14064,6 @@ Package Contents
       :type message_index: int
 
 
-
    .. py:method:: export_chat_session(chat_session_id)
 
       Exports a chat session to an HTML file
@@ -13583,7 +14072,6 @@ Package Contents
       :type chat_session_id: str
 
 
-
    .. py:method:: rename_chat_session(chat_session_id, name)
 
       Renames a chat session with Data Science Co-pilot.
@@ -13594,7 +14082,6 @@ Package Contents
       :type name: str
 
 
-
    .. py:method:: suggest_abacus_apis(query, verbosity = 1, limit = 5, include_scores = False)
 
       Suggests several Abacus APIs that are most relevant to the supplied natural language query.
@@ -13612,7 +14099,6 @@ Package Contents
       :rtype: list[AbacusApi]
 
 
-
    .. py:method:: create_deployment_conversation(deployment_id, name, deployment_token = None, external_application_id = None)
 
       Creates a deployment conversation.
@@ -13630,7 +14116,6 @@ Package Contents
       :rtype: DeploymentConversation
 
 
-
    .. py:method:: delete_deployment_conversation(deployment_conversation_id, deployment_id = None, deployment_token = None)
 
       Delete a Deployment Conversation.
@@ -13643,7 +14128,6 @@ Package Contents
       :type deployment_token: str
 
 
-
    .. py:method:: clear_deployment_conversation(deployment_conversation_id = None, external_session_id = None, deployment_id = None, deployment_token = None, user_message_indices = None)
 
       Clear the message history of a Deployment Conversation.
@@ -13660,7 +14144,6 @@ Package Contents
       :type user_message_indices: list
 
 
-
    .. py:method:: set_deployment_conversation_feedback(deployment_conversation_id, message_index, is_useful = None, is_not_useful = None, feedback = None, feedback_type = None, deployment_id = None, deployment_token = None)
 
       Sets a deployment conversation message as useful or not useful
@@ -13683,7 +14166,6 @@ Package Contents
       :type deployment_token: str
 
 
-
    .. py:method:: rename_deployment_conversation(deployment_conversation_id, name, deployment_id = None, deployment_token = None)
 
       Rename a Deployment Conversation.
@@ -13698,7 +14180,6 @@ Package Contents
       :type deployment_token: str
 
 
-
    .. py:method:: create_app_user_group(name)
 
       Creates a new App User Group. This User Group is used to have permissions to access the external chatbots.
@@ -13710,7 +14191,6 @@ Package Contents
       :rtype: AppUserGroup
 
 
-
    .. py:method:: delete_app_user_group(user_group_id)
 
       Deletes an App User Group.
@@ -13719,7 +14199,6 @@ Package Contents
       :type user_group_id: str
 
 
-
    .. py:method:: invite_users_to_app_user_group(user_group_id, emails)
 
       Invite users to an App User Group. This method will send the specified email addresses an invitation link to join a specific user group.
@@ -13736,7 +14215,6 @@ Package Contents
       :rtype: ExternalInvite
 
 
-
    .. py:method:: add_users_to_app_user_group(user_group_id, user_emails)
 
       Adds users to a App User Group.
@@ -13747,7 +14225,6 @@ Package Contents
       :type user_emails: list
 
 
-
    .. py:method:: remove_users_from_app_user_group(user_group_id, user_emails)
 
       Removes users from an App User Group.
@@ -13758,7 +14235,6 @@ Package Contents
       :type user_emails: list
 
 
-
    .. py:method:: add_app_user_group_report_permission(user_group_id)
 
       Give the App User Group the permission to view all reports in the corresponding organization.
@@ -13767,7 +14243,6 @@ Package Contents
       :type user_group_id: str
 
 
-
    .. py:method:: remove_app_user_group_report_permission(user_group_id)
 
       Remove the App User Group's permission toview all reports in the corresponding organization.
@@ -13776,7 +14251,6 @@ Package Contents
       :type user_group_id: str
 
 
-
    .. py:method:: add_app_user_group_to_external_application(user_group_id, external_application_id)
 
       Adds a permission for an App User Group to access an External Application.
@@ -13787,7 +14261,6 @@ Package Contents
       :type external_application_id: str
 
 
-
    .. py:method:: remove_app_user_group_from_external_application(user_group_id, external_application_id)
 
       Removes a permission for an App User Group to access an External Application.
@@ -13798,7 +14271,6 @@ Package Contents
       :type external_application_id: str
 
 
-
    .. py:method:: create_external_application(deployment_id, name = None, description = None, logo = None, theme = None)
 
       Creates a new External Application from an existing ChatLLM Deployment.
@@ -13818,7 +14290,6 @@ Package Contents
       :rtype: ExternalApplication
 
 
-
    .. py:method:: update_external_application(external_application_id, name = None, description = None, theme = None, deployment_id = None, deployment_conversation_retention_hours = None, reset_retention_policy = False)
 
       Updates an External Application.
@@ -13842,7 +14313,6 @@ Package Contents
       :rtype: ExternalApplication
 
 
-
    .. py:method:: delete_external_application(external_application_id)
 
       Deletes an External Application.
@@ -13851,7 +14321,6 @@ Package Contents
       :type external_application_id: str
 
 
-
    .. py:method:: create_agent(project_id, function_source_code = None, agent_function_name = None, name = None, memory = None, package_requirements = None, description = None, enable_binary_input = False, evaluation_feature_group_id = None, agent_input_schema = None, agent_output_schema = None, workflow_graph = None, agent_interface = AgentInterface.DEFAULT)
 
       Creates a new AI agent using the given agent workflow graph definition.
@@ -13875,7 +14344,6 @@ Package Contents
       :rtype: Agent
 
 
-
    .. py:method:: update_agent(model_id, function_source_code = None, agent_function_name = None, memory = None, package_requirements = None, description = None, enable_binary_input = None, agent_input_schema = None, agent_output_schema = None, workflow_graph = None, agent_interface = None)
 
       Updates an existing AI Agent. A new version of the agent will be created and published.
@@ -13895,7 +14363,6 @@ Package Contents
       :rtype: Agent
 
 
-
    .. py:method:: evaluate_prompt(prompt = None, system_message = None, llm_name = None, max_tokens = None, temperature = 0.0, messages = None, response_type = None, json_response_schema = None)
 
       Generate response to the prompt using the specified model.
@@ -13921,7 +14388,6 @@ Package Contents
       :rtype: LlmResponse
 
 
-
    .. py:method:: render_feature_groups_for_llm(feature_group_ids, token_budget = None, include_definition = True)
 
       Encode feature groups as language model inputs.
@@ -13934,8 +14400,7 @@ Package Contents
       :type include_definition: bool
 
       :returns: LLM input object comprising of information about the feature groups with given IDs.
-      :rtype: LlmInput
-
+      :rtype: list[LlmInput]
 
 
    .. py:method:: generate_code_for_data_query_using_llm(query, feature_group_ids = None, external_database_schemas = None, prompt_context = None, llm_name = None, temperature = None, sql_dialect = 'Spark')
@@ -13961,7 +14426,6 @@ Package Contents
       :rtype: LlmGeneratedCode
 
 
-
    .. py:method:: extract_data_using_llm(field_descriptors, document_id = None, document_text = None, llm_name = None)
 
       Extract fields from a document using a large language model.
@@ -13979,7 +14443,6 @@ Package Contents
       :rtype: ExtractedFields
 
 
-
    .. py:method:: search_web_for_llm(queries, search_providers = None, max_results = 1, safe = True, fetch_content = False, max_page_tokens = 8192, convert_to_markdown = True)
 
       Access web search providers to fetch content related to the queries for use in large language model inputs.
@@ -14009,7 +14472,6 @@ Package Contents
       :rtype: WebSearchResponse
 
 
-
    .. py:method:: construct_agent_conversation_messages_for_llm(current_message = None, current_doc_ids = None, include_history = True, include_document_contents = True, deployment_conversation_id = None, external_session_id = None, max_document_words = None)
 
       Returns conversation history in a format for LLM calls.
@@ -14033,7 +14495,6 @@ Package Contents
       :rtype: ChatMessage
 
 
-
    .. py:method:: get_llm_app_response(llm_app_name, prompt)
 
       Queries the specified LLM App to generate a response to the prompt. LLM Apps are LLMs tailored to achieve a specific task like code generation for a specific service's API.
@@ -14047,7 +14508,6 @@ Package Contents
       :rtype: LlmResponse
 
 
-
    .. py:method:: create_document_retriever(project_id, name, feature_group_id, document_retriever_config = None)
 
       Returns a document retriever that stores embeddings for document chunks in a feature group.
@@ -14068,7 +14528,6 @@ Package Contents
       :rtype: DocumentRetriever
 
 
-
    .. py:method:: rename_document_retriever(document_retriever_id, name)
 
       Updates an existing document retriever.
@@ -14082,7 +14541,6 @@ Package Contents
       :rtype: DocumentRetriever
 
 
-
    .. py:method:: create_document_retriever_version(document_retriever_id, feature_group_id = None, document_retriever_config = None)
 
       Creates a document retriever version from the latest version of the feature group that the document retriever associated with.
@@ -14098,7 +14556,6 @@ Package Contents
       :rtype: DocumentRetrieverVersion
 
 
-
    .. py:method:: delete_document_retriever(vector_store_id)
 
       Delete a Document Retriever.
@@ -14107,7 +14564,6 @@ Package Contents
       :type vector_store_id: str
 
 
-
    .. py:method:: get_document_snippet(document_retriever_id, document_id, start_word_index = None, end_word_index = None)
 
       Get a snippet from documents in the document retriever.
@@ -14125,7 +14581,6 @@ Package Contents
       :rtype: DocumentRetrieverLookupResult
 
 
-
    .. py:method:: restart_document_retriever(document_retriever_id)
 
       Restart the document retriever if it is stopped. This will start the deployment of the document retriever,
@@ -14137,7 +14592,6 @@ Package Contents
       :type document_retriever_id: str
 
 
-
    .. py:method:: get_relevant_snippets(doc_ids = None, blobs = None, query = None, document_retriever_config = None, honor_sentence_boundary = True, num_retrieval_margin_words = None, max_words_per_snippet = None, max_snippets_per_document = None, start_word_index = None, end_word_index = None, including_bounding_boxes = False, text = None)
 
       Retrieves snippets relevant to a given query from specified documents. This function supports flexible input options,
@@ -14176,8 +14630,8 @@ Package Contents
 
 .. py:exception:: ApiException(message, http_status, exception = None, request_id = None)
 
-   Bases: :py:obj:`Exception`
 
+   Bases: :py:obj:`Exception`
 
    Default ApiException raised by APIs
 
@@ -14190,7 +14644,6 @@ Package Contents
    :param request_id: The request id
    :type request_id: str
 
-
    .. py:method:: __str__()
 
       Return str(self).
@@ -14199,6 +14652,7 @@ Package Contents
 
 .. py:class:: ClientOptions(exception_on_404 = True, server = DEFAULT_SERVER)
 
+
    Options for configuring the ApiClient
 
    :param exception_on_404: If true, will raise an exception on a 404 from the server, else will return None.
@@ -14209,8 +14663,8 @@ Package Contents
 
 .. py:class:: ReadOnlyClient(api_key = None, server = None, client_options = None, skip_version_check = False)
 
-   Bases: :py:obj:`BaseApiClient`
 
+   Bases: :py:obj:`BaseApiClient`
 
    Abacus.AI Read Only API Client. Only contains GET methods
 
@@ -14223,7 +14677,6 @@ Package Contents
    :param skip_version_check: If true, will skip checking the server's current API version on initializing the client
    :type skip_version_check: bool
 
-
    .. py:method:: list_api_keys()
 
       Lists all of the user's API keys
@@ -14232,7 +14685,6 @@ Package Contents
       :rtype: list[ApiKey]
 
 
-
    .. py:method:: list_organization_users()
 
       Retrieves a list of all users in the organization, including pending users who have been invited.
@@ -14241,7 +14693,6 @@ Package Contents
       :rtype: list[User]
 
 
-
    .. py:method:: describe_user()
 
       Retrieve the current user's information, such as their name, email address, and admin status.
@@ -14250,7 +14701,6 @@ Package Contents
       :rtype: User
 
 
-
    .. py:method:: list_organization_groups()
 
       Lists all Organizations Groups
@@ -14259,7 +14709,6 @@ Package Contents
       :rtype: list[OrganizationGroup]
 
 
-
    .. py:method:: describe_organization_group(organization_group_id)
 
       Returns the specific organization group passed in by the user.
@@ -14271,7 +14720,6 @@ Package Contents
       :rtype: OrganizationGroup
 
 
-
    .. py:method:: describe_webhook(webhook_id)
 
       Describe the webhook with a given ID.
@@ -14283,7 +14731,6 @@ Package Contents
       :rtype: Webhook
 
 
-
    .. py:method:: list_deployment_webhooks(deployment_id)
 
       List all the webhooks attached to a given deployment.
@@ -14295,7 +14742,6 @@ Package Contents
       :rtype: list[Webhook]
 
 
-
    .. py:method:: list_use_cases()
 
       Retrieves a list of all use cases with descriptions. Use the given mappings to specify a use case when needed.
@@ -14304,7 +14750,6 @@ Package Contents
       :rtype: list[UseCase]
 
 
-
    .. py:method:: describe_problem_type(problem_type)
 
       Describes a problem type
@@ -14316,7 +14761,6 @@ Package Contents
       :rtype: ProblemType
 
 
-
    .. py:method:: describe_use_case_requirements(use_case)
 
       This API call returns the feature requirements for a specified use case.
@@ -14328,7 +14772,6 @@ Package Contents
       :rtype: list[UseCaseRequirements]
 
 
-
    .. py:method:: describe_project(project_id)
 
       Returns a description of a project.
@@ -14340,7 +14783,6 @@ Package Contents
       :rtype: Project
 
 
-
    .. py:method:: list_projects(limit = 100, start_after_id = None)
 
       Retrieves a list of all projects in the current organization.
@@ -14354,7 +14796,6 @@ Package Contents
       :rtype: list[Project]
 
 
-
    .. py:method:: get_project_feature_group_config(feature_group_id, project_id)
 
       Gets a feature group's project config
@@ -14368,7 +14809,6 @@ Package Contents
       :rtype: ProjectConfig
 
 
-
    .. py:method:: validate_project(project_id, feature_group_ids = None)
 
       Validates that the specified project has all required feature group types for its use case and that all required feature columns are set.
@@ -14382,7 +14822,6 @@ Package Contents
       :rtype: ProjectValidation
 
 
-
    .. py:method:: infer_feature_mappings(project_id, feature_group_id)
 
       Infer the feature mappings for the feature group in the project based on the problem type.
@@ -14396,7 +14835,6 @@ Package Contents
       :rtype: InferredFeatureMappings
 
 
-
    .. py:method:: verify_and_describe_annotation(feature_group_id, feature_name = None, doc_id = None, feature_group_row_identifier = None)
 
       Get the latest annotation entry for a given feature group, feature, and document along with verification information.
@@ -14414,7 +14852,6 @@ Package Contents
       :rtype: AnnotationEntry
 
 
-
    .. py:method:: get_annotations_status(feature_group_id, feature_name = None, check_for_materialization = False)
 
       Get the status of the annotations for a given feature group and feature.
@@ -14430,7 +14867,6 @@ Package Contents
       :rtype: AnnotationsStatus
 
 
-
    .. py:method:: get_feature_group_schema(feature_group_id, project_id = None)
 
       Returns a schema for a given FeatureGroup in a project.
@@ -14444,7 +14880,6 @@ Package Contents
       :rtype: list[Feature]
 
 
-
    .. py:method:: get_point_in_time_feature_group_creation_options()
 
       Returns the options that can be used to generate PIT features.
@@ -14453,7 +14888,6 @@ Package Contents
       :rtype: list[GeneratedPitFeatureConfigOption]
 
 
-
    .. py:method:: describe_feature_group(feature_group_id)
 
       Describe a Feature Group.
@@ -14465,7 +14899,6 @@ Package Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: describe_feature_group_by_table_name(table_name)
 
       Describe a Feature Group by its table name.
@@ -14477,7 +14910,6 @@ Package Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: list_feature_groups(limit = 100, start_after_id = None, feature_group_template_id = None, is_including_detached_from_template = False)
 
       List all the feature groups
@@ -14495,7 +14927,6 @@ Package Contents
       :rtype: list[FeatureGroup]
 
 
-
    .. py:method:: describe_project_feature_group(project_id, feature_group_id)
 
       Describe a feature group associated with a project
@@ -14509,7 +14940,6 @@ Package Contents
       :rtype: ProjectFeatureGroup
 
 
-
    .. py:method:: list_project_feature_groups(project_id, filter_feature_group_use = None, limit = 100, start_after_id = None)
 
       List all the feature groups associated with a project
@@ -14527,7 +14957,6 @@ Package Contents
       :rtype: list[ProjectFeatureGroup]
 
 
-
    .. py:method:: list_python_function_feature_groups(name, limit = 100)
 
       List all the feature groups associated with a python function.
@@ -14541,7 +14970,6 @@ Package Contents
       :rtype: list[FeatureGroup]
 
 
-
    .. py:method:: get_execute_feature_group_operation_result_part_count(feature_group_operation_run_id)
 
       Gets the number of parts in the result of the execution of fg operation
@@ -14550,7 +14978,6 @@ Package Contents
       :type feature_group_operation_run_id: str
 
 
-
    .. py:method:: download_execute_feature_group_operation_result_part_chunk(feature_group_operation_run_id, part, offset = 0, chunk_size = 10485760)
 
       Downloads a chunk of the result of the execution of feature group operation
@@ -14565,7 +14992,6 @@ Package Contents
       :type chunk_size: int
 
 
-
    .. py:method:: get_feature_group_version_export_download_url(feature_group_export_id)
 
       Get a link to download the feature group version.
@@ -14577,7 +15003,6 @@ Package Contents
       :rtype: FeatureGroupExportDownloadUrl
 
 
-
    .. py:method:: describe_feature_group_export(feature_group_export_id)
 
       A feature group export
@@ -14589,7 +15014,6 @@ Package Contents
       :rtype: FeatureGroupExport
 
 
-
    .. py:method:: list_feature_group_exports(feature_group_id)
 
       Lists all of the feature group exports for the feature group
@@ -14601,7 +15025,6 @@ Package Contents
       :rtype: list[FeatureGroupExport]
 
 
-
    .. py:method:: get_feature_group_export_connector_errors(feature_group_export_id)
 
       Returns a stream containing the write errors of the feature group export database connection, if any writes failed to the database connector.
@@ -14610,7 +15033,6 @@ Package Contents
       :type feature_group_export_id: str
 
 
-
    .. py:method:: list_feature_group_modifiers(feature_group_id)
 
       List the users who can modify a given feature group.
@@ -14622,7 +15044,6 @@ Package Contents
       :rtype: ModificationLockInfo
 
 
-
    .. py:method:: get_materialization_logs(feature_group_version, stdout = False, stderr = False)
 
       Returns logs for a materialized feature group version.
@@ -14638,7 +15059,6 @@ Package Contents
       :rtype: FunctionLogs
 
 
-
    .. py:method:: list_feature_group_versions(feature_group_id, limit = 100, start_after_version = None)
 
       Retrieves a list of all feature group versions for the specified feature group.
@@ -14654,7 +15074,6 @@ Package Contents
       :rtype: list[FeatureGroupVersion]
 
 
-
    .. py:method:: describe_feature_group_version(feature_group_version)
 
       Describe a feature group version.
@@ -14666,7 +15085,6 @@ Package Contents
       :rtype: FeatureGroupVersion
 
 
-
    .. py:method:: get_feature_group_version_metrics(feature_group_version, selected_columns = None, include_charts = False, include_statistics = True)
 
       Get metrics for a specific feature group version.
@@ -14684,7 +15102,6 @@ Package Contents
       :rtype: DataMetrics
 
 
-
    .. py:method:: get_feature_group_version_logs(feature_group_version)
 
       Retrieves the feature group materialization logs.
@@ -14696,7 +15113,6 @@ Package Contents
       :rtype: FeatureGroupVersionLogs
 
 
-
    .. py:method:: describe_feature_group_template(feature_group_template_id)
 
       Describe a Feature Group Template.
@@ -14708,7 +15124,6 @@ Package Contents
       :rtype: FeatureGroupTemplate
 
 
-
    .. py:method:: list_feature_group_templates(limit = 100, start_after_id = None, feature_group_id = None, should_include_system_templates = False)
 
       List feature group templates, optionally scoped by the feature group that created the templates.
@@ -14726,7 +15141,6 @@ Package Contents
       :rtype: list[FeatureGroupTemplate]
 
 
-
    .. py:method:: list_project_feature_group_templates(project_id, limit = 100, start_after_id = None, should_include_all_system_templates = False)
 
       List feature group templates for feature groups associated with the project.
@@ -14744,7 +15158,6 @@ Package Contents
       :rtype: list[FeatureGroupTemplate]
 
 
-
    .. py:method:: suggest_feature_group_template_for_feature_group(feature_group_id)
 
       Suggest values for a feature gruop template, based on a feature group.
@@ -14756,7 +15169,6 @@ Package Contents
       :rtype: FeatureGroupTemplate
 
 
-
    .. py:method:: get_dataset_schema(dataset_id)
 
       Retrieves the column schema of a dataset.
@@ -14768,7 +15180,6 @@ Package Contents
       :rtype: list[DatasetColumn]
 
 
-
    .. py:method:: set_dataset_database_connector_config(dataset_id, database_connector_id, object_name = None, columns = None, query_arguments = None, sql_query = None)
 
       Sets database connector config for a dataset. This method is currently only supported for streaming datasets.
@@ -14787,7 +15198,6 @@ Package Contents
       :type sql_query: str
 
 
-
    .. py:method:: get_dataset_version_metrics(dataset_version, selected_columns = None, include_charts = False, include_statistics = True)
 
       Get metrics for a specific dataset version.
@@ -14805,7 +15215,6 @@ Package Contents
       :rtype: DataMetrics
 
 
-
    .. py:method:: get_file_connector_instructions(bucket, write_permission = False)
 
       Retrieves verification information to create a data connector to a cloud storage bucket.
@@ -14819,7 +15228,6 @@ Package Contents
       :rtype: FileConnectorInstructions
 
 
-
    .. py:method:: list_database_connectors()
 
       Retrieves a list of all database connectors along with their associated attributes.
@@ -14828,7 +15236,6 @@ Package Contents
       :rtype: list[DatabaseConnector]
 
 
-
    .. py:method:: list_file_connectors()
 
       Retrieves a list of all connected services in the organization and their current verification status.
@@ -14837,7 +15244,6 @@ Package Contents
       :rtype: list[FileConnector]
 
 
-
    .. py:method:: list_database_connector_objects(database_connector_id, fetch_raw_data = False)
 
       Lists querable objects in the database connector.
@@ -14848,7 +15254,6 @@ Package Contents
       :type fetch_raw_data: bool
 
 
-
    .. py:method:: get_database_connector_object_schema(database_connector_id, object_name = None, fetch_raw_data = False)
 
       Get the schema of an object in an database connector.
@@ -14864,7 +15269,6 @@ Package Contents
       :rtype: DatabaseConnectorSchema
 
 
-
    .. py:method:: query_database_connector(database_connector_id, query)
 
       Runs a query in the specified database connector.
@@ -14875,7 +15279,6 @@ Package Contents
       :type query: str
 
 
-
    .. py:method:: list_application_connectors()
 
       Retrieves a list of all application connectors along with their associated attributes.
@@ -14884,7 +15287,6 @@ Package Contents
       :rtype: list[ApplicationConnector]
 
 
-
    .. py:method:: list_application_connector_objects(application_connector_id)
 
       Lists querable objects in the application connector.
@@ -14893,7 +15295,6 @@ Package Contents
       :type application_connector_id: str
 
 
-
    .. py:method:: list_streaming_connectors()
 
       Retrieves a list of all streaming connectors along with their corresponding attributes.
@@ -14902,7 +15303,6 @@ Package Contents
       :rtype: list[StreamingConnector]
 
 
-
    .. py:method:: list_streaming_tokens()
 
       Retrieves a list of all streaming tokens.
@@ -14911,7 +15311,6 @@ Package Contents
       :rtype: list[StreamingAuthToken]
 
 
-
    .. py:method:: get_recent_feature_group_streamed_data(feature_group_id)
 
       Returns recently streamed data to a streaming feature group.
@@ -14920,7 +15319,6 @@ Package Contents
       :type feature_group_id: str
 
 
-
    .. py:method:: list_uploads()
 
       Lists all pending uploads
@@ -14929,7 +15327,6 @@ Package Contents
       :rtype: list[Upload]
 
 
-
    .. py:method:: describe_upload(upload_id)
 
       Retrieves the current upload status (complete or inspecting) and the list of file parts uploaded for a specified dataset upload.
@@ -14941,7 +15338,6 @@ Package Contents
       :rtype: Upload
 
 
-
    .. py:method:: list_datasets(limit = 100, start_after_id = None, exclude_streaming = False)
 
       Retrieves a list of all datasets in the organization.
@@ -14957,7 +15353,6 @@ Package Contents
       :rtype: list[Dataset]
 
 
-
    .. py:method:: describe_dataset(dataset_id)
 
       Retrieves a full description of the specified dataset, with attributes such as its ID, name, source type, etc.
@@ -14969,7 +15364,6 @@ Package Contents
       :rtype: Dataset
 
 
-
    .. py:method:: describe_dataset_version(dataset_version)
 
       Retrieves a full description of the specified dataset version, including its ID, name, source type, and other attributes.
@@ -14981,7 +15375,6 @@ Package Contents
       :rtype: DatasetVersion
 
 
-
    .. py:method:: list_dataset_versions(dataset_id, limit = 100, start_after_version = None)
 
       Retrieves a list of all dataset versions for the specified dataset.
@@ -14997,7 +15390,6 @@ Package Contents
       :rtype: list[DatasetVersion]
 
 
-
    .. py:method:: get_dataset_version_logs(dataset_version)
 
       Retrieves the dataset import logs.
@@ -15009,7 +15401,6 @@ Package Contents
       :rtype: DatasetVersionLogs
 
 
-
    .. py:method:: get_docstore_document(doc_id)
 
       Return a document store document by id.
@@ -15018,7 +15409,6 @@ Package Contents
       :type doc_id: str
 
 
-
    .. py:method:: get_docstore_image(doc_id, max_width = None, max_height = None)
 
       Return a document store image by id.
@@ -15031,7 +15421,6 @@ Package Contents
       :type max_height: int
 
 
-
    .. py:method:: describe_train_test_data_split_feature_group(model_id)
 
       Get the train and test data split for a trained model by its unique identifier. This is only supported for models with custom algorithms.
@@ -15043,7 +15432,6 @@ Package Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: describe_train_test_data_split_feature_group_version(model_version)
 
       Get the train and test data split for a trained model by model version. This is only supported for models with custom algorithms.
@@ -15055,7 +15443,6 @@ Package Contents
       :rtype: FeatureGroupVersion
 
 
-
    .. py:method:: list_models(project_id)
 
       Retrieves the list of models in the specified project.
@@ -15067,7 +15454,6 @@ Package Contents
       :rtype: list[Model]
 
 
-
    .. py:method:: describe_model(model_id)
 
       Retrieves a full description of the specified model.
@@ -15079,7 +15465,6 @@ Package Contents
       :rtype: Model
 
 
-
    .. py:method:: get_model_metrics(model_id, model_version = None, return_graphs = False, validation = False)
 
       Retrieves metrics for all the algorithms trained in this model version.
@@ -15100,7 +15485,6 @@ Package Contents
       :rtype: ModelMetrics
 
 
-
    .. py:method:: get_feature_group_schemas_for_model_version(model_version)
 
       Gets the schema (including feature mappings) for all feature groups used in the model version.
@@ -15112,7 +15496,6 @@ Package Contents
       :rtype: list[ModelVersionFeatureGroupSchema]
 
 
-
    .. py:method:: list_model_versions(model_id, limit = 100, start_after_version = None)
 
       Retrieves a list of versions for a given model.
@@ -15128,7 +15511,6 @@ Package Contents
       :rtype: list[ModelVersion]
 
 
-
    .. py:method:: describe_model_version(model_version)
 
       Retrieves a full description of the specified model version.
@@ -15140,7 +15522,6 @@ Package Contents
       :rtype: ModelVersion
 
 
-
    .. py:method:: get_feature_importance_by_model_version(model_version)
 
       Gets the feature importance calculated by various methods for the model.
@@ -15152,7 +15533,6 @@ Package Contents
       :rtype: FeatureImportance
 
 
-
    .. py:method:: get_training_data_logs(model_version)
 
       Retrieves the data preparation logs during model training.
@@ -15164,7 +15544,6 @@ Package Contents
       :rtype: list[DataPrepLogs]
 
 
-
    .. py:method:: get_training_logs(model_version, stdout = False, stderr = False)
 
       Returns training logs for the model.
@@ -15180,7 +15559,6 @@ Package Contents
       :rtype: FunctionLogs
 
 
-
    .. py:method:: describe_model_artifacts_export(model_artifacts_export_id)
 
       Get the description and status of the model artifacts export.
@@ -15192,7 +15570,6 @@ Package Contents
       :rtype: ModelArtifactsExport
 
 
-
    .. py:method:: list_model_artifacts_exports(model_id, limit = 25)
 
       List all the model artifacts exports.
@@ -15206,7 +15583,6 @@ Package Contents
       :rtype: list[ModelArtifactsExport]
 
 
-
    .. py:method:: list_model_monitors(project_id)
 
       Retrieves the list of model monitors in the specified project.
@@ -15218,7 +15594,6 @@ Package Contents
       :rtype: list[ModelMonitor]
 
 
-
    .. py:method:: describe_model_monitor(model_monitor_id)
 
       Retrieves a full description of the specified model monitor.
@@ -15230,7 +15605,6 @@ Package Contents
       :rtype: ModelMonitor
 
 
-
    .. py:method:: get_prediction_drift(model_monitor_version)
 
       Gets the label and prediction drifts for a model monitor.
@@ -15242,7 +15616,6 @@ Package Contents
       :rtype: DriftDistributions
 
 
-
    .. py:method:: get_model_monitor_summary(model_monitor_id)
 
       Gets the summary of a model monitor across versions.
@@ -15254,7 +15627,6 @@ Package Contents
       :rtype: ModelMonitorSummary
 
 
-
    .. py:method:: list_model_monitor_versions(model_monitor_id, limit = 100, start_after_version = None)
 
       Retrieves a list of versions for a given model monitor.
@@ -15270,7 +15642,6 @@ Package Contents
       :rtype: list[ModelMonitorVersion]
 
 
-
    .. py:method:: describe_model_monitor_version(model_monitor_version)
 
       Retrieves a full description of the specified model monitor version.
@@ -15282,7 +15653,6 @@ Package Contents
       :rtype: ModelMonitorVersion
 
 
-
    .. py:method:: model_monitor_version_metric_data(model_monitor_version, metric_type, actual_values_to_detail = None)
 
       Provides the data needed for decile metrics associated with the model monitor.
@@ -15298,7 +15668,6 @@ Package Contents
       :rtype: ModelMonitorVersionMetricData
 
 
-
    .. py:method:: list_organization_model_monitors(only_starred = False)
 
       Gets a list of Model Monitors for an organization.
@@ -15310,7 +15679,6 @@ Package Contents
       :rtype: list[ModelMonitor]
 
 
-
    .. py:method:: get_model_monitor_chart_from_organization(chart_type, limit = 15)
 
       Gets a list of model monitor summaries across monitors for an organization.
@@ -15324,7 +15692,6 @@ Package Contents
       :rtype: list[ModelMonitorSummaryFromOrg]
 
 
-
    .. py:method:: get_model_monitor_summary_from_organization()
 
       Gets a consolidated summary of model monitors for an organization.
@@ -15333,7 +15700,6 @@ Package Contents
       :rtype: list[ModelMonitorOrgSummary]
 
 
-
    .. py:method:: list_eda(project_id)
 
       Retrieves the list of Exploratory Data Analysis (EDA) in the specified project.
@@ -15345,7 +15711,6 @@ Package Contents
       :rtype: list[Eda]
 
 
-
    .. py:method:: describe_eda(eda_id)
 
       Retrieves a full description of the specified EDA object.
@@ -15357,7 +15722,6 @@ Package Contents
       :rtype: Eda
 
 
-
    .. py:method:: list_eda_versions(eda_id, limit = 100, start_after_version = None)
 
       Retrieves a list of versions for a given EDA object.
@@ -15373,7 +15737,6 @@ Package Contents
       :rtype: list[EdaVersion]
 
 
-
    .. py:method:: describe_eda_version(eda_version)
 
       Retrieves a full description of the specified EDA version.
@@ -15385,7 +15748,6 @@ Package Contents
       :rtype: EdaVersion
 
 
-
    .. py:method:: get_eda_collinearity(eda_version)
 
       Gets the Collinearity between all features for the Exploratory Data Analysis.
@@ -15397,7 +15759,6 @@ Package Contents
       :rtype: EdaCollinearity
 
 
-
    .. py:method:: get_eda_data_consistency(eda_version, transformation_feature = None)
 
       Gets the data consistency for the Exploratory Data Analysis.
@@ -15411,7 +15772,6 @@ Package Contents
       :rtype: EdaDataConsistency
 
 
-
    .. py:method:: get_collinearity_for_feature(eda_version, feature_name = None)
 
       Gets the Collinearity for the given feature from the Exploratory Data Analysis.
@@ -15425,7 +15785,6 @@ Package Contents
       :rtype: EdaFeatureCollinearity
 
 
-
    .. py:method:: get_feature_association(eda_version, reference_feature_name, test_feature_name)
 
       Gets the Feature Association for the given features from the feature group version within the eda_version.
@@ -15441,7 +15800,6 @@ Package Contents
       :rtype: EdaFeatureAssociation
 
 
-
    .. py:method:: get_eda_forecasting_analysis(eda_version)
 
       Gets the Forecasting analysis for the Exploratory Data Analysis.
@@ -15453,7 +15811,6 @@ Package Contents
       :rtype: EdaForecastingAnalysis
 
 
-
    .. py:method:: list_holdout_analysis(project_id, model_id = None)
 
       List holdout analyses for a project. Optionally, filter by model.
@@ -15467,7 +15824,6 @@ Package Contents
       :rtype: list[HoldoutAnalysis]
 
 
-
    .. py:method:: describe_holdout_analysis(holdout_analysis_id)
 
       Get a holdout analysis.
@@ -15479,7 +15835,6 @@ Package Contents
       :rtype: HoldoutAnalysis
 
 
-
    .. py:method:: list_holdout_analysis_versions(holdout_analysis_id)
 
       List holdout analysis versions for a holdout analysis.
@@ -15491,7 +15846,6 @@ Package Contents
       :rtype: list[HoldoutAnalysisVersion]
 
 
-
    .. py:method:: describe_holdout_analysis_version(holdout_analysis_version, get_metrics = False)
 
       Get a holdout analysis version.
@@ -15505,7 +15859,6 @@ Package Contents
       :rtype: HoldoutAnalysisVersion
 
 
-
    .. py:method:: describe_monitor_alert(monitor_alert_id)
 
       Describes a given monitor alert id
@@ -15517,7 +15870,6 @@ Package Contents
       :rtype: MonitorAlert
 
 
-
    .. py:method:: describe_monitor_alert_version(monitor_alert_version)
 
       Describes a given monitor alert version id
@@ -15529,7 +15881,6 @@ Package Contents
       :rtype: MonitorAlertVersion
 
 
-
    .. py:method:: list_monitor_alerts_for_monitor(model_monitor_id = None, realtime_monitor_id = None)
 
       Retrieves the list of monitor alerts for a specified monitor. One of the model_monitor_id or realtime_monitor_id is required but not both.
@@ -15543,7 +15894,6 @@ Package Contents
       :rtype: list[MonitorAlert]
 
 
-
    .. py:method:: list_monitor_alert_versions_for_monitor_version(model_monitor_version)
 
       Retrieves the list of monitor alert versions for a specified monitor instance.
@@ -15555,7 +15905,6 @@ Package Contents
       :rtype: list[MonitorAlertVersion]
 
 
-
    .. py:method:: get_drift_for_feature(model_monitor_version, feature_name, nested_feature_name = None)
 
       Gets the feature drift associated with a single feature in an output feature group from a prediction.
@@ -15571,7 +15920,6 @@ Package Contents
       :rtype: FeatureDistribution
 
 
-
    .. py:method:: get_outliers_for_feature(model_monitor_version, feature_name = None, nested_feature_name = None)
 
       Gets a list of outliers measured by a single feature (or overall) in an output feature group from a prediction.
@@ -15584,7 +15932,6 @@ Package Contents
       :type nested_feature_name: str
 
 
-
    .. py:method:: describe_prediction_operator(prediction_operator_id)
 
       Describe an existing prediction operator.
@@ -15596,7 +15943,6 @@ Package Contents
       :rtype: PredictionOperator
 
 
-
    .. py:method:: list_prediction_operators(project_id)
 
       List all the prediction operators inside a project.
@@ -15608,7 +15954,6 @@ Package Contents
       :rtype: list[PredictionOperator]
 
 
-
    .. py:method:: list_prediction_operator_versions(prediction_operator_id)
 
       List all the prediction operator versions for a prediction operator.
@@ -15620,7 +15965,6 @@ Package Contents
       :rtype: list[PredictionOperatorVersion]
 
 
-
    .. py:method:: describe_deployment(deployment_id)
 
       Retrieves a full description of the specified deployment.
@@ -15632,7 +15976,6 @@ Package Contents
       :rtype: Deployment
 
 
-
    .. py:method:: list_deployments(project_id)
 
       Retrieves a list of all deployments in the specified project.
@@ -15644,7 +15987,6 @@ Package Contents
       :rtype: list[Deployment]
 
 
-
    .. py:method:: list_deployment_tokens(project_id)
 
       Retrieves a list of all deployment tokens associated with the specified project.
@@ -15656,7 +15998,6 @@ Package Contents
       :rtype: list[DeploymentAuthToken]
 
 
-
    .. py:method:: get_api_endpoint(deployment_token = None, deployment_id = None, streaming_token = None, feature_group_id = None, model_id = None)
 
       Returns the API endpoint specific to an organization. This function can be utilized using either an API Key or a deployment ID and token for authentication.
@@ -15676,7 +16017,6 @@ Package Contents
       :rtype: ApiEndpoint
 
 
-
    .. py:method:: get_model_training_types_for_deployment(model_id, model_version = None, algorithm = None)
 
       Returns types of models that can be deployed for a given model instance ID.
@@ -15692,7 +16032,6 @@ Package Contents
       :rtype: ModelTrainingTypeForDeployment
 
 
-
    .. py:method:: list_deployment_alerts(deployment_id)
 
       List the monitor alerts associated with the deployment id.
@@ -15704,7 +16043,6 @@ Package Contents
       :rtype: list[MonitorAlert]
 
 
-
    .. py:method:: list_realtime_monitors(project_id)
 
       List the real-time monitors associated with the deployment id.
@@ -15716,7 +16054,6 @@ Package Contents
       :rtype: list[RealtimeMonitor]
 
 
-
    .. py:method:: describe_realtime_monitor(realtime_monitor_id)
 
       Get the real-time monitor associated with the real-time monitor id.
@@ -15728,7 +16065,6 @@ Package Contents
       :rtype: RealtimeMonitor
 
 
-
    .. py:method:: describe_refresh_policy(refresh_policy_id)
 
       Retrieve a single refresh policy
@@ -15740,7 +16076,6 @@ Package Contents
       :rtype: RefreshPolicy
 
 
-
    .. py:method:: describe_refresh_pipeline_run(refresh_pipeline_run_id)
 
       Retrieve a single refresh pipeline run
@@ -15752,7 +16087,6 @@ Package Contents
       :rtype: RefreshPipelineRun
 
 
-
    .. py:method:: list_refresh_policies(project_id = None, dataset_ids = [], feature_group_id = None, model_ids = [], deployment_ids = [], batch_prediction_ids = [], model_monitor_ids = [], notebook_ids = [])
 
       List the refresh policies for the organization. If no filters are specified, all refresh policies are returned.
@@ -15778,7 +16112,6 @@ Package Contents
       :rtype: list[RefreshPolicy]
 
 
-
    .. py:method:: list_refresh_pipeline_runs(refresh_policy_id)
 
       List the the times that the refresh policy has been run
@@ -15790,7 +16123,6 @@ Package Contents
       :rtype: list[RefreshPipelineRun]
 
 
-
    .. py:method:: download_batch_prediction_result_chunk(batch_prediction_version, offset = 0, chunk_size = 10485760)
 
       Returns a stream containing the batch prediction results.
@@ -15803,7 +16135,6 @@ Package Contents
       :type chunk_size: int
 
 
-
    .. py:method:: get_batch_prediction_connector_errors(batch_prediction_version)
 
       Returns a stream containing the batch prediction database connection write errors, if any writes failed for the specified batch prediction job.
@@ -15812,7 +16143,6 @@ Package Contents
       :type batch_prediction_version: str
 
 
-
    .. py:method:: list_batch_predictions(project_id)
 
       Retrieves a list of batch predictions in the project.
@@ -15824,7 +16154,6 @@ Package Contents
       :rtype: list[BatchPrediction]
 
 
-
    .. py:method:: describe_batch_prediction(batch_prediction_id)
 
       Describe the batch prediction.
@@ -15836,7 +16165,6 @@ Package Contents
       :rtype: BatchPrediction
 
 
-
    .. py:method:: list_batch_prediction_versions(batch_prediction_id, limit = 100, start_after_version = None)
 
       Retrieves a list of versions of a given batch prediction
@@ -15852,7 +16180,6 @@ Package Contents
       :rtype: list[BatchPredictionVersion]
 
 
-
    .. py:method:: describe_batch_prediction_version(batch_prediction_version)
 
       Describes a Batch Prediction Version.
@@ -15864,7 +16191,6 @@ Package Contents
       :rtype: BatchPredictionVersion
 
 
-
    .. py:method:: get_batch_prediction_version_logs(batch_prediction_version)
 
       Retrieves the batch prediction logs.
@@ -15876,7 +16202,6 @@ Package Contents
       :rtype: BatchPredictionVersionLogs
 
 
-
    .. py:method:: get_data(feature_group_id, primary_key = None, num_rows = None)
 
       Gets the feature group rows for online updatable feature groups.
@@ -15896,7 +16221,6 @@ Package Contents
       :rtype: list[FeatureGroupRow]
 
 
-
    .. py:method:: describe_python_function(name)
 
       Describe a Python Function.
@@ -15908,7 +16232,6 @@ Package Contents
       :rtype: PythonFunction
 
 
-
    .. py:method:: list_python_functions(function_type = 'FEATURE_GROUP')
 
       List all python functions within the organization.
@@ -15920,7 +16243,6 @@ Package Contents
       :rtype: list[PythonFunction]
 
 
-
    .. py:method:: list_pipelines(project_id = None)
 
       Lists the pipelines for an organization or a project
@@ -15932,7 +16254,6 @@ Package Contents
       :rtype: list[Pipeline]
 
 
-
    .. py:method:: describe_pipeline_version(pipeline_version)
 
       Describes a specified pipeline version
@@ -15944,7 +16265,6 @@ Package Contents
       :rtype: PipelineVersion
 
 
-
    .. py:method:: describe_pipeline_step(pipeline_step_id)
 
       Deletes a step from a pipeline.
@@ -15956,7 +16276,6 @@ Package Contents
       :rtype: PipelineStep
 
 
-
    .. py:method:: describe_pipeline_step_by_name(pipeline_id, step_name)
 
       Describes a pipeline step by the step name.
@@ -15970,7 +16289,6 @@ Package Contents
       :rtype: PipelineStep
 
 
-
    .. py:method:: describe_pipeline_step_version(pipeline_step_version)
 
       Describes a pipeline step version.
@@ -15982,7 +16300,6 @@ Package Contents
       :rtype: PipelineStepVersion
 
 
-
    .. py:method:: list_pipeline_version_logs(pipeline_version)
 
       Gets the logs for the steps in a given pipeline version.
@@ -15994,7 +16311,6 @@ Package Contents
       :rtype: PipelineVersionLogs
 
 
-
    .. py:method:: get_step_version_logs(pipeline_step_version)
 
       Gets the logs for a given step version.
@@ -16006,7 +16322,6 @@ Package Contents
       :rtype: PipelineStepVersionLogs
 
 
-
    .. py:method:: describe_graph_dashboard(graph_dashboard_id)
 
       Describes a given graph dashboard.
@@ -16018,7 +16333,6 @@ Package Contents
       :rtype: GraphDashboard
 
 
-
    .. py:method:: list_graph_dashboards(project_id = None)
 
       Lists the graph dashboards for a project
@@ -16030,7 +16344,6 @@ Package Contents
       :rtype: list[GraphDashboard]
 
 
-
    .. py:method:: describe_graph_for_dashboard(graph_reference_id)
 
       Describes a python plot to a graph dashboard
@@ -16042,7 +16355,6 @@ Package Contents
       :rtype: PythonPlotFunction
 
 
-
    .. py:method:: describe_algorithm(algorithm)
 
       Retrieves a full description of the specified algorithm.
@@ -16054,7 +16366,6 @@ Package Contents
       :rtype: Algorithm
 
 
-
    .. py:method:: list_algorithms(problem_type = None, project_id = None)
 
       List all custom algorithms, with optional filtering on Problem Type and Project ID
@@ -16068,7 +16379,6 @@ Package Contents
       :rtype: list[Algorithm]
 
 
-
    .. py:method:: describe_custom_loss_function(name)
 
       Retrieve a full description of a previously registered custom loss function.
@@ -16080,7 +16390,6 @@ Package Contents
       :rtype: CustomLossFunction
 
 
-
    .. py:method:: list_custom_loss_functions(name_prefix = None, loss_function_type = None)
 
       Retrieves a list of registered custom loss functions and their descriptions.
@@ -16094,7 +16403,6 @@ Package Contents
       :rtype: CustomLossFunction
 
 
-
    .. py:method:: describe_custom_metric(name)
 
       Retrieves a full description of a previously registered custom metric function.
@@ -16106,7 +16414,6 @@ Package Contents
       :rtype: CustomMetric
 
 
-
    .. py:method:: describe_custom_metric_version(custom_metric_version)
 
       Describes a given custom metric version
@@ -16118,7 +16425,6 @@ Package Contents
       :rtype: CustomMetricVersion
 
 
-
    .. py:method:: list_custom_metrics(name_prefix = None, problem_type = None)
 
       Retrieves a list of registered custom metrics.
@@ -16132,7 +16438,6 @@ Package Contents
       :rtype: list[CustomMetric]
 
 
-
    .. py:method:: describe_module(name)
 
       Retrieves a full description of the specified module.
@@ -16144,7 +16449,6 @@ Package Contents
       :rtype: Module
 
 
-
    .. py:method:: list_modules()
 
       List all the modules
@@ -16153,7 +16457,6 @@ Package Contents
       :rtype: list[Module]
 
 
-
    .. py:method:: get_organization_secret(secret_key)
 
       Gets a secret.
@@ -16165,7 +16468,6 @@ Package Contents
       :rtype: OrganizationSecret
 
 
-
    .. py:method:: list_organization_secrets()
 
       Lists all secrets for an organization.
@@ -16174,7 +16476,6 @@ Package Contents
       :rtype: list[OrganizationSecret]
 
 
-
    .. py:method:: query_feature_group_code_generator(query, language, project_id = None)
 
       Send a query to the feature group code generator tool to generate code for the query.
@@ -16190,7 +16491,6 @@ Package Contents
       :rtype: LlmResponse
 
 
-
    .. py:method:: get_natural_language_explanation(feature_group_id = None, feature_group_version = None, model_id = None)
 
       Returns the saved natural language explanation of an artifact with given ID. The artifact can be - Feature Group or Feature Group Version or Model
@@ -16206,7 +16506,6 @@ Package Contents
       :rtype: NaturalLanguageExplanation
 
 
-
    .. py:method:: generate_natural_language_explanation(feature_group_id = None, feature_group_version = None, model_id = None)
 
       Generates natural language explanation of an artifact with given ID. The artifact can be - Feature Group or Feature Group Version or Model
@@ -16222,7 +16521,6 @@ Package Contents
       :rtype: NaturalLanguageExplanation
 
 
-
    .. py:method:: get_chat_session(chat_session_id)
 
       Gets a chat session from Data Science Co-pilot.
@@ -16234,7 +16532,6 @@ Package Contents
       :rtype: ChatSession
 
 
-
    .. py:method:: list_chat_sessions(most_recent_per_project = False)
 
       Lists all chat sessions for the current user
@@ -16246,8 +16543,7 @@ Package Contents
       :rtype: ChatSession
 
 
-
-   .. py:method:: get_deployment_conversation(deployment_conversation_id = None, external_session_id = None, deployment_id = None, deployment_token = None, filter_intermediate_conversation_events = True)
+   .. py:method:: get_deployment_conversation(deployment_conversation_id = None, external_session_id = None, deployment_id = None, deployment_token = None, filter_intermediate_conversation_events = True, get_unused_document_uploads = False)
 
       Gets a deployment conversation.
 
@@ -16261,12 +16557,13 @@ Package Contents
       :type deployment_token: str
       :param filter_intermediate_conversation_events: If true, intermediate conversation events will be filtered out. Default is true.
       :type filter_intermediate_conversation_events: bool
+      :param get_unused_document_uploads: If true, unused document uploads will be returned. Default is false.
+      :type get_unused_document_uploads: bool
 
       :returns: The deployment conversation.
       :rtype: DeploymentConversation
 
 
-
    .. py:method:: list_deployment_conversations(deployment_id, external_application_id = None)
 
       Lists all conversations for the given deployment and current user.
@@ -16280,7 +16577,6 @@ Package Contents
       :rtype: list[DeploymentConversation]
 
 
-
    .. py:method:: export_deployment_conversation(deployment_conversation_id = None, external_session_id = None)
 
       Export a Deployment Conversation.
@@ -16294,7 +16590,6 @@ Package Contents
       :rtype: DeploymentConversationExport
 
 
-
    .. py:method:: get_app_user_group(user_group_id)
 
       Gets an App User Group.
@@ -16306,7 +16601,6 @@ Package Contents
       :rtype: AppUserGroup
 
 
-
    .. py:method:: describe_external_application(external_application_id)
 
       Describes an External Application.
@@ -16318,7 +16612,6 @@ Package Contents
       :rtype: ExternalApplication
 
 
-
    .. py:method:: list_external_applications()
 
       Lists External Applications in an organization.
@@ -16327,7 +16620,6 @@ Package Contents
       :rtype: list[ExternalApplication]
 
 
-
    .. py:method:: download_agent_attachment(deployment_id, attachment_id)
 
       Return an agent attachment.
@@ -16338,7 +16630,6 @@ Package Contents
       :type attachment_id: str
 
 
-
    .. py:method:: describe_agent(agent_id)
 
       Retrieves a full description of the specified model.
@@ -16350,7 +16641,6 @@ Package Contents
       :rtype: Agent
 
 
-
    .. py:method:: describe_agent_version(agent_version)
 
       Retrieves a full description of the specified agent version.
@@ -16362,7 +16652,6 @@ Package Contents
       :rtype: AgentVersion
 
 
-
    .. py:method:: search_feature_groups(text, num_results = 10, project_id = None, feature_group_ids = None)
 
       Search feature groups based on text and filters.
@@ -16380,7 +16669,6 @@ Package Contents
       :rtype: list[OrganizationSearchResult]
 
 
-
    .. py:method:: list_agents(project_id)
 
       Retrieves the list of agents in the specified project.
@@ -16392,7 +16680,6 @@ Package Contents
       :rtype: list[Agent]
 
 
-
    .. py:method:: list_agent_versions(agent_id, limit = 100, start_after_version = None)
 
       List all versions of an agent.
@@ -16408,7 +16695,6 @@ Package Contents
       :rtype: list[AgentVersion]
 
 
-
    .. py:method:: list_llm_apps()
 
       Lists all available LLM Apps, which are LLMs tailored to achieve a specific task like code generation for a specific service's API.
@@ -16417,7 +16703,6 @@ Package Contents
       :rtype: list[LlmApp]
 
 
-
    .. py:method:: list_document_retrievers(project_id, limit = 100, start_after_id = None)
 
       List all the document retrievers.
@@ -16433,7 +16718,6 @@ Package Contents
       :rtype: list[DocumentRetriever]
 
 
-
    .. py:method:: describe_document_retriever(document_retriever_id)
 
       Describe a Document Retriever.
@@ -16445,7 +16729,6 @@ Package Contents
       :rtype: DocumentRetriever
 
 
-
    .. py:method:: describe_document_retriever_by_name(name)
 
       Describe a document retriever by its name.
@@ -16457,7 +16740,6 @@ Package Contents
       :rtype: DocumentRetriever
 
 
-
    .. py:method:: list_document_retriever_versions(document_retriever_id, limit = 100, start_after_version = None)
 
       List all the document retriever versions with a given ID.
@@ -16473,7 +16755,6 @@ Package Contents
       :rtype: list[DocumentRetrieverVersion]
 
 
-
    .. py:method:: describe_document_retriever_version(document_retriever_version)
 
       Describe a document retriever version.
@@ -16488,17 +16769,18 @@ Package Contents
 
 .. py:data:: _request_context
 
+   
+
 .. py:class:: PredictionClient(client_options = None)
 
-   Bases: :py:obj:`abacusai.client.BaseApiClient`
 
+   Bases: :py:obj:`abacusai.client.BaseApiClient`
 
    Abacus.AI Prediction API Client. Does not utilize authentication and only contains public prediction methods
 
    :param client_options: Optional API client configurations
    :type client_options: ClientOptions
 
-
    .. py:method:: predict_raw(deployment_token, deployment_id, **kwargs)
 
       Raw interface for returning predictions from Plug and Play deployments.
@@ -16511,7 +16793,6 @@ Package Contents
       :type \*\*kwargs: dict
 
 
-
    .. py:method:: lookup_features(deployment_token, deployment_id, query_data, limit_results = None, result_columns = None)
 
       Returns the feature group deployed in the feature store project.
@@ -16528,7 +16809,6 @@ Package Contents
       :type result_columns: list
 
 
-
    .. py:method:: predict(deployment_token, deployment_id, query_data)
 
       Returns a prediction for Predictive Modeling
@@ -16541,7 +16821,6 @@ Package Contents
       :type query_data: dict
 
 
-
    .. py:method:: predict_multiple(deployment_token, deployment_id, query_data)
 
       Returns a list of predictions for predictive modeling.
@@ -16554,7 +16833,6 @@ Package Contents
       :type query_data: list
 
 
-
    .. py:method:: predict_from_datasets(deployment_token, deployment_id, query_data)
 
       Returns a list of predictions for Predictive Modeling.
@@ -16567,7 +16845,6 @@ Package Contents
       :type query_data: dict
 
 
-
    .. py:method:: predict_lead(deployment_token, deployment_id, query_data, explain_predictions = False, explainer_type = None)
 
       Returns the probability of a user being a lead based on their interaction with the service/product and their own attributes (e.g. income, assets, credit score, etc.). Note that the inputs to this method, wherever applicable, should be the column names in the dataset mapped to the column mappings in our system (e.g. column 'user_id' mapped to mapping 'LEAD_ID' in our system).
@@ -16584,7 +16861,6 @@ Package Contents
       :type explainer_type: str
 
 
-
    .. py:method:: predict_churn(deployment_token, deployment_id, query_data, explain_predictions = False, explainer_type = None)
 
       Returns the probability of a user to churn out in response to their interactions with the item/product/service. Note that the inputs to this method, wherever applicable, will be the column names in your dataset mapped to the column mappings in our system (e.g. column 'churn_result' mapped to mapping 'CHURNED_YN' in our system).
@@ -16601,7 +16877,6 @@ Package Contents
       :type explainer_type: str
 
 
-
    .. py:method:: predict_takeover(deployment_token, deployment_id, query_data)
 
       Returns a probability for each class label associated with the types of fraud or a 'yes' or 'no' type label for the possibility of fraud. Note that the inputs to this method, wherever applicable, will be the column names in the dataset mapped to the column mappings in our system (e.g., column 'account_name' mapped to mapping 'ACCOUNT_ID' in our system).
@@ -16614,7 +16889,6 @@ Package Contents
       :type query_data: dict
 
 
-
    .. py:method:: predict_fraud(deployment_token, deployment_id, query_data)
 
       Returns the probability of a transaction performed under a specific account being fraudulent or not. Note that the inputs to this method, wherever applicable, should be the column names in your dataset mapped to the column mappings in our system (e.g. column 'account_number' mapped to the mapping 'ACCOUNT_ID' in our system).
@@ -16627,7 +16901,6 @@ Package Contents
       :type query_data: dict
 
 
-
    .. py:method:: predict_class(deployment_token, deployment_id, query_data, threshold = None, threshold_class = None, thresholds = None, explain_predictions = False, fixed_features = None, nested = None, explainer_type = None)
 
       Returns a classification prediction
@@ -16654,7 +16927,6 @@ Package Contents
       :type explainer_type: str
 
 
-
    .. py:method:: predict_target(deployment_token, deployment_id, query_data, explain_predictions = False, fixed_features = None, nested = None, explainer_type = None)
 
       Returns a prediction from a classification or regression model. Optionally, includes explanations.
@@ -16675,7 +16947,6 @@ Package Contents
       :type explainer_type: str
 
 
-
    .. py:method:: get_anomalies(deployment_token, deployment_id, threshold = None, histogram = False)
 
       Returns a list of anomalies from the training dataset.
@@ -16690,7 +16961,6 @@ Package Contents
       :type histogram: bool
 
 
-
    .. py:method:: get_timeseries_anomalies(deployment_token, deployment_id, start_timestamp = None, end_timestamp = None, query_data = None, get_all_item_data = False, series_ids = None)
 
       Returns a list of anomalous timestamps from the training dataset.
@@ -16711,7 +16981,6 @@ Package Contents
       :type series_ids: list
 
 
-
    .. py:method:: is_anomaly(deployment_token, deployment_id, query_data = None)
 
       Returns a list of anomaly attributes based on login information for a specified account. Note that the inputs to this method, wherever applicable, should be the column names in the dataset mapped to the column mappings in our system (e.g. column 'account_name' mapped to mapping 'ACCOUNT_ID' in our system).
@@ -16724,7 +16993,6 @@ Package Contents
       :type query_data: dict
 
 
-
    .. py:method:: get_event_anomaly_score(deployment_token, deployment_id, query_data = None)
 
       Returns an anomaly score for an event.
@@ -16737,7 +17005,6 @@ Package Contents
       :type query_data: dict
 
 
-
    .. py:method:: get_forecast(deployment_token, deployment_id, query_data, future_data = None, num_predictions = None, prediction_start = None, explain_predictions = False, explainer_type = None, get_item_data = False)
 
       Returns a list of forecasts for a given entity under the specified project deployment. Note that the inputs to the deployed model will be the column names in your dataset mapped to the column mappings in our system (e.g. column 'holiday_yn' mapped to mapping 'FUTURE' in our system).
@@ -16762,7 +17029,6 @@ Package Contents
       :type get_item_data: bool
 
 
-
    .. py:method:: get_k_nearest(deployment_token, deployment_id, vector, k = None, distance = None, include_score = False, catalog_id = None)
 
       Returns the k nearest neighbors for the provided embedding vector.
@@ -16783,7 +17049,6 @@ Package Contents
       :type catalog_id: str
 
 
-
    .. py:method:: get_multiple_k_nearest(deployment_token, deployment_id, queries)
 
       Returns the k nearest neighbors for the queries provided.
@@ -16796,7 +17061,6 @@ Package Contents
       :type queries: list
 
 
-
    .. py:method:: get_labels(deployment_token, deployment_id, query_data, return_extracted_entities = False)
 
       Returns a list of scored labels for a document.
@@ -16811,7 +17075,6 @@ Package Contents
       :type return_extracted_entities: bool
 
 
-
    .. py:method:: get_entities_from_pdf(deployment_token, deployment_id, pdf = None, doc_id = None, return_extracted_features = False, verbose = False, save_extracted_features = None)
 
       Extracts text from the provided PDF and returns a list of recognized labels and their scores.
@@ -16832,7 +17095,6 @@ Package Contents
       :type save_extracted_features: bool
 
 
-
    .. py:method:: get_recommendations(deployment_token, deployment_id, query_data, num_items = None, page = None, exclude_item_ids = None, score_field = None, scaling_factors = None, restrict_items = None, exclude_items = None, explore_fraction = None, diversity_attribute_name = None, diversity_max_results_per_value = None)
 
       Returns a list of recommendations for a given user under the specified project deployment. Note that the inputs to this method, wherever applicable, will be the column names in your dataset mapped to the column mappings in our system (e.g. column 'time' mapped to mapping 'TIMESTAMP' in our system).
@@ -16863,7 +17125,6 @@ Package Contents
       :type diversity_max_results_per_value: int
 
 
-
    .. py:method:: get_personalized_ranking(deployment_token, deployment_id, query_data, preserve_ranks = None, preserve_unknown_items = False, scaling_factors = None)
 
       Returns a list of items with personalized promotions for a given user under the specified project deployment. Note that the inputs to this method, wherever applicable, should be the column names in the dataset mapped to the column mappings in our system (e.g. column 'item_code' mapped to mapping 'ITEM_ID' in our system).
@@ -16882,7 +17143,6 @@ Package Contents
       :type scaling_factors: list
 
 
-
    .. py:method:: get_ranked_items(deployment_token, deployment_id, query_data, preserve_ranks = None, preserve_unknown_items = False, score_field = None, scaling_factors = None, diversity_attribute_name = None, diversity_max_results_per_value = None)
 
       Returns a list of re-ranked items for a selected user when a list of items is required to be reranked according to the user's preferences. Note that the inputs to this method, wherever applicable, will be the column names in your dataset mapped to the column mappings in our system (e.g. column 'item_code' mapped to mapping 'ITEM_ID' in our system).
@@ -16907,7 +17167,6 @@ Package Contents
       :type diversity_max_results_per_value: int
 
 
-
    .. py:method:: get_related_items(deployment_token, deployment_id, query_data, num_items = None, page = None, scaling_factors = None, restrict_items = None, exclude_items = None)
 
       Returns a list of related items for a given item under the specified project deployment. Note that the inputs to this method, wherever applicable, will be the column names in your dataset mapped to the column mappings in our system (e.g. column 'item_code' mapped to mapping 'ITEM_ID' in our system).
@@ -16930,7 +17189,6 @@ Package Contents
       :type exclude_items: list
 
 
-
    .. py:method:: get_chat_response(deployment_token, deployment_id, messages, llm_name = None, num_completion_tokens = None, system_message = None, temperature = 0.0, filter_key_values = None, search_score_cutoff = None, chat_config = None, ignore_documents = False)
 
       Return a chat response which continues the conversation based on the input messages and search results.
@@ -16959,7 +17217,6 @@ Package Contents
       :type ignore_documents: bool
 
 
-
    .. py:method:: get_chat_response_with_binary_data(deployment_token, deployment_id, messages, llm_name = None, num_completion_tokens = None, system_message = None, temperature = 0.0, filter_key_values = None, search_score_cutoff = None, chat_config = None, ignore_documents = False, attachments = None)
 
       Return a chat response which continues the conversation based on the input messages and search results.
@@ -16990,7 +17247,6 @@ Package Contents
       :type attachments: None
 
 
-
    .. py:method:: get_conversation_response(deployment_id, message, deployment_conversation_id = None, external_session_id = None, llm_name = None, num_completion_tokens = None, system_message = None, temperature = 0.0, filter_key_values = None, search_score_cutoff = None, chat_config = None, ignore_documents = False, deployment_token = None, doc_infos = None)
 
       Return a conversation response which continues the conversation based on the input message and deployment conversation id (if exists).
@@ -17025,7 +17281,6 @@ Package Contents
       :type doc_infos: list
 
 
-
    .. py:method:: get_conversation_response_with_binary_data(deployment_id, deployment_token, message, deployment_conversation_id = None, external_session_id = None, llm_name = None, num_completion_tokens = None, system_message = None, temperature = 0.0, filter_key_values = None, search_score_cutoff = None, chat_config = None, ignore_documents = False, attachments = None)
 
       Return a conversation response which continues the conversation based on the input message and deployment conversation id (if exists).
@@ -17060,7 +17315,6 @@ Package Contents
       :type attachments: None
 
 
-
    .. py:method:: get_search_results(deployment_token, deployment_id, query_data, num = 15)
 
       Return the most relevant search results to the search query from the uploaded documents.
@@ -17075,7 +17329,6 @@ Package Contents
       :type num: int
 
 
-
    .. py:method:: get_sentiment(deployment_token, deployment_id, document)
 
       Predicts sentiment on a document
@@ -17088,7 +17341,6 @@ Package Contents
       :type document: str
 
 
-
    .. py:method:: get_entailment(deployment_token, deployment_id, document)
 
       Predicts the classification of the document
@@ -17101,7 +17353,6 @@ Package Contents
       :type document: str
 
 
-
    .. py:method:: get_classification(deployment_token, deployment_id, document)
 
       Predicts the classification of the document
@@ -17114,7 +17365,6 @@ Package Contents
       :type document: str
 
 
-
    .. py:method:: get_summary(deployment_token, deployment_id, query_data)
 
       Returns a JSON of the predicted summary for the given document. Note that the inputs to this method, wherever applicable, will be the column names in your dataset mapped to the column mappings in our system (e.g. column 'text' mapped to mapping 'DOCUMENT' in our system).
@@ -17127,7 +17377,6 @@ Package Contents
       :type query_data: dict
 
 
-
    .. py:method:: predict_language(deployment_token, deployment_id, query_data)
 
       Predicts the language of the text
@@ -17140,7 +17389,6 @@ Package Contents
       :type query_data: str
 
 
-
    .. py:method:: get_assignments(deployment_token, deployment_id, query_data, forced_assignments = None, solve_time_limit_seconds = None, include_all_assignments = False)
 
       Get all positive assignments that match a query.
@@ -17159,7 +17407,6 @@ Package Contents
       :type include_all_assignments: bool
 
 
-
    .. py:method:: get_alternative_assignments(deployment_token, deployment_id, query_data, add_constraints = None, solve_time_limit_seconds = None, best_alternate_only = False)
 
       Get alternative positive assignments for given query. Optimal assignments are ignored and the alternative assignments are returned instead.
@@ -17178,7 +17425,6 @@ Package Contents
       :type best_alternate_only: bool
 
 
-
    .. py:method:: check_constraints(deployment_token, deployment_id, query_data)
 
       Check for any constraints violated by the overrides.
@@ -17191,7 +17437,6 @@ Package Contents
       :type query_data: dict
 
 
-
    .. py:method:: predict_with_binary_data(deployment_token, deployment_id, blob)
 
       Make predictions for a given blob, e.g. image, audio
@@ -17204,7 +17449,6 @@ Package Contents
       :type blob: io.TextIOBase
 
 
-
    .. py:method:: describe_image(deployment_token, deployment_id, image, categories, top_n = None)
 
       Describe the similarity between an image and a list of categories.
@@ -17221,7 +17465,6 @@ Package Contents
       :type top_n: int
 
 
-
    .. py:method:: get_text_from_document(deployment_token, deployment_id, document = None, adjust_doc_orientation = False, save_predicted_pdf = False, save_extracted_features = False)
 
       Generate text from a document
@@ -17240,7 +17483,6 @@ Package Contents
       :type save_extracted_features: bool
 
 
-
    .. py:method:: transcribe_audio(deployment_token, deployment_id, audio)
 
       Transcribe the audio
@@ -17253,7 +17495,6 @@ Package Contents
       :type audio: io.TextIOBase
 
 
-
    .. py:method:: classify_image(deployment_token, deployment_id, image = None, doc_id = None)
 
       Classify an image.
@@ -17268,7 +17509,6 @@ Package Contents
       :type doc_id: str
 
 
-
    .. py:method:: classify_pdf(deployment_token, deployment_id, pdf = None)
 
       Returns a classification prediction from a PDF
@@ -17281,7 +17521,6 @@ Package Contents
       :type pdf: io.TextIOBase
 
 
-
    .. py:method:: get_cluster(deployment_token, deployment_id, query_data)
 
       Predicts the cluster for given data.
@@ -17294,7 +17533,6 @@ Package Contents
       :type query_data: dict
 
 
-
    .. py:method:: get_objects_from_image(deployment_token, deployment_id, image)
 
       Classify an image.
@@ -17307,7 +17545,6 @@ Package Contents
       :type image: io.TextIOBase
 
 
-
    .. py:method:: score_image(deployment_token, deployment_id, image)
 
       Score on image.
@@ -17320,7 +17557,6 @@ Package Contents
       :type image: io.TextIOBase
 
 
-
    .. py:method:: transfer_style(deployment_token, deployment_id, source_image, style_image)
 
       Change the source image to adopt the visual style from the style image.
@@ -17335,7 +17571,6 @@ Package Contents
       :type style_image: io.TextIOBase
 
 
-
    .. py:method:: generate_image(deployment_token, deployment_id, query_data)
 
       Generate an image from text prompt.
@@ -17348,7 +17583,6 @@ Package Contents
       :type query_data: dict
 
 
-
    .. py:method:: execute_agent(deployment_token, deployment_id, arguments = None, keyword_arguments = None)
 
       Executes a deployed AI agent function using the arguments as keyword arguments to the agent execute function.
@@ -17363,7 +17597,6 @@ Package Contents
       :type keyword_arguments: dict
 
 
-
    .. py:method:: execute_conversation_agent(deployment_token, deployment_id, arguments = None, keyword_arguments = None, deployment_conversation_id = None, external_session_id = None, regenerate = False, doc_infos = None)
 
       Executes a deployed AI agent function using the arguments as keyword arguments to the agent execute function.
@@ -17386,7 +17619,6 @@ Package Contents
       :type doc_infos: list
 
 
-
    .. py:method:: lookup_matches(deployment_token, deployment_id, data = None, filters = None, num = None, result_columns = None, max_words = None, num_retrieval_margin_words = None, max_words_per_chunk = None, score_multiplier_column = None, min_score = None, required_phrases = None, filter_clause = None, crowding_limits = None)
 
       Lookup document retrievers and return the matching documents from the document retriever deployed with given query.
@@ -17429,7 +17661,6 @@ Package Contents
       :rtype: list[DocumentRetrieverLookupResult]
 
 
-
    .. py:method:: get_completion(deployment_token, deployment_id, prompt)
 
       Returns the finetuned LLM generated completion of the prompt.
@@ -17442,7 +17673,6 @@ Package Contents
       :type prompt: str
 
 
-
    .. py:method:: execute_agent_with_binary_data(deployment_token, deployment_id, arguments = None, keyword_arguments = None, deployment_conversation_id = None, external_session_id = None, blobs = None)
 
       Executes a deployed AI agent function with binary data as inputs.
@@ -17469,15 +17699,14 @@ Package Contents
 
 .. py:class:: StreamingClient(client_options = None)
 
-   Bases: :py:obj:`abacusai.client.BaseApiClient`
 
+   Bases: :py:obj:`abacusai.client.BaseApiClient`
 
    Abacus.AI Streaming API Client. Does not utilize authentication and only contains public streaming methods
 
    :param client_options: Optional API client configurations
    :type client_options: ClientOptions
 
-
    .. py:method:: upsert_item_embeddings(streaming_token, model_id, item_id, vector, catalog_id = None)
 
       Upserts an embedding vector for an item id for a model_id.
@@ -17494,7 +17723,6 @@ Package Contents
       :type catalog_id: str
 
 
-
    .. py:method:: delete_item_embeddings(streaming_token, model_id, item_ids, catalog_id = None)
 
       Deletes KNN embeddings for a list of item IDs for a given model ID.
@@ -17509,7 +17737,6 @@ Package Contents
       :type catalog_id: str
 
 
-
    .. py:method:: upsert_multiple_item_embeddings(streaming_token, model_id, upserts, catalog_id = None)
 
       Upserts a knn embedding for multiple item ids for a model_id.
@@ -17524,7 +17751,6 @@ Package Contents
       :type catalog_id: str
 
 
-
    .. py:method:: append_data(feature_group_id, streaming_token, data)
 
       Appends new data into the feature group for a given lookup key recordId.
@@ -17537,7 +17763,6 @@ Package Contents
       :type data: dict
 
 
-
    .. py:method:: append_multiple_data(feature_group_id, streaming_token, data)
 
       Appends new data into the feature group for a given lookup key recordId.
@@ -17552,6 +17777,7 @@ Package Contents
 
 
 .. py:data:: __version__
-   :value: '1.3.2'
+   :value: '1.3.3'
 
+   
 
diff --git a/docs/_sources/autoapi/abacusai/indexing_config/index.rst.txt b/docs/_sources/autoapi/abacusai/indexing_config/index.rst.txt
index 2ea0d0571..a0cb36669 100644
--- a/docs/_sources/autoapi/abacusai/indexing_config/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/indexing_config/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.indexing_config
-========================
+:py:mod:`abacusai.indexing_config`
+==================================
 
 .. py:module:: abacusai.indexing_config
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.indexing_config.AbstractApiClass
-   abacusai.indexing_config.IndexingConfig
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.indexing_config.IndexingConfig
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: IndexingConfig(client, primaryKey=None, updateTimestampKey=None, lookupKeys=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    The indexing config for a Feature Group
 
@@ -43,13 +33,11 @@ Module Contents
    :param lookupKeys: A multi-key index. Cannot be used in conjuction with primary key.
    :type lookupKeys: list[str]
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/inferred_database_column_to_feature_mappings/index.rst.txt b/docs/_sources/autoapi/abacusai/inferred_database_column_to_feature_mappings/index.rst.txt
index c8cd05c93..f8b6017c9 100644
--- a/docs/_sources/autoapi/abacusai/inferred_database_column_to_feature_mappings/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/inferred_database_column_to_feature_mappings/index.rst.txt
@@ -1,67 +1,26 @@
-abacusai.inferred_database_column_to_feature_mappings
-=====================================================
+:py:mod:`abacusai.inferred_database_column_to_feature_mappings`
+===============================================================
 
 .. py:module:: abacusai.inferred_database_column_to_feature_mappings
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.inferred_database_column_to_feature_mappings.DatabaseColumnFeatureMapping
-   abacusai.inferred_database_column_to_feature_mappings.AbstractApiClass
-   abacusai.inferred_database_column_to_feature_mappings.InferredDatabaseColumnToFeatureMappings
-
-
 Module Contents
 ---------------
 
-.. py:class:: DatabaseColumnFeatureMapping(client, databaseColumn=None, feature=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Mapping for export of feature group version to database column
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param databaseColumn: database column name
-   :type databaseColumn: str
-   :param feature: feature group column it has been matched to
-   :type feature: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.inferred_database_column_to_feature_mappings.InferredDatabaseColumnToFeatureMappings
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: InferredDatabaseColumnToFeatureMappings(client, databaseColumnToFeatureMappings={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Autocomplete mappings for database to connector columns
 
@@ -70,13 +29,11 @@ Module Contents
    :param databaseColumnToFeatureMappings: Database columns feature mappings
    :type databaseColumnToFeatureMappings: DatabaseColumnFeatureMapping
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/inferred_feature_mappings/index.rst.txt b/docs/_sources/autoapi/abacusai/inferred_feature_mappings/index.rst.txt
index a0a30f4fd..f9ebf2798 100644
--- a/docs/_sources/autoapi/abacusai/inferred_feature_mappings/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/inferred_feature_mappings/index.rst.txt
@@ -1,67 +1,26 @@
-abacusai.inferred_feature_mappings
-==================================
+:py:mod:`abacusai.inferred_feature_mappings`
+============================================
 
 .. py:module:: abacusai.inferred_feature_mappings
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.inferred_feature_mappings.FeatureMapping
-   abacusai.inferred_feature_mappings.AbstractApiClass
-   abacusai.inferred_feature_mappings.InferredFeatureMappings
-
-
 Module Contents
 ---------------
 
-.. py:class:: FeatureMapping(client, featureMapping=None, featureName=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A description of the data use for a feature
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param featureMapping: The mapping of the feature. The possible values will be based on the project's use-case. See the (Use Case Documentation)[https://api.abacus.ai/app/help/useCases] for more details.
-   :type featureMapping: str
-   :param featureName: The unique name of the feature.
-   :type featureName: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.inferred_feature_mappings.InferredFeatureMappings
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: InferredFeatureMappings(client, error=None, featureMappings={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A description of the data use for a feature
 
@@ -72,13 +31,11 @@ Module Contents
    :param featureMappings: The inferred feature mappings
    :type featureMappings: FeatureMapping
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/item_statistics/index.rst.txt b/docs/_sources/autoapi/abacusai/item_statistics/index.rst.txt
index 616a76216..7a7c6cde2 100644
--- a/docs/_sources/autoapi/abacusai/item_statistics/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/item_statistics/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.item_statistics
-========================
+:py:mod:`abacusai.item_statistics`
+==================================
 
 .. py:module:: abacusai.item_statistics
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.item_statistics.AbstractApiClass
-   abacusai.item_statistics.ItemStatistics
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.item_statistics.ItemStatistics
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: ItemStatistics(client, missingPercent=None, count=None, median=None, mean=None, p10=None, p90=None, stddev=None, min=None, max=None, lowerBound=None, upperBound=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    ItemStatistics representation.
 
@@ -59,13 +49,11 @@ Module Contents
    :param upperBound: upper bound threshold of the data
    :type upperBound: float
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/llm_app/index.rst.txt b/docs/_sources/autoapi/abacusai/llm_app/index.rst.txt
index b0de5fe0a..889cdaa46 100644
--- a/docs/_sources/autoapi/abacusai/llm_app/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/llm_app/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.llm_app
-================
+:py:mod:`abacusai.llm_app`
+==========================
 
 .. py:module:: abacusai.llm_app
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.llm_app.AbstractApiClass
-   abacusai.llm_app.LlmApp
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.llm_app.LlmApp
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: LlmApp(client, llmAppId=None, name=None, description=None, projectId=None, deploymentId=None, createdAt=None, updatedAt=None, status=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    An LLM App that can be used for generation. LLM Apps are specifically crafted to help with certain tasks like code generation or question answering.
 
@@ -53,13 +43,11 @@ Module Contents
    :param status: The status of the LLM App's deployment.
    :type status: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/llm_code_block/index.rst.txt b/docs/_sources/autoapi/abacusai/llm_code_block/index.rst.txt
index 7738d396b..179f80bd3 100644
--- a/docs/_sources/autoapi/abacusai/llm_code_block/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/llm_code_block/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.llm_code_block
-=======================
+:py:mod:`abacusai.llm_code_block`
+=================================
 
 .. py:module:: abacusai.llm_code_block
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.llm_code_block.AbstractApiClass
-   abacusai.llm_code_block.LlmCodeBlock
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.llm_code_block.LlmCodeBlock
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: LlmCodeBlock(client, language=None, code=None, start=None, end=None, valid=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Parsed code block from an LLM response
 
@@ -47,13 +37,11 @@ Module Contents
    :param valid: flag denoting whether the soruce code string is syntactically valid
    :type valid: bool
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/llm_execution_preview/index.rst.txt b/docs/_sources/autoapi/abacusai/llm_execution_preview/index.rst.txt
index 080ce6529..412c2a667 100644
--- a/docs/_sources/autoapi/abacusai/llm_execution_preview/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/llm_execution_preview/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.llm_execution_preview
-==============================
+:py:mod:`abacusai.llm_execution_preview`
+========================================
 
 .. py:module:: abacusai.llm_execution_preview
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.llm_execution_preview.AbstractApiClass
-   abacusai.llm_execution_preview.LlmExecutionPreview
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.llm_execution_preview.LlmExecutionPreview
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: LlmExecutionPreview(client, error=None, sql=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Preview of executing queries using LLM.
 
@@ -41,13 +31,11 @@ Module Contents
    :param sql: Preview of SQL query generated by LLM.
    :type sql: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/llm_execution_result/index.rst.txt b/docs/_sources/autoapi/abacusai/llm_execution_result/index.rst.txt
index 5903cdec0..83599e4b4 100644
--- a/docs/_sources/autoapi/abacusai/llm_execution_result/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/llm_execution_result/index.rst.txt
@@ -1,166 +1,26 @@
-abacusai.llm_execution_result
-=============================
+:py:mod:`abacusai.llm_execution_result`
+=======================================
 
 .. py:module:: abacusai.llm_execution_result
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.llm_execution_result.ExecuteFeatureGroupOperation
-   abacusai.llm_execution_result.LlmExecutionPreview
-   abacusai.llm_execution_result.AbstractApiClass
-   abacusai.llm_execution_result.LlmExecutionResult
-
-
 Module Contents
 ---------------
 
-.. py:class:: ExecuteFeatureGroupOperation(client, featureGroupOperationRunId=None, status=None, error=None, query=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   The result of executing a SQL query
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param featureGroupOperationRunId: The run id of the operation
-   :type featureGroupOperationRunId: str
-   :param status: The status of the operation
-   :type status: str
-   :param error: The error message if the operation failed
-   :type error: str
-   :param query: The SQL query of the operation
-   :type query: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: wait_for_results(timeout=3600, delay=2)
-
-      A waiting call until query is executed.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out.
-      :type timeout: int
-      :param delay: Polling interval for checking timeout.
-      :type delay: int
-
-
-
-   .. py:method:: wait_for_execution(timeout=3600, delay=2)
-
-      A waiting call until query is executed.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out.
-      :type timeout: int
-      :param delay: Polling interval for checking timeout.
-      :type delay: int
-
-
-
-   .. py:method:: get_status()
-
-      Gets the status of the query execution
-
-      :returns: A string describing the status of a query execution (pending, complete, etc.).
-      :rtype: str
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: DatasetVersion
-
-
-
-   .. py:method:: describe()
-
-      Gets the description of the query execution
-
-      :returns: A ExecuteFeatureGroupOperation object describing the query execution.
-      :rtype: ExecuteFeatureGroupOperation
-
-
-
-   .. py:method:: _download_avro_file(file_part, tmp_dir, part_index)
-
-
-   .. py:method:: load_as_pandas(max_workers=10)
-
-      Loads the result data into a pandas dataframe
-
-      :param max_workers: The number of threads.
-      :type max_workers: int
-
-      :returns: A pandas dataframe displaying the data from execution.
-      :rtype: DataFrame
-
-
-
-.. py:class:: LlmExecutionPreview(client, error=None, sql=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Preview of executing queries using LLM.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param error: The error message if the preview failed.
-   :type error: str
-   :param sql: Preview of SQL query generated by LLM.
-   :type sql: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.llm_execution_result.LlmExecutionResult
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: LlmExecutionResult(client, status=None, error=None, execution={}, preview={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Results of executing queries using LLM.
 
@@ -175,13 +35,11 @@ Module Contents
    :param preview: Preview of executing queries using LLM.
    :type preview: LlmExecutionPreview
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/llm_generated_code/index.rst.txt b/docs/_sources/autoapi/abacusai/llm_generated_code/index.rst.txt
index a4cb4b40f..c3081a914 100644
--- a/docs/_sources/autoapi/abacusai/llm_generated_code/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/llm_generated_code/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.llm_generated_code
-===========================
+:py:mod:`abacusai.llm_generated_code`
+=====================================
 
 .. py:module:: abacusai.llm_generated_code
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.llm_generated_code.AbstractApiClass
-   abacusai.llm_generated_code.LlmGeneratedCode
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.llm_generated_code.LlmGeneratedCode
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: LlmGeneratedCode(client, sql=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Code generated by LLM.
 
@@ -39,13 +29,11 @@ Module Contents
    :param sql: SQL query generated by LLM.
    :type sql: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/llm_input/index.rst.txt b/docs/_sources/autoapi/abacusai/llm_input/index.rst.txt
index e28341fd7..f2471f94c 100644
--- a/docs/_sources/autoapi/abacusai/llm_input/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/llm_input/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.llm_input
-==================
+:py:mod:`abacusai.llm_input`
+============================
 
 .. py:module:: abacusai.llm_input
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.llm_input.AbstractApiClass
-   abacusai.llm_input.LlmInput
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.llm_input.LlmInput
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: LlmInput(client, content=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    The result of encoding an object as input for a language model.
 
@@ -39,13 +29,11 @@ Module Contents
    :param content: Content of the response
    :type content: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/llm_parameters/index.rst.txt b/docs/_sources/autoapi/abacusai/llm_parameters/index.rst.txt
index 0fdafbafc..39ce78206 100644
--- a/docs/_sources/autoapi/abacusai/llm_parameters/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/llm_parameters/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.llm_parameters
-=======================
+:py:mod:`abacusai.llm_parameters`
+=================================
 
 .. py:module:: abacusai.llm_parameters
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.llm_parameters.AbstractApiClass
-   abacusai.llm_parameters.LlmParameters
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.llm_parameters.LlmParameters
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: LlmParameters(client, parameters=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    The parameters of LLM for given inputs.
 
@@ -39,13 +29,11 @@ Module Contents
    :param parameters: The parameters of LLM for given inputs.
    :type parameters: dict
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/llm_response/index.rst.txt b/docs/_sources/autoapi/abacusai/llm_response/index.rst.txt
index 2eec702ea..75ca33c2b 100644
--- a/docs/_sources/autoapi/abacusai/llm_response/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/llm_response/index.rst.txt
@@ -1,73 +1,26 @@
-abacusai.llm_response
-=====================
+:py:mod:`abacusai.llm_response`
+===============================
 
 .. py:module:: abacusai.llm_response
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.llm_response.LlmCodeBlock
-   abacusai.llm_response.AbstractApiClass
-   abacusai.llm_response.LlmResponse
-
-
 Module Contents
 ---------------
 
-.. py:class:: LlmCodeBlock(client, language=None, code=None, start=None, end=None, valid=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Parsed code block from an LLM response
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param language: The language of the code block. Eg - python/sql/etc.
-   :type language: str
-   :param code: source code string
-   :type code: str
-   :param start: index of the starting character of the code block in the original response
-   :type start: int
-   :param end: index of the last character of the code block in the original response
-   :type end: int
-   :param valid: flag denoting whether the soruce code string is syntactically valid
-   :type valid: bool
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.llm_response.LlmResponse
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: LlmResponse(client, content=None, tokens=None, stopReason=None, llmName=None, codeBlocks={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    The response returned by LLM
 
@@ -84,13 +37,11 @@ Module Contents
    :param codeBlocks: A list of parsed code blocks from raw LLM Response
    :type codeBlocks: LlmCodeBlock
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/memory_options/index.rst.txt b/docs/_sources/autoapi/abacusai/memory_options/index.rst.txt
index 233c5e67f..35e4fb89f 100644
--- a/docs/_sources/autoapi/abacusai/memory_options/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/memory_options/index.rst.txt
@@ -1,67 +1,26 @@
-abacusai.memory_options
-=======================
+:py:mod:`abacusai.memory_options`
+=================================
 
 .. py:module:: abacusai.memory_options
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.memory_options.CpuGpuMemorySpecs
-   abacusai.memory_options.AbstractApiClass
-   abacusai.memory_options.MemoryOptions
-
-
 Module Contents
 ---------------
 
-.. py:class:: CpuGpuMemorySpecs(client, default=None, data=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Includes the memory specs of the CPU/GPU
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param default: the default memory size for the processing unit
-   :type default: int
-   :param data: the list of memory sizes for the processing unit
-   :type data: list
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.memory_options.MemoryOptions
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: MemoryOptions(client, cpu={}, gpu={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    The overall memory options for executing a job
 
@@ -72,13 +31,11 @@ Module Contents
    :param gpu: Contains information about the default GPU and list of GPU memory & size options
    :type gpu: CpuGpuMemorySpecs
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/messaging_connector_response/index.rst.txt b/docs/_sources/autoapi/abacusai/messaging_connector_response/index.rst.txt
index 895246ebc..44025359e 100644
--- a/docs/_sources/autoapi/abacusai/messaging_connector_response/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/messaging_connector_response/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.messaging_connector_response
-=====================================
+:py:mod:`abacusai.messaging_connector_response`
+===============================================
 
 .. py:module:: abacusai.messaging_connector_response
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.messaging_connector_response.AbstractApiClass
-   abacusai.messaging_connector_response.MessagingConnectorResponse
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.messaging_connector_response.MessagingConnectorResponse
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: MessagingConnectorResponse(client, welcomeMessage=None, defaultMessage=None, disclaimer=None, messagingBotName=None, useDefaultLabel=None, initAckReq=None, defaultLabels=None, enabledExternalLinks=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    The response to view label data for Teams
 
@@ -53,13 +43,11 @@ Module Contents
    :param enabledExternalLinks: list of external application which have external links applicable
    :type enabledExternalLinks: list
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/model/index.rst.txt b/docs/_sources/autoapi/abacusai/model/index.rst.txt
index 23c2d464a..25cf6656d 100644
--- a/docs/_sources/autoapi/abacusai/model/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/model/index.rst.txt
@@ -1,598 +1,26 @@
-abacusai.model
-==============
+:py:mod:`abacusai.model`
+========================
 
 .. py:module:: abacusai.model
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.model.AgentInterface
-   abacusai.model.TrainingConfig
-   abacusai.model.WorkflowGraph
-   abacusai.model.CodeSource
-   abacusai.model.DatabaseConnector
-   abacusai.model.ModelLocation
-   abacusai.model.ModelVersion
-   abacusai.model.RefreshSchedule
-   abacusai.model.AbstractApiClass
-   abacusai.model.Model
-
-
 Module Contents
 ---------------
 
-.. py:class:: AgentInterface
-
-   Bases: :py:obj:`ApiEnum`
-
-
-   Generic enumeration.
-
-   Derive from this class to define new enumerations.
-
-
-   .. py:attribute:: DEFAULT
-      :value: 'DEFAULT'
-
-
-
-   .. py:attribute:: CHAT
-      :value: 'CHAT'
-
-
-
-.. py:class:: TrainingConfig
-
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
-
-
-   An abstract class for the training config options used to train the model.
-
-
-   .. py:attribute:: _upper_snake_case_keys
-      :type:  bool
-
-
-   .. py:attribute:: _support_kwargs
-      :type:  bool
-
-
-   .. py:attribute:: kwargs
-      :type:  dict
-
-
-   .. py:attribute:: problem_type
-      :type:  abacusai.api_class.enums.ProblemType
-
-
-   .. py:attribute:: algorithm
-      :type:  str
-
-
-   .. py:method:: _get_builder()
-      :classmethod:
-
-
-
-.. py:class:: WorkflowGraph
-
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
-
-
-   An Agent workflow graph. The edges define the node invokation order. The workflow must follow linear invokation order.
-
-   :param nodes: A list of nodes in the workflow graph.
-   :type nodes: List[WorkflowGraphNode]
-   :param edges: A list of edges in the workflow graph, where each edge is a tuple of source, target and details.
-   :type edges: List[WorkflowGraphEdge]
-
-
-   .. py:attribute:: nodes
-      :type:  List[WorkflowGraphNode]
-
-
-   .. py:attribute:: edges
-      :type:  List[WorkflowGraphEdge]
-
-
-   .. py:method:: to_dict()
-
-      Standardizes converting an ApiClass to dictionary.
-      Keys of response dictionary are converted to camel case.
-      This also validates the fields ( type, value, etc ) received in the dictionary.
-
-
-
-   .. py:method:: from_dict(graph)
-      :classmethod:
-
-
-
-.. py:class:: CodeSource(client, sourceType=None, sourceCode=None, applicationConnectorId=None, applicationConnectorInfo=None, packageRequirements=None, status=None, error=None, publishingMsg=None, moduleDependencies=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Code source for python-based custom feature groups and models
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param sourceType: The type of the source, one of TEXT, PYTHON, FILE_UPLOAD, or APPLICATION_CONNECTOR
-   :type sourceType: str
-   :param sourceCode: If the type of the source is TEXT, the raw text of the function
-   :type sourceCode: str
-   :param applicationConnectorId: The Application Connector to fetch the code from
-   :type applicationConnectorId: str
-   :param applicationConnectorInfo: Args passed to the application connector to fetch the code
-   :type applicationConnectorInfo: str
-   :param packageRequirements: The pip package dependencies required to run the code
-   :type packageRequirements: list
-   :param status: The status of the code and validations
-   :type status: str
-   :param error: If the status is failed, an error message describing what went wrong
-   :type error: str
-   :param publishingMsg: Warnings in the source code
-   :type publishingMsg: dict
-   :param moduleDependencies: The list of internal modules dependencies required to run the code
-   :type moduleDependencies: list
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: import_as_cell()
-
-      Adds the source code as an unexecuted cell in the notebook.
-
-
-
-.. py:class:: DatabaseConnector(client, databaseConnectorId=None, service=None, name=None, status=None, auth=None, createdAt=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A connector to an external service
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param databaseConnectorId: A unique string identifier for the connection.
-   :type databaseConnectorId: str
-   :param service: An enum string indicating the service this connection connects to.
-   :type service: str
-   :param name: A user-friendly name for the service.
-   :type name: str
-   :param status: The status of the database connector.
-   :type status: str
-   :param auth: Non-secret connection information for this connector.
-   :type auth: dict
-   :param createdAt: The ISO-8601 string indicating when the API key was created.
-   :type createdAt: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: list_objects(fetch_raw_data = False)
-
-      Lists querable objects in the database connector.
-
-      :param fetch_raw_data: If true, return unfiltered objects.
-      :type fetch_raw_data: bool
-
-
-
-   .. py:method:: get_object_schema(object_name = None, fetch_raw_data = False)
-
-      Get the schema of an object in an database connector.
-
-      :param object_name: Unique identifier for the object in the external system.
-      :type object_name: str
-      :param fetch_raw_data: If true, return unfiltered list of columns.
-      :type fetch_raw_data: bool
-
-      :returns: The schema of the object.
-      :rtype: DatabaseConnectorSchema
-
-
-
-   .. py:method:: rename(name)
-
-      Renames a Database Connector
-
-      :param name: The new name for the Database Connector.
-      :type name: str
-
-
-
-   .. py:method:: verify()
-
-      Checks if Abacus.AI can access the specified database.
-
-      :param database_connector_id: Unique string identifier for the database connector.
-      :type database_connector_id: str
-
-
-
-   .. py:method:: delete()
-
-      Delete a database connector.
-
-      :param database_connector_id: The unique identifier for the database connector.
-      :type database_connector_id: str
-
-
-
-   .. py:method:: query(query)
-
-      Runs a query in the specified database connector.
-
-      :param query: The query to be run in the database connector.
-      :type query: str
-
-
-
-.. py:class:: ModelLocation(client, location=None, artifactNames=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Provide location information for the plug-and-play model.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param location: Location of the plug-and-play model.
-   :type location: str
-   :param artifactNames: Representations of the names of the artifacts used to create the model.
-   :type artifactNames: dict
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: ModelVersion(client, modelVersion=None, modelConfigType=None, status=None, modelId=None, modelPredictionConfig=None, trainingStartedAt=None, trainingCompletedAt=None, featureGroupVersions=None, error=None, pendingDeploymentIds=None, failedDeploymentIds=None, cpuSize=None, memory=None, automlComplete=None, trainingFeatureGroupIds=None, trainingDocumentRetrieverVersions=None, documentRetrieverMappings=None, bestAlgorithm=None, defaultAlgorithm=None, featureAnalysisStatus=None, dataClusterInfo=None, customAlgorithmConfigs=None, trainedModelTypes=None, useGpu=None, partialComplete=None, modelFeatureGroupSchemaMappings=None, trainingConfigUpdated=None, codeSource={}, modelConfig={}, deployableAlgorithms={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A version of a model
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param modelVersion: The unique identifier of a model version.
-   :type modelVersion: str
-   :param modelConfigType: Name of the TrainingConfig class of the model_config.
-   :type modelConfigType: str
-   :param status: The current status of the model.
-   :type status: str
-   :param modelId: A reference to the model this version belongs to.
-   :type modelId: str
-   :param modelPredictionConfig: The prediction config options for the model.
-   :type modelPredictionConfig: dict
-   :param trainingStartedAt: The start time and date of the training process in ISO-8601 format.
-   :type trainingStartedAt: str
-   :param trainingCompletedAt: The end time and date of the training process in ISO-8601 format.
-   :type trainingCompletedAt: str
-   :param featureGroupVersions: A list of Feature Group version IDs used for model training.
-   :type featureGroupVersions: list
-   :param error: Relevant error if the status is FAILED.
-   :type error: str
-   :param pendingDeploymentIds: List of deployment IDs where deployment is pending.
-   :type pendingDeploymentIds: list
-   :param failedDeploymentIds: List of failed deployment IDs.
-   :type failedDeploymentIds: list
-   :param cpuSize: CPU size specified for the python model training.
-   :type cpuSize: str
-   :param memory: Memory in GB specified for the python model training.
-   :type memory: int
-   :param automlComplete: If true, all algorithms have completed training.
-   :type automlComplete: bool
-   :param trainingFeatureGroupIds: The unique identifiers of the feature groups used as inputs during training to create this ModelVersion.
-   :type trainingFeatureGroupIds: list
-   :param trainingDocumentRetrieverVersions: The document retriever version IDs used as inputs during training to create this ModelVersion.
-   :type trainingDocumentRetrieverVersions: list
-   :param documentRetrieverMappings: mapping of document retriever version to their respective information.
-   :type documentRetrieverMappings: dict
-   :param bestAlgorithm: Best performing algorithm.
-   :type bestAlgorithm: dict
-   :param defaultAlgorithm: Default algorithm that the user has selected.
-   :type defaultAlgorithm: dict
-   :param featureAnalysisStatus: Lifecycle of the feature analysis stage.
-   :type featureAnalysisStatus: str
-   :param dataClusterInfo: Information about the models for different data clusters.
-   :type dataClusterInfo: dict
-   :param customAlgorithmConfigs: User-defined configs for each of the user-defined custom algorithms.
-   :type customAlgorithmConfigs: dict
-   :param trainedModelTypes: List of trained model types.
-   :type trainedModelTypes: list
-   :param useGpu: Whether this model version is using gpu
-   :type useGpu: bool
-   :param partialComplete: If true, all required algorithms have completed training.
-   :type partialComplete: bool
-   :param modelFeatureGroupSchemaMappings: mapping of feature group to schema version
-   :type modelFeatureGroupSchemaMappings: dict
-   :param trainingConfigUpdated: If the training config has been updated since the instance was created.
-   :type trainingConfigUpdated: bool
-   :param codeSource: If a python model, information on where the source code is located.
-   :type codeSource: CodeSource
-   :param modelConfig: The training config options used to train this model.
-   :type modelConfig: TrainingConfig
-   :param deployableAlgorithms: List of deployable algorithms.
-   :type deployableAlgorithms: DeployableAlgorithm
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: describe_train_test_data_split_feature_group_version()
-
-      Get the train and test data split for a trained model by model version. This is only supported for models with custom algorithms.
-
-      :param model_version: The unique version ID of the model version.
-      :type model_version: str
-
-      :returns: The feature group version containing the training data and folds information.
-      :rtype: FeatureGroupVersion
-
-
-
-   .. py:method:: set_model_objective(metric = None)
-
-      Sets the best model for all model instances of the model based on the specified metric, and updates the training configuration to use the specified metric for any future model versions.
-
-      If metric is set to None, then just use the default selection
-
-
-      :param metric: The metric to use to determine the best model.
-      :type metric: str
-
-
-
-   .. py:method:: get_feature_group_schemas_for()
-
-      Gets the schema (including feature mappings) for all feature groups used in the model version.
-
-      :param model_version: Unique string identifier for the version of the model.
-      :type model_version: str
-
-      :returns: List of schema for all feature groups used in the model version.
-      :rtype: list[ModelVersionFeatureGroupSchema]
-
-
-
-   .. py:method:: delete()
-
-      Deletes the specified model version. Model versions which are currently used in deployments cannot be deleted.
-
-      :param model_version: The unique identifier of the model version to delete.
-      :type model_version: str
-
-
-
-   .. py:method:: export_model_artifact_as_feature_group(table_name, artifact_type = None)
-
-      Exports metric artifact data for a model as a feature group.
-
-      :param table_name: Name of the feature group table to create.
-      :type table_name: str
-      :param artifact_type: eval artifact type to export.
-      :type artifact_type: EvalArtifactType
-
-      :returns: The created feature group.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: ModelVersion
-
-
-
-   .. py:method:: describe()
-
-      Retrieves a full description of the specified model version.
-
-      :param model_version: Unique string identifier of the model version.
-      :type model_version: str
-
-      :returns: A model version.
-      :rtype: ModelVersion
-
-
-
-   .. py:method:: get_feature_importance_by()
-
-      Gets the feature importance calculated by various methods for the model.
-
-      :param model_version: Unique string identifier for the model version.
-      :type model_version: str
-
-      :returns: Feature importances for the model.
-      :rtype: FeatureImportance
-
-
-
-   .. py:method:: get_training_data_logs()
-
-      Retrieves the data preparation logs during model training.
-
-      :param model_version: The unique version ID of the model version.
-      :type model_version: str
-
-      :returns: A list of logs.
-      :rtype: list[DataPrepLogs]
-
-
-
-   .. py:method:: get_training_logs(stdout = False, stderr = False)
-
-      Returns training logs for the model.
-
-      :param stdout: Set True to get info logs.
-      :type stdout: bool
-      :param stderr: Set True to get error logs.
-      :type stderr: bool
-
-      :returns: A function logs object.
-      :rtype: FunctionLogs
-
-
-
-   .. py:method:: export_custom(output_location, algorithm = None)
-
-      Bundle custom model artifacts to a zip file, and export to the specified location.
-
-      :param output_location: Location to export the model artifacts results. For example, s3://a-bucket/
-      :type output_location: str
-      :param algorithm: The algorithm to be exported. Optional if there's only one custom algorithm in the model version.
-      :type algorithm: str
-
-      :returns: Object describing the export and its status.
-      :rtype: ModelArtifactsExport
-
-
-
-   .. py:method:: wait_for_training(timeout=None)
-
-      A waiting call until model gets trained.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out.
-      :type timeout: int
-
-
-
-   .. py:method:: wait_for_full_automl(timeout=None)
-
-      A waiting call until full AutoML cycle is completed.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out.
-      :type timeout: int
-
-
-
-   .. py:method:: get_status()
-
-      Gets the status of the model version under training.
-
-      :returns: A string describing the status of a model training (pending, complete, etc.).
-      :rtype: str
-
-
-
-   .. py:method:: get_train_test_feature_group_as_pandas()
-
-      Get the model train test data split feature group of the model version as pandas data frame.
-
-      :returns: A pandas dataframe for the training data with fold column.
-      :rtype: pandas.Dataframe
-
-
-
-.. py:class:: RefreshSchedule(client, refreshPolicyId=None, nextRunTime=None, cron=None, refreshType=None, error=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A refresh schedule for an object. Defines when the next version of the object will be created
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param refreshPolicyId: The unique identifier of the refresh policy
-   :type refreshPolicyId: str
-   :param nextRunTime: The next run time of the refresh policy. If null, the policy is paused.
-   :type nextRunTime: str
-   :param cron: A cron-style string that describes the when this refresh policy is to be executed in UTC
-   :type cron: str
-   :param refreshType: The type of refresh that will be run
-   :type refreshType: str
-   :param error: An error message for the last pipeline run of a policy
-   :type error: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.model.Model
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: Model(client, name=None, modelId=None, modelConfigType=None, modelPredictionConfig=None, createdAt=None, projectId=None, shared=None, sharedAt=None, trainFunctionName=None, predictFunctionName=None, predictManyFunctionName=None, initializeFunctionName=None, trainingInputTables=None, sourceCode=None, cpuSize=None, memory=None, trainingFeatureGroupIds=None, algorithmModelConfigs=None, trainingVectorStoreVersions=None, documentRetrievers=None, documentRetrieverIds=None, isPythonModel=None, defaultAlgorithm=None, customAlgorithmConfigs=None, restrictedAlgorithms=None, useGpu=None, notebookId=None, trainingRequired=None, dataLlmFeatureGroups=None, location={}, refreshSchedules={}, codeSource={}, databaseConnector={}, latestModelVersion={}, modelConfig={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A model
 
@@ -669,13 +97,11 @@ Module Contents
    :param modelConfig: The training config options used to train this model.
    :type modelConfig: TrainingConfig
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
@@ -684,7 +110,6 @@ Module Contents
       :rtype: dict
 
 
-
    .. py:method:: describe_train_test_data_split_feature_group()
 
       Get the train and test data split for a trained model by its unique identifier. This is only supported for models with custom algorithms.
@@ -696,7 +121,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: refresh()
 
       Calls describe and refreshes the current object's fields
@@ -705,7 +129,6 @@ Module Contents
       :rtype: Model
 
 
-
    .. py:method:: describe()
 
       Retrieves a full description of the specified model.
@@ -717,7 +140,6 @@ Module Contents
       :rtype: Model
 
 
-
    .. py:method:: rename(name)
 
       Renames a model
@@ -726,7 +148,6 @@ Module Contents
       :type name: str
 
 
-
    .. py:method:: update_python(function_source_code = None, train_function_name = None, predict_function_name = None, predict_many_function_name = None, initialize_function_name = None, training_input_tables = None, cpu_size = None, memory = None, package_requirements = None, use_gpu = None, is_thread_safe = None, training_config = None)
 
       Updates an existing Python Model using user-provided Python code. If a list of input feature groups is supplied, they will be provided as arguments to the `train` and `predict` functions with the materialized feature groups for those input feature groups.
@@ -763,7 +184,6 @@ Module Contents
       :rtype: Model
 
 
-
    .. py:method:: update_python_zip(train_function_name = None, predict_function_name = None, predict_many_function_name = None, train_module_name = None, predict_module_name = None, training_input_tables = None, cpu_size = None, memory = None, package_requirements = None, use_gpu = None)
 
       Updates an existing Python Model using a provided zip file. If a list of input feature groups are supplied, they will be provided as arguments to the train and predict functions with the materialized feature groups for those input feature groups.
@@ -796,7 +216,6 @@ Module Contents
       :rtype: Upload
 
 
-
    .. py:method:: update_python_git(application_connector_id = None, branch_name = None, python_root = None, train_function_name = None, predict_function_name = None, predict_many_function_name = None, train_module_name = None, predict_module_name = None, training_input_tables = None, cpu_size = None, memory = None, use_gpu = None)
 
       Updates an existing Python model using an existing Git application connector. If a list of input feature groups are supplied, these will be provided as arguments to the train and predict functions with the materialized feature groups for those input feature groups.
@@ -833,7 +252,6 @@ Module Contents
       :rtype: Model
 
 
-
    .. py:method:: set_training_config(training_config, feature_group_ids = None)
 
       Edits the default model training config
@@ -847,7 +265,6 @@ Module Contents
       :rtype: Model
 
 
-
    .. py:method:: set_prediction_params(prediction_config)
 
       Sets the model prediction config for the model
@@ -859,7 +276,6 @@ Module Contents
       :rtype: Model
 
 
-
    .. py:method:: get_metrics(model_version = None, return_graphs = False, validation = False)
 
       Retrieves metrics for all the algorithms trained in this model version.
@@ -878,7 +294,6 @@ Module Contents
       :rtype: ModelMetrics
 
 
-
    .. py:method:: list_versions(limit = 100, start_after_version = None)
 
       Retrieves a list of versions for a given model.
@@ -892,7 +307,6 @@ Module Contents
       :rtype: list[ModelVersion]
 
 
-
    .. py:method:: retrain(deployment_ids = None, feature_group_ids = None, custom_algorithms = None, builtin_algorithms = None, custom_algorithm_configs = None, cpu_size = None, memory = None, training_config = None, algorithm_training_configs = None)
 
       Retrains the specified model, with an option to choose the deployments to which the retraining will be deployed.
@@ -920,7 +334,6 @@ Module Contents
       :rtype: Model
 
 
-
    .. py:method:: delete()
 
       Deletes the specified model and all its versions. Models which are currently used in deployments cannot be deleted.
@@ -929,7 +342,6 @@ Module Contents
       :type model_id: str
 
 
-
    .. py:method:: set_default_algorithm(algorithm = None, data_cluster_type = None)
 
       Sets the model's algorithm to default for all new deployments
@@ -940,7 +352,6 @@ Module Contents
       :type data_cluster_type: str
 
 
-
    .. py:method:: list_artifacts_exports(limit = 25)
 
       List all the model artifacts exports.
@@ -952,7 +363,6 @@ Module Contents
       :rtype: list[ModelArtifactsExport]
 
 
-
    .. py:method:: get_training_types_for_deployment(model_version = None, algorithm = None)
 
       Returns types of models that can be deployed for a given model instance ID.
@@ -966,7 +376,6 @@ Module Contents
       :rtype: ModelTrainingTypeForDeployment
 
 
-
    .. py:method:: update_agent(function_source_code = None, agent_function_name = None, memory = None, package_requirements = None, description = None, enable_binary_input = None, agent_input_schema = None, agent_output_schema = None, workflow_graph = None, agent_interface = None)
 
       Updates an existing AI Agent. A new version of the agent will be created and published.
@@ -984,7 +393,6 @@ Module Contents
       :rtype: Agent
 
 
-
    .. py:method:: wait_for_training(timeout=None)
 
       A waiting call until model is trained.
@@ -993,7 +401,6 @@ Module Contents
       :type timeout: int
 
 
-
    .. py:method:: wait_for_evaluation(timeout=None)
 
       A waiting call until model is evaluated completely.
@@ -1002,7 +409,6 @@ Module Contents
       :type timeout: int
 
 
-
    .. py:method:: wait_for_publish(timeout=None)
 
       A waiting call until agent is published.
@@ -1011,7 +417,6 @@ Module Contents
       :type timeout: int
 
 
-
    .. py:method:: wait_for_full_automl(timeout=None)
 
       A waiting call until full AutoML cycle is completed.
@@ -1020,7 +425,6 @@ Module Contents
       :type timeout: int
 
 
-
    .. py:method:: get_status(get_automl_status = False)
 
       Gets the status of the model training.
@@ -1029,7 +433,6 @@ Module Contents
       :rtype: str
 
 
-
    .. py:method:: create_refresh_policy(cron)
 
       To create a refresh policy for a model.
@@ -1041,7 +444,6 @@ Module Contents
       :rtype: RefreshPolicy
 
 
-
    .. py:method:: list_refresh_policies()
 
       Gets the refresh policies in a list.
@@ -1050,7 +452,6 @@ Module Contents
       :rtype: List[RefreshPolicy]
 
 
-
    .. py:method:: get_train_test_feature_group_as_pandas()
 
       Get the model train test data split feature group as pandas.
diff --git a/docs/_sources/autoapi/abacusai/model_artifacts_export/index.rst.txt b/docs/_sources/autoapi/abacusai/model_artifacts_export/index.rst.txt
index c589dc13a..bde5170e1 100644
--- a/docs/_sources/autoapi/abacusai/model_artifacts_export/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/model_artifacts_export/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.model_artifacts_export
-===============================
+:py:mod:`abacusai.model_artifacts_export`
+=========================================
 
 .. py:module:: abacusai.model_artifacts_export
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.model_artifacts_export.AbstractApiClass
-   abacusai.model_artifacts_export.ModelArtifactsExport
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.model_artifacts_export.ModelArtifactsExport
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: ModelArtifactsExport(client, modelArtifactsExportId=None, modelVersion=None, outputLocation=None, status=None, createdAt=None, exportCompletedAt=None, error=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A Model Artifacts Export Job
 
@@ -51,13 +41,11 @@ Module Contents
    :param error: If `status` is `FAILED`, this field will be populated with an error.
    :type error: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
@@ -66,7 +54,6 @@ Module Contents
       :rtype: dict
 
 
-
    .. py:method:: refresh()
 
       Calls describe and refreshes the current object's fields
@@ -75,7 +62,6 @@ Module Contents
       :rtype: ModelArtifactsExport
 
 
-
    .. py:method:: describe()
 
       Get the description and status of the model artifacts export.
@@ -87,7 +73,6 @@ Module Contents
       :rtype: ModelArtifactsExport
 
 
-
    .. py:method:: wait_for_results(timeout=3600)
 
       A waiting call until model artifacts export is created.
@@ -96,7 +81,6 @@ Module Contents
       :type timeout: int
 
 
-
    .. py:method:: get_status()
 
       Gets the status of the model artifacts export.
diff --git a/docs/_sources/autoapi/abacusai/model_blueprint_export/index.rst.txt b/docs/_sources/autoapi/abacusai/model_blueprint_export/index.rst.txt
index 60441a7b7..5c089790d 100644
--- a/docs/_sources/autoapi/abacusai/model_blueprint_export/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/model_blueprint_export/index.rst.txt
@@ -1,73 +1,26 @@
-abacusai.model_blueprint_export
-===============================
+:py:mod:`abacusai.model_blueprint_export`
+=========================================
 
 .. py:module:: abacusai.model_blueprint_export
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.model_blueprint_export.ModelBlueprintStage
-   abacusai.model_blueprint_export.AbstractApiClass
-   abacusai.model_blueprint_export.ModelBlueprintExport
-
-
 Module Contents
 ---------------
 
-.. py:class:: ModelBlueprintStage(client, stageName=None, displayName=None, description=None, params=None, predecessors=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A stage in the model blueprint export process.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param stageName: The name of the stage.
-   :type stageName: str
-   :param displayName: The display name of the stage.
-   :type displayName: str
-   :param description: The description of the stage.
-   :type description: str
-   :param params: The parameters for the stage.
-   :type params: dict
-   :param predecessors: A list of stages that occur directly before this stage.
-   :type predecessors: list
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.model_blueprint_export.ModelBlueprintExport
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: ModelBlueprintExport(client, modelVersion=None, currentTrainingConfig=None, modelBlueprintStages={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Model Blueprint
 
@@ -80,13 +33,11 @@ Module Contents
    :param modelBlueprintStages: The stages of the model blueprint. Each one includes the stage name, display name, description, parameters, and predecessors.
    :type modelBlueprintStages: ModelBlueprintStage
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/model_blueprint_stage/index.rst.txt b/docs/_sources/autoapi/abacusai/model_blueprint_stage/index.rst.txt
index 2612c9674..19ec3f2b4 100644
--- a/docs/_sources/autoapi/abacusai/model_blueprint_stage/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/model_blueprint_stage/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.model_blueprint_stage
-==============================
+:py:mod:`abacusai.model_blueprint_stage`
+========================================
 
 .. py:module:: abacusai.model_blueprint_stage
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.model_blueprint_stage.AbstractApiClass
-   abacusai.model_blueprint_stage.ModelBlueprintStage
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.model_blueprint_stage.ModelBlueprintStage
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: ModelBlueprintStage(client, stageName=None, displayName=None, description=None, params=None, predecessors=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A stage in the model blueprint export process.
 
@@ -47,13 +37,11 @@ Module Contents
    :param predecessors: A list of stages that occur directly before this stage.
    :type predecessors: list
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/model_location/index.rst.txt b/docs/_sources/autoapi/abacusai/model_location/index.rst.txt
index 5333654a6..d96f23532 100644
--- a/docs/_sources/autoapi/abacusai/model_location/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/model_location/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.model_location
-=======================
+:py:mod:`abacusai.model_location`
+=================================
 
 .. py:module:: abacusai.model_location
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.model_location.AbstractApiClass
-   abacusai.model_location.ModelLocation
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.model_location.ModelLocation
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: ModelLocation(client, location=None, artifactNames=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Provide location information for the plug-and-play model.
 
@@ -41,13 +31,11 @@ Module Contents
    :param artifactNames: Representations of the names of the artifacts used to create the model.
    :type artifactNames: dict
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/model_metrics/index.rst.txt b/docs/_sources/autoapi/abacusai/model_metrics/index.rst.txt
index 1e85e3106..cd4c846f7 100644
--- a/docs/_sources/autoapi/abacusai/model_metrics/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/model_metrics/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.model_metrics
-======================
+:py:mod:`abacusai.model_metrics`
+================================
 
 .. py:module:: abacusai.model_metrics
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.model_metrics.AbstractApiClass
-   abacusai.model_metrics.ModelMetrics
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.model_metrics.ModelMetrics
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: ModelMetrics(client, algoMetrics=None, selectedAlgorithm=None, selectedAlgorithmName=None, modelId=None, modelVersion=None, metricNames=None, targetColumn=None, trainValTestSplit=None, trainingCompletedAt=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Metrics of the trained model.
 
@@ -55,13 +45,11 @@ Module Contents
    :param trainingCompletedAt: Timestamp when training was completed
    :type trainingCompletedAt: datetime
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/model_monitor/index.rst.txt b/docs/_sources/autoapi/abacusai/model_monitor/index.rst.txt
index 48b17a598..1f3795ae4 100644
--- a/docs/_sources/autoapi/abacusai/model_monitor/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/model_monitor/index.rst.txt
@@ -1,255 +1,26 @@
-abacusai.model_monitor
-======================
+:py:mod:`abacusai.model_monitor`
+================================
 
 .. py:module:: abacusai.model_monitor
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.model_monitor.ModelMonitorVersion
-   abacusai.model_monitor.RefreshSchedule
-   abacusai.model_monitor.AbstractApiClass
-   abacusai.model_monitor.ModelMonitor
-
-
 Module Contents
 ---------------
 
-.. py:class:: ModelMonitorVersion(client, modelMonitorVersion=None, status=None, modelMonitorId=None, monitoringStartedAt=None, monitoringCompletedAt=None, trainingFeatureGroupVersion=None, predictionFeatureGroupVersion=None, error=None, pendingDeploymentIds=None, failedDeploymentIds=None, metricConfigs=None, featureGroupMonitorConfigs=None, metricTypes=None, modelVersion=None, batchPredictionVersion=None, edaConfigs=None, trainingForecastConfig=None, predictionForecastConfig=None, forecastFrequency=None, monitorDriftConfig=None, predictionDataUseMappings=None, trainingDataUseMappings=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A version of a model monitor
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param modelMonitorVersion: The unique identifier of a model monitor version.
-   :type modelMonitorVersion: str
-   :param status: The current status of the model.
-   :type status: str
-   :param modelMonitorId: A reference to the model monitor this version belongs to.
-   :type modelMonitorId: str
-   :param monitoringStartedAt: The start time and date of the monitoring process.
-   :type monitoringStartedAt: str
-   :param monitoringCompletedAt: The end time and date of the monitoring process.
-   :type monitoringCompletedAt: str
-   :param trainingFeatureGroupVersion: Feature group version IDs that this refresh pipeline run is monitoring.
-   :type trainingFeatureGroupVersion: list[str]
-   :param predictionFeatureGroupVersion: Feature group version IDs that this refresh pipeline run is monitoring.
-   :type predictionFeatureGroupVersion: list[str]
-   :param error: Relevant error if the status is FAILED.
-   :type error: str
-   :param pendingDeploymentIds: List of deployment IDs where deployment is pending.
-   :type pendingDeploymentIds: list
-   :param failedDeploymentIds: List of failed deployment IDs.
-   :type failedDeploymentIds: list
-   :param metricConfigs: List of metric configs for the model monitor instance.
-   :type metricConfigs: list[dict]
-   :param featureGroupMonitorConfigs: Configurations for feature group monitor
-   :type featureGroupMonitorConfigs: dict
-   :param metricTypes: List of metric types.
-   :type metricTypes: list
-   :param modelVersion: Model version IDs that this refresh pipeline run is monitoring.
-   :type modelVersion: list[str]
-   :param batchPredictionVersion: The batch prediction version this model monitor is monitoring
-   :type batchPredictionVersion: str
-   :param edaConfigs: The list of eda configs for the version
-   :type edaConfigs: list
-   :param trainingForecastConfig: The training forecast config for the monitor version
-   :type trainingForecastConfig: dict
-   :param predictionForecastConfig: The prediction forecast config for the monitor version
-   :type predictionForecastConfig: dict
-   :param forecastFrequency: The forecast frequency for the monitor version
-   :type forecastFrequency: str
-   :param monitorDriftConfig: The monitor drift config for the monitor version
-   :type monitorDriftConfig: dict
-   :param predictionDataUseMappings: The mapping of prediction data use to feature group version
-   :type predictionDataUseMappings: dict
-   :param trainingDataUseMappings: The mapping of training data use to feature group version
-   :type trainingDataUseMappings: dict
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: get_prediction_drift()
-
-      Gets the label and prediction drifts for a model monitor.
-
-      :param model_monitor_version: Unique string identifier for a model monitor version created under the project.
-      :type model_monitor_version: str
-
-      :returns: Object describing training and prediction output label and prediction distributions.
-      :rtype: DriftDistributions
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: ModelMonitorVersion
-
-
-
-   .. py:method:: describe()
-
-      Retrieves a full description of the specified model monitor version.
-
-      :param model_monitor_version: The unique version ID of the model monitor version.
-      :type model_monitor_version: str
-
-      :returns: A model monitor version.
-      :rtype: ModelMonitorVersion
-
-
-
-   .. py:method:: delete()
-
-      Deletes the specified model monitor version.
-
-      :param model_monitor_version: Unique identifier of the model monitor version to delete.
-      :type model_monitor_version: str
-
-
-
-   .. py:method:: metric_data(metric_type, actual_values_to_detail = None)
-
-      Provides the data needed for decile metrics associated with the model monitor.
-
-      :param metric_type: The type of metric to get data for.
-      :type metric_type: str
-      :param actual_values_to_detail: The actual values to detail.
-      :type actual_values_to_detail: list
-
-      :returns: Data associated with the metric.
-      :rtype: ModelMonitorVersionMetricData
-
-
-
-   .. py:method:: list_monitor_alert_versions_for_monitor_version()
-
-      Retrieves the list of monitor alert versions for a specified monitor instance.
-
-      :param model_monitor_version: The unique ID associated with the model monitor.
-      :type model_monitor_version: str
-
-      :returns: A list of monitor alert versions.
-      :rtype: list[MonitorAlertVersion]
-
-
-
-   .. py:method:: get_drift_for_feature(feature_name, nested_feature_name = None)
-
-      Gets the feature drift associated with a single feature in an output feature group from a prediction.
-
-      :param feature_name: Name of the feature to view the distribution of.
-      :type feature_name: str
-      :param nested_feature_name: Optionally, the name of the nested feature that the feature is in.
-      :type nested_feature_name: str
-
-      :returns: An object describing the training and prediction output feature distributions.
-      :rtype: FeatureDistribution
-
-
-
-   .. py:method:: get_outliers_for_feature(feature_name = None, nested_feature_name = None)
-
-      Gets a list of outliers measured by a single feature (or overall) in an output feature group from a prediction.
-
-      :param feature_name: Name of the feature to view the distribution of.
-      :type feature_name: str
-      :param nested_feature_name: Optionally, the name of the nested feature that the feature is in.
-      :type nested_feature_name: str
-
-
-
-   .. py:method:: wait_for_monitor(timeout=1200)
-
-      A waiting call until model monitor version is ready.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out.
-      :type timeout: int
-
-
-
-   .. py:method:: get_status()
-
-      Gets the status of the model monitor version.
-
-      :returns: A string describing the status of the model monitor version, for e.g., pending, complete, etc.
-      :rtype: str
-
-
-
-.. py:class:: RefreshSchedule(client, refreshPolicyId=None, nextRunTime=None, cron=None, refreshType=None, error=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A refresh schedule for an object. Defines when the next version of the object will be created
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param refreshPolicyId: The unique identifier of the refresh policy
-   :type refreshPolicyId: str
-   :param nextRunTime: The next run time of the refresh policy. If null, the policy is paused.
-   :type nextRunTime: str
-   :param cron: A cron-style string that describes the when this refresh policy is to be executed in UTC
-   :type cron: str
-   :param refreshType: The type of refresh that will be run
-   :type refreshType: str
-   :param error: An error message for the last pipeline run of a policy
-   :type error: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.model_monitor.ModelMonitor
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: ModelMonitor(client, modelMonitorId=None, name=None, createdAt=None, projectId=None, trainingFeatureGroupId=None, predictionFeatureGroupId=None, predictionFeatureGroupVersion=None, trainingFeatureGroupVersion=None, alertConfig=None, biasMetricId=None, metricConfigs=None, featureGroupMonitorConfigs=None, metricTypes=None, modelId=None, starred=None, batchPredictionId=None, monitorType=None, edaConfigs=None, trainingForecastConfig=None, predictionForecastConfig=None, forecastFrequency=None, trainingFeatureGroupSampling=None, predictionFeatureGroupSampling=None, monitorDriftConfig=None, predictionDataUseMappings=None, trainingDataUseMappings=None, refreshSchedules={}, latestMonitorModelVersion={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A model monitor
 
@@ -312,13 +83,11 @@ Module Contents
    :param refreshSchedules: List of refresh schedules that indicate when the next model version will be trained.
    :type refreshSchedules: RefreshSchedule
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
@@ -327,7 +96,6 @@ Module Contents
       :rtype: dict
 
 
-
    .. py:method:: rerun()
 
       Re-runs the specified model monitor.
@@ -339,7 +107,6 @@ Module Contents
       :rtype: ModelMonitor
 
 
-
    .. py:method:: refresh()
 
       Calls describe and refreshes the current object's fields
@@ -348,7 +115,6 @@ Module Contents
       :rtype: ModelMonitor
 
 
-
    .. py:method:: describe()
 
       Retrieves a full description of the specified model monitor.
@@ -360,7 +126,6 @@ Module Contents
       :rtype: ModelMonitor
 
 
-
    .. py:method:: get_summary()
 
       Gets the summary of a model monitor across versions.
@@ -372,7 +137,6 @@ Module Contents
       :rtype: ModelMonitorSummary
 
 
-
    .. py:method:: list_versions(limit = 100, start_after_version = None)
 
       Retrieves a list of versions for a given model monitor.
@@ -386,7 +150,6 @@ Module Contents
       :rtype: list[ModelMonitorVersion]
 
 
-
    .. py:method:: rename(name)
 
       Renames a model monitor
@@ -395,7 +158,6 @@ Module Contents
       :type name: str
 
 
-
    .. py:method:: delete()
 
       Deletes the specified Model Monitor and all its versions.
@@ -404,7 +166,6 @@ Module Contents
       :type model_monitor_id: str
 
 
-
    .. py:method:: list_monitor_alerts_for_monitor(realtime_monitor_id = None)
 
       Retrieves the list of monitor alerts for a specified monitor. One of the model_monitor_id or realtime_monitor_id is required but not both.
diff --git a/docs/_sources/autoapi/abacusai/model_monitor_org_summary/index.rst.txt b/docs/_sources/autoapi/abacusai/model_monitor_org_summary/index.rst.txt
index 02211770f..1aa478e03 100644
--- a/docs/_sources/autoapi/abacusai/model_monitor_org_summary/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/model_monitor_org_summary/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.model_monitor_org_summary
-==================================
+:py:mod:`abacusai.model_monitor_org_summary`
+============================================
 
 .. py:module:: abacusai.model_monitor_org_summary
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.model_monitor_org_summary.AbstractApiClass
-   abacusai.model_monitor_org_summary.ModelMonitorOrgSummary
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.model_monitor_org_summary.ModelMonitorOrgSummary
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: ModelMonitorOrgSummary(client, summary=None, featureDrift=None, labelDrift=None, dataIntegrity=None, performance=None, alerts=None, monitorData=None, totalStarredMonitors=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A summary of an organization's model monitors
 
@@ -53,13 +43,11 @@ Module Contents
    :param totalStarredMonitors: Total number of starred monitors.
    :type totalStarredMonitors: int
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/model_monitor_summary/index.rst.txt b/docs/_sources/autoapi/abacusai/model_monitor_summary/index.rst.txt
index 1db974423..32f71acbe 100644
--- a/docs/_sources/autoapi/abacusai/model_monitor_summary/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/model_monitor_summary/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.model_monitor_summary
-==============================
+:py:mod:`abacusai.model_monitor_summary`
+========================================
 
 .. py:module:: abacusai.model_monitor_summary
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.model_monitor_summary.AbstractApiClass
-   abacusai.model_monitor_summary.ModelMonitorSummary
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.model_monitor_summary.ModelMonitorSummary
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: ModelMonitorSummary(client, modelAccuracy=None, modelDrift=None, dataIntegrity=None, biasViolations=None, alerts=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A summary of model monitor
 
@@ -47,13 +37,11 @@ Module Contents
    :param alerts: A list of alerts by type for each model monitor instance
    :type alerts: list
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/model_monitor_summary_from_org/index.rst.txt b/docs/_sources/autoapi/abacusai/model_monitor_summary_from_org/index.rst.txt
index 7b609256f..9ba78995e 100644
--- a/docs/_sources/autoapi/abacusai/model_monitor_summary_from_org/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/model_monitor_summary_from_org/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.model_monitor_summary_from_org
-=======================================
+:py:mod:`abacusai.model_monitor_summary_from_org`
+=================================================
 
 .. py:module:: abacusai.model_monitor_summary_from_org
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.model_monitor_summary_from_org.AbstractApiClass
-   abacusai.model_monitor_summary_from_org.ModelMonitorSummaryFromOrg
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.model_monitor_summary_from_org.ModelMonitorSummaryFromOrg
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: ModelMonitorSummaryFromOrg(client, data=None, infos=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A summary of model monitor given an organization
 
@@ -41,13 +31,11 @@ Module Contents
    :param infos: A dictionary of model monitor information.
    :type infos: dict
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/model_monitor_version/index.rst.txt b/docs/_sources/autoapi/abacusai/model_monitor_version/index.rst.txt
index 534d6e4c4..80684a96b 100644
--- a/docs/_sources/autoapi/abacusai/model_monitor_version/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/model_monitor_version/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.model_monitor_version
-==============================
+:py:mod:`abacusai.model_monitor_version`
+========================================
 
 .. py:module:: abacusai.model_monitor_version
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.model_monitor_version.AbstractApiClass
-   abacusai.model_monitor_version.ModelMonitorVersion
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.model_monitor_version.ModelMonitorVersion
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: ModelMonitorVersion(client, modelMonitorVersion=None, status=None, modelMonitorId=None, monitoringStartedAt=None, monitoringCompletedAt=None, trainingFeatureGroupVersion=None, predictionFeatureGroupVersion=None, error=None, pendingDeploymentIds=None, failedDeploymentIds=None, metricConfigs=None, featureGroupMonitorConfigs=None, metricTypes=None, modelVersion=None, batchPredictionVersion=None, edaConfigs=None, trainingForecastConfig=None, predictionForecastConfig=None, forecastFrequency=None, monitorDriftConfig=None, predictionDataUseMappings=None, trainingDataUseMappings=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A version of a model monitor
 
@@ -81,13 +71,11 @@ Module Contents
    :param trainingDataUseMappings: The mapping of training data use to feature group version
    :type trainingDataUseMappings: dict
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
@@ -96,7 +84,6 @@ Module Contents
       :rtype: dict
 
 
-
    .. py:method:: get_prediction_drift()
 
       Gets the label and prediction drifts for a model monitor.
@@ -108,7 +95,6 @@ Module Contents
       :rtype: DriftDistributions
 
 
-
    .. py:method:: refresh()
 
       Calls describe and refreshes the current object's fields
@@ -117,7 +103,6 @@ Module Contents
       :rtype: ModelMonitorVersion
 
 
-
    .. py:method:: describe()
 
       Retrieves a full description of the specified model monitor version.
@@ -129,7 +114,6 @@ Module Contents
       :rtype: ModelMonitorVersion
 
 
-
    .. py:method:: delete()
 
       Deletes the specified model monitor version.
@@ -138,7 +122,6 @@ Module Contents
       :type model_monitor_version: str
 
 
-
    .. py:method:: metric_data(metric_type, actual_values_to_detail = None)
 
       Provides the data needed for decile metrics associated with the model monitor.
@@ -152,7 +135,6 @@ Module Contents
       :rtype: ModelMonitorVersionMetricData
 
 
-
    .. py:method:: list_monitor_alert_versions_for_monitor_version()
 
       Retrieves the list of monitor alert versions for a specified monitor instance.
@@ -164,7 +146,6 @@ Module Contents
       :rtype: list[MonitorAlertVersion]
 
 
-
    .. py:method:: get_drift_for_feature(feature_name, nested_feature_name = None)
 
       Gets the feature drift associated with a single feature in an output feature group from a prediction.
@@ -178,7 +159,6 @@ Module Contents
       :rtype: FeatureDistribution
 
 
-
    .. py:method:: get_outliers_for_feature(feature_name = None, nested_feature_name = None)
 
       Gets a list of outliers measured by a single feature (or overall) in an output feature group from a prediction.
@@ -189,7 +169,6 @@ Module Contents
       :type nested_feature_name: str
 
 
-
    .. py:method:: wait_for_monitor(timeout=1200)
 
       A waiting call until model monitor version is ready.
@@ -198,7 +177,6 @@ Module Contents
       :type timeout: int
 
 
-
    .. py:method:: get_status()
 
       Gets the status of the model monitor version.
diff --git a/docs/_sources/autoapi/abacusai/model_monitor_version_metric_data/index.rst.txt b/docs/_sources/autoapi/abacusai/model_monitor_version_metric_data/index.rst.txt
index e6086ebd6..6e0b902c7 100644
--- a/docs/_sources/autoapi/abacusai/model_monitor_version_metric_data/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/model_monitor_version_metric_data/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.model_monitor_version_metric_data
-==========================================
+:py:mod:`abacusai.model_monitor_version_metric_data`
+====================================================
 
 .. py:module:: abacusai.model_monitor_version_metric_data
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.model_monitor_version_metric_data.AbstractApiClass
-   abacusai.model_monitor_version_metric_data.ModelMonitorVersionMetricData
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.model_monitor_version_metric_data.ModelMonitorVersionMetricData
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: ModelMonitorVersionMetricData(client, name=None, algoName=None, featureGroupVersion=None, modelMonitor=None, modelMonitorVersion=None, metricInfos=None, metricNames=None, metrics=None, metricCharts=None, otherMetrics=None, actualValuesSupportedForDrilldown=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Data for displaying model monitor version metric data
 
@@ -59,13 +49,11 @@ Module Contents
    :param actualValuesSupportedForDrilldown: List of values support for drilldown
    :type actualValuesSupportedForDrilldown: list
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/model_training_type_for_deployment/index.rst.txt b/docs/_sources/autoapi/abacusai/model_training_type_for_deployment/index.rst.txt
index c9288322c..d910e5c20 100644
--- a/docs/_sources/autoapi/abacusai/model_training_type_for_deployment/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/model_training_type_for_deployment/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.model_training_type_for_deployment
-===========================================
+:py:mod:`abacusai.model_training_type_for_deployment`
+=====================================================
 
 .. py:module:: abacusai.model_training_type_for_deployment
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.model_training_type_for_deployment.AbstractApiClass
-   abacusai.model_training_type_for_deployment.ModelTrainingTypeForDeployment
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.model_training_type_for_deployment.ModelTrainingTypeForDeployment
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: ModelTrainingTypeForDeployment(client, label=None, value=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Model training types for deployment.
 
@@ -41,13 +31,11 @@ Module Contents
    :param value: Value to use on backend for deployment API call
    :type value: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/model_upload/index.rst.txt b/docs/_sources/autoapi/abacusai/model_upload/index.rst.txt
index a37c7a5c1..8c19500d9 100644
--- a/docs/_sources/autoapi/abacusai/model_upload/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/model_upload/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.model_upload
-=====================
+:py:mod:`abacusai.model_upload`
+===============================
 
 .. py:module:: abacusai.model_upload
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.model_upload.AbstractApiClass
-   abacusai.model_upload.ModelUpload
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.model_upload.ModelUpload
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: ModelUpload(client, modelId=None, modelVersion=None, status=None, createdAt=None, modelUploadId=None, embeddingsUploadId=None, artifactsUploadId=None, verificationsUploadId=None, defaultItemsUploadId=None, modelFileUploadId=None, modelStateUploadId=None, inputPreprocessorUploadId=None, requirementsUploadId=None, resourcesUploadId=None, multiCatalogEmbeddingsUploadId=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A model version that includes the upload identifiers for the various required files.
 
@@ -67,13 +57,11 @@ Module Contents
    :param multiCatalogEmbeddingsUploadId: An upload identifier to be used when upload the multi-catalog embeddings CSV file.
    :type multiCatalogEmbeddingsUploadId: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/model_version/index.rst.txt b/docs/_sources/autoapi/abacusai/model_version/index.rst.txt
index 9a22da74a..9f62ebe70 100644
--- a/docs/_sources/autoapi/abacusai/model_version/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/model_version/index.rst.txt
@@ -1,181 +1,26 @@
-abacusai.model_version
-======================
+:py:mod:`abacusai.model_version`
+================================
 
 .. py:module:: abacusai.model_version
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.model_version.DeployableAlgorithm
-   abacusai.model_version.EvalArtifactType
-   abacusai.model_version.TrainingConfig
-   abacusai.model_version.CodeSource
-   abacusai.model_version.AbstractApiClass
-   abacusai.model_version.ModelVersion
-
-
 Module Contents
 ---------------
 
-.. py:class:: DeployableAlgorithm
-
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
-
-
-   Algorithm that can be deployed to a model.
-
-   :param algorithm: ID of the algorithm.
-   :type algorithm: str
-   :param name: Name of the algorithm.
-   :type name: str
-   :param only_offline_deployable: Whether the algorithm can only be deployed offline.
-   :type only_offline_deployable: bool
-   :param trained_model_types: List of trained model types.
-   :type trained_model_types: List[dict]
-
-
-   .. py:attribute:: algorithm
-      :type:  str
-
-
-   .. py:attribute:: name
-      :type:  str
-
-
-   .. py:attribute:: only_offline_deployable
-      :type:  bool
-
-
-   .. py:attribute:: trained_model_types
-      :type:  List[dict]
-
-
-.. py:class:: EvalArtifactType
-
-   Bases: :py:obj:`ApiEnum`
-
-
-   Generic enumeration.
-
-   Derive from this class to define new enumerations.
-
-
-   .. py:attribute:: FORECASTING_ACCURACY
-      :value: 'bar_chart'
-
-
-
-   .. py:attribute:: FORECASTING_VOLUME
-      :value: 'bar_chart_volume'
-
-
-
-   .. py:attribute:: FORECASTING_HISTORY_LENGTH_ACCURACY
-      :value: 'bar_chart_accuracy_by_history'
-
-
-
-.. py:class:: TrainingConfig
-
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
-
-
-   An abstract class for the training config options used to train the model.
-
-
-   .. py:attribute:: _upper_snake_case_keys
-      :type:  bool
-
-
-   .. py:attribute:: _support_kwargs
-      :type:  bool
-
-
-   .. py:attribute:: kwargs
-      :type:  dict
-
-
-   .. py:attribute:: problem_type
-      :type:  abacusai.api_class.enums.ProblemType
-
-
-   .. py:attribute:: algorithm
-      :type:  str
-
-
-   .. py:method:: _get_builder()
-      :classmethod:
-
-
-
-.. py:class:: CodeSource(client, sourceType=None, sourceCode=None, applicationConnectorId=None, applicationConnectorInfo=None, packageRequirements=None, status=None, error=None, publishingMsg=None, moduleDependencies=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Code source for python-based custom feature groups and models
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param sourceType: The type of the source, one of TEXT, PYTHON, FILE_UPLOAD, or APPLICATION_CONNECTOR
-   :type sourceType: str
-   :param sourceCode: If the type of the source is TEXT, the raw text of the function
-   :type sourceCode: str
-   :param applicationConnectorId: The Application Connector to fetch the code from
-   :type applicationConnectorId: str
-   :param applicationConnectorInfo: Args passed to the application connector to fetch the code
-   :type applicationConnectorInfo: str
-   :param packageRequirements: The pip package dependencies required to run the code
-   :type packageRequirements: list
-   :param status: The status of the code and validations
-   :type status: str
-   :param error: If the status is failed, an error message describing what went wrong
-   :type error: str
-   :param publishingMsg: Warnings in the source code
-   :type publishingMsg: dict
-   :param moduleDependencies: The list of internal modules dependencies required to run the code
-   :type moduleDependencies: list
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: import_as_cell()
-
-      Adds the source code as an unexecuted cell in the notebook.
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.model_version.ModelVersion
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: ModelVersion(client, modelVersion=None, modelConfigType=None, status=None, modelId=None, modelPredictionConfig=None, trainingStartedAt=None, trainingCompletedAt=None, featureGroupVersions=None, error=None, pendingDeploymentIds=None, failedDeploymentIds=None, cpuSize=None, memory=None, automlComplete=None, trainingFeatureGroupIds=None, trainingDocumentRetrieverVersions=None, documentRetrieverMappings=None, bestAlgorithm=None, defaultAlgorithm=None, featureAnalysisStatus=None, dataClusterInfo=None, customAlgorithmConfigs=None, trainedModelTypes=None, useGpu=None, partialComplete=None, modelFeatureGroupSchemaMappings=None, trainingConfigUpdated=None, codeSource={}, modelConfig={}, deployableAlgorithms={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A version of a model
 
@@ -242,13 +87,11 @@ Module Contents
    :param deployableAlgorithms: List of deployable algorithms.
    :type deployableAlgorithms: DeployableAlgorithm
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
@@ -257,7 +100,6 @@ Module Contents
       :rtype: dict
 
 
-
    .. py:method:: describe_train_test_data_split_feature_group_version()
 
       Get the train and test data split for a trained model by model version. This is only supported for models with custom algorithms.
@@ -269,7 +111,6 @@ Module Contents
       :rtype: FeatureGroupVersion
 
 
-
    .. py:method:: set_model_objective(metric = None)
 
       Sets the best model for all model instances of the model based on the specified metric, and updates the training configuration to use the specified metric for any future model versions.
@@ -281,7 +122,6 @@ Module Contents
       :type metric: str
 
 
-
    .. py:method:: get_feature_group_schemas_for()
 
       Gets the schema (including feature mappings) for all feature groups used in the model version.
@@ -293,7 +133,6 @@ Module Contents
       :rtype: list[ModelVersionFeatureGroupSchema]
 
 
-
    .. py:method:: delete()
 
       Deletes the specified model version. Model versions which are currently used in deployments cannot be deleted.
@@ -302,7 +141,6 @@ Module Contents
       :type model_version: str
 
 
-
    .. py:method:: export_model_artifact_as_feature_group(table_name, artifact_type = None)
 
       Exports metric artifact data for a model as a feature group.
@@ -316,7 +154,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: refresh()
 
       Calls describe and refreshes the current object's fields
@@ -325,7 +162,6 @@ Module Contents
       :rtype: ModelVersion
 
 
-
    .. py:method:: describe()
 
       Retrieves a full description of the specified model version.
@@ -337,7 +173,6 @@ Module Contents
       :rtype: ModelVersion
 
 
-
    .. py:method:: get_feature_importance_by()
 
       Gets the feature importance calculated by various methods for the model.
@@ -349,7 +184,6 @@ Module Contents
       :rtype: FeatureImportance
 
 
-
    .. py:method:: get_training_data_logs()
 
       Retrieves the data preparation logs during model training.
@@ -361,7 +195,6 @@ Module Contents
       :rtype: list[DataPrepLogs]
 
 
-
    .. py:method:: get_training_logs(stdout = False, stderr = False)
 
       Returns training logs for the model.
@@ -375,7 +208,6 @@ Module Contents
       :rtype: FunctionLogs
 
 
-
    .. py:method:: export_custom(output_location, algorithm = None)
 
       Bundle custom model artifacts to a zip file, and export to the specified location.
@@ -389,7 +221,6 @@ Module Contents
       :rtype: ModelArtifactsExport
 
 
-
    .. py:method:: wait_for_training(timeout=None)
 
       A waiting call until model gets trained.
@@ -398,7 +229,6 @@ Module Contents
       :type timeout: int
 
 
-
    .. py:method:: wait_for_full_automl(timeout=None)
 
       A waiting call until full AutoML cycle is completed.
@@ -407,7 +237,6 @@ Module Contents
       :type timeout: int
 
 
-
    .. py:method:: get_status()
 
       Gets the status of the model version under training.
@@ -416,7 +245,6 @@ Module Contents
       :rtype: str
 
 
-
    .. py:method:: get_train_test_feature_group_as_pandas()
 
       Get the model train test data split feature group of the model version as pandas data frame.
diff --git a/docs/_sources/autoapi/abacusai/model_version_feature_group_schema/index.rst.txt b/docs/_sources/autoapi/abacusai/model_version_feature_group_schema/index.rst.txt
index 802eebcd5..210f10e8b 100644
--- a/docs/_sources/autoapi/abacusai/model_version_feature_group_schema/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/model_version_feature_group_schema/index.rst.txt
@@ -1,81 +1,26 @@
-abacusai.model_version_feature_group_schema
-===========================================
+:py:mod:`abacusai.model_version_feature_group_schema`
+=====================================================
 
 .. py:module:: abacusai.model_version_feature_group_schema
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.model_version_feature_group_schema.AbstractApiClass
-   abacusai.model_version_feature_group_schema.Schema
-   abacusai.model_version_feature_group_schema.ModelVersionFeatureGroupSchema
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
-
-      Return self==value.
-
-
-
-   .. py:method:: _get_attribute_as_dict(attribute)
-
-
-.. py:class:: Schema(client, name=None, featureMapping=None, detectedFeatureMapping=None, featureType=None, detectedFeatureType=None, dataType=None, detectedDataType=None, nestedFeatures={}, pointInTimeInfo={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A schema description for a feature
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param name: The unique name of the feature.
-   :type name: str
-   :param featureMapping: The mapping of the feature. The possible values will be based on the project's use-case. See the (Use Case Documentation)[https://api.abacus.ai/app/help/useCases] for more details.
-   :type featureMapping: str
-   :param detectedFeatureMapping: Detected feature mapping for this feature
-   :type detectedFeatureMapping: str
-   :param featureType: The underlying data type of each feature:  CATEGORICAL,  CATEGORICAL_LIST,  NUMERICAL,  TIMESTAMP,  TEXT,  EMAIL,  LABEL_LIST,  ENTITY_LABEL_LIST,  PAGE_LABEL_LIST,  JSON,  OBJECT_REFERENCE,  MULTICATEGORICAL_LIST,  COORDINATE_LIST,  NUMERICAL_LIST,  TIMESTAMP_LIST,  ZIPCODE,  URL,  PAGE_INFOS,  PAGES_DOCUMENT,  TOKENS_DOCUMENT.
-   :type featureType: str
-   :param detectedFeatureType: The detected feature type for this feature
-   :type detectedFeatureType: str
-   :param dataType: The underlying data type of each feature:  INTEGER,  FLOAT,  STRING,  DATE,  DATETIME,  BOOLEAN,  LIST,  STRUCT,  NULL,  BINARY.
-   :type dataType: str
-   :param detectedDataType: The detected data type for this feature
-   :type detectedDataType: str
-   :param nestedFeatures: List of features of nested feature
-   :type nestedFeatures: NestedFeatureSchema
-   :param pointInTimeInfo: Point in time information for this feature
-   :type pointInTimeInfo: PointInTimeFeatureInfo
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
+Classes
+~~~~~~~
 
-   .. py:method:: to_dict()
+.. autoapisummary::
 
-      Get a dict representation of the parameters in this class
+   abacusai.model_version_feature_group_schema.ModelVersionFeatureGroupSchema
 
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
 
 
 
 .. py:class:: ModelVersionFeatureGroupSchema(client, featureGroupId=None, featureGroupName=None, schema={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Schema for a feature group used in model version
 
@@ -88,13 +33,11 @@ Module Contents
    :param schema: List of feature schemas of a feature group.
    :type schema: Schema
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/modification_lock_info/index.rst.txt b/docs/_sources/autoapi/abacusai/modification_lock_info/index.rst.txt
index f948cc77e..a3c632bf6 100644
--- a/docs/_sources/autoapi/abacusai/modification_lock_info/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/modification_lock_info/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.modification_lock_info
-===============================
+:py:mod:`abacusai.modification_lock_info`
+=========================================
 
 .. py:module:: abacusai.modification_lock_info
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.modification_lock_info.AbstractApiClass
-   abacusai.modification_lock_info.ModificationLockInfo
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.modification_lock_info.ModificationLockInfo
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: ModificationLockInfo(client, modificationLock=None, userEmails=None, organizationGroups=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Information about a modification lock for a certain object
 
@@ -43,13 +33,11 @@ Module Contents
    :param organizationGroups: The list organization groups allowed to modify the object if the object's modification lock is activated.
    :type organizationGroups: list of unique string identifiers
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/module/index.rst.txt b/docs/_sources/autoapi/abacusai/module/index.rst.txt
index cfd912f7b..a23f0b406 100644
--- a/docs/_sources/autoapi/abacusai/module/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/module/index.rst.txt
@@ -1,87 +1,26 @@
-abacusai.module
-===============
+:py:mod:`abacusai.module`
+=========================
 
 .. py:module:: abacusai.module
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.module.CodeSource
-   abacusai.module.AbstractApiClass
-   abacusai.module.Module
-
-
 Module Contents
 ---------------
 
-.. py:class:: CodeSource(client, sourceType=None, sourceCode=None, applicationConnectorId=None, applicationConnectorInfo=None, packageRequirements=None, status=None, error=None, publishingMsg=None, moduleDependencies=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Code source for python-based custom feature groups and models
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param sourceType: The type of the source, one of TEXT, PYTHON, FILE_UPLOAD, or APPLICATION_CONNECTOR
-   :type sourceType: str
-   :param sourceCode: If the type of the source is TEXT, the raw text of the function
-   :type sourceCode: str
-   :param applicationConnectorId: The Application Connector to fetch the code from
-   :type applicationConnectorId: str
-   :param applicationConnectorInfo: Args passed to the application connector to fetch the code
-   :type applicationConnectorInfo: str
-   :param packageRequirements: The pip package dependencies required to run the code
-   :type packageRequirements: list
-   :param status: The status of the code and validations
-   :type status: str
-   :param error: If the status is failed, an error message describing what went wrong
-   :type error: str
-   :param publishingMsg: Warnings in the source code
-   :type publishingMsg: dict
-   :param moduleDependencies: The list of internal modules dependencies required to run the code
-   :type moduleDependencies: list
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: import_as_cell()
-
-      Adds the source code as an unexecuted cell in the notebook.
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.module.Module
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: Module(client, name=None, createdAt=None, notebookId=None, codeSource={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Customer created python module
 
@@ -96,13 +35,11 @@ Module Contents
    :param codeSource: Information about the source code of the Python function.
    :type codeSource: CodeSource
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/monitor_alert/index.rst.txt b/docs/_sources/autoapi/abacusai/monitor_alert/index.rst.txt
index c1c520044..a2dc549bd 100644
--- a/docs/_sources/autoapi/abacusai/monitor_alert/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/monitor_alert/index.rst.txt
@@ -1,176 +1,26 @@
-abacusai.monitor_alert
-======================
+:py:mod:`abacusai.monitor_alert`
+================================
 
 .. py:module:: abacusai.monitor_alert
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.monitor_alert.AlertActionConfig
-   abacusai.monitor_alert.AlertConditionConfig
-   abacusai.monitor_alert.MonitorAlertVersion
-   abacusai.monitor_alert.AbstractApiClass
-   abacusai.monitor_alert.MonitorAlert
-
-
 Module Contents
 ---------------
 
-.. py:class:: AlertActionConfig
-
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
-
-
-   An abstract class for alert action configs
-
-
-   .. py:attribute:: action_type
-      :type:  abacusai.api_class.enums.AlertActionType
-
-
-   .. py:method:: _get_builder()
-      :classmethod:
-
-
-
-.. py:class:: AlertConditionConfig
-
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
-
-
-   An abstract class for alert condition configs
-
-
-   .. py:attribute:: alert_type
-      :type:  abacusai.api_class.enums.MonitorAlertType
-
-
-   .. py:method:: _get_builder()
-      :classmethod:
-
-
-
-.. py:class:: MonitorAlertVersion(client, name=None, monitorAlertVersion=None, monitorAlertId=None, status=None, createdAt=None, alertingStartedAt=None, alertingCompletedAt=None, error=None, modelMonitorVersion=None, conditionConfig=None, actionConfig=None, alertResult=None, actionStatus=None, actionError=None, actionStartedAt=None, actionCompletedAt=None, conditionDescription=None, actionDescription=None, alertType=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A monitor alert version
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param name: The user-friendly name for the monitor alert.
-   :type name: str
-   :param monitorAlertVersion: The identifier for the alert version.
-   :type monitorAlertVersion: str
-   :param monitorAlertId: The identifier for the alert.
-   :type monitorAlertId: str
-   :param status: The current status of the monitor alert.
-   :type status: str
-   :param createdAt: Date and time at which the monitor alert was created.
-   :type createdAt: str
-   :param alertingStartedAt: The start time and date of the monitor alerting process.
-   :type alertingStartedAt: str
-   :param alertingCompletedAt: The end time and date of the monitor alerting process.
-   :type alertingCompletedAt: str
-   :param error: Relevant error if the status is FAILED.
-   :type error: str
-   :param modelMonitorVersion: The model monitor version associated with the monitor alert version.
-   :type modelMonitorVersion: str
-   :param conditionConfig: The condition configuration for this alert.
-   :type conditionConfig: dict
-   :param actionConfig: The action configuration for this alert.
-   :type actionConfig: dict
-   :param alertResult: The current result of the alert
-   :type alertResult: str
-   :param actionStatus: The current status of the action as a result of the monitor alert.
-   :type actionStatus: str
-   :param actionError: Relevant error if the action status is FAILED.
-   :type actionError: str
-   :param actionStartedAt: The start time and date of the actionfor the alerting process.
-   :type actionStartedAt: str
-   :param actionCompletedAt: The end time and date of the actionfor the alerting process.
-   :type actionCompletedAt: str
-   :param conditionDescription: User friendly description of the condition
-   :type conditionDescription: str
-   :param actionDescription: User friendly description of the action
-   :type actionDescription: str
-   :param alertType: The type of the alert
-   :type alertType: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: MonitorAlertVersion
-
-
-
-   .. py:method:: describe()
-
-      Describes a given monitor alert version id
-
-      :param monitor_alert_version: Unique string identifier for the monitor alert.
-      :type monitor_alert_version: str
-
-      :returns: An object describing the monitor alert version.
-      :rtype: MonitorAlertVersion
-
-
-
-   .. py:method:: wait_for_monitor_alert(timeout=1200)
-
-      A waiting call until model monitor version is ready.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out.
-      :type timeout: int
-
-
-
-   .. py:method:: get_status()
-
-      Gets the status of the monitor alert version.
-
-      :returns: A string describing the status of a monitor alert version (pending, running, complete, etc.).
-      :rtype: str
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.monitor_alert.MonitorAlert
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: MonitorAlert(client, name=None, monitorAlertId=None, createdAt=None, projectId=None, modelMonitorId=None, realtimeMonitorId=None, conditionConfig=None, actionConfig=None, conditionDescription=None, actionDescription=None, alertType=None, deploymentId=None, latestMonitorAlertVersion={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A Monitor Alert
 
@@ -203,13 +53,11 @@ Module Contents
    :param latestMonitorAlertVersion: The latest monitor alert version.
    :type latestMonitorAlertVersion: MonitorAlertVersion
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
@@ -218,7 +66,6 @@ Module Contents
       :rtype: dict
 
 
-
    .. py:method:: update(alert_name = None, condition_config = None, action_config = None)
 
       Update monitor alert
@@ -234,7 +81,6 @@ Module Contents
       :rtype: MonitorAlert
 
 
-
    .. py:method:: refresh()
 
       Calls describe and refreshes the current object's fields
@@ -243,7 +89,6 @@ Module Contents
       :rtype: MonitorAlert
 
 
-
    .. py:method:: describe()
 
       Describes a given monitor alert id
@@ -255,7 +100,6 @@ Module Contents
       :rtype: MonitorAlert
 
 
-
    .. py:method:: run()
 
       Reruns a given monitor alert from latest monitor instance
@@ -267,7 +111,6 @@ Module Contents
       :rtype: MonitorAlert
 
 
-
    .. py:method:: delete()
 
       Delets a monitor alert
diff --git a/docs/_sources/autoapi/abacusai/monitor_alert_version/index.rst.txt b/docs/_sources/autoapi/abacusai/monitor_alert_version/index.rst.txt
index 61a9b2440..4b6684820 100644
--- a/docs/_sources/autoapi/abacusai/monitor_alert_version/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/monitor_alert_version/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.monitor_alert_version
-==============================
+:py:mod:`abacusai.monitor_alert_version`
+========================================
 
 .. py:module:: abacusai.monitor_alert_version
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.monitor_alert_version.AbstractApiClass
-   abacusai.monitor_alert_version.MonitorAlertVersion
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.monitor_alert_version.MonitorAlertVersion
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: MonitorAlertVersion(client, name=None, monitorAlertVersion=None, monitorAlertId=None, status=None, createdAt=None, alertingStartedAt=None, alertingCompletedAt=None, error=None, modelMonitorVersion=None, conditionConfig=None, actionConfig=None, alertResult=None, actionStatus=None, actionError=None, actionStartedAt=None, actionCompletedAt=None, conditionDescription=None, actionDescription=None, alertType=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A monitor alert version
 
@@ -75,13 +65,11 @@ Module Contents
    :param alertType: The type of the alert
    :type alertType: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
@@ -90,7 +78,6 @@ Module Contents
       :rtype: dict
 
 
-
    .. py:method:: refresh()
 
       Calls describe and refreshes the current object's fields
@@ -99,7 +86,6 @@ Module Contents
       :rtype: MonitorAlertVersion
 
 
-
    .. py:method:: describe()
 
       Describes a given monitor alert version id
@@ -111,7 +97,6 @@ Module Contents
       :rtype: MonitorAlertVersion
 
 
-
    .. py:method:: wait_for_monitor_alert(timeout=1200)
 
       A waiting call until model monitor version is ready.
@@ -120,7 +105,6 @@ Module Contents
       :type timeout: int
 
 
-
    .. py:method:: get_status()
 
       Gets the status of the monitor alert version.
diff --git a/docs/_sources/autoapi/abacusai/monitor_drift_and_distributions/index.rst.txt b/docs/_sources/autoapi/abacusai/monitor_drift_and_distributions/index.rst.txt
index d536bc138..05bbae1ed 100644
--- a/docs/_sources/autoapi/abacusai/monitor_drift_and_distributions/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/monitor_drift_and_distributions/index.rst.txt
@@ -1,136 +1,26 @@
-abacusai.monitor_drift_and_distributions
-========================================
+:py:mod:`abacusai.monitor_drift_and_distributions`
+==================================================
 
 .. py:module:: abacusai.monitor_drift_and_distributions
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.monitor_drift_and_distributions.EmbeddingFeatureDriftDistribution
-   abacusai.monitor_drift_and_distributions.ForecastingMonitorSummary
-   abacusai.monitor_drift_and_distributions.AbstractApiClass
-   abacusai.monitor_drift_and_distributions.MonitorDriftAndDistributions
-
-
 Module Contents
 ---------------
 
-.. py:class:: EmbeddingFeatureDriftDistribution(client, distance=None, jsDistance=None, wsDistance=None, ksStatistic=None, psi=None, csi=None, chiSquare=None, averageDrift={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Feature distribution for embeddings
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param distance: Histogram data of KL divergences between the training distribution and the range of values in the specified window.
-   :type distance: list
-   :param jsDistance: Histogram data of JS divergence between the training distribution and the range of values in the specified window.
-   :type jsDistance: list
-   :param wsDistance: Histogram data of Wasserstein distance between the training distribution and the range of values in the specified window.
-   :type wsDistance: list
-   :param ksStatistic: Histogram data of Kolmogorov-Smirnov statistic computed between the training distribution and the range of values in the specified window.
-   :type ksStatistic: list
-   :param psi: Histogram data of Population stability index computed between the training distribution and the range of values in the specified window.
-   :type psi: list
-   :param csi: Histogram data of Characteristic Stability Index computed between the training distribution and the range of values in the specified window.
-   :type csi: list
-   :param chiSquare: Histogram data of Chi-square statistic computed between the training distribution and the range of values in the specified window.
-   :type chiSquare: list
-   :param averageDrift: Average drift embedding for each type of drift
-   :type averageDrift: DriftTypesValue
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: ForecastingMonitorSummary(client, predictionTimestampCol=None, predictionTargetCol=None, trainingTimestampCol=None, trainingTargetCol=None, predictionItemId=None, trainingItemId=None, forecastFrequency=None, trainingTargetAcrossTime={}, predictionTargetAcrossTime={}, actualsHistogram={}, predictionsHistogram={}, trainHistoryData={}, predictHistoryData={}, targetDrift={}, historyDrift={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Forecasting Monitor Summary of the latest version of the data.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param predictionTimestampCol: Feature in the data that represents the timestamp column.
-   :type predictionTimestampCol: str
-   :param predictionTargetCol: Feature in the data that represents the target.
-   :type predictionTargetCol: str
-   :param trainingTimestampCol: Feature in the data that represents the timestamp column.
-   :type trainingTimestampCol: str
-   :param trainingTargetCol: Feature in the data that represents the target.
-   :type trainingTargetCol: str
-   :param predictionItemId: Feature in the data that represents the item id.
-   :type predictionItemId: str
-   :param trainingItemId: Feature in the data that represents the item id.
-   :type trainingItemId: str
-   :param forecastFrequency: Frequency of data, could be hourly, daily, weekly, monthly, quarterly or yearly.
-   :type forecastFrequency: str
-   :param trainingTargetAcrossTime: Data showing average, p10, p90, median sales across time
-   :type trainingTargetAcrossTime: ForecastingAnalysisGraphData
-   :param predictionTargetAcrossTime: Data showing average, p10, p90, median sales across time
-   :type predictionTargetAcrossTime: ForecastingAnalysisGraphData
-   :param actualsHistogram: Data showing actuals histogram
-   :type actualsHistogram: ForecastingAnalysisGraphData
-   :param predictionsHistogram: Data showing predictions histogram
-   :type predictionsHistogram: ForecastingAnalysisGraphData
-   :param trainHistoryData: Data showing length of history distribution
-   :type trainHistoryData: ForecastingAnalysisGraphData
-   :param predictHistoryData: Data showing length of history distribution
-   :type predictHistoryData: ForecastingAnalysisGraphData
-   :param targetDrift: Data showing drift of the target for all drift types: distance (KL divergence), js_distance, ws_distance, ks_statistic, psi, csi, chi_square
-   :type targetDrift: FeatureDriftRecord
-   :param historyDrift: Data showing drift of the history for all drift types: distance (KL divergence), js_distance, ws_distance, ks_statistic, psi, csi, chi_square
-   :type historyDrift: FeatureDriftRecord
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.monitor_drift_and_distributions.MonitorDriftAndDistributions
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: MonitorDriftAndDistributions(client, featureDrifts=None, featureDistributions=None, nestedDrifts=None, forecastingMonitorSummary={}, embeddingsDistribution={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Summary of important model monitoring statistics for features available in a model monitoring instance
 
@@ -147,13 +37,11 @@ Module Contents
    :param embeddingsDistribution: Summary of important model monitoring statistics for features available in a model monitoring instance
    :type embeddingsDistribution: EmbeddingFeatureDriftDistribution
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/natural_language_explanation/index.rst.txt b/docs/_sources/autoapi/abacusai/natural_language_explanation/index.rst.txt
index 6265bcc23..02d3be544 100644
--- a/docs/_sources/autoapi/abacusai/natural_language_explanation/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/natural_language_explanation/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.natural_language_explanation
-=====================================
+:py:mod:`abacusai.natural_language_explanation`
+===============================================
 
 .. py:module:: abacusai.natural_language_explanation
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.natural_language_explanation.AbstractApiClass
-   abacusai.natural_language_explanation.NaturalLanguageExplanation
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.natural_language_explanation.NaturalLanguageExplanation
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: NaturalLanguageExplanation(client, shortExplanation=None, longExplanation=None, isOutdated=None, htmlExplanation=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Natural language explanation of an artifact/object
 
@@ -45,13 +35,11 @@ Module Contents
    :param htmlExplanation: HTML formatted explanation of the artifact
    :type htmlExplanation: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/nested_feature/index.rst.txt b/docs/_sources/autoapi/abacusai/nested_feature/index.rst.txt
index 57023f35b..16295b94a 100644
--- a/docs/_sources/autoapi/abacusai/nested_feature/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/nested_feature/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.nested_feature
-=======================
+:py:mod:`abacusai.nested_feature`
+=================================
 
 .. py:module:: abacusai.nested_feature
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.nested_feature.AbstractApiClass
-   abacusai.nested_feature.NestedFeature
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.nested_feature.NestedFeature
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: NestedFeature(client, name=None, selectClause=None, featureType=None, featureMapping=None, dataType=None, sourceTable=None, originalName=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A nested feature in a feature group
 
@@ -51,13 +41,11 @@ Module Contents
    :param originalName: The original name of the column
    :type originalName: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/nested_feature_schema/index.rst.txt b/docs/_sources/autoapi/abacusai/nested_feature_schema/index.rst.txt
index 991487611..59ad16d08 100644
--- a/docs/_sources/autoapi/abacusai/nested_feature_schema/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/nested_feature_schema/index.rst.txt
@@ -1,67 +1,26 @@
-abacusai.nested_feature_schema
-==============================
+:py:mod:`abacusai.nested_feature_schema`
+========================================
 
 .. py:module:: abacusai.nested_feature_schema
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.nested_feature_schema.PointInTimeFeatureInfo
-   abacusai.nested_feature_schema.AbstractApiClass
-   abacusai.nested_feature_schema.NestedFeatureSchema
-
-
 Module Contents
 ---------------
 
-.. py:class:: PointInTimeFeatureInfo(client, expression=None, groupName=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A point-in-time infos for a feature
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param expression: SQL aggregate expression which can convert a sequence of rows into a scalar value.
-   :type expression: str
-   :param groupName: The group name this point-in-time feature belongs to.
-   :type groupName: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.nested_feature_schema.NestedFeatureSchema
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: NestedFeatureSchema(client, name=None, featureType=None, featureMapping=None, dataType=None, detectedFeatureType=None, sourceTable=None, pointInTimeInfo={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A schema description for a nested feature
 
@@ -82,13 +41,11 @@ Module Contents
    :param pointInTimeInfo: Point in time information for this feature
    :type pointInTimeInfo: PointInTimeFeatureInfo
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/null_violation/index.rst.txt b/docs/_sources/autoapi/abacusai/null_violation/index.rst.txt
index 6c3e74b94..e73a38e6e 100644
--- a/docs/_sources/autoapi/abacusai/null_violation/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/null_violation/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.null_violation
-=======================
+:py:mod:`abacusai.null_violation`
+=================================
 
 .. py:module:: abacusai.null_violation
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.null_violation.AbstractApiClass
-   abacusai.null_violation.NullViolation
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.null_violation.NullViolation
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: NullViolation(client, name=None, violation=None, trainingNullFreq=None, predictionNullFreq=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Summary of anomalous null frequencies for a feature discovered by a model monitoring instance
 
@@ -45,13 +35,11 @@ Module Contents
    :param predictionNullFreq: Proportion of null entries in prediction feature.
    :type predictionNullFreq: float
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/organization_external_application_settings/index.rst.txt b/docs/_sources/autoapi/abacusai/organization_external_application_settings/index.rst.txt
index e61d28105..ca42f8df1 100644
--- a/docs/_sources/autoapi/abacusai/organization_external_application_settings/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/organization_external_application_settings/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.organization_external_application_settings
-===================================================
+:py:mod:`abacusai.organization_external_application_settings`
+=============================================================
 
 .. py:module:: abacusai.organization_external_application_settings
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.organization_external_application_settings.AbstractApiClass
-   abacusai.organization_external_application_settings.OrganizationExternalApplicationSettings
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.organization_external_application_settings.OrganizationExternalApplicationSettings
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: OrganizationExternalApplicationSettings(client, logo=None, theme=None, managedUserService=None, passwordsDisabled=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    The External Application Settings for an Organization.
 
@@ -45,13 +35,11 @@ Module Contents
    :param passwordsDisabled: Whether or not passwords are disabled for this organization's domain.
    :type passwordsDisabled: bool
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/organization_group/index.rst.txt b/docs/_sources/autoapi/abacusai/organization_group/index.rst.txt
index 4a8eeed07..f5739a95c 100644
--- a/docs/_sources/autoapi/abacusai/organization_group/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/organization_group/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.organization_group
-===========================
+:py:mod:`abacusai.organization_group`
+=====================================
 
 .. py:module:: abacusai.organization_group
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.organization_group.AbstractApiClass
-   abacusai.organization_group.OrganizationGroup
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.organization_group.OrganizationGroup
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: OrganizationGroup(client, organizationGroupId=None, permissions=None, groupName=None, defaultGroup=None, admin=None, createdAt=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    An Organization Group. Defines the permissions available to the users who are members of the group.
 
@@ -49,13 +39,11 @@ Module Contents
    :param createdAt: When the Organization Group was created.
    :type createdAt: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
@@ -64,7 +52,6 @@ Module Contents
       :rtype: dict
 
 
-
    .. py:method:: refresh()
 
       Calls describe and refreshes the current object's fields
@@ -73,7 +60,6 @@ Module Contents
       :rtype: OrganizationGroup
 
 
-
    .. py:method:: describe()
 
       Returns the specific organization group passed in by the user.
@@ -85,7 +71,6 @@ Module Contents
       :rtype: OrganizationGroup
 
 
-
    .. py:method:: add_permission(permission)
 
       Adds a permission to the specified Organization Group.
@@ -94,7 +79,6 @@ Module Contents
       :type permission: str
 
 
-
    .. py:method:: remove_permission(permission)
 
       Removes a permission from the specified Organization Group.
@@ -103,7 +87,6 @@ Module Contents
       :type permission: str
 
 
-
    .. py:method:: delete()
 
       Deletes the specified Organization Group
@@ -112,7 +95,6 @@ Module Contents
       :type organization_group_id: str
 
 
-
    .. py:method:: add_user_to(email)
 
       Adds a user to the specified Organization Group.
@@ -121,7 +103,6 @@ Module Contents
       :type email: str
 
 
-
    .. py:method:: remove_user_from(email)
 
       Removes a user from an Organization Group.
@@ -130,7 +111,6 @@ Module Contents
       :type email: str
 
 
-
    .. py:method:: set_default()
 
       Sets the default Organization Group to which all new users joining an organization are automatically added.
diff --git a/docs/_sources/autoapi/abacusai/organization_search_result/index.rst.txt b/docs/_sources/autoapi/abacusai/organization_search_result/index.rst.txt
index ec8192048..4658e68c8 100644
--- a/docs/_sources/autoapi/abacusai/organization_search_result/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/organization_search_result/index.rst.txt
@@ -1,1544 +1,26 @@
-abacusai.organization_search_result
-===================================
+:py:mod:`abacusai.organization_search_result`
+=============================================
 
 .. py:module:: abacusai.organization_search_result
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.organization_search_result.FeatureGroup
-   abacusai.organization_search_result.FeatureGroupVersion
-   abacusai.organization_search_result.AbstractApiClass
-   abacusai.organization_search_result.OrganizationSearchResult
-
-
-Module Contents
----------------
-
-.. py:class:: FeatureGroup(client, featureGroupId=None, modificationLock=None, name=None, featureGroupSourceType=None, tableName=None, sql=None, datasetId=None, functionSourceCode=None, functionName=None, sourceTables=None, createdAt=None, description=None, sqlError=None, latestVersionOutdated=None, referencedFeatureGroups=None, tags=None, primaryKey=None, updateTimestampKey=None, lookupKeys=None, streamingEnabled=None, incremental=None, mergeConfig=None, operatorConfig=None, samplingConfig=None, cpuSize=None, memory=None, streamingReady=None, featureTags=None, moduleName=None, templateBindings=None, featureExpression=None, useOriginalCsvNames=None, pythonFunctionBindings=None, pythonFunctionName=None, useGpu=None, features={}, duplicateFeatures={}, pointInTimeGroups={}, annotationConfig={}, concatenationConfig={}, indexingConfig={}, codeSource={}, featureGroupTemplate={}, explanation={}, refreshSchedules={}, latestFeatureGroupVersion={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A feature group.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param featureGroupId: Unique identifier for this feature group.
-   :type featureGroupId: str
-   :param modificationLock: If feature group is locked against a change or not.
-   :type modificationLock: bool
-   :param name:
-   :type name: str
-   :param featureGroupSourceType: The source type of the feature group
-   :type featureGroupSourceType: str
-   :param tableName: Unique table name of this feature group.
-   :type tableName: str
-   :param sql: SQL definition creating this feature group.
-   :type sql: str
-   :param datasetId: Dataset ID the feature group is sourced from.
-   :type datasetId: str
-   :param functionSourceCode: Source definition creating this feature group.
-   :type functionSourceCode: str
-   :param functionName: Function name to execute from the source code.
-   :type functionName: str
-   :param sourceTables: Source tables for this feature group.
-   :type sourceTables: list[str]
-   :param createdAt: Timestamp at which the feature group was created.
-   :type createdAt: str
-   :param description: Description of the feature group.
-   :type description: str
-   :param sqlError: Error message with this feature group.
-   :type sqlError: str
-   :param latestVersionOutdated: Is latest materialized feature group version outdated.
-   :type latestVersionOutdated: bool
-   :param referencedFeatureGroups: Feature groups this feature group is used in.
-   :type referencedFeatureGroups: list[str]
-   :param tags: Tags added to this feature group.
-   :type tags: list[str]
-   :param primaryKey: Primary index feature.
-   :type primaryKey: str
-   :param updateTimestampKey: Primary timestamp feature.
-   :type updateTimestampKey: str
-   :param lookupKeys: Additional indexed features for this feature group.
-   :type lookupKeys: list[str]
-   :param streamingEnabled: If true, the feature group can have data streamed to it.
-   :type streamingEnabled: bool
-   :param incremental: If feature group corresponds to an incremental dataset.
-   :type incremental: bool
-   :param mergeConfig: Merge configuration settings for the feature group.
-   :type mergeConfig: dict
-   :param operatorConfig: Operator configuration settings for the feature group.
-   :type operatorConfig: dict
-   :param samplingConfig: Sampling configuration for the feature group.
-   :type samplingConfig: dict
-   :param cpuSize: CPU size specified for the Python feature group.
-   :type cpuSize: str
-   :param memory: Memory in GB specified for the Python feature group.
-   :type memory: int
-   :param streamingReady: If true, the feature group is ready to receive streaming data.
-   :type streamingReady: bool
-   :param featureTags: Tags for features in this feature group
-   :type featureTags: dict
-   :param moduleName: Path to the file with the feature group function.
-   :type moduleName: str
-   :param templateBindings: Config specifying variable names and values to use when resolving a feature group template.
-   :type templateBindings: dict
-   :param featureExpression: If the dataset feature group has custom features, the SQL select expression creating those features.
-   :type featureExpression: str
-   :param useOriginalCsvNames: If true, the feature group will use the original column names in the source dataset.
-   :type useOriginalCsvNames: bool
-   :param pythonFunctionBindings: Config specifying variable names, types, and values to use when resolving a Python feature group.
-   :type pythonFunctionBindings: dict
-   :param pythonFunctionName: Name of the Python function the feature group was built from.
-   :type pythonFunctionName: str
-   :param useGpu: Whether this feature group is using gpu
-   :type useGpu: bool
-   :param features: List of resolved features.
-   :type features: Feature
-   :param duplicateFeatures: List of duplicate features.
-   :type duplicateFeatures: Feature
-   :param pointInTimeGroups: List of Point In Time Groups.
-   :type pointInTimeGroups: PointInTimeGroup
-   :param annotationConfig: Annotation config for this feature
-   :type annotationConfig: AnnotationConfig
-   :param latestFeatureGroupVersion: Latest feature group version.
-   :type latestFeatureGroupVersion: FeatureGroupVersion
-   :param concatenationConfig: Feature group ID whose data will be concatenated into this feature group.
-   :type concatenationConfig: ConcatenationConfig
-   :param indexingConfig: Indexing config for the feature group for feature store
-   :type indexingConfig: IndexingConfig
-   :param codeSource: If a Python feature group, information on the source code.
-   :type codeSource: CodeSource
-   :param featureGroupTemplate: FeatureGroupTemplate to use when this feature group is attached to a template.
-   :type featureGroupTemplate: FeatureGroupTemplate
-   :param explanation: Natural language explanation of the feature group
-   :type explanation: NaturalLanguageExplanation
-   :param refreshSchedules: List of schedules that determines when the next version of the feature group will be created.
-   :type refreshSchedules: RefreshSchedule
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: add_to_project(project_id, feature_group_type = 'CUSTOM_TABLE')
-
-      Adds a feature group to a project.
-
-      :param project_id: The unique ID associated with the project.
-      :type project_id: str
-      :param feature_group_type: The feature group type of the feature group, based on the use case under which the feature group is being created.
-      :type feature_group_type: str
-
-
-
-   .. py:method:: set_project_config(project_id, project_config = None)
-
-      Sets a feature group's project config
-
-      :param project_id: Unique string identifier for the project.
-      :type project_id: str
-      :param project_config: Feature group's project configuration.
-      :type project_config: ProjectFeatureGroupConfig
-
-
-
-   .. py:method:: get_project_config(project_id)
-
-      Gets a feature group's project config
-
-      :param project_id: Unique string identifier for the project.
-      :type project_id: str
-
-      :returns: The feature group's project configuration.
-      :rtype: ProjectConfig
-
-
-
-   .. py:method:: remove_from_project(project_id)
-
-      Removes a feature group from a project.
-
-      :param project_id: The unique ID associated with the project.
-      :type project_id: str
-
-
-
-   .. py:method:: set_type(project_id, feature_group_type = 'CUSTOM_TABLE')
-
-      Update the feature group type in a project. The feature group must already be added to the project.
-
-      :param project_id: Unique identifier associated with the project.
-      :type project_id: str
-      :param feature_group_type: The feature group type to set the feature group as.
-      :type feature_group_type: str
-
-
-
-   .. py:method:: describe_annotation(feature_name = None, doc_id = None, feature_group_row_identifier = None)
-
-      Get the latest annotation entry for a given feature group, feature, and document.
-
-      :param feature_name: The name of the feature the annotation is on.
-      :type feature_name: str
-      :param doc_id: The ID of the primary document the annotation is on. At least one of the doc_id or feature_group_row_identifier must be provided in order to identify the correct annotation.
-      :type doc_id: str
-      :param feature_group_row_identifier: The key value of the feature group row the annotation is on (cast to string). Usually the feature group's primary / identifier key value. At least one of the doc_id or feature_group_row_identifier must be provided in order to identify the correct annotation.
-      :type feature_group_row_identifier: str
-
-      :returns: The latest annotation entry for the given feature group, feature, document, and/or annotation key value.
-      :rtype: AnnotationEntry
-
-
-
-   .. py:method:: verify_and_describe_annotation(feature_name = None, doc_id = None, feature_group_row_identifier = None)
-
-      Get the latest annotation entry for a given feature group, feature, and document along with verification information.
-
-      :param feature_name: The name of the feature the annotation is on.
-      :type feature_name: str
-      :param doc_id: The ID of the primary document the annotation is on. At least one of the doc_id or feature_group_row_identifier must be provided in order to identify the correct annotation.
-      :type doc_id: str
-      :param feature_group_row_identifier: The key value of the feature group row the annotation is on (cast to string). Usually the feature group's primary / identifier key value. At least one of the doc_id or feature_group_row_identifier must be provided in order to identify the correct annotation.
-      :type feature_group_row_identifier: str
-
-      :returns: The latest annotation entry for the given feature group, feature, document, and/or annotation key value. Includes the verification information.
-      :rtype: AnnotationEntry
-
-
-
-   .. py:method:: update_annotation_status(feature_name, status, doc_id = None, feature_group_row_identifier = None, save_metadata = False)
-
-      Update the status of an annotation entry.
-
-      :param feature_name: The name of the feature the annotation is on.
-      :type feature_name: str
-      :param status: The new status of the annotation. Must be one of the following: 'TODO', 'IN_PROGRESS', 'DONE'.
-      :type status: str
-      :param doc_id: The ID of the primary document the annotation is on. At least one of the doc_id or feature_group_row_identifier must be provided in order to identify the correct annotation.
-      :type doc_id: str
-      :param feature_group_row_identifier: The key value of the feature group row the annotation is on (cast to string). Usually the feature group's primary / identifier key value. At least one of the doc_id or feature_group_row_identifier must be provided in order to identify the correct annotation.
-      :type feature_group_row_identifier: str
-      :param save_metadata: If True, save the metadata for the annotation entry.
-      :type save_metadata: bool
-
-      :returns: The updated annotation entry.
-      :rtype: AnnotationEntry
-
-
-
-   .. py:method:: get_document_to_annotate(project_id, feature_name, feature_group_row_identifier = None, get_previous = False)
-
-      Get an available document that needs to be annotated for a annotation feature group.
-
-      :param project_id: The ID of the project that the annotation is associated with.
-      :type project_id: str
-      :param feature_name: The name of the feature the annotation is on.
-      :type feature_name: str
-      :param feature_group_row_identifier: The key value of the feature group row the annotation is on (cast to string). Usually the primary key value. If provided, fetch the immediate next (or previous) available document.
-      :type feature_group_row_identifier: str
-      :param get_previous: If True, get the previous document instead of the next document. Applicable if feature_group_row_identifier is provided.
-      :type get_previous: bool
-
-      :returns: The document to annotate.
-      :rtype: AnnotationDocument
-
-
-
-   .. py:method:: get_annotations_status(feature_name = None, check_for_materialization = False)
-
-      Get the status of the annotations for a given feature group and feature.
-
-      :param feature_name: The name of the feature the annotation is on.
-      :type feature_name: str
-      :param check_for_materialization: If True, check if the feature group needs to be materialized before using for annotations.
-      :type check_for_materialization: bool
-
-      :returns: The status of the annotations for the given feature group and feature.
-      :rtype: AnnotationsStatus
-
-
-
-   .. py:method:: import_annotation_labels(file, annotation_type)
-
-      Imports annotation labels from csv file. All valid values in the file will be imported as labels (including header row if present).
-
-      :param file: The file to import. Must be a csv file.
-      :type file: io.TextIOBase
-      :param annotation_type: The type of the annotation.
-      :type annotation_type: str
-
-      :returns: The annotation config for the feature group.
-      :rtype: AnnotationConfig
-
-
-
-   .. py:method:: create_sampling(table_name, sampling_config, description = None)
-
-      Creates a new Feature Group defined as a sample of rows from another Feature Group.
-
-      For efficiency, sampling is approximate unless otherwise specified. (e.g. the number of rows may vary slightly from what was requested).
-
-
-      :param table_name: The unique name to be given to this sampling Feature Group. Can be up to 120 characters long and can only contain alphanumeric characters and underscores.
-      :type table_name: str
-      :param sampling_config: Dictionary defining the sampling method and its parameters.
-      :type sampling_config: SamplingConfig
-      :param description: A human-readable description of this Feature Group.
-      :type description: str
-
-      :returns: The created Feature Group.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: set_sampling_config(sampling_config)
-
-      Set a FeatureGroup’s sampling to the config values provided, so that the rows the FeatureGroup returns will be a sample of those it would otherwise have returned.
-
-      :param sampling_config: A JSON string object specifying the sampling method and parameters specific to that sampling method. An empty sampling_config indicates no sampling.
-      :type sampling_config: SamplingConfig
-
-      :returns: The updated FeatureGroup.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: set_merge_config(merge_config)
-
-      Set a MergeFeatureGroup’s merge config to the values provided, so that the feature group only returns a bounded range of an incremental dataset.
-
-      :param merge_config: JSON object string specifying the merge rule. An empty merge_config will default to only including the latest dataset version.
-      :type merge_config: MergeConfig
-
-      :returns: The updated FeatureGroup.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: set_operator_config(operator_config)
-
-      Set a OperatorFeatureGroup’s operator config to the values provided.
-
-      :param operator_config: A dictionary object specifying the pre-defined operations.
-      :type operator_config: dict
-
-
-
-   .. py:method:: set_schema(schema)
-
-      Creates a new schema and points the feature group to the new feature group schema ID.
-
-      :param schema: JSON string containing an array of objects with 'name' and 'dataType' properties.
-      :type schema: list
-
-
-
-   .. py:method:: get_schema(project_id = None)
-
-      Returns a schema for a given FeatureGroup in a project.
-
-      :param project_id: The unique ID associated with the project.
-      :type project_id: str
-
-      :returns: A list of objects for each column in the specified feature group.
-      :rtype: list[Feature]
-
-
-
-   .. py:method:: create_feature(name, select_expression)
-
-      Creates a new feature in a Feature Group from a SQL select statement.
-
-      :param name: The name of the feature to add.
-      :type name: str
-      :param select_expression: SQL SELECT expression to create the feature.
-      :type select_expression: str
-
-      :returns: A Feature Group object with the newly added feature.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: add_tag(tag)
-
-      Adds a tag to the feature group
-
-      :param tag: The tag to add to the feature group.
-      :type tag: str
-
-
-
-   .. py:method:: remove_tag(tag)
-
-      Removes a tag from the specified feature group.
-
-      :param tag: The tag to remove from the feature group.
-      :type tag: str
-
-
-
-   .. py:method:: add_annotatable_feature(name, annotation_type)
-
-      Add an annotatable feature in a Feature Group
-
-      :param name: The name of the feature to add.
-      :type name: str
-      :param annotation_type: The type of annotation to set.
-      :type annotation_type: str
-
-      :returns: The feature group after the feature has been set
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: set_feature_as_annotatable_feature(feature_name, annotation_type, feature_group_row_identifier_feature = None, doc_id_feature = None)
-
-      Sets an existing feature as an annotatable feature (Feature that can be annotated).
-
-      :param feature_name: The name of the feature to set as annotatable.
-      :type feature_name: str
-      :param annotation_type: The type of annotation label to add.
-      :type annotation_type: str
-      :param feature_group_row_identifier_feature: The key value of the feature group row the annotation is on (cast to string) and uniquely identifies the feature group row. At least one of the doc_id or key value must be provided so that the correct annotation can be identified.
-      :type feature_group_row_identifier_feature: str
-      :param doc_id_feature: The name of the document ID feature.
-      :type doc_id_feature: str
-
-      :returns: A feature group object with the newly added annotatable feature.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: set_annotation_status_feature(feature_name)
-
-      Sets a feature as the annotation status feature for a feature group.
-
-      :param feature_name: The name of the feature to set as the annotation status feature.
-      :type feature_name: str
-
-      :returns: The updated feature group.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: unset_feature_as_annotatable_feature(feature_name)
-
-      Unsets a feature as annotatable
-
-      :param feature_name: The name of the feature to unset.
-      :type feature_name: str
-
-      :returns: The feature group after unsetting the feature
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: add_annotation_label(label_name, annotation_type, label_definition = None)
-
-      Adds an annotation label
-
-      :param label_name: The name of the label.
-      :type label_name: str
-      :param annotation_type: The type of the annotation to set.
-      :type annotation_type: str
-      :param label_definition: the definition of the label.
-      :type label_definition: str
-
-      :returns: The feature group after adding the annotation label
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: remove_annotation_label(label_name)
-
-      Removes an annotation label
-
-      :param label_name: The name of the label to remove.
-      :type label_name: str
-
-      :returns: The feature group after adding the annotation label
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: add_feature_tag(feature, tag)
-
-      Adds a tag on a feature
-
-      :param feature: The feature to set the tag on.
-      :type feature: str
-      :param tag: The tag to set on the feature.
-      :type tag: str
-
-
-
-   .. py:method:: remove_feature_tag(feature, tag)
-
-      Removes a tag from a feature
-
-      :param feature: The feature to remove the tag from.
-      :type feature: str
-      :param tag: The tag to remove.
-      :type tag: str
-
-
-
-   .. py:method:: create_nested_feature(nested_feature_name, table_name, using_clause, where_clause = None, order_clause = None)
-
-      Creates a new nested feature in a feature group from a SQL statement.
-
-      :param nested_feature_name: The name of the feature.
-      :type nested_feature_name: str
-      :param table_name: The table name of the feature group to nest. Can be up to 120 characters long and can only contain alphanumeric characters and underscores.
-      :type table_name: str
-      :param using_clause: The SQL join column or logic to join the nested table with the parent.
-      :type using_clause: str
-      :param where_clause: A SQL WHERE statement to filter the nested rows.
-      :type where_clause: str
-      :param order_clause: A SQL clause to order the nested rows.
-      :type order_clause: str
-
-      :returns: A feature group object with the newly added nested feature.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: update_nested_feature(nested_feature_name, table_name = None, using_clause = None, where_clause = None, order_clause = None, new_nested_feature_name = None)
-
-      Updates a previously existing nested feature in a feature group.
-
-      :param nested_feature_name: The name of the feature to be updated.
-      :type nested_feature_name: str
-      :param table_name: The name of the table. Can be up to 120 characters long and can only contain alphanumeric characters and underscores.
-      :type table_name: str
-      :param using_clause: The SQL join column or logic to join the nested table with the parent.
-      :type using_clause: str
-      :param where_clause: An SQL WHERE statement to filter the nested rows.
-      :type where_clause: str
-      :param order_clause: An SQL clause to order the nested rows.
-      :type order_clause: str
-      :param new_nested_feature_name: New name for the nested feature.
-      :type new_nested_feature_name: str
-
-      :returns: A feature group object with the updated nested feature.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: delete_nested_feature(nested_feature_name)
-
-      Delete a nested feature.
-
-      :param nested_feature_name: The name of the feature to be deleted.
-      :type nested_feature_name: str
-
-      :returns: A feature group object without the specified nested feature.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: create_point_in_time_feature(feature_name, history_table_name, aggregation_keys, timestamp_key, historical_timestamp_key, expression, lookback_window_seconds = None, lookback_window_lag_seconds = 0, lookback_count = None, lookback_until_position = 0)
-
-      Creates a new point in time feature in a feature group using another historical feature group, window spec, and aggregate expression.
-
-      We use the aggregation keys and either the lookbackWindowSeconds or the lookbackCount values to perform the window aggregation for every row in the current feature group.
-
-      If the window is specified in seconds, then all rows in the history table which match the aggregation keys and with historicalTimeFeature greater than or equal to lookbackStartCount and less than the value of the current rows timeFeature are considered. An optional lookbackWindowLagSeconds (+ve or -ve) can be used to offset the current value of the timeFeature. If this value is negative, we will look at the future rows in the history table, so care must be taken to ensure that these rows are available in the online context when we are performing a lookup on this feature group. If the window is specified in counts, then we order the historical table rows aligning by time and consider rows from the window where the rank order is greater than or equal to lookbackCount and includes the row just prior to the current one. The lag is specified in terms of positions using lookbackUntilPosition.
-
-
-      :param feature_name: The name of the feature to create.
-      :type feature_name: str
-      :param history_table_name: The table name of the history table.
-      :type history_table_name: str
-      :param aggregation_keys: List of keys to use for joining the historical table and performing the window aggregation.
-      :type aggregation_keys: list
-      :param timestamp_key: Name of feature which contains the timestamp value for the point in time feature.
-      :type timestamp_key: str
-      :param historical_timestamp_key: Name of feature which contains the historical timestamp.
-      :type historical_timestamp_key: str
-      :param expression: SQL aggregate expression which can convert a sequence of rows into a scalar value.
-      :type expression: str
-      :param lookback_window_seconds: If window is specified in terms of time, number of seconds in the past from the current time for start of the window.
-      :type lookback_window_seconds: float
-      :param lookback_window_lag_seconds: Optional lag to offset the closest point for the window. If it is positive, we delay the start of window. If it is negative, we are looking at the "future" rows in the history table.
-      :type lookback_window_lag_seconds: float
-      :param lookback_count: If window is specified in terms of count, the start position of the window (0 is the current row).
-      :type lookback_count: int
-      :param lookback_until_position: Optional lag to offset the closest point for the window. If it is positive, we delay the start of window by that many rows. If it is negative, we are looking at those many "future" rows in the history table.
-      :type lookback_until_position: int
-
-      :returns: A feature group object with the newly added nested feature.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: update_point_in_time_feature(feature_name, history_table_name = None, aggregation_keys = None, timestamp_key = None, historical_timestamp_key = None, expression = None, lookback_window_seconds = None, lookback_window_lag_seconds = None, lookback_count = None, lookback_until_position = None, new_feature_name = None)
-
-      Updates an existing Point-in-Time (PiT) feature in a feature group. See `createPointInTimeFeature` for detailed semantics.
-
-      :param feature_name: The name of the feature.
-      :type feature_name: str
-      :param history_table_name: The table name of the history table. If not specified, we use the current table to do a self join.
-      :type history_table_name: str
-      :param aggregation_keys: List of keys to use for joining the historical table and performing the window aggregation.
-      :type aggregation_keys: list
-      :param timestamp_key: Name of the feature which contains the timestamp value for the PiT feature.
-      :type timestamp_key: str
-      :param historical_timestamp_key: Name of the feature which contains the historical timestamp.
-      :type historical_timestamp_key: str
-      :param expression: SQL Aggregate expression which can convert a sequence of rows into a scalar value.
-      :type expression: str
-      :param lookback_window_seconds: If the window is specified in terms of time, the number of seconds in the past from the current time for the start of the window.
-      :type lookback_window_seconds: float
-      :param lookback_window_lag_seconds: Optional lag to offset the closest point for the window. If it is positive, we delay the start of the window. If it is negative, we are looking at the "future" rows in the history table.
-      :type lookback_window_lag_seconds: float
-      :param lookback_count: If the window is specified in terms of count, the start position of the window (0 is the current row).
-      :type lookback_count: int
-      :param lookback_until_position: Optional lag to offset the closest point for the window. If it is positive, we delay the start of the window by that many rows. If it is negative, we are looking at those many "future" rows in the history table.
-      :type lookback_until_position: int
-      :param new_feature_name: New name for the PiT feature.
-      :type new_feature_name: str
-
-      :returns: A feature group object with the newly added nested feature.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: create_point_in_time_group(group_name, window_key, aggregation_keys, history_table_name = None, history_window_key = None, history_aggregation_keys = None, lookback_window = None, lookback_window_lag = 0, lookback_count = None, lookback_until_position = 0)
-
-      Create a Point-in-Time Group
-
-      :param group_name: The name of the point in time group.
-      :type group_name: str
-      :param window_key: Name of feature to use for ordering the rows on the source table.
-      :type window_key: str
-      :param aggregation_keys: List of keys to perform on the source table for the window aggregation.
-      :type aggregation_keys: list
-      :param history_table_name: The table to use for aggregating, if not provided, the source table will be used.
-      :type history_table_name: str
-      :param history_window_key: Name of feature to use for ordering the rows on the history table. If not provided, the windowKey from the source table will be used.
-      :type history_window_key: str
-      :param history_aggregation_keys: List of keys to use for join the historical table and performing the window aggregation. If not provided, the aggregationKeys from the source table will be used. Must be the same length and order as the source table's aggregationKeys.
-      :type history_aggregation_keys: list
-      :param lookback_window: Number of seconds in the past from the current time for the start of the window. If 0, the lookback will include all rows.
-      :type lookback_window: float
-      :param lookback_window_lag: Optional lag to offset the closest point for the window. If it is positive, the start of the window is delayed. If it is negative, "future" rows in the history table are used.
-      :type lookback_window_lag: float
-      :param lookback_count: If window is specified in terms of count, the start position of the window (0 is the current row).
-      :type lookback_count: int
-      :param lookback_until_position: Optional lag to offset the closest point for the window. If it is positive, the start of the window is delayed by that many rows. If it is negative, those many "future" rows in the history table are used.
-      :type lookback_until_position: int
-
-      :returns: The feature group after the point in time group has been created.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: generate_point_in_time_features(group_name, columns, window_functions, prefix = None)
-
-      Generates and adds PIT features given the selected columns to aggregate over, and the operations to include.
-
-      :param group_name: Name of the point-in-time group.
-      :type group_name: str
-      :param columns: List of columns to generate point-in-time features for.
-      :type columns: list
-      :param window_functions: List of window functions to operate on.
-      :type window_functions: list
-      :param prefix: Prefix for generated features, defaults to group name
-      :type prefix: str
-
-      :returns: Feature group object with newly added point-in-time features.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: update_point_in_time_group(group_name, window_key = None, aggregation_keys = None, history_table_name = None, history_window_key = None, history_aggregation_keys = None, lookback_window = None, lookback_window_lag = None, lookback_count = None, lookback_until_position = None)
-
-      Update Point-in-Time Group
-
-      :param group_name: The name of the point-in-time group.
-      :type group_name: str
-      :param window_key: Name of feature which contains the timestamp value for the point-in-time feature.
-      :type window_key: str
-      :param aggregation_keys: List of keys to use for joining the historical table and performing the window aggregation.
-      :type aggregation_keys: list
-      :param history_table_name: The table to use for aggregating, if not provided, the source table will be used.
-      :type history_table_name: str
-      :param history_window_key: Name of feature to use for ordering the rows on the history table. If not provided, the windowKey from the source table will be used.
-      :type history_window_key: str
-      :param history_aggregation_keys: List of keys to use for joining the historical table and performing the window aggregation. If not provided, the aggregationKeys from the source table will be used. Must be the same length and order as the source table's aggregationKeys.
-      :type history_aggregation_keys: list
-      :param lookback_window: Number of seconds in the past from the current time for the start of the window.
-      :type lookback_window: float
-      :param lookback_window_lag: Optional lag to offset the closest point for the window. If it is positive, the start of the window is delayed. If it is negative, future rows in the history table are looked at.
-      :type lookback_window_lag: float
-      :param lookback_count: If window is specified in terms of count, the start position of the window (0 is the current row).
-      :type lookback_count: int
-      :param lookback_until_position: Optional lag to offset the closest point for the window. If it is positive, the start of the window is delayed by that many rows. If it is negative, those many future rows in the history table are looked at.
-      :type lookback_until_position: int
-
-      :returns: The feature group after the update has been applied.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: delete_point_in_time_group(group_name)
-
-      Delete point in time group
-
-      :param group_name: The name of the point in time group.
-      :type group_name: str
-
-      :returns: The feature group after the point in time group has been deleted.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: create_point_in_time_group_feature(group_name, name, expression)
-
-      Create point in time group feature
-
-      :param group_name: The name of the point-in-time group.
-      :type group_name: str
-      :param name: The name of the feature to add to the point-in-time group.
-      :type name: str
-      :param expression: A SQL aggregate expression which can convert a sequence of rows into a scalar value.
-      :type expression: str
-
-      :returns: The feature group after the update has been applied.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: update_point_in_time_group_feature(group_name, name, expression)
-
-      Update a feature's SQL expression in a point in time group
-
-      :param group_name: The name of the point-in-time group.
-      :type group_name: str
-      :param name: The name of the feature to add to the point-in-time group.
-      :type name: str
-      :param expression: SQL aggregate expression which can convert a sequence of rows into a scalar value.
-      :type expression: str
-
-      :returns: The feature group after the update has been applied.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: set_feature_type(feature, feature_type, project_id = None)
-
-      Set the type of a feature in a feature group. Specify the feature group ID, feature name, and feature type, and the method will return the new column with the changes reflected.
-
-      :param feature: The name of the feature.
-      :type feature: str
-      :param feature_type: The machine learning type of the data in the feature.
-      :type feature_type: str
-      :param project_id: Optional unique ID associated with the project.
-      :type project_id: str
-
-      :returns: The feature group after the data_type is applied.
-      :rtype: Schema
-
-
-
-   .. py:method:: invalidate_streaming_data(invalid_before_timestamp)
-
-      Invalidates all streaming data with timestamp before invalidBeforeTimestamp
-
-      :param invalid_before_timestamp: Unix timestamp; any data with a timestamp before this time will be invalidated
-      :type invalid_before_timestamp: int
-
-
-
-   .. py:method:: concatenate_data(source_feature_group_id, merge_type = 'UNION', replace_until_timestamp = None, skip_materialize = False)
-
-      Concatenates data from one Feature Group to another. Feature Groups can be merged if their schemas are compatible, they have the special `updateTimestampKey` column, and (if set) the `primaryKey` column. The second operand in the concatenate operation will be appended to the first operand (merge target).
-
-      :param source_feature_group_id: The Feature Group to concatenate with the destination Feature Group.
-      :type source_feature_group_id: str
-      :param merge_type: `UNION` or `INTERSECTION`.
-      :type merge_type: str
-      :param replace_until_timestamp: The UNIX timestamp to specify the point until which we will replace data from the source Feature Group.
-      :type replace_until_timestamp: int
-      :param skip_materialize: If `True`, will not materialize the concatenated Feature Group.
-      :type skip_materialize: bool
-
-
-
-   .. py:method:: remove_concatenation_config()
-
-      Removes the concatenation config on a destination feature group.
-
-      :param feature_group_id: Unique identifier of the destination feature group to remove the concatenation configuration from.
-      :type feature_group_id: str
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: describe()
-
-      Describe a Feature Group.
-
-      :param feature_group_id: A unique string identifier associated with the feature group.
-      :type feature_group_id: str
-
-      :returns: The feature group object.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: set_indexing_config(primary_key = None, update_timestamp_key = None, lookup_keys = None)
-
-      Sets various attributes of the feature group used for primary key, deployment lookups and streaming updates.
-
-      :param primary_key: Name of the feature which defines the primary key of the feature group.
-      :type primary_key: str
-      :param update_timestamp_key: Name of the feature which defines the update timestamp of the feature group. Used in concatenation and primary key deduplication.
-      :type update_timestamp_key: str
-      :param lookup_keys: List of feature names which can be used in the lookup API to restrict the computation to a set of dataset rows. These feature names have to correspond to underlying dataset columns.
-      :type lookup_keys: list
-
-
-
-   .. py:method:: update(description = None)
-
-      Modify an existing Feature Group.
-
-      :param description: Description of the Feature Group.
-      :type description: str
-
-      :returns: Updated Feature Group object.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: detach_from_template()
-
-      Update a feature group to detach it from a template.
-
-      :param feature_group_id: Unique string identifier associated with the feature group.
-      :type feature_group_id: str
-
-      :returns: The updated feature group.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: update_template_bindings(template_bindings = None)
-
-      Update the feature group template bindings for a template feature group.
-
-      :param template_bindings: Values in these bindings override values set in the template.
-      :type template_bindings: list
-
-      :returns: Updated feature group.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: update_python_function_bindings(python_function_bindings)
-
-      Updates an existing Feature Group's Python function bindings from a user-provided Python Function. If a list of feature groups are supplied within the Python function bindings, we will provide DataFrames (Pandas in the case of Python) with the materialized feature groups for those input feature groups as arguments to the function.
-
-      :param python_function_bindings: List of python function arguments.
-      :type python_function_bindings: List
-
-
-
-   .. py:method:: update_python_function(python_function_name, python_function_bindings = None, cpu_size = None, memory = None, use_gpu = None, use_original_csv_names = None)
-
-      Updates an existing Feature Group's python function from a user provided Python Function. If a list of feature groups are supplied within the python function
-
-      bindings, we will provide as arguments to the function DataFrame's (pandas in the case of Python) with the materialized
-      feature groups for those input feature groups.
-
-
-      :param python_function_name: The name of the python function to be associated with the feature group.
-      :type python_function_name: str
-      :param python_function_bindings: List of python function arguments.
-      :type python_function_bindings: List
-      :param cpu_size: Size of the CPU for the feature group python function.
-      :type cpu_size: str
-      :param memory: Memory (in GB) for the feature group python function.
-      :type memory: int
-      :param use_gpu: Whether the feature group needs a gpu or not. Otherwise default to CPU.
-      :type use_gpu: bool
-      :param use_original_csv_names: If enabled, it uses the original column names for input feature groups from CSV datasets.
-      :type use_original_csv_names: bool
-
-
-
-   .. py:method:: update_sql_definition(sql)
-
-      Updates the SQL statement for a feature group.
-
-      :param sql: The input SQL statement for the feature group.
-      :type sql: str
-
-      :returns: The updated feature group.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: update_dataset_feature_expression(feature_expression)
-
-      Updates the SQL feature expression for a Dataset FeatureGroup's custom features
-
-      :param feature_expression: The input SQL statement for the feature group.
-      :type feature_expression: str
-
-      :returns: The updated feature group.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: update_feature(name, select_expression = None, new_name = None)
-
-      Modifies an existing feature in a feature group.
-
-      :param name: Name of the feature to be updated.
-      :type name: str
-      :param select_expression: SQL statement for modifying the feature.
-      :type select_expression: str
-      :param new_name: New name of the feature.
-      :type new_name: str
-
-      :returns: Updated feature group object.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: list_exports()
-
-      Lists all of the feature group exports for the feature group
-
-      :param feature_group_id: Unique identifier of the feature group
-      :type feature_group_id: str
-
-      :returns: List of feature group exports
-      :rtype: list[FeatureGroupExport]
-
-
-
-   .. py:method:: set_modifier_lock(locked = True)
-
-      Lock a feature group to prevent modification.
-
-      :param locked: Whether to disable or enable feature group modification (True or False).
-      :type locked: bool
-
-
-
-   .. py:method:: list_modifiers()
-
-      List the users who can modify a given feature group.
-
-      :param feature_group_id: Unique string identifier of the feature group.
-      :type feature_group_id: str
-
-      :returns: Information about the modification lock status and groups/organizations added to the feature group.
-      :rtype: ModificationLockInfo
-
-
-
-   .. py:method:: add_user_to_modifiers(email)
-
-      Adds a user to a feature group.
-
-      :param email: The email address of the user to be added.
-      :type email: str
-
-
-
-   .. py:method:: add_organization_group_to_modifiers(organization_group_id)
-
-      Add OrganizationGroup to a feature group modifiers list
-
-      :param organization_group_id: Unique string identifier of the organization group.
-      :type organization_group_id: str
-
-
-
-   .. py:method:: remove_user_from_modifiers(email)
-
-      Removes a user from a specified feature group.
-
-      :param email: The email address of the user to be removed.
-      :type email: str
-
-
-
-   .. py:method:: remove_organization_group_from_modifiers(organization_group_id)
-
-      Removes an OrganizationGroup from a feature group modifiers list
-
-      :param organization_group_id: The unique ID associated with the organization group.
-      :type organization_group_id: str
-
-
-
-   .. py:method:: delete_feature(name)
-
-      Removes a feature from the feature group.
-
-      :param name: Name of the feature to be deleted.
-      :type name: str
-
-      :returns: Updated feature group object.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: delete()
-
-      Deletes a Feature Group.
-
-      :param feature_group_id: Unique string identifier for the feature group to be removed.
-      :type feature_group_id: str
-
-
-
-   .. py:method:: create_version(variable_bindings = None)
-
-      Creates a snapshot for a specified feature group. Triggers materialization of the feature group. The new version of the feature group is created after it has materialized.
-
-      :param variable_bindings: Dictionary defining variable bindings that override parent feature group values.
-      :type variable_bindings: dict
-
-      :returns: A feature group version.
-      :rtype: FeatureGroupVersion
-
-
-
-   .. py:method:: list_versions(limit = 100, start_after_version = None)
-
-      Retrieves a list of all feature group versions for the specified feature group.
-
-      :param limit: The maximum length of the returned versions.
-      :type limit: int
-      :param start_after_version: Results will start after this version.
-      :type start_after_version: str
-
-      :returns: A list of feature group versions.
-      :rtype: list[FeatureGroupVersion]
-
-
-
-   .. py:method:: create_template(name, template_sql, template_variables, description = None, template_bindings = None, should_attach_feature_group_to_template = False)
-
-      Create a feature group template.
-
-      :param name: User-friendly name for this feature group template.
-      :type name: str
-      :param template_sql: The template SQL that will be resolved by applying values from the template variables to generate SQL for a feature group.
-      :type template_sql: str
-      :param template_variables: The template variables for resolving the template.
-      :type template_variables: list
-      :param description: Description of this feature group template.
-      :type description: str
-      :param template_bindings: If the feature group will be attached to the newly created template, set these variable bindings on that feature group.
-      :type template_bindings: list
-      :param should_attach_feature_group_to_template: Set to `True` to convert the feature group to a template feature group and attach it to the newly created template.
-      :type should_attach_feature_group_to_template: bool
-
-      :returns: The created feature group template.
-      :rtype: FeatureGroupTemplate
-
-
-
-   .. py:method:: suggest_template_for()
-
-      Suggest values for a feature gruop template, based on a feature group.
-
-      :param feature_group_id: Unique identifier associated with the feature group to use for suggesting values to use in the template.
-      :type feature_group_id: str
-
-      :returns: The suggested feature group template.
-      :rtype: FeatureGroupTemplate
-
-
-
-   .. py:method:: get_recent_streamed_data()
-
-      Returns recently streamed data to a streaming feature group.
-
-      :param feature_group_id: Unique string identifier associated with the feature group.
-      :type feature_group_id: str
-
-
-
-   .. py:method:: append_data(streaming_token, data)
-
-      Appends new data into the feature group for a given lookup key recordId.
-
-      :param streaming_token: The streaming token for authenticating requests.
-      :type streaming_token: str
-      :param data: The data to record as a JSON object.
-      :type data: dict
-
-
-
-   .. py:method:: append_multiple_data(streaming_token, data)
-
-      Appends new data into the feature group for a given lookup key recordId.
-
-      :param streaming_token: Streaming token for authenticating requests.
-      :type streaming_token: str
-      :param data: Data to record, as a list of JSON objects.
-      :type data: list
-
-
-
-   .. py:method:: upsert_data(data, streaming_token = None)
-
-      Update new data into the feature group for a given lookup key record ID if the record ID is found; otherwise, insert new data into the feature group.
-
-      :param data: The data to record, in JSON format.
-      :type data: dict
-      :param streaming_token: Optional streaming token for authenticating requests if upserting to streaming FG.
-      :type streaming_token: str
-
-      :returns: The feature group row that was upserted.
-      :rtype: FeatureGroupRow
-
-
-
-   .. py:method:: delete_data(primary_key)
-
-      Deletes a row from the feature group given the primary key
-
-      :param primary_key: The primary key value for which to delete the feature group row
-      :type primary_key: str
-
-
-
-   .. py:method:: get_data(primary_key = None, num_rows = None)
-
-      Gets the feature group rows for online updatable feature groups.
-
-      If primary key is set, row corresponding to primary_key is returned.
-      If num_rows is set, we return maximum of num_rows latest updated rows.
-
-
-      :param primary_key: The primary key value for which to find the feature group row
-      :type primary_key: str
-      :param num_rows: Maximum number of rows to return from the feature group
-      :type num_rows: int
-
-      :returns: A list of feature group rows.
-      :rtype: list[FeatureGroupRow]
-
-
-
-   .. py:method:: get_natural_language_explanation(feature_group_version = None, model_id = None)
-
-      Returns the saved natural language explanation of an artifact with given ID. The artifact can be - Feature Group or Feature Group Version or Model
-
-      :param feature_group_version: A unique string identifier associated with the Feature Group Version.
-      :type feature_group_version: str
-      :param model_id: A unique string identifier associated with the Model.
-      :type model_id: str
-
-      :returns: The object containing natural language explanation(s) as field(s).
-      :rtype: NaturalLanguageExplanation
-
-
-
-   .. py:method:: generate_natural_language_explanation(feature_group_version = None, model_id = None)
-
-      Generates natural language explanation of an artifact with given ID. The artifact can be - Feature Group or Feature Group Version or Model
-
-      :param feature_group_version: A unique string identifier associated with the Feature Group Version.
-      :type feature_group_version: str
-      :param model_id: A unique string identifier associated with the Model.
-      :type model_id: str
-
-      :returns: The object containing natural language explanation(s) as field(s).
-      :rtype: NaturalLanguageExplanation
-
-
-
-   .. py:method:: wait_for_dataset(timeout = 7200)
-
-          A waiting call until the feature group's dataset, if any, is ready for use.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out. Default value given is 7200 seconds.
-      :type timeout: int
-
-
-
-   .. py:method:: wait_for_upload(timeout = 7200)
-
-          Waits for a feature group created from a dataframe to be ready for materialization and version creation.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out. Default value given is 7200 seconds.
-      :type timeout: int
-
-
-
-   .. py:method:: wait_for_materialization(timeout = 7200)
-
-      A waiting call until feature group is materialized.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out. Default value given is 7200 seconds.
-      :type timeout: int
-
-
-
-   .. py:method:: wait_for_streaming_ready(timeout = 600)
-
-      Waits for the feature group indexing config to be applied for streaming
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out. Default value given is 600 seconds.
-      :type timeout: int
-
-
-
-   .. py:method:: get_status(streaming_status = False)
-
-      Gets the status of the feature group.
-
-      :returns: A string describing the status of a feature group (pending, complete, etc.).
-      :rtype: str
-
-
-
-   .. py:method:: load_as_pandas()
-
-      Loads the feature groups into a python pandas dataframe.
-
-      :returns: A pandas dataframe with annotations and text_snippet columns.
-      :rtype: DataFrame
-
-
-
-   .. py:method:: load_as_pandas_documents(doc_id_column, document_column)
-
-      Loads a feature group with documents data into a pandas dataframe.
-
-      :param doc_id_feature: The name of the feature / column containing the document ID.
-      :type doc_id_feature: str
-      :param document_feature: The name of the feature / column which either contains the document data itself or page infos with path to remotely stored documents. This column will be replaced with the extracted document data.
-      :type document_feature: str
-
-      :returns: A pandas dataframe containing the extracted document data.
-      :rtype: DataFrame
-
-
-
-   .. py:method:: describe_dataset()
-
-      Displays the dataset attached to a feature group.
-
-      :returns: A dataset object with all the relevant information about the dataset.
-      :rtype: Dataset
-
-
-
-   .. py:method:: materialize()
-
-      Materializes the feature group's latest change at the api call time. It'll skip materialization if no change since the current latest version.
-
-      :returns: A feature group object with the lastest changes materialized.
-      :rtype: FeatureGroup
-
-
-
-.. py:class:: FeatureGroupVersion(client, featureGroupVersion=None, featureGroupId=None, sql=None, sourceTables=None, sourceDatasetVersions=None, createdAt=None, status=None, error=None, deployable=None, cpuSize=None, memory=None, useOriginalCsvNames=None, pythonFunctionBindings=None, indexingConfigWarningMsg=None, materializationStartedAt=None, materializationCompletedAt=None, columns=None, templateBindings=None, features={}, pointInTimeGroups={}, codeSource={}, annotationConfig={}, indexingConfig={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A materialized version of a feature group
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param featureGroupVersion: The unique identifier for this materialized version of feature group.
-   :type featureGroupVersion: str
-   :param featureGroupId: The unique identifier of the feature group this version belongs to.
-   :type featureGroupId: str
-   :param sql: The sql definition creating this feature group.
-   :type sql: str
-   :param sourceTables: The source tables for this feature group.
-   :type sourceTables: list[str]
-   :param sourceDatasetVersions: The dataset version ids for this feature group version.
-   :type sourceDatasetVersions: list[str]
-   :param createdAt: The timestamp at which the feature group version was created.
-   :type createdAt: str
-   :param status: The current status of the feature group version.
-   :type status: str
-   :param error: Relevant error if the status is FAILED.
-   :type error: str
-   :param deployable: whether feature group is deployable or not.
-   :type deployable: bool
-   :param cpuSize: Cpu size specified for the python feature group.
-   :type cpuSize: str
-   :param memory: Memory in GB specified for the python feature group.
-   :type memory: int
-   :param useOriginalCsvNames: If true, the feature group will use the original column names in the source dataset.
-   :type useOriginalCsvNames: bool
-   :param pythonFunctionBindings: Config specifying variable names, types, and values to use when resolving a Python feature group.
-   :type pythonFunctionBindings: list
-   :param indexingConfigWarningMsg: The warning message related to indexing keys.
-   :type indexingConfigWarningMsg: str
-   :param materializationStartedAt: The timestamp at which the feature group materialization started.
-   :type materializationStartedAt: str
-   :param materializationCompletedAt: The timestamp at which the feature group materialization completed.
-   :type materializationCompletedAt: str
-   :param columns: List of resolved columns.
-   :type columns: list[feature]
-   :param templateBindings: Template variable bindings used for resolving the template.
-   :type templateBindings: list
-   :param features: List of features.
-   :type features: Feature
-   :param pointInTimeGroups: List of Point In Time Groups
-   :type pointInTimeGroups: PointInTimeGroup
-   :param codeSource: If a python feature group, information on the source code
-   :type codeSource: CodeSource
-   :param annotationConfig: The annotations config for the feature group.
-   :type annotationConfig: AnnotationConfig
-   :param indexingConfig: The indexing config for the feature group.
-   :type indexingConfig: IndexingConfig
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: create_snapshot_feature_group(table_name)
-
-      Creates a Snapshot Feature Group corresponding to a specific Feature Group version.
-
-      :param table_name: Name for the newly created Snapshot Feature Group table. Can be up to 120 characters long and can only contain alphanumeric characters and underscores.
-      :type table_name: str
-
-      :returns: Feature Group corresponding to the newly created Snapshot.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: export_to_file_connector(location, export_file_format, overwrite = False)
-
-      Export Feature group to File Connector.
-
-      :param location: Cloud file location to export to.
-      :type location: str
-      :param export_file_format: Enum string specifying the file format to export to.
-      :type export_file_format: str
-      :param overwrite: If true and a file exists at this location, this process will overwrite the file.
-      :type overwrite: bool
-
-      :returns: The FeatureGroupExport instance.
-      :rtype: FeatureGroupExport
-
-
-
-   .. py:method:: export_to_database_connector(database_connector_id, object_name, write_mode, database_feature_mapping, id_column = None, additional_id_columns = None)
-
-      Export Feature group to Database Connector.
-
-      :param database_connector_id: Unique string identifier for the Database Connector to export to.
-      :type database_connector_id: str
-      :param object_name: Name of the database object to write to.
-      :type object_name: str
-      :param write_mode: Enum string indicating whether to use INSERT or UPSERT.
-      :type write_mode: str
-      :param database_feature_mapping: Key/value pair JSON object of "database connector column" -> "feature name" pairs.
-      :type database_feature_mapping: dict
-      :param id_column: Required if write_mode is UPSERT. Indicates which database column should be used as the lookup key.
-      :type id_column: str
-      :param additional_id_columns: For database connectors which support it, additional ID columns to use as a complex key for upserting.
-      :type additional_id_columns: list
-
-      :returns: The FeatureGroupExport instance.
-      :rtype: FeatureGroupExport
-
-
-
-   .. py:method:: export_to_console(export_file_format)
-
-      Export Feature group to console.
-
-      :param export_file_format: File format to export to.
-      :type export_file_format: str
-
-      :returns: The FeatureGroupExport instance.
-      :rtype: FeatureGroupExport
-
-
-
-   .. py:method:: get_materialization_logs(stdout = False, stderr = False)
-
-      Returns logs for a materialized feature group version.
-
-      :param stdout: Set to True to get info logs.
-      :type stdout: bool
-      :param stderr: Set to True to get error logs.
-      :type stderr: bool
-
-      :returns: A function logs object.
-      :rtype: FunctionLogs
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: FeatureGroupVersion
-
-
-
-   .. py:method:: describe()
-
-      Describe a feature group version.
-
-      :param feature_group_version: The unique identifier associated with the feature group version.
-      :type feature_group_version: str
-
-      :returns: The feature group version.
-      :rtype: FeatureGroupVersion
-
-
-
-   .. py:method:: get_metrics(selected_columns = None, include_charts = False, include_statistics = True)
-
-      Get metrics for a specific feature group version.
-
-      :param selected_columns: A list of columns to order first.
-      :type selected_columns: List
-      :param include_charts: A flag indicating whether charts should be included in the response. Default is false.
-      :type include_charts: bool
-      :param include_statistics: A flag indicating whether statistics should be included in the response. Default is true.
-      :type include_statistics: bool
-
-      :returns: The metrics for the specified feature group version.
-      :rtype: DataMetrics
-
-
-
-   .. py:method:: get_logs()
-
-      Retrieves the feature group materialization logs.
-
-      :param feature_group_version: The unique version ID of the feature group version.
-      :type feature_group_version: str
-
-      :returns: The logs for the specified feature group version.
-      :rtype: FeatureGroupVersionLogs
-
-
-
-   .. py:method:: wait_for_results(timeout=3600)
-
-      A waiting call until feature group version is materialized
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out.
-      :type timeout: int
-
-
-
-   .. py:method:: wait_for_materialization(timeout=3600)
-
-      A waiting call until feature group version is materialized.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out.
-      :type timeout: int
-
-
-
-   .. py:method:: get_status()
-
-      Gets the status of the feature group version.
-
-      :returns: A string describing the status of a feature group version (pending, complete, etc.).
-      :rtype: str
-
-
-
-   .. py:method:: _download_avro_file(file_part, tmp_dir, part_index)
-
-
-   .. py:method:: load_as_pandas(max_workers=10)
-
-      Loads the feature group version into a pandas dataframe.
-
-      :param max_workers: The number of threads.
-      :type max_workers: int
-
-      :returns: A pandas dataframe displaying the data in the feature group version.
-      :rtype: DataFrame
-
-
-
-   .. py:method:: load_as_pandas_documents(doc_id_column, document_column, max_workers=10)
-
-      Loads a feature group with documents data into a pandas dataframe.
-
-      :param doc_id_feature: The name of the feature / column containing the document ID.
-      :type doc_id_feature: str
-      :param document_feature: The name of the feature / column which either contains the document data itself or page infos with path to remotely stored documents. This column will be replaced with the extracted document data.
-      :type document_feature: str
-      :param max_workers: The number of threads.
-      :type max_workers: int
-
-      :returns: A pandas dataframe containing the extracted document data.
-      :rtype: DataFrame
-
-
-
-.. py:class:: AbstractApiClass(client, id)
+Module Contents
+---------------
 
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.organization_search_result.OrganizationSearchResult
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: OrganizationSearchResult(client, score=None, featureGroupContext=None, featureGroup={}, featureGroupVersion={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A search result object which contains the retrieved artifact and its relevance score
 
@@ -1553,13 +35,11 @@ Module Contents
    :param featureGroupVersion: The feature group version object retrieved through search.
    :type featureGroupVersion: FeatureGroupVersion
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/organization_secret/index.rst.txt b/docs/_sources/autoapi/abacusai/organization_secret/index.rst.txt
index d6c16a9e7..1508a5595 100644
--- a/docs/_sources/autoapi/abacusai/organization_secret/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/organization_secret/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.organization_secret
-============================
+:py:mod:`abacusai.organization_secret`
+======================================
 
 .. py:module:: abacusai.organization_secret
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.organization_secret.AbstractApiClass
-   abacusai.organization_secret.OrganizationSecret
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.organization_secret.OrganizationSecret
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: OrganizationSecret(client, secretKey=None, value=None, createdAt=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Organization secret
 
@@ -43,13 +33,11 @@ Module Contents
    :param createdAt: The date and time when the secret was created, in ISO-8601 format.
    :type createdAt: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/page_data/index.rst.txt b/docs/_sources/autoapi/abacusai/page_data/index.rst.txt
index 1109c60fe..6252a5ecc 100644
--- a/docs/_sources/autoapi/abacusai/page_data/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/page_data/index.rst.txt
@@ -1,37 +1,27 @@
-abacusai.page_data
-==================
+:py:mod:`abacusai.page_data`
+============================
 
 .. py:module:: abacusai.page_data
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.page_data.AbstractApiClass
-   abacusai.page_data.PageData
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
+Classes
+~~~~~~~
 
-   .. py:method:: __eq__(other)
+.. autoapisummary::
 
-      Return self==value.
+   abacusai.page_data.PageData
 
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
+.. py:class:: PageData(client, docId=None, page=None, height=None, width=None, pageCount=None, pageText=None, pageTokenStartOffset=None, tokenCount=None, tokens=None, extractedText=None, rotationAngle=None, pageMarkdown=None, embeddedText=None)
 
-.. py:class:: PageData(client, docId=None, page=None, height=None, width=None, pageCount=None, pageText=None, pageTokenStartOffset=None, tokenCount=None, tokens=None, extractedText=None, rotationAngle=None, pageMarkdown=None)
 
    Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
-
    Data extracted from a docstore page.
 
    :param client: An authenticated API Client instance
@@ -59,15 +49,15 @@ Module Contents
    :param rotationAngle: The detected rotation angle of the page in degrees. Positive values indicate clockwise and negative values indicate anti-clockwise rotation from the original orientation.
    :type rotationAngle: float
    :param pageMarkdown: The markdown text for the page.
-   :type pageMarkdown: list
-
+   :type pageMarkdown: str
+   :param embeddedText: The embedded text in the page. Only available for digital documents.
+   :type embeddedText: str
 
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/pipeline/index.rst.txt b/docs/_sources/autoapi/abacusai/pipeline/index.rst.txt
index adc7db20b..0d7292c60 100644
--- a/docs/_sources/autoapi/abacusai/pipeline/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/pipeline/index.rst.txt
@@ -1,423 +1,26 @@
-abacusai.pipeline
-=================
+:py:mod:`abacusai.pipeline`
+===========================
 
 .. py:module:: abacusai.pipeline
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.pipeline.PythonFunctionArgument
-   abacusai.pipeline.CodeSource
-   abacusai.pipeline.PipelineReference
-   abacusai.pipeline.PipelineStep
-   abacusai.pipeline.PipelineVersion
-   abacusai.pipeline.AbstractApiClass
-   abacusai.pipeline.Pipeline
-
-
 Module Contents
 ---------------
 
-.. py:class:: PythonFunctionArgument
-
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
-
-
-   A config class for python function arguments
-
-   :param variable_type: The type of the python function argument
-   :type variable_type: PythonFunctionArgumentType
-   :param name: The name of the python function variable
-   :type name: str
-   :param is_required: Whether the argument is required
-   :type is_required: bool
-   :param value: The value of the argument
-   :type value: Any
-   :param pipeline_variable: The name of the pipeline variable to use as the value
-   :type pipeline_variable: str
-
-
-   .. py:attribute:: variable_type
-      :type:  abacusai.api_class.enums.PythonFunctionArgumentType
-
-
-   .. py:attribute:: name
-      :type:  str
-
-
-   .. py:attribute:: is_required
-      :type:  bool
-
-
-   .. py:attribute:: value
-      :type:  Any
-
-
-   .. py:attribute:: pipeline_variable
-      :type:  str
-
-
-.. py:class:: CodeSource(client, sourceType=None, sourceCode=None, applicationConnectorId=None, applicationConnectorInfo=None, packageRequirements=None, status=None, error=None, publishingMsg=None, moduleDependencies=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Code source for python-based custom feature groups and models
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param sourceType: The type of the source, one of TEXT, PYTHON, FILE_UPLOAD, or APPLICATION_CONNECTOR
-   :type sourceType: str
-   :param sourceCode: If the type of the source is TEXT, the raw text of the function
-   :type sourceCode: str
-   :param applicationConnectorId: The Application Connector to fetch the code from
-   :type applicationConnectorId: str
-   :param applicationConnectorInfo: Args passed to the application connector to fetch the code
-   :type applicationConnectorInfo: str
-   :param packageRequirements: The pip package dependencies required to run the code
-   :type packageRequirements: list
-   :param status: The status of the code and validations
-   :type status: str
-   :param error: If the status is failed, an error message describing what went wrong
-   :type error: str
-   :param publishingMsg: Warnings in the source code
-   :type publishingMsg: dict
-   :param moduleDependencies: The list of internal modules dependencies required to run the code
-   :type moduleDependencies: list
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: import_as_cell()
-
-      Adds the source code as an unexecuted cell in the notebook.
-
-
-
-.. py:class:: PipelineReference(client, pipelineReferenceId=None, pipelineId=None, objectType=None, datasetId=None, modelId=None, deploymentId=None, batchPredictionDescriptionId=None, modelMonitorId=None, notebookId=None, featureGroupId=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A reference to a pipeline to the objects it is run on.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param pipelineReferenceId: The id of the reference.
-   :type pipelineReferenceId: str
-   :param pipelineId: The id of the pipeline for the reference.
-   :type pipelineId: str
-   :param objectType: The object type of the reference.
-   :type objectType: str
-   :param datasetId: The dataset id of the reference.
-   :type datasetId: str
-   :param modelId: The model id of the reference.
-   :type modelId: str
-   :param deploymentId: The deployment id of the reference.
-   :type deploymentId: str
-   :param batchPredictionDescriptionId: The batch prediction description id of the reference.
-   :type batchPredictionDescriptionId: str
-   :param modelMonitorId: The model monitor id of the reference.
-   :type modelMonitorId: str
-   :param notebookId: The notebook id of the reference.
-   :type notebookId: str
-   :param featureGroupId: The feature group id of the reference.
-   :type featureGroupId: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: PipelineStep(client, pipelineStepId=None, pipelineId=None, stepName=None, pipelineName=None, createdAt=None, updatedAt=None, pythonFunctionId=None, stepDependencies=None, cpuSize=None, memory=None, timeout=None, pythonFunction={}, codeSource={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A step in a pipeline.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param pipelineStepId: The reference to this step.
-   :type pipelineStepId: str
-   :param pipelineId: The reference to the pipeline this step belongs to.
-   :type pipelineId: str
-   :param stepName: The name of the step.
-   :type stepName: str
-   :param pipelineName: The name of the pipeline this step is a part of.
-   :type pipelineName: str
-   :param createdAt: The date and time which this step was created.
-   :type createdAt: str
-   :param updatedAt: The date and time when this step was last updated.
-   :type updatedAt: str
-   :param pythonFunctionId: The python function_id.
-   :type pythonFunctionId: str
-   :param stepDependencies: List of steps this step depends on.
-   :type stepDependencies: list[str]
-   :param cpuSize: CPU size specified for the step function.
-   :type cpuSize: str
-   :param memory: Memory in GB specified for the step function.
-   :type memory: int
-   :param timeout: Timeout for the step in minutes, default is 300 minutes.
-   :type timeout: int
-   :param pythonFunction: Information about the python function for the step.
-   :type pythonFunction: PythonFunction
-   :param codeSource: Information about the source code of the step function.
-   :type codeSource: CodeSource
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: delete()
-
-      Deletes a step from a pipeline.
-
-      :param pipeline_step_id: The ID of the pipeline step.
-      :type pipeline_step_id: str
-
-
-
-   .. py:method:: update(function_name = None, source_code = None, step_input_mappings = None, output_variable_mappings = None, step_dependencies = None, package_requirements = None, cpu_size = None, memory = None, timeout = None)
-
-      Creates a step in a given pipeline.
-
-      :param function_name: The name of the Python function.
-      :type function_name: str
-      :param source_code: Contents of a valid Python source code file. The source code should contain the transform feature group functions. A list of allowed imports and system libraries for each language is specified in the user functions documentation section.
-      :type source_code: str
-      :param step_input_mappings: List of Python function arguments.
-      :type step_input_mappings: List
-      :param output_variable_mappings: List of Python function outputs.
-      :type output_variable_mappings: List
-      :param step_dependencies: List of step names this step depends on.
-      :type step_dependencies: list
-      :param package_requirements: List of package requirement strings. For example: ['numpy==1.2.3', 'pandas>=1.4.0'].
-      :type package_requirements: list
-      :param cpu_size: Size of the CPU for the step function.
-      :type cpu_size: str
-      :param memory: Memory (in GB) for the step function.
-      :type memory: int
-      :param timeout: Timeout for the pipeline step, default is 300 minutes.
-      :type timeout: int
-
-      :returns: Object describing the pipeline.
-      :rtype: PipelineStep
-
-
-
-   .. py:method:: rename(step_name)
-
-      Renames a step in a given pipeline.
-
-      :param step_name: The name of the step.
-      :type step_name: str
-
-      :returns: Object describing the pipeline.
-      :rtype: PipelineStep
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: PipelineStep
-
-
-
-   .. py:method:: describe()
-
-      Deletes a step from a pipeline.
-
-      :param pipeline_step_id: The ID of the pipeline step.
-      :type pipeline_step_id: str
-
-      :returns: An object describing the pipeline step.
-      :rtype: PipelineStep
-
-
-
-.. py:class:: PipelineVersion(client, pipelineName=None, pipelineId=None, pipelineVersion=None, createdAt=None, updatedAt=None, completedAt=None, status=None, error=None, stepVersions={}, codeSource={}, pipelineVariableMappings={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A version of a pipeline.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param pipelineName: The name of the pipeline this step is a part of.
-   :type pipelineName: str
-   :param pipelineId: The reference to the pipeline this step belongs to.
-   :type pipelineId: str
-   :param pipelineVersion: The reference to this pipeline version.
-   :type pipelineVersion: str
-   :param createdAt: The date and time which this pipeline version was created.
-   :type createdAt: str
-   :param updatedAt: The date and time which this pipeline version was updated.
-   :type updatedAt: str
-   :param completedAt: The date and time which this pipeline version was updated.
-   :type completedAt: str
-   :param status: The status of the pipeline version.
-   :type status: str
-   :param error: The relevant error, if the status is FAILED.
-   :type error: str
-   :param stepVersions: A list of the pipeline step versions.
-   :type stepVersions: PipelineStepVersion
-   :param codeSource: information on the source code
-   :type codeSource: CodeSource
-   :param pipelineVariableMappings: A description of the function variables into the pipeline.
-   :type pipelineVariableMappings: PythonFunctionArgument
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: PipelineVersion
-
-
-
-   .. py:method:: describe()
-
-      Describes a specified pipeline version
-
-      :param pipeline_version: Unique string identifier for the pipeline version
-      :type pipeline_version: str
-
-      :returns: Object describing the pipeline version
-      :rtype: PipelineVersion
-
-
-
-   .. py:method:: reset(steps = None, include_downstream_steps = True)
-
-      Reruns a pipeline version for the given steps and downstream steps if specified.
-
-      :param steps: List of pipeline step names to rerun.
-      :type steps: list
-      :param include_downstream_steps: Whether to rerun downstream steps from the steps you have passed
-      :type include_downstream_steps: bool
-
-      :returns: Object describing the pipeline version
-      :rtype: PipelineVersion
-
-
-
-   .. py:method:: list_logs()
-
-      Gets the logs for the steps in a given pipeline version.
-
-      :param pipeline_version: The id of the pipeline version.
-      :type pipeline_version: str
-
-      :returns: Object describing the logs for the steps in the pipeline.
-      :rtype: PipelineVersionLogs
-
-
-
-   .. py:method:: skip_pending_steps()
-
-      Skips pending steps in a pipeline version.
-
-      :param pipeline_version: The id of the pipeline version.
-      :type pipeline_version: str
-
-      :returns: Object describing the pipeline version
-      :rtype: PipelineVersion
-
-
-
-   .. py:method:: wait_for_pipeline(timeout=1200)
-
-      A waiting call until all the stages in a pipeline version have completed.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out.
-      :type timeout: int
-
-
-
-   .. py:method:: get_status()
-
-      Gets the status of the pipeline version.
-
-      :returns: A string describing the status of a pipeline version (pending, running, complete, etc.).
-      :rtype: str
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.pipeline.Pipeline
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: Pipeline(client, pipelineName=None, pipelineId=None, createdAt=None, notebookId=None, cron=None, nextRunTime=None, isProd=None, warning=None, createdBy=None, steps={}, pipelineReferences={}, latestPipelineVersion={}, codeSource={}, pipelineVariableMappings={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A Pipeline For Steps.
 
@@ -452,13 +55,11 @@ Module Contents
    :param pipelineVariableMappings: A description of the function variables into the pipeline.
    :type pipelineVariableMappings: PythonFunctionArgument
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
@@ -467,7 +68,6 @@ Module Contents
       :rtype: dict
 
 
-
    .. py:method:: refresh()
 
       Calls describe and refreshes the current object's fields
@@ -476,7 +76,6 @@ Module Contents
       :rtype: Pipeline
 
 
-
    .. py:method:: describe()
 
       Describes a given pipeline.
@@ -488,7 +87,6 @@ Module Contents
       :rtype: Pipeline
 
 
-
    .. py:method:: update(project_id = None, pipeline_variable_mappings = None, cron = None, is_prod = None)
 
       Updates a pipeline for executing multiple steps.
@@ -506,7 +104,6 @@ Module Contents
       :rtype: Pipeline
 
 
-
    .. py:method:: rename(pipeline_name)
 
       Renames a pipeline.
@@ -518,7 +115,6 @@ Module Contents
       :rtype: Pipeline
 
 
-
    .. py:method:: delete()
 
       Deletes a pipeline.
@@ -527,7 +123,6 @@ Module Contents
       :type pipeline_id: str
 
 
-
    .. py:method:: list_versions(limit = 200)
 
       Lists the pipeline versions for a specified pipeline
@@ -539,7 +134,6 @@ Module Contents
       :rtype: list[PipelineVersion]
 
 
-
    .. py:method:: run(pipeline_variable_mappings = None)
 
       Runs a specified pipeline with the arguments provided.
@@ -551,7 +145,6 @@ Module Contents
       :rtype: PipelineVersion
 
 
-
    .. py:method:: create_step(step_name, function_name = None, source_code = None, step_input_mappings = None, output_variable_mappings = None, step_dependencies = None, package_requirements = None, cpu_size = None, memory = None, timeout = None)
 
       Creates a step in a given pipeline.
@@ -581,7 +174,6 @@ Module Contents
       :rtype: Pipeline
 
 
-
    .. py:method:: describe_step_by_name(step_name)
 
       Describes a pipeline step by the step name.
@@ -593,7 +185,6 @@ Module Contents
       :rtype: PipelineStep
 
 
-
    .. py:method:: unset_refresh_schedule()
 
       Deletes the refresh schedule for a given pipeline.
@@ -605,7 +196,6 @@ Module Contents
       :rtype: Pipeline
 
 
-
    .. py:method:: pause_refresh_schedule()
 
       Pauses the refresh schedule for a given pipeline.
@@ -617,7 +207,6 @@ Module Contents
       :rtype: Pipeline
 
 
-
    .. py:method:: resume_refresh_schedule()
 
       Resumes the refresh schedule for a given pipeline.
@@ -629,7 +218,6 @@ Module Contents
       :rtype: Pipeline
 
 
-
    .. py:method:: create_step_from_function(step_name, function, step_input_mappings = None, output_variable_mappings = None, step_dependencies = None, package_requirements = None, cpu_size = None, memory = None)
 
       Creates a step in the pipeline from a python function.
@@ -652,7 +240,6 @@ Module Contents
       :type memory: int
 
 
-
    .. py:method:: wait_for_pipeline(timeout=1200)
 
       A waiting call until all the stages of the latest pipeline version is completed.
@@ -661,7 +248,6 @@ Module Contents
       :type timeout: int
 
 
-
    .. py:method:: get_status()
 
       Gets the status of the pipeline version.
diff --git a/docs/_sources/autoapi/abacusai/pipeline_reference/index.rst.txt b/docs/_sources/autoapi/abacusai/pipeline_reference/index.rst.txt
index 93faf2376..18e7f0243 100644
--- a/docs/_sources/autoapi/abacusai/pipeline_reference/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/pipeline_reference/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.pipeline_reference
-===========================
+:py:mod:`abacusai.pipeline_reference`
+=====================================
 
 .. py:module:: abacusai.pipeline_reference
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.pipeline_reference.AbstractApiClass
-   abacusai.pipeline_reference.PipelineReference
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.pipeline_reference.PipelineReference
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: PipelineReference(client, pipelineReferenceId=None, pipelineId=None, objectType=None, datasetId=None, modelId=None, deploymentId=None, batchPredictionDescriptionId=None, modelMonitorId=None, notebookId=None, featureGroupId=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A reference to a pipeline to the objects it is run on.
 
@@ -57,13 +47,11 @@ Module Contents
    :param featureGroupId: The feature group id of the reference.
    :type featureGroupId: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/pipeline_step/index.rst.txt b/docs/_sources/autoapi/abacusai/pipeline_step/index.rst.txt
index bc164abdc..00c914b9a 100644
--- a/docs/_sources/autoapi/abacusai/pipeline_step/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/pipeline_step/index.rst.txt
@@ -1,165 +1,26 @@
-abacusai.pipeline_step
-======================
+:py:mod:`abacusai.pipeline_step`
+================================
 
 .. py:module:: abacusai.pipeline_step
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.pipeline_step.CodeSource
-   abacusai.pipeline_step.PythonFunction
-   abacusai.pipeline_step.AbstractApiClass
-   abacusai.pipeline_step.PipelineStep
-
-
 Module Contents
 ---------------
 
-.. py:class:: CodeSource(client, sourceType=None, sourceCode=None, applicationConnectorId=None, applicationConnectorInfo=None, packageRequirements=None, status=None, error=None, publishingMsg=None, moduleDependencies=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Code source for python-based custom feature groups and models
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param sourceType: The type of the source, one of TEXT, PYTHON, FILE_UPLOAD, or APPLICATION_CONNECTOR
-   :type sourceType: str
-   :param sourceCode: If the type of the source is TEXT, the raw text of the function
-   :type sourceCode: str
-   :param applicationConnectorId: The Application Connector to fetch the code from
-   :type applicationConnectorId: str
-   :param applicationConnectorInfo: Args passed to the application connector to fetch the code
-   :type applicationConnectorInfo: str
-   :param packageRequirements: The pip package dependencies required to run the code
-   :type packageRequirements: list
-   :param status: The status of the code and validations
-   :type status: str
-   :param error: If the status is failed, an error message describing what went wrong
-   :type error: str
-   :param publishingMsg: Warnings in the source code
-   :type publishingMsg: dict
-   :param moduleDependencies: The list of internal modules dependencies required to run the code
-   :type moduleDependencies: list
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: import_as_cell()
-
-      Adds the source code as an unexecuted cell in the notebook.
-
-
-
-.. py:class:: PythonFunction(client, notebookId=None, name=None, createdAt=None, functionVariableMappings=None, outputVariableMappings=None, functionName=None, pythonFunctionId=None, functionType=None, packageRequirements=None, codeSource={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Customer created python function
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param notebookId: The unique identifier of the notebook used to spin up the notebook upon creation.
-   :type notebookId: str
-   :param name: The name to identify the algorithm, only uppercase letters, numbers, and underscores allowed (i.e. it must be a valid Python identifier)
-   :type name: str
-   :param createdAt: The ISO-8601 string representing when the Python function was created.
-   :type createdAt: str
-   :param functionVariableMappings: A description of the function variables.
-   :type functionVariableMappings: dict
-   :param outputVariableMappings: A description of the variables returned by the function
-   :type outputVariableMappings: dict
-   :param functionName: The name of the Python function to be used.
-   :type functionName: str
-   :param pythonFunctionId: The unique identifier of the Python function.
-   :type pythonFunctionId: str
-   :param functionType: The type of the Python function.
-   :type functionType: str
-   :param packageRequirements: The pip package dependencies required to run the code
-   :type packageRequirements: list
-   :param codeSource: Information about the source code of the Python function.
-   :type codeSource: CodeSource
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: add_graph_to_dashboard(graph_dashboard_id, function_variable_mappings = None, name = None)
-
-      Add a python plot function to a dashboard
-
-      :param graph_dashboard_id: Unique string identifier for the graph dashboard to update.
-      :type graph_dashboard_id: str
-      :param function_variable_mappings: List of arguments to be supplied to the function as parameters, in the format [{'name': 'function_argument', 'variable_type': 'FEATURE_GROUP', 'value': 'name_of_feature_group'}].
-      :type function_variable_mappings: List
-      :param name: Name of the added python plot
-      :type name: str
-
-      :returns: An object describing the graph dashboard.
-      :rtype: GraphDashboard
-
-
-
-   .. py:method:: validate_locally(kwargs = None)
-
-      Validates a Python function by running it with the given input values in an local environment. Taking Input Feature Group as either name(string) or Pandas DataFrame in kwargs.
-
-      :param kwargs: A dictionary mapping function arguments to values to pass to the function. Feature group names will automatically be converted into pandas dataframes.
-      :type kwargs: dict
-
-      :returns: The result of executing the python function
-      :rtype: any
-
-      :raises TypeError: If an Input Feature Group argument has an invalid type or argument is missing.
-      :raises Exception: If an error occurs while validating the Python function.
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.pipeline_step.PipelineStep
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: PipelineStep(client, pipelineStepId=None, pipelineId=None, stepName=None, pipelineName=None, createdAt=None, updatedAt=None, pythonFunctionId=None, stepDependencies=None, cpuSize=None, memory=None, timeout=None, pythonFunction={}, codeSource={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A step in a pipeline.
 
@@ -192,13 +53,11 @@ Module Contents
    :param codeSource: Information about the source code of the step function.
    :type codeSource: CodeSource
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
@@ -207,7 +66,6 @@ Module Contents
       :rtype: dict
 
 
-
    .. py:method:: delete()
 
       Deletes a step from a pipeline.
@@ -216,7 +74,6 @@ Module Contents
       :type pipeline_step_id: str
 
 
-
    .. py:method:: update(function_name = None, source_code = None, step_input_mappings = None, output_variable_mappings = None, step_dependencies = None, package_requirements = None, cpu_size = None, memory = None, timeout = None)
 
       Creates a step in a given pipeline.
@@ -244,7 +101,6 @@ Module Contents
       :rtype: PipelineStep
 
 
-
    .. py:method:: rename(step_name)
 
       Renames a step in a given pipeline.
@@ -256,7 +112,6 @@ Module Contents
       :rtype: PipelineStep
 
 
-
    .. py:method:: refresh()
 
       Calls describe and refreshes the current object's fields
@@ -265,7 +120,6 @@ Module Contents
       :rtype: PipelineStep
 
 
-
    .. py:method:: describe()
 
       Deletes a step from a pipeline.
diff --git a/docs/_sources/autoapi/abacusai/pipeline_step_version/index.rst.txt b/docs/_sources/autoapi/abacusai/pipeline_step_version/index.rst.txt
index 627ccb596..7383c2922 100644
--- a/docs/_sources/autoapi/abacusai/pipeline_step_version/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/pipeline_step_version/index.rst.txt
@@ -1,138 +1,26 @@
-abacusai.pipeline_step_version
-==============================
+:py:mod:`abacusai.pipeline_step_version`
+========================================
 
 .. py:module:: abacusai.pipeline_step_version
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.pipeline_step_version.CodeSource
-   abacusai.pipeline_step_version.PipelineStepVersionReference
-   abacusai.pipeline_step_version.AbstractApiClass
-   abacusai.pipeline_step_version.PipelineStepVersion
-
-
 Module Contents
 ---------------
 
-.. py:class:: CodeSource(client, sourceType=None, sourceCode=None, applicationConnectorId=None, applicationConnectorInfo=None, packageRequirements=None, status=None, error=None, publishingMsg=None, moduleDependencies=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Code source for python-based custom feature groups and models
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param sourceType: The type of the source, one of TEXT, PYTHON, FILE_UPLOAD, or APPLICATION_CONNECTOR
-   :type sourceType: str
-   :param sourceCode: If the type of the source is TEXT, the raw text of the function
-   :type sourceCode: str
-   :param applicationConnectorId: The Application Connector to fetch the code from
-   :type applicationConnectorId: str
-   :param applicationConnectorInfo: Args passed to the application connector to fetch the code
-   :type applicationConnectorInfo: str
-   :param packageRequirements: The pip package dependencies required to run the code
-   :type packageRequirements: list
-   :param status: The status of the code and validations
-   :type status: str
-   :param error: If the status is failed, an error message describing what went wrong
-   :type error: str
-   :param publishingMsg: Warnings in the source code
-   :type publishingMsg: dict
-   :param moduleDependencies: The list of internal modules dependencies required to run the code
-   :type moduleDependencies: list
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: import_as_cell()
-
-      Adds the source code as an unexecuted cell in the notebook.
-
-
-
-.. py:class:: PipelineStepVersionReference(client, pipelineStepVersionReferenceId=None, pipelineStepVersion=None, objectType=None, datasetVersion=None, modelVersion=None, deploymentVersion=None, batchPredictionId=None, modelMonitorVersion=None, notebookVersion=None, featureGroupVersion=None, status=None, error=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A reference from a pipeline step version to the versions that were output from the pipeline step.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param pipelineStepVersionReferenceId: The id of the reference.
-   :type pipelineStepVersionReferenceId: str
-   :param pipelineStepVersion: The pipeline step version the reference is connected to.
-   :type pipelineStepVersion: str
-   :param objectType: The object type of the reference.
-   :type objectType: str
-   :param datasetVersion: The dataset version the reference is connected to.
-   :type datasetVersion: str
-   :param modelVersion: The model version the reference is connected to.
-   :type modelVersion: str
-   :param deploymentVersion: The deployment version the reference is connected to.
-   :type deploymentVersion: str
-   :param batchPredictionId: The batch prediction id the reference is connected to.
-   :type batchPredictionId: str
-   :param modelMonitorVersion: The model monitor version the reference is connected to.
-   :type modelMonitorVersion: str
-   :param notebookVersion: The notebook version the reference is connected to.
-   :type notebookVersion: str
-   :param featureGroupVersion: The feature group version the reference is connected to.
-   :type featureGroupVersion: str
-   :param status: The status of the reference
-   :type status: str
-   :param error: The error message if the reference is in an error state.
-   :type error: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.pipeline_step_version.PipelineStepVersion
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: PipelineStepVersion(client, stepName=None, pipelineStepVersion=None, pipelineStepId=None, pipelineId=None, pipelineVersion=None, createdAt=None, updatedAt=None, status=None, error=None, outputErrors=None, pythonFunctionId=None, functionVariableMappings=None, stepDependencies=None, outputVariableMappings=None, cpuSize=None, memory=None, timeout=None, pipelineStepVersionReferences={}, codeSource={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A version of a pipeline step.
 
@@ -177,13 +65,11 @@ Module Contents
    :param codeSource: Information about the source code of the pipeline step version.
    :type codeSource: CodeSource
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
@@ -192,7 +78,6 @@ Module Contents
       :rtype: dict
 
 
-
    .. py:method:: refresh()
 
       Calls describe and refreshes the current object's fields
@@ -201,7 +86,6 @@ Module Contents
       :rtype: PipelineStepVersion
 
 
-
    .. py:method:: describe()
 
       Describes a pipeline step version.
@@ -213,7 +97,6 @@ Module Contents
       :rtype: PipelineStepVersion
 
 
-
    .. py:method:: get_step_version_logs()
 
       Gets the logs for a given step version.
diff --git a/docs/_sources/autoapi/abacusai/pipeline_step_version_logs/index.rst.txt b/docs/_sources/autoapi/abacusai/pipeline_step_version_logs/index.rst.txt
index a97a3a05a..f300f26aa 100644
--- a/docs/_sources/autoapi/abacusai/pipeline_step_version_logs/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/pipeline_step_version_logs/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.pipeline_step_version_logs
-===================================
+:py:mod:`abacusai.pipeline_step_version_logs`
+=============================================
 
 .. py:module:: abacusai.pipeline_step_version_logs
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.pipeline_step_version_logs.AbstractApiClass
-   abacusai.pipeline_step_version_logs.PipelineStepVersionLogs
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.pipeline_step_version_logs.PipelineStepVersionLogs
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: PipelineStepVersionLogs(client, stepName=None, pipelineStepId=None, pipelineStepVersion=None, logs=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Logs for a given pipeline step version.
 
@@ -45,13 +35,11 @@ Module Contents
    :param logs: The logs for both stdout and stderr of the step
    :type logs: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/pipeline_step_version_reference/index.rst.txt b/docs/_sources/autoapi/abacusai/pipeline_step_version_reference/index.rst.txt
index 3adf82e1c..acfdd7db4 100644
--- a/docs/_sources/autoapi/abacusai/pipeline_step_version_reference/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/pipeline_step_version_reference/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.pipeline_step_version_reference
-========================================
+:py:mod:`abacusai.pipeline_step_version_reference`
+==================================================
 
 .. py:module:: abacusai.pipeline_step_version_reference
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.pipeline_step_version_reference.AbstractApiClass
-   abacusai.pipeline_step_version_reference.PipelineStepVersionReference
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.pipeline_step_version_reference.PipelineStepVersionReference
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: PipelineStepVersionReference(client, pipelineStepVersionReferenceId=None, pipelineStepVersion=None, objectType=None, datasetVersion=None, modelVersion=None, deploymentVersion=None, batchPredictionId=None, modelMonitorVersion=None, notebookVersion=None, featureGroupVersion=None, status=None, error=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A reference from a pipeline step version to the versions that were output from the pipeline step.
 
@@ -61,13 +51,11 @@ Module Contents
    :param error: The error message if the reference is in an error state.
    :type error: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/pipeline_version/index.rst.txt b/docs/_sources/autoapi/abacusai/pipeline_version/index.rst.txt
index 68084386f..7a7a30334 100644
--- a/docs/_sources/autoapi/abacusai/pipeline_version/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/pipeline_version/index.rst.txt
@@ -1,225 +1,26 @@
-abacusai.pipeline_version
-=========================
+:py:mod:`abacusai.pipeline_version`
+===================================
 
 .. py:module:: abacusai.pipeline_version
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.pipeline_version.PythonFunctionArgument
-   abacusai.pipeline_version.CodeSource
-   abacusai.pipeline_version.PipelineStepVersion
-   abacusai.pipeline_version.AbstractApiClass
-   abacusai.pipeline_version.PipelineVersion
-
-
 Module Contents
 ---------------
 
-.. py:class:: PythonFunctionArgument
-
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
-
-
-   A config class for python function arguments
-
-   :param variable_type: The type of the python function argument
-   :type variable_type: PythonFunctionArgumentType
-   :param name: The name of the python function variable
-   :type name: str
-   :param is_required: Whether the argument is required
-   :type is_required: bool
-   :param value: The value of the argument
-   :type value: Any
-   :param pipeline_variable: The name of the pipeline variable to use as the value
-   :type pipeline_variable: str
-
-
-   .. py:attribute:: variable_type
-      :type:  abacusai.api_class.enums.PythonFunctionArgumentType
-
-
-   .. py:attribute:: name
-      :type:  str
-
-
-   .. py:attribute:: is_required
-      :type:  bool
-
-
-   .. py:attribute:: value
-      :type:  Any
-
-
-   .. py:attribute:: pipeline_variable
-      :type:  str
-
-
-.. py:class:: CodeSource(client, sourceType=None, sourceCode=None, applicationConnectorId=None, applicationConnectorInfo=None, packageRequirements=None, status=None, error=None, publishingMsg=None, moduleDependencies=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Code source for python-based custom feature groups and models
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param sourceType: The type of the source, one of TEXT, PYTHON, FILE_UPLOAD, or APPLICATION_CONNECTOR
-   :type sourceType: str
-   :param sourceCode: If the type of the source is TEXT, the raw text of the function
-   :type sourceCode: str
-   :param applicationConnectorId: The Application Connector to fetch the code from
-   :type applicationConnectorId: str
-   :param applicationConnectorInfo: Args passed to the application connector to fetch the code
-   :type applicationConnectorInfo: str
-   :param packageRequirements: The pip package dependencies required to run the code
-   :type packageRequirements: list
-   :param status: The status of the code and validations
-   :type status: str
-   :param error: If the status is failed, an error message describing what went wrong
-   :type error: str
-   :param publishingMsg: Warnings in the source code
-   :type publishingMsg: dict
-   :param moduleDependencies: The list of internal modules dependencies required to run the code
-   :type moduleDependencies: list
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: import_as_cell()
-
-      Adds the source code as an unexecuted cell in the notebook.
-
-
-
-.. py:class:: PipelineStepVersion(client, stepName=None, pipelineStepVersion=None, pipelineStepId=None, pipelineId=None, pipelineVersion=None, createdAt=None, updatedAt=None, status=None, error=None, outputErrors=None, pythonFunctionId=None, functionVariableMappings=None, stepDependencies=None, outputVariableMappings=None, cpuSize=None, memory=None, timeout=None, pipelineStepVersionReferences={}, codeSource={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A version of a pipeline step.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param stepName: The name of the step.
-   :type stepName: str
-   :param pipelineStepVersion: The reference to the pipeline step version.
-   :type pipelineStepVersion: str
-   :param pipelineStepId: The reference to this step.
-   :type pipelineStepId: str
-   :param pipelineId: The reference to the pipeline this step belongs to.
-   :type pipelineId: str
-   :param pipelineVersion: The reference to the pipeline version.
-   :type pipelineVersion: str
-   :param createdAt: The date and time which this step was created.
-   :type createdAt: str
-   :param updatedAt: The date and time when this step was last updated.
-   :type updatedAt: str
-   :param status: The status of the pipeline version.
-   :type status: str
-   :param error: The error message if the pipeline step failed.
-   :type error: str
-   :param outputErrors: The error message of a pipeline step's output.
-   :type outputErrors: str
-   :param pythonFunctionId: The reference to the python function
-   :type pythonFunctionId: str
-   :param functionVariableMappings: The mappings for function parameters' names.
-   :type functionVariableMappings: dict
-   :param stepDependencies: List of steps this step depends on.
-   :type stepDependencies: list[str]
-   :param outputVariableMappings: The mappings for the output variables to the step.
-   :type outputVariableMappings: dict
-   :param cpuSize: CPU size specified for the step function.
-   :type cpuSize: str
-   :param memory: Memory in GB specified for the step function.
-   :type memory: int
-   :param timeout: The timeout in minutes for the pipeline step.
-   :type timeout: int
-   :param pipelineStepVersionReferences: A list to the output instances of the pipeline step version.
-   :type pipelineStepVersionReferences: PipelineStepVersionReference
-   :param codeSource: Information about the source code of the pipeline step version.
-   :type codeSource: CodeSource
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: PipelineStepVersion
-
-
-
-   .. py:method:: describe()
-
-      Describes a pipeline step version.
-
-      :param pipeline_step_version: The ID of the pipeline step version.
-      :type pipeline_step_version: str
-
-      :returns: An object describing the pipeline step version.
-      :rtype: PipelineStepVersion
-
-
-
-   .. py:method:: get_step_version_logs()
-
-      Gets the logs for a given step version.
-
-      :param pipeline_step_version: The id of the pipeline step version.
-      :type pipeline_step_version: str
-
-      :returns: Object describing the pipeline step logs.
-      :rtype: PipelineStepVersionLogs
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.pipeline_version.PipelineVersion
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: PipelineVersion(client, pipelineName=None, pipelineId=None, pipelineVersion=None, createdAt=None, updatedAt=None, completedAt=None, status=None, error=None, stepVersions={}, codeSource={}, pipelineVariableMappings={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A version of a pipeline.
 
@@ -248,13 +49,11 @@ Module Contents
    :param pipelineVariableMappings: A description of the function variables into the pipeline.
    :type pipelineVariableMappings: PythonFunctionArgument
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
@@ -263,7 +62,6 @@ Module Contents
       :rtype: dict
 
 
-
    .. py:method:: refresh()
 
       Calls describe and refreshes the current object's fields
@@ -272,7 +70,6 @@ Module Contents
       :rtype: PipelineVersion
 
 
-
    .. py:method:: describe()
 
       Describes a specified pipeline version
@@ -284,7 +81,6 @@ Module Contents
       :rtype: PipelineVersion
 
 
-
    .. py:method:: reset(steps = None, include_downstream_steps = True)
 
       Reruns a pipeline version for the given steps and downstream steps if specified.
@@ -298,7 +94,6 @@ Module Contents
       :rtype: PipelineVersion
 
 
-
    .. py:method:: list_logs()
 
       Gets the logs for the steps in a given pipeline version.
@@ -310,7 +105,6 @@ Module Contents
       :rtype: PipelineVersionLogs
 
 
-
    .. py:method:: skip_pending_steps()
 
       Skips pending steps in a pipeline version.
@@ -322,7 +116,6 @@ Module Contents
       :rtype: PipelineVersion
 
 
-
    .. py:method:: wait_for_pipeline(timeout=1200)
 
       A waiting call until all the stages in a pipeline version have completed.
@@ -331,7 +124,6 @@ Module Contents
       :type timeout: int
 
 
-
    .. py:method:: get_status()
 
       Gets the status of the pipeline version.
diff --git a/docs/_sources/autoapi/abacusai/pipeline_version_logs/index.rst.txt b/docs/_sources/autoapi/abacusai/pipeline_version_logs/index.rst.txt
index dc4d36f3c..3bc57bea2 100644
--- a/docs/_sources/autoapi/abacusai/pipeline_version_logs/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/pipeline_version_logs/index.rst.txt
@@ -1,71 +1,26 @@
-abacusai.pipeline_version_logs
-==============================
+:py:mod:`abacusai.pipeline_version_logs`
+========================================
 
 .. py:module:: abacusai.pipeline_version_logs
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.pipeline_version_logs.PipelineStepVersionLogs
-   abacusai.pipeline_version_logs.AbstractApiClass
-   abacusai.pipeline_version_logs.PipelineVersionLogs
-
-
 Module Contents
 ---------------
 
-.. py:class:: PipelineStepVersionLogs(client, stepName=None, pipelineStepId=None, pipelineStepVersion=None, logs=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Logs for a given pipeline step version.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param stepName: The name of the step
-   :type stepName: str
-   :param pipelineStepId: The ID of the step
-   :type pipelineStepId: str
-   :param pipelineStepVersion: The version of the step
-   :type pipelineStepVersion: str
-   :param logs: The logs for both stdout and stderr of the step
-   :type logs: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.pipeline_version_logs.PipelineVersionLogs
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: PipelineVersionLogs(client, stepLogs={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Logs for a given pipeline version.
 
@@ -74,13 +29,11 @@ Module Contents
    :param stepLogs: A list of the pipeline step version logs.
    :type stepLogs: PipelineStepVersionLogs
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/point_in_time_feature/index.rst.txt b/docs/_sources/autoapi/abacusai/point_in_time_feature/index.rst.txt
index eb0b780f2..9e29c0257 100644
--- a/docs/_sources/autoapi/abacusai/point_in_time_feature/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/point_in_time_feature/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.point_in_time_feature
-==============================
+:py:mod:`abacusai.point_in_time_feature`
+========================================
 
 .. py:module:: abacusai.point_in_time_feature
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.point_in_time_feature.AbstractApiClass
-   abacusai.point_in_time_feature.PointInTimeFeature
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.point_in_time_feature.PointInTimeFeature
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: PointInTimeFeature(client, historyTableName=None, aggregationKeys=None, timestampKey=None, historicalTimestampKey=None, lookbackWindowSeconds=None, lookbackWindowLagSeconds=None, lookbackCount=None, lookbackUntilPosition=None, expression=None, groupName=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A point-in-time feature description
 
@@ -57,13 +47,11 @@ Module Contents
    :param groupName: The group name this point-in-time feature belongs to.
    :type groupName: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/point_in_time_feature_info/index.rst.txt b/docs/_sources/autoapi/abacusai/point_in_time_feature_info/index.rst.txt
index 1d5dd7eea..1d4660f46 100644
--- a/docs/_sources/autoapi/abacusai/point_in_time_feature_info/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/point_in_time_feature_info/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.point_in_time_feature_info
-===================================
+:py:mod:`abacusai.point_in_time_feature_info`
+=============================================
 
 .. py:module:: abacusai.point_in_time_feature_info
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.point_in_time_feature_info.AbstractApiClass
-   abacusai.point_in_time_feature_info.PointInTimeFeatureInfo
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.point_in_time_feature_info.PointInTimeFeatureInfo
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: PointInTimeFeatureInfo(client, expression=None, groupName=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A point-in-time infos for a feature
 
@@ -41,13 +31,11 @@ Module Contents
    :param groupName: The group name this point-in-time feature belongs to.
    :type groupName: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/point_in_time_group/index.rst.txt b/docs/_sources/autoapi/abacusai/point_in_time_group/index.rst.txt
index 3d1b2ea0b..2aaeb22c2 100644
--- a/docs/_sources/autoapi/abacusai/point_in_time_group/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/point_in_time_group/index.rst.txt
@@ -1,71 +1,26 @@
-abacusai.point_in_time_group
-============================
+:py:mod:`abacusai.point_in_time_group`
+======================================
 
 .. py:module:: abacusai.point_in_time_group
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.point_in_time_group.PointInTimeGroupFeature
-   abacusai.point_in_time_group.AbstractApiClass
-   abacusai.point_in_time_group.PointInTimeGroup
-
-
 Module Contents
 ---------------
 
-.. py:class:: PointInTimeGroupFeature(client, name=None, expression=None, pitOperationType=None, pitOperationConfig=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A point in time group feature
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param name: The name of the feature
-   :type name: str
-   :param expression: SQL Aggregate expression which can convert a sequence of rows into a scalar value.
-   :type expression: str
-   :param pitOperationType: The operation used in point in time feature generation
-   :type pitOperationType: str
-   :param pitOperationConfig: The configuration used as input to the operation type
-   :type pitOperationConfig: dict
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.point_in_time_group.PointInTimeGroup
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: PointInTimeGroup(client, groupName=None, windowKey=None, aggregationKeys=None, lookbackWindow=None, lookbackWindowLag=None, lookbackCount=None, lookbackUntilPosition=None, historyTableName=None, historyWindowKey=None, historyAggregationKeys=None, features={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A point in time group containing point in time features
 
@@ -94,13 +49,11 @@ Module Contents
    :param features: List of features in the Point in Time group
    :type features: PointInTimeGroupFeature
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/point_in_time_group_feature/index.rst.txt b/docs/_sources/autoapi/abacusai/point_in_time_group_feature/index.rst.txt
index 04902e01b..605fbdf10 100644
--- a/docs/_sources/autoapi/abacusai/point_in_time_group_feature/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/point_in_time_group_feature/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.point_in_time_group_feature
-====================================
+:py:mod:`abacusai.point_in_time_group_feature`
+==============================================
 
 .. py:module:: abacusai.point_in_time_group_feature
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.point_in_time_group_feature.AbstractApiClass
-   abacusai.point_in_time_group_feature.PointInTimeGroupFeature
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.point_in_time_group_feature.PointInTimeGroupFeature
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: PointInTimeGroupFeature(client, name=None, expression=None, pitOperationType=None, pitOperationConfig=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A point in time group feature
 
@@ -45,13 +35,11 @@ Module Contents
    :param pitOperationConfig: The configuration used as input to the operation type
    :type pitOperationConfig: dict
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/prediction_client/index.rst.txt b/docs/_sources/autoapi/abacusai/prediction_client/index.rst.txt
index ab158698e..f4372a9c7 100644
--- a/docs/_sources/autoapi/abacusai/prediction_client/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/prediction_client/index.rst.txt
@@ -1,168 +1,32 @@
-abacusai.prediction_client
-==========================
+:py:mod:`abacusai.prediction_client`
+====================================
 
 .. py:module:: abacusai.prediction_client
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.prediction_client.AgentDataExecutionResult
-   abacusai.prediction_client.BaseApiClient
-   abacusai.prediction_client.ClientOptions
-   abacusai.prediction_client.DocumentRetrieverLookupResult
-   abacusai.prediction_client.PredictionClient
-
-
 Module Contents
 ---------------
 
-.. py:class:: AgentDataExecutionResult(client, response=None, deploymentConversationId=None, docInfos={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Results of agent execution with uploaded data.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param response: The result of agent conversation execution.
-   :type response: str
-   :param deploymentConversationId: The unique identifier of the deployment conversation.
-   :type deploymentConversationId: id
-   :param docInfos: A list of dict containing information on documents uploaded to agent.
-   :type docInfos: AgentDataDocumentInfo
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: BaseApiClient(api_key = None, server = None, client_options = None, skip_version_check = False)
-
-   Abstract Base API Client
-
-   :param api_key: The api key to use as authentication to the server
-   :type api_key: str
-   :param server: The base server url to use to send API requets to
-   :type server: str
-   :param client_options: Optional API client configurations
-   :type client_options: ClientOptions
-   :param skip_version_check: If true, will skip checking the server's current API version on initializing the client
-   :type skip_version_check: bool
-
-
-   .. py:attribute:: client_version
-      :value: '1.3.2'
-
-
-
-   .. py:method:: _get_prediction_endpoint(deployment_id, deployment_token)
-
-
-   .. py:method:: _get_proxy_endpoint(deployment_id, deployment_token)
-
-
-   .. py:method:: _get_streaming_endpoint(streaming_token, model_id = None, feature_group_id = None)
-
-
-   .. py:method:: _clean_api_objects(obj)
-
-
-   .. py:method:: _call_api(action, method, query_params=None, body=None, files=None, parse_type=None, streamable_response=False, server_override=None, timeout=None, retry_500 = False, data=None)
-
-
-   .. py:method:: _proxy_request(name, method = 'POST', query_params = None, body = None, files=None, parse_type=None, is_sync = False, streamable_response = False)
-
-
-   .. py:method:: _build_class(return_class, values)
-
-
-   .. py:method:: _request(url, method, query_params=None, headers=None, body=None, files=None, stream=False, timeout=None, retry_500 = False, data=None)
-
-
-   .. py:method:: _poll(obj, wait_states, delay = 15, timeout = 300, poll_args = {}, status_field=None)
-
-
-   .. py:method:: _validate_pandas_df(df, clean_column_names)
-
-
-   .. py:method:: _upload_from_pandas(upload, df, clean_column_names=False)
-
-
-   .. py:method:: _upload_from_spark(upload, df)
-
-
-.. py:class:: ClientOptions(exception_on_404 = True, server = DEFAULT_SERVER)
-
-   Options for configuring the ApiClient
-
-   :param exception_on_404: If true, will raise an exception on a 404 from the server, else will return None.
-   :type exception_on_404: bool
-   :param server: The default server endpoint to use for API requests
-   :type server: str
-
-
-.. py:class:: DocumentRetrieverLookupResult(client, document=None, score=None, properties=None, pages=None, boundingBoxes=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Result of a document retriever lookup.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param document: The document that was looked up.
-   :type document: str
-   :param score: Score of the document with respect to the query.
-   :type score: float
-   :param properties: Properties of the retrieved documents.
-   :type properties: dict
-   :param pages: Pages of the retrieved text from the original document.
-   :type pages: list
-   :param boundingBoxes: Bounding boxes of the retrieved text from the original document.
-   :type boundingBoxes: list
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
+Classes
+~~~~~~~
 
-   .. py:method:: to_dict()
+.. autoapisummary::
 
-      Get a dict representation of the parameters in this class
+   abacusai.prediction_client.PredictionClient
 
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
 
 
 
 .. py:class:: PredictionClient(client_options = None)
 
-   Bases: :py:obj:`abacusai.client.BaseApiClient`
 
+   Bases: :py:obj:`abacusai.client.BaseApiClient`
 
    Abacus.AI Prediction API Client. Does not utilize authentication and only contains public prediction methods
 
    :param client_options: Optional API client configurations
    :type client_options: ClientOptions
 
-
    .. py:method:: predict_raw(deployment_token, deployment_id, **kwargs)
 
       Raw interface for returning predictions from Plug and Play deployments.
@@ -175,7 +39,6 @@ Module Contents
       :type \*\*kwargs: dict
 
 
-
    .. py:method:: lookup_features(deployment_token, deployment_id, query_data, limit_results = None, result_columns = None)
 
       Returns the feature group deployed in the feature store project.
@@ -192,7 +55,6 @@ Module Contents
       :type result_columns: list
 
 
-
    .. py:method:: predict(deployment_token, deployment_id, query_data)
 
       Returns a prediction for Predictive Modeling
@@ -205,7 +67,6 @@ Module Contents
       :type query_data: dict
 
 
-
    .. py:method:: predict_multiple(deployment_token, deployment_id, query_data)
 
       Returns a list of predictions for predictive modeling.
@@ -218,7 +79,6 @@ Module Contents
       :type query_data: list
 
 
-
    .. py:method:: predict_from_datasets(deployment_token, deployment_id, query_data)
 
       Returns a list of predictions for Predictive Modeling.
@@ -231,7 +91,6 @@ Module Contents
       :type query_data: dict
 
 
-
    .. py:method:: predict_lead(deployment_token, deployment_id, query_data, explain_predictions = False, explainer_type = None)
 
       Returns the probability of a user being a lead based on their interaction with the service/product and their own attributes (e.g. income, assets, credit score, etc.). Note that the inputs to this method, wherever applicable, should be the column names in the dataset mapped to the column mappings in our system (e.g. column 'user_id' mapped to mapping 'LEAD_ID' in our system).
@@ -248,7 +107,6 @@ Module Contents
       :type explainer_type: str
 
 
-
    .. py:method:: predict_churn(deployment_token, deployment_id, query_data, explain_predictions = False, explainer_type = None)
 
       Returns the probability of a user to churn out in response to their interactions with the item/product/service. Note that the inputs to this method, wherever applicable, will be the column names in your dataset mapped to the column mappings in our system (e.g. column 'churn_result' mapped to mapping 'CHURNED_YN' in our system).
@@ -265,7 +123,6 @@ Module Contents
       :type explainer_type: str
 
 
-
    .. py:method:: predict_takeover(deployment_token, deployment_id, query_data)
 
       Returns a probability for each class label associated with the types of fraud or a 'yes' or 'no' type label for the possibility of fraud. Note that the inputs to this method, wherever applicable, will be the column names in the dataset mapped to the column mappings in our system (e.g., column 'account_name' mapped to mapping 'ACCOUNT_ID' in our system).
@@ -278,7 +135,6 @@ Module Contents
       :type query_data: dict
 
 
-
    .. py:method:: predict_fraud(deployment_token, deployment_id, query_data)
 
       Returns the probability of a transaction performed under a specific account being fraudulent or not. Note that the inputs to this method, wherever applicable, should be the column names in your dataset mapped to the column mappings in our system (e.g. column 'account_number' mapped to the mapping 'ACCOUNT_ID' in our system).
@@ -291,7 +147,6 @@ Module Contents
       :type query_data: dict
 
 
-
    .. py:method:: predict_class(deployment_token, deployment_id, query_data, threshold = None, threshold_class = None, thresholds = None, explain_predictions = False, fixed_features = None, nested = None, explainer_type = None)
 
       Returns a classification prediction
@@ -318,7 +173,6 @@ Module Contents
       :type explainer_type: str
 
 
-
    .. py:method:: predict_target(deployment_token, deployment_id, query_data, explain_predictions = False, fixed_features = None, nested = None, explainer_type = None)
 
       Returns a prediction from a classification or regression model. Optionally, includes explanations.
@@ -339,7 +193,6 @@ Module Contents
       :type explainer_type: str
 
 
-
    .. py:method:: get_anomalies(deployment_token, deployment_id, threshold = None, histogram = False)
 
       Returns a list of anomalies from the training dataset.
@@ -354,7 +207,6 @@ Module Contents
       :type histogram: bool
 
 
-
    .. py:method:: get_timeseries_anomalies(deployment_token, deployment_id, start_timestamp = None, end_timestamp = None, query_data = None, get_all_item_data = False, series_ids = None)
 
       Returns a list of anomalous timestamps from the training dataset.
@@ -375,7 +227,6 @@ Module Contents
       :type series_ids: list
 
 
-
    .. py:method:: is_anomaly(deployment_token, deployment_id, query_data = None)
 
       Returns a list of anomaly attributes based on login information for a specified account. Note that the inputs to this method, wherever applicable, should be the column names in the dataset mapped to the column mappings in our system (e.g. column 'account_name' mapped to mapping 'ACCOUNT_ID' in our system).
@@ -388,7 +239,6 @@ Module Contents
       :type query_data: dict
 
 
-
    .. py:method:: get_event_anomaly_score(deployment_token, deployment_id, query_data = None)
 
       Returns an anomaly score for an event.
@@ -401,7 +251,6 @@ Module Contents
       :type query_data: dict
 
 
-
    .. py:method:: get_forecast(deployment_token, deployment_id, query_data, future_data = None, num_predictions = None, prediction_start = None, explain_predictions = False, explainer_type = None, get_item_data = False)
 
       Returns a list of forecasts for a given entity under the specified project deployment. Note that the inputs to the deployed model will be the column names in your dataset mapped to the column mappings in our system (e.g. column 'holiday_yn' mapped to mapping 'FUTURE' in our system).
@@ -426,7 +275,6 @@ Module Contents
       :type get_item_data: bool
 
 
-
    .. py:method:: get_k_nearest(deployment_token, deployment_id, vector, k = None, distance = None, include_score = False, catalog_id = None)
 
       Returns the k nearest neighbors for the provided embedding vector.
@@ -447,7 +295,6 @@ Module Contents
       :type catalog_id: str
 
 
-
    .. py:method:: get_multiple_k_nearest(deployment_token, deployment_id, queries)
 
       Returns the k nearest neighbors for the queries provided.
@@ -460,7 +307,6 @@ Module Contents
       :type queries: list
 
 
-
    .. py:method:: get_labels(deployment_token, deployment_id, query_data, return_extracted_entities = False)
 
       Returns a list of scored labels for a document.
@@ -475,7 +321,6 @@ Module Contents
       :type return_extracted_entities: bool
 
 
-
    .. py:method:: get_entities_from_pdf(deployment_token, deployment_id, pdf = None, doc_id = None, return_extracted_features = False, verbose = False, save_extracted_features = None)
 
       Extracts text from the provided PDF and returns a list of recognized labels and their scores.
@@ -496,7 +341,6 @@ Module Contents
       :type save_extracted_features: bool
 
 
-
    .. py:method:: get_recommendations(deployment_token, deployment_id, query_data, num_items = None, page = None, exclude_item_ids = None, score_field = None, scaling_factors = None, restrict_items = None, exclude_items = None, explore_fraction = None, diversity_attribute_name = None, diversity_max_results_per_value = None)
 
       Returns a list of recommendations for a given user under the specified project deployment. Note that the inputs to this method, wherever applicable, will be the column names in your dataset mapped to the column mappings in our system (e.g. column 'time' mapped to mapping 'TIMESTAMP' in our system).
@@ -527,7 +371,6 @@ Module Contents
       :type diversity_max_results_per_value: int
 
 
-
    .. py:method:: get_personalized_ranking(deployment_token, deployment_id, query_data, preserve_ranks = None, preserve_unknown_items = False, scaling_factors = None)
 
       Returns a list of items with personalized promotions for a given user under the specified project deployment. Note that the inputs to this method, wherever applicable, should be the column names in the dataset mapped to the column mappings in our system (e.g. column 'item_code' mapped to mapping 'ITEM_ID' in our system).
@@ -546,7 +389,6 @@ Module Contents
       :type scaling_factors: list
 
 
-
    .. py:method:: get_ranked_items(deployment_token, deployment_id, query_data, preserve_ranks = None, preserve_unknown_items = False, score_field = None, scaling_factors = None, diversity_attribute_name = None, diversity_max_results_per_value = None)
 
       Returns a list of re-ranked items for a selected user when a list of items is required to be reranked according to the user's preferences. Note that the inputs to this method, wherever applicable, will be the column names in your dataset mapped to the column mappings in our system (e.g. column 'item_code' mapped to mapping 'ITEM_ID' in our system).
@@ -571,7 +413,6 @@ Module Contents
       :type diversity_max_results_per_value: int
 
 
-
    .. py:method:: get_related_items(deployment_token, deployment_id, query_data, num_items = None, page = None, scaling_factors = None, restrict_items = None, exclude_items = None)
 
       Returns a list of related items for a given item under the specified project deployment. Note that the inputs to this method, wherever applicable, will be the column names in your dataset mapped to the column mappings in our system (e.g. column 'item_code' mapped to mapping 'ITEM_ID' in our system).
@@ -594,7 +435,6 @@ Module Contents
       :type exclude_items: list
 
 
-
    .. py:method:: get_chat_response(deployment_token, deployment_id, messages, llm_name = None, num_completion_tokens = None, system_message = None, temperature = 0.0, filter_key_values = None, search_score_cutoff = None, chat_config = None, ignore_documents = False)
 
       Return a chat response which continues the conversation based on the input messages and search results.
@@ -623,7 +463,6 @@ Module Contents
       :type ignore_documents: bool
 
 
-
    .. py:method:: get_chat_response_with_binary_data(deployment_token, deployment_id, messages, llm_name = None, num_completion_tokens = None, system_message = None, temperature = 0.0, filter_key_values = None, search_score_cutoff = None, chat_config = None, ignore_documents = False, attachments = None)
 
       Return a chat response which continues the conversation based on the input messages and search results.
@@ -654,7 +493,6 @@ Module Contents
       :type attachments: None
 
 
-
    .. py:method:: get_conversation_response(deployment_id, message, deployment_conversation_id = None, external_session_id = None, llm_name = None, num_completion_tokens = None, system_message = None, temperature = 0.0, filter_key_values = None, search_score_cutoff = None, chat_config = None, ignore_documents = False, deployment_token = None, doc_infos = None)
 
       Return a conversation response which continues the conversation based on the input message and deployment conversation id (if exists).
@@ -689,7 +527,6 @@ Module Contents
       :type doc_infos: list
 
 
-
    .. py:method:: get_conversation_response_with_binary_data(deployment_id, deployment_token, message, deployment_conversation_id = None, external_session_id = None, llm_name = None, num_completion_tokens = None, system_message = None, temperature = 0.0, filter_key_values = None, search_score_cutoff = None, chat_config = None, ignore_documents = False, attachments = None)
 
       Return a conversation response which continues the conversation based on the input message and deployment conversation id (if exists).
@@ -724,7 +561,6 @@ Module Contents
       :type attachments: None
 
 
-
    .. py:method:: get_search_results(deployment_token, deployment_id, query_data, num = 15)
 
       Return the most relevant search results to the search query from the uploaded documents.
@@ -739,7 +575,6 @@ Module Contents
       :type num: int
 
 
-
    .. py:method:: get_sentiment(deployment_token, deployment_id, document)
 
       Predicts sentiment on a document
@@ -752,7 +587,6 @@ Module Contents
       :type document: str
 
 
-
    .. py:method:: get_entailment(deployment_token, deployment_id, document)
 
       Predicts the classification of the document
@@ -765,7 +599,6 @@ Module Contents
       :type document: str
 
 
-
    .. py:method:: get_classification(deployment_token, deployment_id, document)
 
       Predicts the classification of the document
@@ -778,7 +611,6 @@ Module Contents
       :type document: str
 
 
-
    .. py:method:: get_summary(deployment_token, deployment_id, query_data)
 
       Returns a JSON of the predicted summary for the given document. Note that the inputs to this method, wherever applicable, will be the column names in your dataset mapped to the column mappings in our system (e.g. column 'text' mapped to mapping 'DOCUMENT' in our system).
@@ -791,7 +623,6 @@ Module Contents
       :type query_data: dict
 
 
-
    .. py:method:: predict_language(deployment_token, deployment_id, query_data)
 
       Predicts the language of the text
@@ -804,7 +635,6 @@ Module Contents
       :type query_data: str
 
 
-
    .. py:method:: get_assignments(deployment_token, deployment_id, query_data, forced_assignments = None, solve_time_limit_seconds = None, include_all_assignments = False)
 
       Get all positive assignments that match a query.
@@ -823,7 +653,6 @@ Module Contents
       :type include_all_assignments: bool
 
 
-
    .. py:method:: get_alternative_assignments(deployment_token, deployment_id, query_data, add_constraints = None, solve_time_limit_seconds = None, best_alternate_only = False)
 
       Get alternative positive assignments for given query. Optimal assignments are ignored and the alternative assignments are returned instead.
@@ -842,7 +671,6 @@ Module Contents
       :type best_alternate_only: bool
 
 
-
    .. py:method:: check_constraints(deployment_token, deployment_id, query_data)
 
       Check for any constraints violated by the overrides.
@@ -855,7 +683,6 @@ Module Contents
       :type query_data: dict
 
 
-
    .. py:method:: predict_with_binary_data(deployment_token, deployment_id, blob)
 
       Make predictions for a given blob, e.g. image, audio
@@ -868,7 +695,6 @@ Module Contents
       :type blob: io.TextIOBase
 
 
-
    .. py:method:: describe_image(deployment_token, deployment_id, image, categories, top_n = None)
 
       Describe the similarity between an image and a list of categories.
@@ -885,7 +711,6 @@ Module Contents
       :type top_n: int
 
 
-
    .. py:method:: get_text_from_document(deployment_token, deployment_id, document = None, adjust_doc_orientation = False, save_predicted_pdf = False, save_extracted_features = False)
 
       Generate text from a document
@@ -904,7 +729,6 @@ Module Contents
       :type save_extracted_features: bool
 
 
-
    .. py:method:: transcribe_audio(deployment_token, deployment_id, audio)
 
       Transcribe the audio
@@ -917,7 +741,6 @@ Module Contents
       :type audio: io.TextIOBase
 
 
-
    .. py:method:: classify_image(deployment_token, deployment_id, image = None, doc_id = None)
 
       Classify an image.
@@ -932,7 +755,6 @@ Module Contents
       :type doc_id: str
 
 
-
    .. py:method:: classify_pdf(deployment_token, deployment_id, pdf = None)
 
       Returns a classification prediction from a PDF
@@ -945,7 +767,6 @@ Module Contents
       :type pdf: io.TextIOBase
 
 
-
    .. py:method:: get_cluster(deployment_token, deployment_id, query_data)
 
       Predicts the cluster for given data.
@@ -958,7 +779,6 @@ Module Contents
       :type query_data: dict
 
 
-
    .. py:method:: get_objects_from_image(deployment_token, deployment_id, image)
 
       Classify an image.
@@ -971,7 +791,6 @@ Module Contents
       :type image: io.TextIOBase
 
 
-
    .. py:method:: score_image(deployment_token, deployment_id, image)
 
       Score on image.
@@ -984,7 +803,6 @@ Module Contents
       :type image: io.TextIOBase
 
 
-
    .. py:method:: transfer_style(deployment_token, deployment_id, source_image, style_image)
 
       Change the source image to adopt the visual style from the style image.
@@ -999,7 +817,6 @@ Module Contents
       :type style_image: io.TextIOBase
 
 
-
    .. py:method:: generate_image(deployment_token, deployment_id, query_data)
 
       Generate an image from text prompt.
@@ -1012,7 +829,6 @@ Module Contents
       :type query_data: dict
 
 
-
    .. py:method:: execute_agent(deployment_token, deployment_id, arguments = None, keyword_arguments = None)
 
       Executes a deployed AI agent function using the arguments as keyword arguments to the agent execute function.
@@ -1027,7 +843,6 @@ Module Contents
       :type keyword_arguments: dict
 
 
-
    .. py:method:: execute_conversation_agent(deployment_token, deployment_id, arguments = None, keyword_arguments = None, deployment_conversation_id = None, external_session_id = None, regenerate = False, doc_infos = None)
 
       Executes a deployed AI agent function using the arguments as keyword arguments to the agent execute function.
@@ -1050,7 +865,6 @@ Module Contents
       :type doc_infos: list
 
 
-
    .. py:method:: lookup_matches(deployment_token, deployment_id, data = None, filters = None, num = None, result_columns = None, max_words = None, num_retrieval_margin_words = None, max_words_per_chunk = None, score_multiplier_column = None, min_score = None, required_phrases = None, filter_clause = None, crowding_limits = None)
 
       Lookup document retrievers and return the matching documents from the document retriever deployed with given query.
@@ -1093,7 +907,6 @@ Module Contents
       :rtype: list[DocumentRetrieverLookupResult]
 
 
-
    .. py:method:: get_completion(deployment_token, deployment_id, prompt)
 
       Returns the finetuned LLM generated completion of the prompt.
@@ -1106,7 +919,6 @@ Module Contents
       :type prompt: str
 
 
-
    .. py:method:: execute_agent_with_binary_data(deployment_token, deployment_id, arguments = None, keyword_arguments = None, deployment_conversation_id = None, external_session_id = None, blobs = None)
 
       Executes a deployed AI agent function with binary data as inputs.
diff --git a/docs/_sources/autoapi/abacusai/prediction_dataset/index.rst.txt b/docs/_sources/autoapi/abacusai/prediction_dataset/index.rst.txt
index f3aaf7b0e..129ff70ad 100644
--- a/docs/_sources/autoapi/abacusai/prediction_dataset/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/prediction_dataset/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.prediction_dataset
-===========================
+:py:mod:`abacusai.prediction_dataset`
+=====================================
 
 .. py:module:: abacusai.prediction_dataset
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.prediction_dataset.AbstractApiClass
-   abacusai.prediction_dataset.PredictionDataset
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.prediction_dataset.PredictionDataset
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: PredictionDataset(client, datasetId=None, datasetType=None, datasetVersion=None, default=None, required=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Batch Input Datasets
 
@@ -47,13 +37,11 @@ Module Contents
    :param required: If true, this dataset is required for the batch prediction
    :type required: bool
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/prediction_feature_group/index.rst.txt b/docs/_sources/autoapi/abacusai/prediction_feature_group/index.rst.txt
index 9dfbb06a4..948405cde 100644
--- a/docs/_sources/autoapi/abacusai/prediction_feature_group/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/prediction_feature_group/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.prediction_feature_group
-=================================
+:py:mod:`abacusai.prediction_feature_group`
+===========================================
 
 .. py:module:: abacusai.prediction_feature_group
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.prediction_feature_group.AbstractApiClass
-   abacusai.prediction_feature_group.PredictionFeatureGroup
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.prediction_feature_group.PredictionFeatureGroup
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: PredictionFeatureGroup(client, featureGroupId=None, featureGroupVersion=None, datasetType=None, default=None, required=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Batch Input Feature Group
 
@@ -47,13 +37,11 @@ Module Contents
    :param required: If true, this feature group is required for the batch prediction
    :type required: bool
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/prediction_input/index.rst.txt b/docs/_sources/autoapi/abacusai/prediction_input/index.rst.txt
index b8b67ab90..81b585ea1 100644
--- a/docs/_sources/autoapi/abacusai/prediction_input/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/prediction_input/index.rst.txt
@@ -1,110 +1,26 @@
-abacusai.prediction_input
-=========================
+:py:mod:`abacusai.prediction_input`
+===================================
 
 .. py:module:: abacusai.prediction_input
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.prediction_input.PredictionDataset
-   abacusai.prediction_input.PredictionFeatureGroup
-   abacusai.prediction_input.AbstractApiClass
-   abacusai.prediction_input.PredictionInput
-
-
 Module Contents
 ---------------
 
-.. py:class:: PredictionDataset(client, datasetId=None, datasetType=None, datasetVersion=None, default=None, required=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Batch Input Datasets
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param datasetId: The unique identifier of the dataset
-   :type datasetId: str
-   :param datasetType: dataset type
-   :type datasetType: str
-   :param datasetVersion: The unique identifier of the dataset version used for predictions
-   :type datasetVersion: str
-   :param default: If true, this dataset is the default dataset in the model
-   :type default: bool
-   :param required: If true, this dataset is required for the batch prediction
-   :type required: bool
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: PredictionFeatureGroup(client, featureGroupId=None, featureGroupVersion=None, datasetType=None, default=None, required=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Batch Input Feature Group
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param featureGroupId: The unique identifier of the feature group
-   :type featureGroupId: str
-   :param featureGroupVersion: The unique identifier of the feature group version used for predictions
-   :type featureGroupVersion: str
-   :param datasetType: dataset type
-   :type datasetType: str
-   :param default: If true, this feature group is the default feature group in the model
-   :type default: bool
-   :param required: If true, this feature group is required for the batch prediction
-   :type required: bool
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.prediction_input.PredictionInput
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: PredictionInput(client, featureGroupDatasetIds=None, datasetIdRemap=None, featureGroups={}, datasets={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Batch inputs
 
@@ -119,13 +35,11 @@ Module Contents
    :param datasets: List of prediction datasets
    :type datasets: PredictionDataset
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/prediction_operator/index.rst.txt b/docs/_sources/autoapi/abacusai/prediction_operator/index.rst.txt
index 616b298a2..4c0efc638 100644
--- a/docs/_sources/autoapi/abacusai/prediction_operator/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/prediction_operator/index.rst.txt
@@ -1,184 +1,26 @@
-abacusai.prediction_operator
-============================
+:py:mod:`abacusai.prediction_operator`
+======================================
 
 .. py:module:: abacusai.prediction_operator
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.prediction_operator.CodeSource
-   abacusai.prediction_operator.PredictionOperatorVersion
-   abacusai.prediction_operator.RefreshSchedule
-   abacusai.prediction_operator.AbstractApiClass
-   abacusai.prediction_operator.PredictionOperator
-
-
 Module Contents
 ---------------
 
-.. py:class:: CodeSource(client, sourceType=None, sourceCode=None, applicationConnectorId=None, applicationConnectorInfo=None, packageRequirements=None, status=None, error=None, publishingMsg=None, moduleDependencies=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Code source for python-based custom feature groups and models
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param sourceType: The type of the source, one of TEXT, PYTHON, FILE_UPLOAD, or APPLICATION_CONNECTOR
-   :type sourceType: str
-   :param sourceCode: If the type of the source is TEXT, the raw text of the function
-   :type sourceCode: str
-   :param applicationConnectorId: The Application Connector to fetch the code from
-   :type applicationConnectorId: str
-   :param applicationConnectorInfo: Args passed to the application connector to fetch the code
-   :type applicationConnectorInfo: str
-   :param packageRequirements: The pip package dependencies required to run the code
-   :type packageRequirements: list
-   :param status: The status of the code and validations
-   :type status: str
-   :param error: If the status is failed, an error message describing what went wrong
-   :type error: str
-   :param publishingMsg: Warnings in the source code
-   :type publishingMsg: dict
-   :param moduleDependencies: The list of internal modules dependencies required to run the code
-   :type moduleDependencies: list
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: import_as_cell()
-
-      Adds the source code as an unexecuted cell in the notebook.
-
-
-
-.. py:class:: PredictionOperatorVersion(client, predictionOperatorId=None, predictionOperatorVersion=None, createdAt=None, updatedAt=None, sourceCode=None, memory=None, useGpu=None, featureGroupIds=None, featureGroupVersions=None, status=None, error=None, codeSource={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A prediction operator version.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param predictionOperatorId: The unique identifier of the prediction operator.
-   :type predictionOperatorId: str
-   :param predictionOperatorVersion: The unique identifier of the prediction operator version.
-   :type predictionOperatorVersion: str
-   :param createdAt: Date and time at which the prediction operator was created.
-   :type createdAt: str
-   :param updatedAt: Date and time at which the prediction operator was updated.
-   :type updatedAt: str
-   :param sourceCode: Python code used to make the prediction operator.
-   :type sourceCode: str
-   :param memory: Memory in GB specified for the prediction operator version.
-   :type memory: int
-   :param useGpu: Whether this prediction operator version is using gpu.
-   :type useGpu: bool
-   :param featureGroupIds: A list of Feature Group IDs used for initializing.
-   :type featureGroupIds: list
-   :param featureGroupVersions: A list of Feature Group version IDs used for initializing.
-   :type featureGroupVersions: list
-   :param status: The current status of the prediction operator version.
-   :type status: str
-   :param error: The error message if the status failed.
-   :type error: str
-   :param codeSource: If a python model, information on the source code.
-   :type codeSource: CodeSource
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: delete()
-
-      Delete a prediction operator version.
-
-      :param prediction_operator_version: The unique ID of the prediction operator version.
-      :type prediction_operator_version: str
-
-
-
-.. py:class:: RefreshSchedule(client, refreshPolicyId=None, nextRunTime=None, cron=None, refreshType=None, error=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A refresh schedule for an object. Defines when the next version of the object will be created
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param refreshPolicyId: The unique identifier of the refresh policy
-   :type refreshPolicyId: str
-   :param nextRunTime: The next run time of the refresh policy. If null, the policy is paused.
-   :type nextRunTime: str
-   :param cron: A cron-style string that describes the when this refresh policy is to be executed in UTC
-   :type cron: str
-   :param refreshType: The type of refresh that will be run
-   :type refreshType: str
-   :param error: An error message for the last pipeline run of a policy
-   :type error: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.prediction_operator.PredictionOperator
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: PredictionOperator(client, name=None, predictionOperatorId=None, createdAt=None, updatedAt=None, projectId=None, predictFunctionName=None, sourceCode=None, initializeFunctionName=None, notebookId=None, memory=None, useGpu=None, featureGroupIds=None, featureGroupTableNames=None, codeSource={}, refreshSchedules={}, latestPredictionOperatorVersion={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A prediction operator.
 
@@ -217,13 +59,11 @@ Module Contents
    :param refreshSchedules: List of refresh schedules that indicate when the next prediction operator version will be processed
    :type refreshSchedules: RefreshSchedule
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
@@ -232,7 +72,6 @@ Module Contents
       :rtype: dict
 
 
-
    .. py:method:: refresh()
 
       Calls describe and refreshes the current object's fields
@@ -241,7 +80,6 @@ Module Contents
       :rtype: PredictionOperator
 
 
-
    .. py:method:: describe()
 
       Describe an existing prediction operator.
@@ -253,7 +91,6 @@ Module Contents
       :rtype: PredictionOperator
 
 
-
    .. py:method:: update(name = None, feature_group_ids = None, source_code = None, initialize_function_name = None, predict_function_name = None, cpu_size = None, memory = None, package_requirements = None, use_gpu = None)
 
       Update an existing prediction operator.
@@ -281,7 +118,6 @@ Module Contents
       :rtype: PredictionOperator
 
 
-
    .. py:method:: delete()
 
       Delete an existing prediction operator.
@@ -290,7 +126,6 @@ Module Contents
       :type prediction_operator_id: str
 
 
-
    .. py:method:: deploy(auto_deploy = True)
 
       Deploy the prediction operator.
@@ -302,7 +137,6 @@ Module Contents
       :rtype: Deployment
 
 
-
    .. py:method:: create_version()
 
       Create a new version of the prediction operator.
@@ -314,7 +148,6 @@ Module Contents
       :rtype: PredictionOperatorVersion
 
 
-
    .. py:method:: list_versions()
 
       List all the prediction operator versions for a prediction operator.
diff --git a/docs/_sources/autoapi/abacusai/prediction_operator_version/index.rst.txt b/docs/_sources/autoapi/abacusai/prediction_operator_version/index.rst.txt
index fa8a100f9..6f0f9cb0d 100644
--- a/docs/_sources/autoapi/abacusai/prediction_operator_version/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/prediction_operator_version/index.rst.txt
@@ -1,87 +1,26 @@
-abacusai.prediction_operator_version
-====================================
+:py:mod:`abacusai.prediction_operator_version`
+==============================================
 
 .. py:module:: abacusai.prediction_operator_version
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.prediction_operator_version.CodeSource
-   abacusai.prediction_operator_version.AbstractApiClass
-   abacusai.prediction_operator_version.PredictionOperatorVersion
-
-
 Module Contents
 ---------------
 
-.. py:class:: CodeSource(client, sourceType=None, sourceCode=None, applicationConnectorId=None, applicationConnectorInfo=None, packageRequirements=None, status=None, error=None, publishingMsg=None, moduleDependencies=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Code source for python-based custom feature groups and models
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param sourceType: The type of the source, one of TEXT, PYTHON, FILE_UPLOAD, or APPLICATION_CONNECTOR
-   :type sourceType: str
-   :param sourceCode: If the type of the source is TEXT, the raw text of the function
-   :type sourceCode: str
-   :param applicationConnectorId: The Application Connector to fetch the code from
-   :type applicationConnectorId: str
-   :param applicationConnectorInfo: Args passed to the application connector to fetch the code
-   :type applicationConnectorInfo: str
-   :param packageRequirements: The pip package dependencies required to run the code
-   :type packageRequirements: list
-   :param status: The status of the code and validations
-   :type status: str
-   :param error: If the status is failed, an error message describing what went wrong
-   :type error: str
-   :param publishingMsg: Warnings in the source code
-   :type publishingMsg: dict
-   :param moduleDependencies: The list of internal modules dependencies required to run the code
-   :type moduleDependencies: list
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: import_as_cell()
-
-      Adds the source code as an unexecuted cell in the notebook.
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.prediction_operator_version.PredictionOperatorVersion
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: PredictionOperatorVersion(client, predictionOperatorId=None, predictionOperatorVersion=None, createdAt=None, updatedAt=None, sourceCode=None, memory=None, useGpu=None, featureGroupIds=None, featureGroupVersions=None, status=None, error=None, codeSource={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A prediction operator version.
 
@@ -112,13 +51,11 @@ Module Contents
    :param codeSource: If a python model, information on the source code.
    :type codeSource: CodeSource
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
@@ -127,7 +64,6 @@ Module Contents
       :rtype: dict
 
 
-
    .. py:method:: delete()
 
       Delete a prediction operator version.
diff --git a/docs/_sources/autoapi/abacusai/problem_type/index.rst.txt b/docs/_sources/autoapi/abacusai/problem_type/index.rst.txt
index 59625ddbd..8e6b70197 100644
--- a/docs/_sources/autoapi/abacusai/problem_type/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/problem_type/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.problem_type
-=====================
+:py:mod:`abacusai.problem_type`
+===============================
 
 .. py:module:: abacusai.problem_type
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.problem_type.AbstractApiClass
-   abacusai.problem_type.ProblemType
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.problem_type.ProblemType
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: ProblemType(client, problemType=None, requiredFeatureGroupType=None, optionalFeatureGroupTypes=None, useCasesSupportCustomAlgorithm=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Description of a problem type which is the common underlying problem for different use cases.
 
@@ -45,13 +35,11 @@ Module Contents
    :param useCasesSupportCustomAlgorithm: A list of use cases that support custom algorithms
    :type useCasesSupportCustomAlgorithm: list
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/project/index.rst.txt b/docs/_sources/autoapi/abacusai/project/index.rst.txt
index 37e352014..b13129d4f 100644
--- a/docs/_sources/autoapi/abacusai/project/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/project/index.rst.txt
@@ -1,262 +1,26 @@
-abacusai.project
-================
+:py:mod:`abacusai.project`
+==========================
 
 .. py:module:: abacusai.project
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.project.AgentInterface
-   abacusai.project.AlertActionConfig
-   abacusai.project.AlertConditionConfig
-   abacusai.project.ForecastingMonitorConfig
-   abacusai.project.TrainingConfig
-   abacusai.project.VectorStoreConfig
-   abacusai.project.WorkflowGraph
-   abacusai.project.AbstractApiClass
-   abacusai.project.Project
-
-
 Module Contents
 ---------------
 
-.. py:class:: AgentInterface
-
-   Bases: :py:obj:`ApiEnum`
-
-
-   Generic enumeration.
-
-   Derive from this class to define new enumerations.
-
-
-   .. py:attribute:: DEFAULT
-      :value: 'DEFAULT'
-
-
-
-   .. py:attribute:: CHAT
-      :value: 'CHAT'
-
-
-
-.. py:class:: AlertActionConfig
-
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
-
-
-   An abstract class for alert action configs
-
-
-   .. py:attribute:: action_type
-      :type:  abacusai.api_class.enums.AlertActionType
-
-
-   .. py:method:: _get_builder()
-      :classmethod:
-
-
-
-.. py:class:: AlertConditionConfig
-
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
-
-
-   An abstract class for alert condition configs
-
-
-   .. py:attribute:: alert_type
-      :type:  abacusai.api_class.enums.MonitorAlertType
-
-
-   .. py:method:: _get_builder()
-      :classmethod:
-
-
-
-.. py:class:: ForecastingMonitorConfig
-
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
-
-
-   Forecasting Monitor Configuration
-
-   :param id_column: The name of the column that contains the unique identifier for the time series.
-   :type id_column: str
-   :param timestamp_column: The name of the column that contains the timestamp for the time series.
-   :type timestamp_column: str
-   :param target_column: The name of the column that contains the target value for the time series.
-   :type target_column: str
-   :param start_time: The start time of the time series data.
-   :type start_time: str
-   :param end_time: The end time of the time series data.
-   :type end_time: str
-   :param window_config: The windowing configuration for the time series data.
-   :type window_config: TimeWindowConfig
-
-
-   .. py:attribute:: id_column
-      :type:  str
-
-
-   .. py:attribute:: timestamp_column
-      :type:  str
-
-
-   .. py:attribute:: target_column
-      :type:  str
-
-
-   .. py:attribute:: start_time
-      :type:  str
-
-
-   .. py:attribute:: end_time
-      :type:  str
-
-
-   .. py:attribute:: window_config
-      :type:  TimeWindowConfig
-
-
-   .. py:method:: to_dict()
-
-      Standardizes converting an ApiClass to dictionary.
-      Keys of response dictionary are converted to camel case.
-      This also validates the fields ( type, value, etc ) received in the dictionary.
-
-
-
-.. py:class:: TrainingConfig
-
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
-
-
-   An abstract class for the training config options used to train the model.
-
-
-   .. py:attribute:: _upper_snake_case_keys
-      :type:  bool
-
-
-   .. py:attribute:: _support_kwargs
-      :type:  bool
-
-
-   .. py:attribute:: kwargs
-      :type:  dict
-
-
-   .. py:attribute:: problem_type
-      :type:  abacusai.api_class.enums.ProblemType
-
-
-   .. py:attribute:: algorithm
-      :type:  str
-
-
-   .. py:method:: _get_builder()
-      :classmethod:
-
-
-
-.. py:class:: VectorStoreConfig
-
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
-
-
-   Config for indexing options of a document retriever. Default values of optional arguments are heuristically selected by the Abacus.AI platform based on the underlying data.
-
-   :param chunk_size: The size of text chunks in the vector store.
-   :type chunk_size: int
-   :param chunk_overlap_fraction: The fraction of overlap between chunks.
-   :type chunk_overlap_fraction: float
-   :param text_encoder: Encoder used to index texts from the documents.
-   :type text_encoder: VectorStoreTextEncoder
-   :param chunk_size_factors: Chunking data with multiple sizes. The specified list of factors are used to calculate more sizes, in addition to `chunk_size`.
-   :type chunk_size_factors: list
-   :param score_multiplier_column: If provided, will use the values in this metadata column to modify the relevance score of returned chunks for all queries.
-   :type score_multiplier_column: str
-   :param prune_vectors: Transform vectors using SVD so that the average component of vectors in the corpus are removed.
-   :type prune_vectors: bool
-
-
-   .. py:attribute:: chunk_size
-      :type:  int
-
-
-   .. py:attribute:: chunk_overlap_fraction
-      :type:  float
-
-
-   .. py:attribute:: text_encoder
-      :type:  abacusai.api_class.enums.VectorStoreTextEncoder
-
-
-   .. py:attribute:: chunk_size_factors
-      :type:  list
-
-
-   .. py:attribute:: score_multiplier_column
-      :type:  str
-
-
-   .. py:attribute:: prune_vectors
-      :type:  bool
-
-
-.. py:class:: WorkflowGraph
-
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
-
-
-   An Agent workflow graph. The edges define the node invokation order. The workflow must follow linear invokation order.
-
-   :param nodes: A list of nodes in the workflow graph.
-   :type nodes: List[WorkflowGraphNode]
-   :param edges: A list of edges in the workflow graph, where each edge is a tuple of source, target and details.
-   :type edges: List[WorkflowGraphEdge]
-
-
-   .. py:attribute:: nodes
-      :type:  List[WorkflowGraphNode]
-
-
-   .. py:attribute:: edges
-      :type:  List[WorkflowGraphEdge]
-
-
-   .. py:method:: to_dict()
-
-      Standardizes converting an ApiClass to dictionary.
-      Keys of response dictionary are converted to camel case.
-      This also validates the fields ( type, value, etc ) received in the dictionary.
-
-
-
-   .. py:method:: from_dict(graph)
-      :classmethod:
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.project.Project
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: Project(client, projectId=None, name=None, useCase=None, problemType=None, createdAt=None, tags=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A project is a container which holds datasets, models and deployments
 
@@ -275,13 +39,11 @@ Module Contents
    :param tags: List of tags associated with the project.
    :type tags: list[str]
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
@@ -290,7 +52,6 @@ Module Contents
       :rtype: dict
 
 
-
    .. py:method:: refresh()
 
       Calls describe and refreshes the current object's fields
@@ -299,7 +60,6 @@ Module Contents
       :rtype: Project
 
 
-
    .. py:method:: describe()
 
       Returns a description of a project.
@@ -311,7 +71,6 @@ Module Contents
       :rtype: Project
 
 
-
    .. py:method:: rename(name)
 
       This method renames a project after it is created.
@@ -320,7 +79,6 @@ Module Contents
       :type name: str
 
 
-
    .. py:method:: delete()
 
       Delete a specified project from your organization.
@@ -336,7 +94,6 @@ Module Contents
       :type project_id: str
 
 
-
    .. py:method:: add_tags(tags)
 
       This method adds a tag to a project.
@@ -345,7 +102,6 @@ Module Contents
       :type tags: list
 
 
-
    .. py:method:: remove_tags(tags)
 
       This method removes a tag from a project.
@@ -354,7 +110,6 @@ Module Contents
       :type tags: list
 
 
-
    .. py:method:: set_feature_mapping(feature_group_id, feature_name, feature_mapping = None, nested_column_name = None)
 
       Set a column's feature mapping. If the column mapping is single-use and already set in another column in this feature group, this call will first remove the other column's mapping and move it to this column.
@@ -372,7 +127,6 @@ Module Contents
       :rtype: list[Feature]
 
 
-
    .. py:method:: validate(feature_group_ids = None)
 
       Validates that the specified project has all required feature group types for its use case and that all required feature columns are set.
@@ -384,7 +138,6 @@ Module Contents
       :rtype: ProjectValidation
 
 
-
    .. py:method:: infer_feature_mappings(feature_group_id)
 
       Infer the feature mappings for the feature group in the project based on the problem type.
@@ -396,7 +149,6 @@ Module Contents
       :rtype: InferredFeatureMappings
 
 
-
    .. py:method:: describe_feature_group(feature_group_id)
 
       Describe a feature group associated with a project
@@ -408,7 +160,6 @@ Module Contents
       :rtype: ProjectFeatureGroup
 
 
-
    .. py:method:: list_feature_groups(filter_feature_group_use = None, limit = 100, start_after_id = None)
 
       List all the feature groups associated with a project
@@ -424,7 +175,6 @@ Module Contents
       :rtype: list[ProjectFeatureGroup]
 
 
-
    .. py:method:: list_feature_group_templates(limit = 100, start_after_id = None, should_include_all_system_templates = False)
 
       List feature group templates for feature groups associated with the project.
@@ -440,7 +190,6 @@ Module Contents
       :rtype: list[FeatureGroupTemplate]
 
 
-
    .. py:method:: get_training_config_options(feature_group_ids = None, for_retrain = False, current_training_config = None)
 
       Retrieves the full initial description of the model training configuration options available for the specified project. The configuration options available are determined by the use case associated with the specified project. Refer to the [Use Case Documentation]({USE_CASES_URL}) for more information on use cases and use case-specific configuration options.
@@ -456,7 +205,6 @@ Module Contents
       :rtype: list[TrainingConfigOptions]
 
 
-
    .. py:method:: create_train_test_data_split_feature_group(training_config, feature_group_ids)
 
       Get the train and test data split without training the model. Only supported for models with custom algorithms.
@@ -470,7 +218,6 @@ Module Contents
       :rtype: FeatureGroup
 
 
-
    .. py:method:: train_model(name = None, training_config = None, feature_group_ids = None, refresh_schedule = None, custom_algorithms = None, custom_algorithms_only = False, custom_algorithm_configs = None, builtin_algorithms = None, cpu_size = None, memory = None, algorithm_training_configs = None)
 
       Create a new model and start its training in the given project.
@@ -502,7 +249,6 @@ Module Contents
       :rtype: Model
 
 
-
    .. py:method:: create_model_from_python(function_source_code, train_function_name, training_input_tables, predict_function_name = None, predict_many_function_name = None, initialize_function_name = None, name = None, cpu_size = None, memory = None, training_config = None, exclusive_run = False, package_requirements = None, use_gpu = False, is_thread_safe = None)
 
       Initializes a new Model from user-provided Python code. If a list of input feature groups is supplied, they will be provided as arguments to the train and predict functions with the materialized feature groups for those input feature groups.
@@ -543,7 +289,6 @@ Module Contents
       :rtype: Model
 
 
-
    .. py:method:: list_models()
 
       Retrieves the list of models in the specified project.
@@ -555,7 +300,6 @@ Module Contents
       :rtype: list[Model]
 
 
-
    .. py:method:: get_custom_train_function_info(feature_group_names_for_training = None, training_data_parameter_name_override = None, training_config = None, custom_algorithm_config = None)
 
       Returns information about how to call the custom train function.
@@ -573,8 +317,7 @@ Module Contents
       :rtype: CustomTrainFunctionInfo
 
 
-
-   .. py:method:: create_model_monitor(prediction_feature_group_id, training_feature_group_id = None, name = None, refresh_schedule = None, target_value = None, target_value_bias = None, target_value_performance = None, feature_mappings = None, model_id = None, training_feature_mappings = None, feature_group_base_monitor_config = None, feature_group_comparison_monitor_config = None, include_interactive_performance_analysis = False)
+   .. py:method:: create_model_monitor(prediction_feature_group_id, training_feature_group_id = None, name = None, refresh_schedule = None, target_value = None, target_value_bias = None, target_value_performance = None, feature_mappings = None, model_id = None, training_feature_mappings = None, feature_group_base_monitor_config = None, feature_group_comparison_monitor_config = None, exclude_interactive_performance_analysis = True, exclude_bias_analysis = None, exclude_performance_analysis = None, exclude_feature_drift_analysis = None, exclude_data_integrity_analysis = None)
 
       Runs a model monitor for the specified project.
 
@@ -602,14 +345,21 @@ Module Contents
       :type feature_group_base_monitor_config: dict
       :param feature_group_comparison_monitor_config: Selection strategy for the feature_group 1 with the feature group version if selected.
       :type feature_group_comparison_monitor_config: dict
-      :param include_interactive_performance_analysis: Whether to include interactive performance analysis.
-      :type include_interactive_performance_analysis: bool
+      :param exclude_interactive_performance_analysis: Whether to exclude interactive performance analysis. Defaults to True if not provided.
+      :type exclude_interactive_performance_analysis: bool
+      :param exclude_bias_analysis: Whether to exclude bias analysis in the model monitor. For default value bias analysis is included.
+      :type exclude_bias_analysis: bool
+      :param exclude_performance_analysis: Whether to exclude performance analysis in the model monitor. For default value performance analysis is included.
+      :type exclude_performance_analysis: bool
+      :param exclude_feature_drift_analysis: Whether to exclude feature drift analysis in the model monitor. For default value feature drift analysis is included.
+      :type exclude_feature_drift_analysis: bool
+      :param exclude_data_integrity_analysis: Whether to exclude data integrity analysis in the model monitor. For default value data integrity analysis is included.
+      :type exclude_data_integrity_analysis: bool
 
       :returns: The new model monitor that was created.
       :rtype: ModelMonitor
 
 
-
    .. py:method:: list_model_monitors()
 
       Retrieves the list of model monitors in the specified project.
@@ -621,7 +371,6 @@ Module Contents
       :rtype: list[ModelMonitor]
 
 
-
    .. py:method:: create_vision_drift_monitor(prediction_feature_group_id, training_feature_group_id, name, feature_mappings, training_feature_mappings, target_value_performance = None, refresh_schedule = None)
 
       Runs a vision drift monitor for the specified project.
@@ -645,7 +394,6 @@ Module Contents
       :rtype: ModelMonitor
 
 
-
    .. py:method:: create_nlp_drift_monitor(prediction_feature_group_id, training_feature_group_id, name, feature_mappings, training_feature_mappings, target_value_performance = None, refresh_schedule = None)
 
       Runs an NLP drift monitor for the specified project.
@@ -669,7 +417,6 @@ Module Contents
       :rtype: ModelMonitor
 
 
-
    .. py:method:: create_forecasting_monitor(name, prediction_feature_group_id, training_feature_group_id, training_forecast_config, prediction_forecast_config, forecast_frequency, refresh_schedule = None)
 
       Runs a forecasting monitor for the specified project.
@@ -693,7 +440,6 @@ Module Contents
       :rtype: ModelMonitor
 
 
-
    .. py:method:: create_eda(feature_group_id, name, refresh_schedule = None, include_collinearity = False, include_data_consistency = False, collinearity_keys = None, primary_keys = None, data_consistency_test_config = None, data_consistency_reference_config = None, feature_mappings = None, forecast_frequency = None)
 
       Run an Exploratory Data Analysis (EDA) for the specified project.
@@ -725,7 +471,6 @@ Module Contents
       :rtype: Eda
 
 
-
    .. py:method:: list_eda()
 
       Retrieves the list of Exploratory Data Analysis (EDA) in the specified project.
@@ -737,7 +482,6 @@ Module Contents
       :rtype: list[Eda]
 
 
-
    .. py:method:: list_holdout_analysis(model_id = None)
 
       List holdout analyses for a project. Optionally, filter by model.
@@ -749,7 +493,6 @@ Module Contents
       :rtype: list[HoldoutAnalysis]
 
 
-
    .. py:method:: create_monitor_alert(alert_name, condition_config, action_config, model_monitor_id = None, realtime_monitor_id = None)
 
       Create a monitor alert for the given conditions and monitor. We can create monitor alert either for model monitor or real-time monitor.
@@ -769,7 +512,6 @@ Module Contents
       :rtype: MonitorAlert
 
 
-
    .. py:method:: list_prediction_operators()
 
       List all the prediction operators inside a project.
@@ -781,7 +523,6 @@ Module Contents
       :rtype: list[PredictionOperator]
 
 
-
    .. py:method:: create_deployment_token(name = None)
 
       Creates a deployment token for the specified project.
@@ -796,7 +537,6 @@ Module Contents
       :rtype: DeploymentAuthToken
 
 
-
    .. py:method:: list_deployments()
 
       Retrieves a list of all deployments in the specified project.
@@ -808,7 +548,6 @@ Module Contents
       :rtype: list[Deployment]
 
 
-
    .. py:method:: list_deployment_tokens()
 
       Retrieves a list of all deployment tokens associated with the specified project.
@@ -820,7 +559,6 @@ Module Contents
       :rtype: list[DeploymentAuthToken]
 
 
-
    .. py:method:: list_realtime_monitors()
 
       List the real-time monitors associated with the deployment id.
@@ -832,7 +570,6 @@ Module Contents
       :rtype: list[RealtimeMonitor]
 
 
-
    .. py:method:: list_refresh_policies(dataset_ids = [], feature_group_id = None, model_ids = [], deployment_ids = [], batch_prediction_ids = [], model_monitor_ids = [], notebook_ids = [])
 
       List the refresh policies for the organization. If no filters are specified, all refresh policies are returned.
@@ -856,7 +593,6 @@ Module Contents
       :rtype: list[RefreshPolicy]
 
 
-
    .. py:method:: list_batch_predictions()
 
       Retrieves a list of batch predictions in the project.
@@ -868,7 +604,6 @@ Module Contents
       :rtype: list[BatchPrediction]
 
 
-
    .. py:method:: list_pipelines()
 
       Lists the pipelines for an organization or a project
@@ -880,7 +615,6 @@ Module Contents
       :rtype: list[Pipeline]
 
 
-
    .. py:method:: create_graph_dashboard(name, python_function_ids = None)
 
       Create a plot dashboard given selected python plots
@@ -894,7 +628,6 @@ Module Contents
       :rtype: GraphDashboard
 
 
-
    .. py:method:: list_graph_dashboards()
 
       Lists the graph dashboards for a project
@@ -906,7 +639,6 @@ Module Contents
       :rtype: list[GraphDashboard]
 
 
-
    .. py:method:: list_builtin_algorithms(feature_group_ids, training_config = None)
 
       Return list of built-in algorithms based on given input data and training config.
@@ -920,7 +652,6 @@ Module Contents
       :rtype: list[Algorithm]
 
 
-
    .. py:method:: create_chat_session(name = None)
 
       Creates a chat session with Data Science Co-pilot.
@@ -932,7 +663,6 @@ Module Contents
       :rtype: ChatSession
 
 
-
    .. py:method:: create_agent(function_source_code = None, agent_function_name = None, name = None, memory = None, package_requirements = None, description = None, enable_binary_input = False, evaluation_feature_group_id = None, agent_input_schema = None, agent_output_schema = None, workflow_graph = None, agent_interface = AgentInterface.DEFAULT)
 
       Creates a new AI agent using the given agent workflow graph definition.
@@ -954,7 +684,6 @@ Module Contents
       :rtype: Agent
 
 
-
    .. py:method:: list_agents()
 
       Retrieves the list of agents in the specified project.
@@ -966,7 +695,6 @@ Module Contents
       :rtype: list[Agent]
 
 
-
    .. py:method:: create_document_retriever(name, feature_group_id, document_retriever_config = None)
 
       Returns a document retriever that stores embeddings for document chunks in a feature group.
@@ -985,7 +713,6 @@ Module Contents
       :rtype: DocumentRetriever
 
 
-
    .. py:method:: list_document_retrievers(limit = 100, start_after_id = None)
 
       List all the document retrievers.
@@ -999,7 +726,6 @@ Module Contents
       :rtype: list[DocumentRetriever]
 
 
-
    .. py:method:: create_model_from_functions(train_function, predict_function = None, training_input_tables = None, predict_many_function = None, initialize_function = None, cpu_size = None, memory = None, training_config = None, exclusive_run = False)
 
       Creates a model using python.
diff --git a/docs/_sources/autoapi/abacusai/project_config/index.rst.txt b/docs/_sources/autoapi/abacusai/project_config/index.rst.txt
index 6b99f9a02..d15c43b37 100644
--- a/docs/_sources/autoapi/abacusai/project_config/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/project_config/index.rst.txt
@@ -1,54 +1,26 @@
-abacusai.project_config
-=======================
+:py:mod:`abacusai.project_config`
+=================================
 
 .. py:module:: abacusai.project_config
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.project_config.ProjectFeatureGroupConfig
-   abacusai.project_config.AbstractApiClass
-   abacusai.project_config.ProjectConfig
-
-
 Module Contents
 ---------------
 
-.. py:class:: ProjectFeatureGroupConfig
-
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
-
-
-   An abstract class for project feature group configuration.
-
-
-   .. py:attribute:: type
-      :type:  abacusai.api_class.enums.ProjectConfigType
-
-
-   .. py:method:: _get_builder()
-      :classmethod:
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.project_config.ProjectConfig
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: ProjectConfig(client, type=None, config={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Project-specific config for a feature group
 
@@ -59,13 +31,11 @@ Module Contents
    :param config: Project-specific config for this feature group
    :type config: ProjectFeatureGroupConfig
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/project_feature_group/index.rst.txt b/docs/_sources/autoapi/abacusai/project_feature_group/index.rst.txt
index fdab8d8b4..9bbf1f1b8 100644
--- a/docs/_sources/autoapi/abacusai/project_feature_group/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/project_feature_group/index.rst.txt
@@ -1,2042 +1,27 @@
-abacusai.project_feature_group
-==============================
+:py:mod:`abacusai.project_feature_group`
+========================================
 
 .. py:module:: abacusai.project_feature_group
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.project_feature_group.AnnotationConfig
-   abacusai.project_feature_group.CodeSource
-   abacusai.project_feature_group.ConcatenationConfig
-   abacusai.project_feature_group.Feature
-   abacusai.project_feature_group.FeatureGroup
-   abacusai.project_feature_group.FeatureGroupTemplate
-   abacusai.project_feature_group.FeatureGroupVersion
-   abacusai.project_feature_group.IndexingConfig
-   abacusai.project_feature_group.NaturalLanguageExplanation
-   abacusai.project_feature_group.PointInTimeGroup
-   abacusai.project_feature_group.ProjectConfig
-   abacusai.project_feature_group.ProjectFeatureGroupSchema
-   abacusai.project_feature_group.RefreshSchedule
-   abacusai.project_feature_group.ProjectFeatureGroup
-
-
-Module Contents
----------------
-
-.. py:class:: AnnotationConfig(client, featureAnnotationConfigs=None, labels=None, statusFeature=None, commentsFeatures=None, metadataFeature=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Annotation config for a feature group
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param featureAnnotationConfigs: List of feature annotation configs
-   :type featureAnnotationConfigs: list
-   :param labels: List of labels
-   :type labels: list
-   :param statusFeature: Name of the feature that contains the status of the annotation (Optional)
-   :type statusFeature: str
-   :param commentsFeatures: Features that contain comments for the annotation (Optional)
-   :type commentsFeatures: list
-   :param metadataFeature: Name of the feature that contains the metadata for the annotation (Optional)
-   :type metadataFeature: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: CodeSource(client, sourceType=None, sourceCode=None, applicationConnectorId=None, applicationConnectorInfo=None, packageRequirements=None, status=None, error=None, publishingMsg=None, moduleDependencies=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Code source for python-based custom feature groups and models
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param sourceType: The type of the source, one of TEXT, PYTHON, FILE_UPLOAD, or APPLICATION_CONNECTOR
-   :type sourceType: str
-   :param sourceCode: If the type of the source is TEXT, the raw text of the function
-   :type sourceCode: str
-   :param applicationConnectorId: The Application Connector to fetch the code from
-   :type applicationConnectorId: str
-   :param applicationConnectorInfo: Args passed to the application connector to fetch the code
-   :type applicationConnectorInfo: str
-   :param packageRequirements: The pip package dependencies required to run the code
-   :type packageRequirements: list
-   :param status: The status of the code and validations
-   :type status: str
-   :param error: If the status is failed, an error message describing what went wrong
-   :type error: str
-   :param publishingMsg: Warnings in the source code
-   :type publishingMsg: dict
-   :param moduleDependencies: The list of internal modules dependencies required to run the code
-   :type moduleDependencies: list
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: import_as_cell()
-
-      Adds the source code as an unexecuted cell in the notebook.
-
-
-
-.. py:class:: ConcatenationConfig(client, concatenatedTable=None, mergeType=None, replaceUntilTimestamp=None, skipMaterialize=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Feature Group Concatenation Config
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param concatenatedTable: The feature group to concatenate with the destination feature group.
-   :type concatenatedTable: str
-   :param mergeType: The type of merge to perform, either `UNION` or `INTERSECTION`.
-   :type mergeType: str
-   :param replaceUntilTimestamp: The Unix timestamp to specify the point up to which data from the source feature group will be replaced.
-   :type replaceUntilTimestamp: int
-   :param skipMaterialize: If `True`, the concatenated feature group will not be materialized.
-   :type skipMaterialize: bool
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: Feature(client, name=None, selectClause=None, featureMapping=None, sourceTable=None, originalName=None, usingClause=None, orderClause=None, whereClause=None, featureType=None, dataType=None, detectedFeatureType=None, detectedDataType=None, columns={}, pointInTimeInfo={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A feature in a feature group
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param name: The unique name of the column
-   :type name: str
-   :param selectClause: The sql logic for creating this feature's data
-   :type selectClause: str
-   :param featureMapping: The Feature Mapping of the feature
-   :type featureMapping: str
-   :param sourceTable: The source table of the column
-   :type sourceTable: str
-   :param originalName: The original name of the column
-   :type originalName: str
-   :param usingClause: Nested Column Using Clause
-   :type usingClause: str
-   :param orderClause: Nested Column Ordering Clause
-   :type orderClause: str
-   :param whereClause: Nested Column Where Clause
-   :type whereClause: str
-   :param featureType: Feature Type of the Feature
-   :type featureType: str
-   :param dataType: Data Type of the Feature
-   :type dataType: str
-   :param detectedFeatureType: The detected feature type of the column
-   :type detectedFeatureType: str
-   :param detectedDataType: The detected data type of the column
-   :type detectedDataType: str
-   :param columns: Nested Features
-   :type columns: NestedFeature
-   :param pointInTimeInfo: Point in time column information
-   :type pointInTimeInfo: PointInTimeFeature
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: FeatureGroup(client, featureGroupId=None, modificationLock=None, name=None, featureGroupSourceType=None, tableName=None, sql=None, datasetId=None, functionSourceCode=None, functionName=None, sourceTables=None, createdAt=None, description=None, sqlError=None, latestVersionOutdated=None, referencedFeatureGroups=None, tags=None, primaryKey=None, updateTimestampKey=None, lookupKeys=None, streamingEnabled=None, incremental=None, mergeConfig=None, operatorConfig=None, samplingConfig=None, cpuSize=None, memory=None, streamingReady=None, featureTags=None, moduleName=None, templateBindings=None, featureExpression=None, useOriginalCsvNames=None, pythonFunctionBindings=None, pythonFunctionName=None, useGpu=None, features={}, duplicateFeatures={}, pointInTimeGroups={}, annotationConfig={}, concatenationConfig={}, indexingConfig={}, codeSource={}, featureGroupTemplate={}, explanation={}, refreshSchedules={}, latestFeatureGroupVersion={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A feature group.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param featureGroupId: Unique identifier for this feature group.
-   :type featureGroupId: str
-   :param modificationLock: If feature group is locked against a change or not.
-   :type modificationLock: bool
-   :param name:
-   :type name: str
-   :param featureGroupSourceType: The source type of the feature group
-   :type featureGroupSourceType: str
-   :param tableName: Unique table name of this feature group.
-   :type tableName: str
-   :param sql: SQL definition creating this feature group.
-   :type sql: str
-   :param datasetId: Dataset ID the feature group is sourced from.
-   :type datasetId: str
-   :param functionSourceCode: Source definition creating this feature group.
-   :type functionSourceCode: str
-   :param functionName: Function name to execute from the source code.
-   :type functionName: str
-   :param sourceTables: Source tables for this feature group.
-   :type sourceTables: list[str]
-   :param createdAt: Timestamp at which the feature group was created.
-   :type createdAt: str
-   :param description: Description of the feature group.
-   :type description: str
-   :param sqlError: Error message with this feature group.
-   :type sqlError: str
-   :param latestVersionOutdated: Is latest materialized feature group version outdated.
-   :type latestVersionOutdated: bool
-   :param referencedFeatureGroups: Feature groups this feature group is used in.
-   :type referencedFeatureGroups: list[str]
-   :param tags: Tags added to this feature group.
-   :type tags: list[str]
-   :param primaryKey: Primary index feature.
-   :type primaryKey: str
-   :param updateTimestampKey: Primary timestamp feature.
-   :type updateTimestampKey: str
-   :param lookupKeys: Additional indexed features for this feature group.
-   :type lookupKeys: list[str]
-   :param streamingEnabled: If true, the feature group can have data streamed to it.
-   :type streamingEnabled: bool
-   :param incremental: If feature group corresponds to an incremental dataset.
-   :type incremental: bool
-   :param mergeConfig: Merge configuration settings for the feature group.
-   :type mergeConfig: dict
-   :param operatorConfig: Operator configuration settings for the feature group.
-   :type operatorConfig: dict
-   :param samplingConfig: Sampling configuration for the feature group.
-   :type samplingConfig: dict
-   :param cpuSize: CPU size specified for the Python feature group.
-   :type cpuSize: str
-   :param memory: Memory in GB specified for the Python feature group.
-   :type memory: int
-   :param streamingReady: If true, the feature group is ready to receive streaming data.
-   :type streamingReady: bool
-   :param featureTags: Tags for features in this feature group
-   :type featureTags: dict
-   :param moduleName: Path to the file with the feature group function.
-   :type moduleName: str
-   :param templateBindings: Config specifying variable names and values to use when resolving a feature group template.
-   :type templateBindings: dict
-   :param featureExpression: If the dataset feature group has custom features, the SQL select expression creating those features.
-   :type featureExpression: str
-   :param useOriginalCsvNames: If true, the feature group will use the original column names in the source dataset.
-   :type useOriginalCsvNames: bool
-   :param pythonFunctionBindings: Config specifying variable names, types, and values to use when resolving a Python feature group.
-   :type pythonFunctionBindings: dict
-   :param pythonFunctionName: Name of the Python function the feature group was built from.
-   :type pythonFunctionName: str
-   :param useGpu: Whether this feature group is using gpu
-   :type useGpu: bool
-   :param features: List of resolved features.
-   :type features: Feature
-   :param duplicateFeatures: List of duplicate features.
-   :type duplicateFeatures: Feature
-   :param pointInTimeGroups: List of Point In Time Groups.
-   :type pointInTimeGroups: PointInTimeGroup
-   :param annotationConfig: Annotation config for this feature
-   :type annotationConfig: AnnotationConfig
-   :param latestFeatureGroupVersion: Latest feature group version.
-   :type latestFeatureGroupVersion: FeatureGroupVersion
-   :param concatenationConfig: Feature group ID whose data will be concatenated into this feature group.
-   :type concatenationConfig: ConcatenationConfig
-   :param indexingConfig: Indexing config for the feature group for feature store
-   :type indexingConfig: IndexingConfig
-   :param codeSource: If a Python feature group, information on the source code.
-   :type codeSource: CodeSource
-   :param featureGroupTemplate: FeatureGroupTemplate to use when this feature group is attached to a template.
-   :type featureGroupTemplate: FeatureGroupTemplate
-   :param explanation: Natural language explanation of the feature group
-   :type explanation: NaturalLanguageExplanation
-   :param refreshSchedules: List of schedules that determines when the next version of the feature group will be created.
-   :type refreshSchedules: RefreshSchedule
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: add_to_project(project_id, feature_group_type = 'CUSTOM_TABLE')
-
-      Adds a feature group to a project.
-
-      :param project_id: The unique ID associated with the project.
-      :type project_id: str
-      :param feature_group_type: The feature group type of the feature group, based on the use case under which the feature group is being created.
-      :type feature_group_type: str
-
-
-
-   .. py:method:: set_project_config(project_id, project_config = None)
-
-      Sets a feature group's project config
-
-      :param project_id: Unique string identifier for the project.
-      :type project_id: str
-      :param project_config: Feature group's project configuration.
-      :type project_config: ProjectFeatureGroupConfig
-
-
-
-   .. py:method:: get_project_config(project_id)
-
-      Gets a feature group's project config
-
-      :param project_id: Unique string identifier for the project.
-      :type project_id: str
-
-      :returns: The feature group's project configuration.
-      :rtype: ProjectConfig
-
-
-
-   .. py:method:: remove_from_project(project_id)
-
-      Removes a feature group from a project.
-
-      :param project_id: The unique ID associated with the project.
-      :type project_id: str
-
-
-
-   .. py:method:: set_type(project_id, feature_group_type = 'CUSTOM_TABLE')
-
-      Update the feature group type in a project. The feature group must already be added to the project.
-
-      :param project_id: Unique identifier associated with the project.
-      :type project_id: str
-      :param feature_group_type: The feature group type to set the feature group as.
-      :type feature_group_type: str
-
-
-
-   .. py:method:: describe_annotation(feature_name = None, doc_id = None, feature_group_row_identifier = None)
-
-      Get the latest annotation entry for a given feature group, feature, and document.
-
-      :param feature_name: The name of the feature the annotation is on.
-      :type feature_name: str
-      :param doc_id: The ID of the primary document the annotation is on. At least one of the doc_id or feature_group_row_identifier must be provided in order to identify the correct annotation.
-      :type doc_id: str
-      :param feature_group_row_identifier: The key value of the feature group row the annotation is on (cast to string). Usually the feature group's primary / identifier key value. At least one of the doc_id or feature_group_row_identifier must be provided in order to identify the correct annotation.
-      :type feature_group_row_identifier: str
-
-      :returns: The latest annotation entry for the given feature group, feature, document, and/or annotation key value.
-      :rtype: AnnotationEntry
-
-
-
-   .. py:method:: verify_and_describe_annotation(feature_name = None, doc_id = None, feature_group_row_identifier = None)
-
-      Get the latest annotation entry for a given feature group, feature, and document along with verification information.
-
-      :param feature_name: The name of the feature the annotation is on.
-      :type feature_name: str
-      :param doc_id: The ID of the primary document the annotation is on. At least one of the doc_id or feature_group_row_identifier must be provided in order to identify the correct annotation.
-      :type doc_id: str
-      :param feature_group_row_identifier: The key value of the feature group row the annotation is on (cast to string). Usually the feature group's primary / identifier key value. At least one of the doc_id or feature_group_row_identifier must be provided in order to identify the correct annotation.
-      :type feature_group_row_identifier: str
-
-      :returns: The latest annotation entry for the given feature group, feature, document, and/or annotation key value. Includes the verification information.
-      :rtype: AnnotationEntry
-
-
-
-   .. py:method:: update_annotation_status(feature_name, status, doc_id = None, feature_group_row_identifier = None, save_metadata = False)
-
-      Update the status of an annotation entry.
-
-      :param feature_name: The name of the feature the annotation is on.
-      :type feature_name: str
-      :param status: The new status of the annotation. Must be one of the following: 'TODO', 'IN_PROGRESS', 'DONE'.
-      :type status: str
-      :param doc_id: The ID of the primary document the annotation is on. At least one of the doc_id or feature_group_row_identifier must be provided in order to identify the correct annotation.
-      :type doc_id: str
-      :param feature_group_row_identifier: The key value of the feature group row the annotation is on (cast to string). Usually the feature group's primary / identifier key value. At least one of the doc_id or feature_group_row_identifier must be provided in order to identify the correct annotation.
-      :type feature_group_row_identifier: str
-      :param save_metadata: If True, save the metadata for the annotation entry.
-      :type save_metadata: bool
-
-      :returns: The updated annotation entry.
-      :rtype: AnnotationEntry
-
-
-
-   .. py:method:: get_document_to_annotate(project_id, feature_name, feature_group_row_identifier = None, get_previous = False)
-
-      Get an available document that needs to be annotated for a annotation feature group.
-
-      :param project_id: The ID of the project that the annotation is associated with.
-      :type project_id: str
-      :param feature_name: The name of the feature the annotation is on.
-      :type feature_name: str
-      :param feature_group_row_identifier: The key value of the feature group row the annotation is on (cast to string). Usually the primary key value. If provided, fetch the immediate next (or previous) available document.
-      :type feature_group_row_identifier: str
-      :param get_previous: If True, get the previous document instead of the next document. Applicable if feature_group_row_identifier is provided.
-      :type get_previous: bool
-
-      :returns: The document to annotate.
-      :rtype: AnnotationDocument
-
-
-
-   .. py:method:: get_annotations_status(feature_name = None, check_for_materialization = False)
-
-      Get the status of the annotations for a given feature group and feature.
-
-      :param feature_name: The name of the feature the annotation is on.
-      :type feature_name: str
-      :param check_for_materialization: If True, check if the feature group needs to be materialized before using for annotations.
-      :type check_for_materialization: bool
-
-      :returns: The status of the annotations for the given feature group and feature.
-      :rtype: AnnotationsStatus
-
-
-
-   .. py:method:: import_annotation_labels(file, annotation_type)
-
-      Imports annotation labels from csv file. All valid values in the file will be imported as labels (including header row if present).
-
-      :param file: The file to import. Must be a csv file.
-      :type file: io.TextIOBase
-      :param annotation_type: The type of the annotation.
-      :type annotation_type: str
-
-      :returns: The annotation config for the feature group.
-      :rtype: AnnotationConfig
-
-
-
-   .. py:method:: create_sampling(table_name, sampling_config, description = None)
-
-      Creates a new Feature Group defined as a sample of rows from another Feature Group.
-
-      For efficiency, sampling is approximate unless otherwise specified. (e.g. the number of rows may vary slightly from what was requested).
-
-
-      :param table_name: The unique name to be given to this sampling Feature Group. Can be up to 120 characters long and can only contain alphanumeric characters and underscores.
-      :type table_name: str
-      :param sampling_config: Dictionary defining the sampling method and its parameters.
-      :type sampling_config: SamplingConfig
-      :param description: A human-readable description of this Feature Group.
-      :type description: str
-
-      :returns: The created Feature Group.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: set_sampling_config(sampling_config)
-
-      Set a FeatureGroup’s sampling to the config values provided, so that the rows the FeatureGroup returns will be a sample of those it would otherwise have returned.
-
-      :param sampling_config: A JSON string object specifying the sampling method and parameters specific to that sampling method. An empty sampling_config indicates no sampling.
-      :type sampling_config: SamplingConfig
-
-      :returns: The updated FeatureGroup.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: set_merge_config(merge_config)
-
-      Set a MergeFeatureGroup’s merge config to the values provided, so that the feature group only returns a bounded range of an incremental dataset.
-
-      :param merge_config: JSON object string specifying the merge rule. An empty merge_config will default to only including the latest dataset version.
-      :type merge_config: MergeConfig
-
-      :returns: The updated FeatureGroup.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: set_operator_config(operator_config)
-
-      Set a OperatorFeatureGroup’s operator config to the values provided.
-
-      :param operator_config: A dictionary object specifying the pre-defined operations.
-      :type operator_config: dict
-
-
-
-   .. py:method:: set_schema(schema)
-
-      Creates a new schema and points the feature group to the new feature group schema ID.
-
-      :param schema: JSON string containing an array of objects with 'name' and 'dataType' properties.
-      :type schema: list
-
-
-
-   .. py:method:: get_schema(project_id = None)
-
-      Returns a schema for a given FeatureGroup in a project.
-
-      :param project_id: The unique ID associated with the project.
-      :type project_id: str
-
-      :returns: A list of objects for each column in the specified feature group.
-      :rtype: list[Feature]
-
-
-
-   .. py:method:: create_feature(name, select_expression)
-
-      Creates a new feature in a Feature Group from a SQL select statement.
-
-      :param name: The name of the feature to add.
-      :type name: str
-      :param select_expression: SQL SELECT expression to create the feature.
-      :type select_expression: str
-
-      :returns: A Feature Group object with the newly added feature.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: add_tag(tag)
-
-      Adds a tag to the feature group
-
-      :param tag: The tag to add to the feature group.
-      :type tag: str
-
-
-
-   .. py:method:: remove_tag(tag)
-
-      Removes a tag from the specified feature group.
-
-      :param tag: The tag to remove from the feature group.
-      :type tag: str
-
-
-
-   .. py:method:: add_annotatable_feature(name, annotation_type)
-
-      Add an annotatable feature in a Feature Group
-
-      :param name: The name of the feature to add.
-      :type name: str
-      :param annotation_type: The type of annotation to set.
-      :type annotation_type: str
-
-      :returns: The feature group after the feature has been set
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: set_feature_as_annotatable_feature(feature_name, annotation_type, feature_group_row_identifier_feature = None, doc_id_feature = None)
-
-      Sets an existing feature as an annotatable feature (Feature that can be annotated).
-
-      :param feature_name: The name of the feature to set as annotatable.
-      :type feature_name: str
-      :param annotation_type: The type of annotation label to add.
-      :type annotation_type: str
-      :param feature_group_row_identifier_feature: The key value of the feature group row the annotation is on (cast to string) and uniquely identifies the feature group row. At least one of the doc_id or key value must be provided so that the correct annotation can be identified.
-      :type feature_group_row_identifier_feature: str
-      :param doc_id_feature: The name of the document ID feature.
-      :type doc_id_feature: str
-
-      :returns: A feature group object with the newly added annotatable feature.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: set_annotation_status_feature(feature_name)
-
-      Sets a feature as the annotation status feature for a feature group.
-
-      :param feature_name: The name of the feature to set as the annotation status feature.
-      :type feature_name: str
-
-      :returns: The updated feature group.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: unset_feature_as_annotatable_feature(feature_name)
-
-      Unsets a feature as annotatable
-
-      :param feature_name: The name of the feature to unset.
-      :type feature_name: str
-
-      :returns: The feature group after unsetting the feature
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: add_annotation_label(label_name, annotation_type, label_definition = None)
-
-      Adds an annotation label
-
-      :param label_name: The name of the label.
-      :type label_name: str
-      :param annotation_type: The type of the annotation to set.
-      :type annotation_type: str
-      :param label_definition: the definition of the label.
-      :type label_definition: str
-
-      :returns: The feature group after adding the annotation label
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: remove_annotation_label(label_name)
-
-      Removes an annotation label
-
-      :param label_name: The name of the label to remove.
-      :type label_name: str
-
-      :returns: The feature group after adding the annotation label
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: add_feature_tag(feature, tag)
-
-      Adds a tag on a feature
-
-      :param feature: The feature to set the tag on.
-      :type feature: str
-      :param tag: The tag to set on the feature.
-      :type tag: str
-
-
-
-   .. py:method:: remove_feature_tag(feature, tag)
-
-      Removes a tag from a feature
-
-      :param feature: The feature to remove the tag from.
-      :type feature: str
-      :param tag: The tag to remove.
-      :type tag: str
-
-
-
-   .. py:method:: create_nested_feature(nested_feature_name, table_name, using_clause, where_clause = None, order_clause = None)
-
-      Creates a new nested feature in a feature group from a SQL statement.
-
-      :param nested_feature_name: The name of the feature.
-      :type nested_feature_name: str
-      :param table_name: The table name of the feature group to nest. Can be up to 120 characters long and can only contain alphanumeric characters and underscores.
-      :type table_name: str
-      :param using_clause: The SQL join column or logic to join the nested table with the parent.
-      :type using_clause: str
-      :param where_clause: A SQL WHERE statement to filter the nested rows.
-      :type where_clause: str
-      :param order_clause: A SQL clause to order the nested rows.
-      :type order_clause: str
-
-      :returns: A feature group object with the newly added nested feature.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: update_nested_feature(nested_feature_name, table_name = None, using_clause = None, where_clause = None, order_clause = None, new_nested_feature_name = None)
-
-      Updates a previously existing nested feature in a feature group.
-
-      :param nested_feature_name: The name of the feature to be updated.
-      :type nested_feature_name: str
-      :param table_name: The name of the table. Can be up to 120 characters long and can only contain alphanumeric characters and underscores.
-      :type table_name: str
-      :param using_clause: The SQL join column or logic to join the nested table with the parent.
-      :type using_clause: str
-      :param where_clause: An SQL WHERE statement to filter the nested rows.
-      :type where_clause: str
-      :param order_clause: An SQL clause to order the nested rows.
-      :type order_clause: str
-      :param new_nested_feature_name: New name for the nested feature.
-      :type new_nested_feature_name: str
-
-      :returns: A feature group object with the updated nested feature.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: delete_nested_feature(nested_feature_name)
-
-      Delete a nested feature.
-
-      :param nested_feature_name: The name of the feature to be deleted.
-      :type nested_feature_name: str
-
-      :returns: A feature group object without the specified nested feature.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: create_point_in_time_feature(feature_name, history_table_name, aggregation_keys, timestamp_key, historical_timestamp_key, expression, lookback_window_seconds = None, lookback_window_lag_seconds = 0, lookback_count = None, lookback_until_position = 0)
-
-      Creates a new point in time feature in a feature group using another historical feature group, window spec, and aggregate expression.
-
-      We use the aggregation keys and either the lookbackWindowSeconds or the lookbackCount values to perform the window aggregation for every row in the current feature group.
-
-      If the window is specified in seconds, then all rows in the history table which match the aggregation keys and with historicalTimeFeature greater than or equal to lookbackStartCount and less than the value of the current rows timeFeature are considered. An optional lookbackWindowLagSeconds (+ve or -ve) can be used to offset the current value of the timeFeature. If this value is negative, we will look at the future rows in the history table, so care must be taken to ensure that these rows are available in the online context when we are performing a lookup on this feature group. If the window is specified in counts, then we order the historical table rows aligning by time and consider rows from the window where the rank order is greater than or equal to lookbackCount and includes the row just prior to the current one. The lag is specified in terms of positions using lookbackUntilPosition.
-
-
-      :param feature_name: The name of the feature to create.
-      :type feature_name: str
-      :param history_table_name: The table name of the history table.
-      :type history_table_name: str
-      :param aggregation_keys: List of keys to use for joining the historical table and performing the window aggregation.
-      :type aggregation_keys: list
-      :param timestamp_key: Name of feature which contains the timestamp value for the point in time feature.
-      :type timestamp_key: str
-      :param historical_timestamp_key: Name of feature which contains the historical timestamp.
-      :type historical_timestamp_key: str
-      :param expression: SQL aggregate expression which can convert a sequence of rows into a scalar value.
-      :type expression: str
-      :param lookback_window_seconds: If window is specified in terms of time, number of seconds in the past from the current time for start of the window.
-      :type lookback_window_seconds: float
-      :param lookback_window_lag_seconds: Optional lag to offset the closest point for the window. If it is positive, we delay the start of window. If it is negative, we are looking at the "future" rows in the history table.
-      :type lookback_window_lag_seconds: float
-      :param lookback_count: If window is specified in terms of count, the start position of the window (0 is the current row).
-      :type lookback_count: int
-      :param lookback_until_position: Optional lag to offset the closest point for the window. If it is positive, we delay the start of window by that many rows. If it is negative, we are looking at those many "future" rows in the history table.
-      :type lookback_until_position: int
-
-      :returns: A feature group object with the newly added nested feature.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: update_point_in_time_feature(feature_name, history_table_name = None, aggregation_keys = None, timestamp_key = None, historical_timestamp_key = None, expression = None, lookback_window_seconds = None, lookback_window_lag_seconds = None, lookback_count = None, lookback_until_position = None, new_feature_name = None)
-
-      Updates an existing Point-in-Time (PiT) feature in a feature group. See `createPointInTimeFeature` for detailed semantics.
-
-      :param feature_name: The name of the feature.
-      :type feature_name: str
-      :param history_table_name: The table name of the history table. If not specified, we use the current table to do a self join.
-      :type history_table_name: str
-      :param aggregation_keys: List of keys to use for joining the historical table and performing the window aggregation.
-      :type aggregation_keys: list
-      :param timestamp_key: Name of the feature which contains the timestamp value for the PiT feature.
-      :type timestamp_key: str
-      :param historical_timestamp_key: Name of the feature which contains the historical timestamp.
-      :type historical_timestamp_key: str
-      :param expression: SQL Aggregate expression which can convert a sequence of rows into a scalar value.
-      :type expression: str
-      :param lookback_window_seconds: If the window is specified in terms of time, the number of seconds in the past from the current time for the start of the window.
-      :type lookback_window_seconds: float
-      :param lookback_window_lag_seconds: Optional lag to offset the closest point for the window. If it is positive, we delay the start of the window. If it is negative, we are looking at the "future" rows in the history table.
-      :type lookback_window_lag_seconds: float
-      :param lookback_count: If the window is specified in terms of count, the start position of the window (0 is the current row).
-      :type lookback_count: int
-      :param lookback_until_position: Optional lag to offset the closest point for the window. If it is positive, we delay the start of the window by that many rows. If it is negative, we are looking at those many "future" rows in the history table.
-      :type lookback_until_position: int
-      :param new_feature_name: New name for the PiT feature.
-      :type new_feature_name: str
-
-      :returns: A feature group object with the newly added nested feature.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: create_point_in_time_group(group_name, window_key, aggregation_keys, history_table_name = None, history_window_key = None, history_aggregation_keys = None, lookback_window = None, lookback_window_lag = 0, lookback_count = None, lookback_until_position = 0)
-
-      Create a Point-in-Time Group
-
-      :param group_name: The name of the point in time group.
-      :type group_name: str
-      :param window_key: Name of feature to use for ordering the rows on the source table.
-      :type window_key: str
-      :param aggregation_keys: List of keys to perform on the source table for the window aggregation.
-      :type aggregation_keys: list
-      :param history_table_name: The table to use for aggregating, if not provided, the source table will be used.
-      :type history_table_name: str
-      :param history_window_key: Name of feature to use for ordering the rows on the history table. If not provided, the windowKey from the source table will be used.
-      :type history_window_key: str
-      :param history_aggregation_keys: List of keys to use for join the historical table and performing the window aggregation. If not provided, the aggregationKeys from the source table will be used. Must be the same length and order as the source table's aggregationKeys.
-      :type history_aggregation_keys: list
-      :param lookback_window: Number of seconds in the past from the current time for the start of the window. If 0, the lookback will include all rows.
-      :type lookback_window: float
-      :param lookback_window_lag: Optional lag to offset the closest point for the window. If it is positive, the start of the window is delayed. If it is negative, "future" rows in the history table are used.
-      :type lookback_window_lag: float
-      :param lookback_count: If window is specified in terms of count, the start position of the window (0 is the current row).
-      :type lookback_count: int
-      :param lookback_until_position: Optional lag to offset the closest point for the window. If it is positive, the start of the window is delayed by that many rows. If it is negative, those many "future" rows in the history table are used.
-      :type lookback_until_position: int
-
-      :returns: The feature group after the point in time group has been created.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: generate_point_in_time_features(group_name, columns, window_functions, prefix = None)
-
-      Generates and adds PIT features given the selected columns to aggregate over, and the operations to include.
-
-      :param group_name: Name of the point-in-time group.
-      :type group_name: str
-      :param columns: List of columns to generate point-in-time features for.
-      :type columns: list
-      :param window_functions: List of window functions to operate on.
-      :type window_functions: list
-      :param prefix: Prefix for generated features, defaults to group name
-      :type prefix: str
-
-      :returns: Feature group object with newly added point-in-time features.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: update_point_in_time_group(group_name, window_key = None, aggregation_keys = None, history_table_name = None, history_window_key = None, history_aggregation_keys = None, lookback_window = None, lookback_window_lag = None, lookback_count = None, lookback_until_position = None)
-
-      Update Point-in-Time Group
-
-      :param group_name: The name of the point-in-time group.
-      :type group_name: str
-      :param window_key: Name of feature which contains the timestamp value for the point-in-time feature.
-      :type window_key: str
-      :param aggregation_keys: List of keys to use for joining the historical table and performing the window aggregation.
-      :type aggregation_keys: list
-      :param history_table_name: The table to use for aggregating, if not provided, the source table will be used.
-      :type history_table_name: str
-      :param history_window_key: Name of feature to use for ordering the rows on the history table. If not provided, the windowKey from the source table will be used.
-      :type history_window_key: str
-      :param history_aggregation_keys: List of keys to use for joining the historical table and performing the window aggregation. If not provided, the aggregationKeys from the source table will be used. Must be the same length and order as the source table's aggregationKeys.
-      :type history_aggregation_keys: list
-      :param lookback_window: Number of seconds in the past from the current time for the start of the window.
-      :type lookback_window: float
-      :param lookback_window_lag: Optional lag to offset the closest point for the window. If it is positive, the start of the window is delayed. If it is negative, future rows in the history table are looked at.
-      :type lookback_window_lag: float
-      :param lookback_count: If window is specified in terms of count, the start position of the window (0 is the current row).
-      :type lookback_count: int
-      :param lookback_until_position: Optional lag to offset the closest point for the window. If it is positive, the start of the window is delayed by that many rows. If it is negative, those many future rows in the history table are looked at.
-      :type lookback_until_position: int
-
-      :returns: The feature group after the update has been applied.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: delete_point_in_time_group(group_name)
-
-      Delete point in time group
-
-      :param group_name: The name of the point in time group.
-      :type group_name: str
-
-      :returns: The feature group after the point in time group has been deleted.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: create_point_in_time_group_feature(group_name, name, expression)
-
-      Create point in time group feature
-
-      :param group_name: The name of the point-in-time group.
-      :type group_name: str
-      :param name: The name of the feature to add to the point-in-time group.
-      :type name: str
-      :param expression: A SQL aggregate expression which can convert a sequence of rows into a scalar value.
-      :type expression: str
-
-      :returns: The feature group after the update has been applied.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: update_point_in_time_group_feature(group_name, name, expression)
-
-      Update a feature's SQL expression in a point in time group
-
-      :param group_name: The name of the point-in-time group.
-      :type group_name: str
-      :param name: The name of the feature to add to the point-in-time group.
-      :type name: str
-      :param expression: SQL aggregate expression which can convert a sequence of rows into a scalar value.
-      :type expression: str
-
-      :returns: The feature group after the update has been applied.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: set_feature_type(feature, feature_type, project_id = None)
-
-      Set the type of a feature in a feature group. Specify the feature group ID, feature name, and feature type, and the method will return the new column with the changes reflected.
-
-      :param feature: The name of the feature.
-      :type feature: str
-      :param feature_type: The machine learning type of the data in the feature.
-      :type feature_type: str
-      :param project_id: Optional unique ID associated with the project.
-      :type project_id: str
-
-      :returns: The feature group after the data_type is applied.
-      :rtype: Schema
-
-
-
-   .. py:method:: invalidate_streaming_data(invalid_before_timestamp)
-
-      Invalidates all streaming data with timestamp before invalidBeforeTimestamp
-
-      :param invalid_before_timestamp: Unix timestamp; any data with a timestamp before this time will be invalidated
-      :type invalid_before_timestamp: int
-
-
-
-   .. py:method:: concatenate_data(source_feature_group_id, merge_type = 'UNION', replace_until_timestamp = None, skip_materialize = False)
-
-      Concatenates data from one Feature Group to another. Feature Groups can be merged if their schemas are compatible, they have the special `updateTimestampKey` column, and (if set) the `primaryKey` column. The second operand in the concatenate operation will be appended to the first operand (merge target).
-
-      :param source_feature_group_id: The Feature Group to concatenate with the destination Feature Group.
-      :type source_feature_group_id: str
-      :param merge_type: `UNION` or `INTERSECTION`.
-      :type merge_type: str
-      :param replace_until_timestamp: The UNIX timestamp to specify the point until which we will replace data from the source Feature Group.
-      :type replace_until_timestamp: int
-      :param skip_materialize: If `True`, will not materialize the concatenated Feature Group.
-      :type skip_materialize: bool
-
-
-
-   .. py:method:: remove_concatenation_config()
-
-      Removes the concatenation config on a destination feature group.
-
-      :param feature_group_id: Unique identifier of the destination feature group to remove the concatenation configuration from.
-      :type feature_group_id: str
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: describe()
-
-      Describe a Feature Group.
-
-      :param feature_group_id: A unique string identifier associated with the feature group.
-      :type feature_group_id: str
-
-      :returns: The feature group object.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: set_indexing_config(primary_key = None, update_timestamp_key = None, lookup_keys = None)
-
-      Sets various attributes of the feature group used for primary key, deployment lookups and streaming updates.
-
-      :param primary_key: Name of the feature which defines the primary key of the feature group.
-      :type primary_key: str
-      :param update_timestamp_key: Name of the feature which defines the update timestamp of the feature group. Used in concatenation and primary key deduplication.
-      :type update_timestamp_key: str
-      :param lookup_keys: List of feature names which can be used in the lookup API to restrict the computation to a set of dataset rows. These feature names have to correspond to underlying dataset columns.
-      :type lookup_keys: list
-
-
-
-   .. py:method:: update(description = None)
-
-      Modify an existing Feature Group.
-
-      :param description: Description of the Feature Group.
-      :type description: str
-
-      :returns: Updated Feature Group object.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: detach_from_template()
-
-      Update a feature group to detach it from a template.
-
-      :param feature_group_id: Unique string identifier associated with the feature group.
-      :type feature_group_id: str
-
-      :returns: The updated feature group.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: update_template_bindings(template_bindings = None)
-
-      Update the feature group template bindings for a template feature group.
-
-      :param template_bindings: Values in these bindings override values set in the template.
-      :type template_bindings: list
-
-      :returns: Updated feature group.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: update_python_function_bindings(python_function_bindings)
-
-      Updates an existing Feature Group's Python function bindings from a user-provided Python Function. If a list of feature groups are supplied within the Python function bindings, we will provide DataFrames (Pandas in the case of Python) with the materialized feature groups for those input feature groups as arguments to the function.
-
-      :param python_function_bindings: List of python function arguments.
-      :type python_function_bindings: List
-
-
-
-   .. py:method:: update_python_function(python_function_name, python_function_bindings = None, cpu_size = None, memory = None, use_gpu = None, use_original_csv_names = None)
-
-      Updates an existing Feature Group's python function from a user provided Python Function. If a list of feature groups are supplied within the python function
-
-      bindings, we will provide as arguments to the function DataFrame's (pandas in the case of Python) with the materialized
-      feature groups for those input feature groups.
-
-
-      :param python_function_name: The name of the python function to be associated with the feature group.
-      :type python_function_name: str
-      :param python_function_bindings: List of python function arguments.
-      :type python_function_bindings: List
-      :param cpu_size: Size of the CPU for the feature group python function.
-      :type cpu_size: str
-      :param memory: Memory (in GB) for the feature group python function.
-      :type memory: int
-      :param use_gpu: Whether the feature group needs a gpu or not. Otherwise default to CPU.
-      :type use_gpu: bool
-      :param use_original_csv_names: If enabled, it uses the original column names for input feature groups from CSV datasets.
-      :type use_original_csv_names: bool
-
-
-
-   .. py:method:: update_sql_definition(sql)
-
-      Updates the SQL statement for a feature group.
-
-      :param sql: The input SQL statement for the feature group.
-      :type sql: str
-
-      :returns: The updated feature group.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: update_dataset_feature_expression(feature_expression)
-
-      Updates the SQL feature expression for a Dataset FeatureGroup's custom features
-
-      :param feature_expression: The input SQL statement for the feature group.
-      :type feature_expression: str
-
-      :returns: The updated feature group.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: update_feature(name, select_expression = None, new_name = None)
-
-      Modifies an existing feature in a feature group.
-
-      :param name: Name of the feature to be updated.
-      :type name: str
-      :param select_expression: SQL statement for modifying the feature.
-      :type select_expression: str
-      :param new_name: New name of the feature.
-      :type new_name: str
-
-      :returns: Updated feature group object.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: list_exports()
-
-      Lists all of the feature group exports for the feature group
-
-      :param feature_group_id: Unique identifier of the feature group
-      :type feature_group_id: str
-
-      :returns: List of feature group exports
-      :rtype: list[FeatureGroupExport]
-
-
-
-   .. py:method:: set_modifier_lock(locked = True)
-
-      Lock a feature group to prevent modification.
-
-      :param locked: Whether to disable or enable feature group modification (True or False).
-      :type locked: bool
-
-
-
-   .. py:method:: list_modifiers()
-
-      List the users who can modify a given feature group.
-
-      :param feature_group_id: Unique string identifier of the feature group.
-      :type feature_group_id: str
-
-      :returns: Information about the modification lock status and groups/organizations added to the feature group.
-      :rtype: ModificationLockInfo
-
-
-
-   .. py:method:: add_user_to_modifiers(email)
-
-      Adds a user to a feature group.
-
-      :param email: The email address of the user to be added.
-      :type email: str
-
-
-
-   .. py:method:: add_organization_group_to_modifiers(organization_group_id)
-
-      Add OrganizationGroup to a feature group modifiers list
-
-      :param organization_group_id: Unique string identifier of the organization group.
-      :type organization_group_id: str
-
-
-
-   .. py:method:: remove_user_from_modifiers(email)
-
-      Removes a user from a specified feature group.
-
-      :param email: The email address of the user to be removed.
-      :type email: str
-
-
-
-   .. py:method:: remove_organization_group_from_modifiers(organization_group_id)
-
-      Removes an OrganizationGroup from a feature group modifiers list
-
-      :param organization_group_id: The unique ID associated with the organization group.
-      :type organization_group_id: str
-
-
-
-   .. py:method:: delete_feature(name)
-
-      Removes a feature from the feature group.
-
-      :param name: Name of the feature to be deleted.
-      :type name: str
-
-      :returns: Updated feature group object.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: delete()
-
-      Deletes a Feature Group.
-
-      :param feature_group_id: Unique string identifier for the feature group to be removed.
-      :type feature_group_id: str
-
-
-
-   .. py:method:: create_version(variable_bindings = None)
-
-      Creates a snapshot for a specified feature group. Triggers materialization of the feature group. The new version of the feature group is created after it has materialized.
-
-      :param variable_bindings: Dictionary defining variable bindings that override parent feature group values.
-      :type variable_bindings: dict
-
-      :returns: A feature group version.
-      :rtype: FeatureGroupVersion
-
-
-
-   .. py:method:: list_versions(limit = 100, start_after_version = None)
-
-      Retrieves a list of all feature group versions for the specified feature group.
-
-      :param limit: The maximum length of the returned versions.
-      :type limit: int
-      :param start_after_version: Results will start after this version.
-      :type start_after_version: str
-
-      :returns: A list of feature group versions.
-      :rtype: list[FeatureGroupVersion]
-
-
-
-   .. py:method:: create_template(name, template_sql, template_variables, description = None, template_bindings = None, should_attach_feature_group_to_template = False)
-
-      Create a feature group template.
-
-      :param name: User-friendly name for this feature group template.
-      :type name: str
-      :param template_sql: The template SQL that will be resolved by applying values from the template variables to generate SQL for a feature group.
-      :type template_sql: str
-      :param template_variables: The template variables for resolving the template.
-      :type template_variables: list
-      :param description: Description of this feature group template.
-      :type description: str
-      :param template_bindings: If the feature group will be attached to the newly created template, set these variable bindings on that feature group.
-      :type template_bindings: list
-      :param should_attach_feature_group_to_template: Set to `True` to convert the feature group to a template feature group and attach it to the newly created template.
-      :type should_attach_feature_group_to_template: bool
-
-      :returns: The created feature group template.
-      :rtype: FeatureGroupTemplate
-
-
-
-   .. py:method:: suggest_template_for()
-
-      Suggest values for a feature gruop template, based on a feature group.
-
-      :param feature_group_id: Unique identifier associated with the feature group to use for suggesting values to use in the template.
-      :type feature_group_id: str
-
-      :returns: The suggested feature group template.
-      :rtype: FeatureGroupTemplate
-
-
-
-   .. py:method:: get_recent_streamed_data()
-
-      Returns recently streamed data to a streaming feature group.
-
-      :param feature_group_id: Unique string identifier associated with the feature group.
-      :type feature_group_id: str
-
-
-
-   .. py:method:: append_data(streaming_token, data)
-
-      Appends new data into the feature group for a given lookup key recordId.
-
-      :param streaming_token: The streaming token for authenticating requests.
-      :type streaming_token: str
-      :param data: The data to record as a JSON object.
-      :type data: dict
-
-
-
-   .. py:method:: append_multiple_data(streaming_token, data)
-
-      Appends new data into the feature group for a given lookup key recordId.
-
-      :param streaming_token: Streaming token for authenticating requests.
-      :type streaming_token: str
-      :param data: Data to record, as a list of JSON objects.
-      :type data: list
-
-
-
-   .. py:method:: upsert_data(data, streaming_token = None)
-
-      Update new data into the feature group for a given lookup key record ID if the record ID is found; otherwise, insert new data into the feature group.
-
-      :param data: The data to record, in JSON format.
-      :type data: dict
-      :param streaming_token: Optional streaming token for authenticating requests if upserting to streaming FG.
-      :type streaming_token: str
-
-      :returns: The feature group row that was upserted.
-      :rtype: FeatureGroupRow
-
-
-
-   .. py:method:: delete_data(primary_key)
-
-      Deletes a row from the feature group given the primary key
-
-      :param primary_key: The primary key value for which to delete the feature group row
-      :type primary_key: str
-
-
-
-   .. py:method:: get_data(primary_key = None, num_rows = None)
-
-      Gets the feature group rows for online updatable feature groups.
-
-      If primary key is set, row corresponding to primary_key is returned.
-      If num_rows is set, we return maximum of num_rows latest updated rows.
-
-
-      :param primary_key: The primary key value for which to find the feature group row
-      :type primary_key: str
-      :param num_rows: Maximum number of rows to return from the feature group
-      :type num_rows: int
-
-      :returns: A list of feature group rows.
-      :rtype: list[FeatureGroupRow]
-
-
-
-   .. py:method:: get_natural_language_explanation(feature_group_version = None, model_id = None)
-
-      Returns the saved natural language explanation of an artifact with given ID. The artifact can be - Feature Group or Feature Group Version or Model
-
-      :param feature_group_version: A unique string identifier associated with the Feature Group Version.
-      :type feature_group_version: str
-      :param model_id: A unique string identifier associated with the Model.
-      :type model_id: str
-
-      :returns: The object containing natural language explanation(s) as field(s).
-      :rtype: NaturalLanguageExplanation
-
-
-
-   .. py:method:: generate_natural_language_explanation(feature_group_version = None, model_id = None)
-
-      Generates natural language explanation of an artifact with given ID. The artifact can be - Feature Group or Feature Group Version or Model
-
-      :param feature_group_version: A unique string identifier associated with the Feature Group Version.
-      :type feature_group_version: str
-      :param model_id: A unique string identifier associated with the Model.
-      :type model_id: str
-
-      :returns: The object containing natural language explanation(s) as field(s).
-      :rtype: NaturalLanguageExplanation
-
-
-
-   .. py:method:: wait_for_dataset(timeout = 7200)
-
-          A waiting call until the feature group's dataset, if any, is ready for use.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out. Default value given is 7200 seconds.
-      :type timeout: int
-
-
-
-   .. py:method:: wait_for_upload(timeout = 7200)
-
-          Waits for a feature group created from a dataframe to be ready for materialization and version creation.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out. Default value given is 7200 seconds.
-      :type timeout: int
-
-
-
-   .. py:method:: wait_for_materialization(timeout = 7200)
-
-      A waiting call until feature group is materialized.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out. Default value given is 7200 seconds.
-      :type timeout: int
-
-
-
-   .. py:method:: wait_for_streaming_ready(timeout = 600)
-
-      Waits for the feature group indexing config to be applied for streaming
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out. Default value given is 600 seconds.
-      :type timeout: int
-
-
-
-   .. py:method:: get_status(streaming_status = False)
-
-      Gets the status of the feature group.
-
-      :returns: A string describing the status of a feature group (pending, complete, etc.).
-      :rtype: str
-
-
-
-   .. py:method:: load_as_pandas()
-
-      Loads the feature groups into a python pandas dataframe.
-
-      :returns: A pandas dataframe with annotations and text_snippet columns.
-      :rtype: DataFrame
-
-
-
-   .. py:method:: load_as_pandas_documents(doc_id_column, document_column)
-
-      Loads a feature group with documents data into a pandas dataframe.
-
-      :param doc_id_feature: The name of the feature / column containing the document ID.
-      :type doc_id_feature: str
-      :param document_feature: The name of the feature / column which either contains the document data itself or page infos with path to remotely stored documents. This column will be replaced with the extracted document data.
-      :type document_feature: str
-
-      :returns: A pandas dataframe containing the extracted document data.
-      :rtype: DataFrame
-
-
-
-   .. py:method:: describe_dataset()
-
-      Displays the dataset attached to a feature group.
-
-      :returns: A dataset object with all the relevant information about the dataset.
-      :rtype: Dataset
-
-
-
-   .. py:method:: materialize()
-
-      Materializes the feature group's latest change at the api call time. It'll skip materialization if no change since the current latest version.
-
-      :returns: A feature group object with the lastest changes materialized.
-      :rtype: FeatureGroup
-
-
-
-.. py:class:: FeatureGroupTemplate(client, featureGroupTemplateId=None, description=None, featureGroupId=None, isSystemTemplate=None, name=None, templateSql=None, templateVariables=None, createdAt=None, updatedAt=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A template for creating feature groups.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param featureGroupTemplateId: The unique identifier for this feature group template.
-   :type featureGroupTemplateId: str
-   :param description: A user-friendly text description of this feature group template.
-   :type description: str
-   :param featureGroupId: The unique identifier for the feature group used to create this template.
-   :type featureGroupId: str
-   :param isSystemTemplate: True if this is a system template returned from a user organization.
-   :type isSystemTemplate: bool
-   :param name: The user-friendly name of this feature group template.
-   :type name: str
-   :param templateSql: SQL that can include variables which will be replaced by values from the template config to resolve this template SQL into a valid SQL query for a feature group.
-   :type templateSql: str
-   :param templateVariables: A map, from template variable names to parameters for replacing those template variables with values (e.g. to values and metadata on how to resolve those values).
-   :type templateVariables: dict
-   :param createdAt: When the feature group template was created.
-   :type createdAt: str
-   :param updatedAt: When the feature group template was updated.
-   :type updatedAt: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: delete()
-
-      Delete an existing feature group template.
-
-      :param feature_group_template_id: Unique string identifier associated with the feature group template.
-      :type feature_group_template_id: str
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: FeatureGroupTemplate
-
-
-
-   .. py:method:: describe()
-
-      Describe a Feature Group Template.
-
-      :param feature_group_template_id: The unique identifier of a feature group template.
-      :type feature_group_template_id: str
-
-      :returns: The feature group template object.
-      :rtype: FeatureGroupTemplate
-
-
-
-   .. py:method:: update(template_sql = None, template_variables = None, description = None, name = None)
-
-      Update a feature group template.
-
-      :param template_sql: If provided, the new value to use for the template SQL.
-      :type template_sql: str
-      :param template_variables: If provided, the new value to use for the template variables.
-      :type template_variables: list
-      :param description: Description of this feature group template.
-      :type description: str
-      :param name: User-friendly name for this feature group template.
-      :type name: str
-
-      :returns: The updated feature group template.
-      :rtype: FeatureGroupTemplate
-
-
-
-   .. py:method:: preview_resolution(template_bindings = None, template_sql = None, template_variables = None, should_validate = True)
-
-      Resolve template sql using template variables and template bindings.
-
-      :param template_bindings: Values to override the template variable values specified by the template.
-      :type template_bindings: list
-      :param template_sql: If specified, use this as the template SQL instead of the feature group template's SQL.
-      :type template_sql: str
-      :param template_variables: Template variables to use. If a template is provided, this overrides the template's template variables.
-      :type template_variables: list
-      :param should_validate: If true, validates the resolved SQL.
-      :type should_validate: bool
-
-      :returns: The resolved template
-      :rtype: ResolvedFeatureGroupTemplate
-
-
-
-.. py:class:: FeatureGroupVersion(client, featureGroupVersion=None, featureGroupId=None, sql=None, sourceTables=None, sourceDatasetVersions=None, createdAt=None, status=None, error=None, deployable=None, cpuSize=None, memory=None, useOriginalCsvNames=None, pythonFunctionBindings=None, indexingConfigWarningMsg=None, materializationStartedAt=None, materializationCompletedAt=None, columns=None, templateBindings=None, features={}, pointInTimeGroups={}, codeSource={}, annotationConfig={}, indexingConfig={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A materialized version of a feature group
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param featureGroupVersion: The unique identifier for this materialized version of feature group.
-   :type featureGroupVersion: str
-   :param featureGroupId: The unique identifier of the feature group this version belongs to.
-   :type featureGroupId: str
-   :param sql: The sql definition creating this feature group.
-   :type sql: str
-   :param sourceTables: The source tables for this feature group.
-   :type sourceTables: list[str]
-   :param sourceDatasetVersions: The dataset version ids for this feature group version.
-   :type sourceDatasetVersions: list[str]
-   :param createdAt: The timestamp at which the feature group version was created.
-   :type createdAt: str
-   :param status: The current status of the feature group version.
-   :type status: str
-   :param error: Relevant error if the status is FAILED.
-   :type error: str
-   :param deployable: whether feature group is deployable or not.
-   :type deployable: bool
-   :param cpuSize: Cpu size specified for the python feature group.
-   :type cpuSize: str
-   :param memory: Memory in GB specified for the python feature group.
-   :type memory: int
-   :param useOriginalCsvNames: If true, the feature group will use the original column names in the source dataset.
-   :type useOriginalCsvNames: bool
-   :param pythonFunctionBindings: Config specifying variable names, types, and values to use when resolving a Python feature group.
-   :type pythonFunctionBindings: list
-   :param indexingConfigWarningMsg: The warning message related to indexing keys.
-   :type indexingConfigWarningMsg: str
-   :param materializationStartedAt: The timestamp at which the feature group materialization started.
-   :type materializationStartedAt: str
-   :param materializationCompletedAt: The timestamp at which the feature group materialization completed.
-   :type materializationCompletedAt: str
-   :param columns: List of resolved columns.
-   :type columns: list[feature]
-   :param templateBindings: Template variable bindings used for resolving the template.
-   :type templateBindings: list
-   :param features: List of features.
-   :type features: Feature
-   :param pointInTimeGroups: List of Point In Time Groups
-   :type pointInTimeGroups: PointInTimeGroup
-   :param codeSource: If a python feature group, information on the source code
-   :type codeSource: CodeSource
-   :param annotationConfig: The annotations config for the feature group.
-   :type annotationConfig: AnnotationConfig
-   :param indexingConfig: The indexing config for the feature group.
-   :type indexingConfig: IndexingConfig
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: create_snapshot_feature_group(table_name)
-
-      Creates a Snapshot Feature Group corresponding to a specific Feature Group version.
-
-      :param table_name: Name for the newly created Snapshot Feature Group table. Can be up to 120 characters long and can only contain alphanumeric characters and underscores.
-      :type table_name: str
-
-      :returns: Feature Group corresponding to the newly created Snapshot.
-      :rtype: FeatureGroup
-
-
-
-   .. py:method:: export_to_file_connector(location, export_file_format, overwrite = False)
-
-      Export Feature group to File Connector.
-
-      :param location: Cloud file location to export to.
-      :type location: str
-      :param export_file_format: Enum string specifying the file format to export to.
-      :type export_file_format: str
-      :param overwrite: If true and a file exists at this location, this process will overwrite the file.
-      :type overwrite: bool
-
-      :returns: The FeatureGroupExport instance.
-      :rtype: FeatureGroupExport
-
-
-
-   .. py:method:: export_to_database_connector(database_connector_id, object_name, write_mode, database_feature_mapping, id_column = None, additional_id_columns = None)
-
-      Export Feature group to Database Connector.
-
-      :param database_connector_id: Unique string identifier for the Database Connector to export to.
-      :type database_connector_id: str
-      :param object_name: Name of the database object to write to.
-      :type object_name: str
-      :param write_mode: Enum string indicating whether to use INSERT or UPSERT.
-      :type write_mode: str
-      :param database_feature_mapping: Key/value pair JSON object of "database connector column" -> "feature name" pairs.
-      :type database_feature_mapping: dict
-      :param id_column: Required if write_mode is UPSERT. Indicates which database column should be used as the lookup key.
-      :type id_column: str
-      :param additional_id_columns: For database connectors which support it, additional ID columns to use as a complex key for upserting.
-      :type additional_id_columns: list
-
-      :returns: The FeatureGroupExport instance.
-      :rtype: FeatureGroupExport
-
-
-
-   .. py:method:: export_to_console(export_file_format)
-
-      Export Feature group to console.
-
-      :param export_file_format: File format to export to.
-      :type export_file_format: str
-
-      :returns: The FeatureGroupExport instance.
-      :rtype: FeatureGroupExport
-
-
-
-   .. py:method:: get_materialization_logs(stdout = False, stderr = False)
-
-      Returns logs for a materialized feature group version.
-
-      :param stdout: Set to True to get info logs.
-      :type stdout: bool
-      :param stderr: Set to True to get error logs.
-      :type stderr: bool
-
-      :returns: A function logs object.
-      :rtype: FunctionLogs
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: FeatureGroupVersion
-
-
-
-   .. py:method:: describe()
-
-      Describe a feature group version.
-
-      :param feature_group_version: The unique identifier associated with the feature group version.
-      :type feature_group_version: str
-
-      :returns: The feature group version.
-      :rtype: FeatureGroupVersion
-
-
-
-   .. py:method:: get_metrics(selected_columns = None, include_charts = False, include_statistics = True)
-
-      Get metrics for a specific feature group version.
-
-      :param selected_columns: A list of columns to order first.
-      :type selected_columns: List
-      :param include_charts: A flag indicating whether charts should be included in the response. Default is false.
-      :type include_charts: bool
-      :param include_statistics: A flag indicating whether statistics should be included in the response. Default is true.
-      :type include_statistics: bool
-
-      :returns: The metrics for the specified feature group version.
-      :rtype: DataMetrics
-
-
-
-   .. py:method:: get_logs()
-
-      Retrieves the feature group materialization logs.
-
-      :param feature_group_version: The unique version ID of the feature group version.
-      :type feature_group_version: str
-
-      :returns: The logs for the specified feature group version.
-      :rtype: FeatureGroupVersionLogs
-
-
-
-   .. py:method:: wait_for_results(timeout=3600)
-
-      A waiting call until feature group version is materialized
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out.
-      :type timeout: int
-
-
-
-   .. py:method:: wait_for_materialization(timeout=3600)
-
-      A waiting call until feature group version is materialized.
-
-      :param timeout: The waiting time given to the call to finish, if it doesn't finish by the allocated time, the call is said to be timed out.
-      :type timeout: int
-
-
-
-   .. py:method:: get_status()
-
-      Gets the status of the feature group version.
-
-      :returns: A string describing the status of a feature group version (pending, complete, etc.).
-      :rtype: str
-
-
-
-   .. py:method:: _download_avro_file(file_part, tmp_dir, part_index)
-
-
-   .. py:method:: load_as_pandas(max_workers=10)
-
-      Loads the feature group version into a pandas dataframe.
-
-      :param max_workers: The number of threads.
-      :type max_workers: int
-
-      :returns: A pandas dataframe displaying the data in the feature group version.
-      :rtype: DataFrame
-
-
-
-   .. py:method:: load_as_pandas_documents(doc_id_column, document_column, max_workers=10)
-
-      Loads a feature group with documents data into a pandas dataframe.
-
-      :param doc_id_feature: The name of the feature / column containing the document ID.
-      :type doc_id_feature: str
-      :param document_feature: The name of the feature / column which either contains the document data itself or page infos with path to remotely stored documents. This column will be replaced with the extracted document data.
-      :type document_feature: str
-      :param max_workers: The number of threads.
-      :type max_workers: int
-
-      :returns: A pandas dataframe containing the extracted document data.
-      :rtype: DataFrame
-
-
-
-.. py:class:: IndexingConfig(client, primaryKey=None, updateTimestampKey=None, lookupKeys=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   The indexing config for a Feature Group
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param primaryKey: A single key index
-   :type primaryKey: str
-   :param updateTimestampKey: The primary timestamp feature
-   :type updateTimestampKey: str
-   :param lookupKeys: A multi-key index. Cannot be used in conjuction with primary key.
-   :type lookupKeys: list[str]
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: NaturalLanguageExplanation(client, shortExplanation=None, longExplanation=None, isOutdated=None, htmlExplanation=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Natural language explanation of an artifact/object
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param shortExplanation: succinct explanation of the artifact
-   :type shortExplanation: str
-   :param longExplanation: Longer and verbose explanation of the artifact
-   :type longExplanation: str
-   :param isOutdated: Flag indicating whether the explanation is outdated due to a change in the underlying artifact
-   :type isOutdated: bool
-   :param htmlExplanation: HTML formatted explanation of the artifact
-   :type htmlExplanation: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: PointInTimeGroup(client, groupName=None, windowKey=None, aggregationKeys=None, lookbackWindow=None, lookbackWindowLag=None, lookbackCount=None, lookbackUntilPosition=None, historyTableName=None, historyWindowKey=None, historyAggregationKeys=None, features={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A point in time group containing point in time features
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param groupName: The name of the point in time group
-   :type groupName: str
-   :param windowKey: Name of feature which contains the timestamp value for the point in time feature
-   :type windowKey: str
-   :param aggregationKeys: List of keys to use for join the historical table and performing the window aggregation.
-   :type aggregationKeys: list
-   :param lookbackWindow: Number of seconds in the past from the current time for start of the window.
-   :type lookbackWindow: float
-   :param lookbackWindowLag: Optional lag to offset the closest point for the window. If it is positive, we delay the start of window. If it is negative, we are looking at the "future" rows in the history table.
-   :type lookbackWindowLag: float
-   :param lookbackCount: If window is specified in terms of count, the start position of the window (0 is the current row)
-   :type lookbackCount: int
-   :param lookbackUntilPosition: Optional lag to offset the closest point for the window. If it is positive, we delay the start of window by that many rows. If it is negative, we are looking at those many "future" rows in the history table.
-   :type lookbackUntilPosition: int
-   :param historyTableName: The table to use for aggregating, if not provided, the source table will be used
-   :type historyTableName: str
-   :param historyWindowKey: Name of feature to use for ordering the rows on the history table. If not provided, the windowKey from the source table will be used
-   :type historyWindowKey: str
-   :param historyAggregationKeys: List of keys to use for join the historical table and performing the window aggregation. If not provided, the aggregationKeys from the source table will be used. Must be the same length and order as the source table's aggregationKeys
-   :type historyAggregationKeys: list
-   :param features: List of features in the Point in Time group
-   :type features: PointInTimeGroupFeature
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: ProjectConfig(client, type=None, config={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Project-specific config for a feature group
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param type: Type of project config
-   :type type: str
-   :param config: Project-specific config for this feature group
-   :type config: ProjectFeatureGroupConfig
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: ProjectFeatureGroupSchema(client, nestedSchema=None, schema={}, duplicateFeatures={}, projectConfig={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A schema description for a project feature group
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param nestedSchema: List of schema of nested features
-   :type nestedSchema: list
-   :param schema: List of schema description for the feature
-   :type schema: Schema
-   :param duplicateFeatures: List of duplicate featureschemas
-   :type duplicateFeatures: Schema
-   :param projectConfig: Project-specific config for this feature group.
-   :type projectConfig: ProjectConfig
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: RefreshSchedule(client, refreshPolicyId=None, nextRunTime=None, cron=None, refreshType=None, error=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A refresh schedule for an object. Defines when the next version of the object will be created
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param refreshPolicyId: The unique identifier of the refresh policy
-   :type refreshPolicyId: str
-   :param nextRunTime: The next run time of the refresh policy. If null, the policy is paused.
-   :type nextRunTime: str
-   :param cron: A cron-style string that describes the when this refresh policy is to be executed in UTC
-   :type cron: str
-   :param refreshType: The type of refresh that will be run
-   :type refreshType: str
-   :param error: An error message for the last pipeline run of a policy
-   :type error: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
+Module Contents
+---------------
 
+Classes
+~~~~~~~
 
+.. autoapisummary::
 
-   .. py:method:: to_dict()
+   abacusai.project_feature_group.ProjectFeatureGroup
 
-      Get a dict representation of the parameters in this class
 
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
 
 
+.. py:class:: ProjectFeatureGroup(client, featureGroupId=None, modificationLock=None, name=None, featureGroupSourceType=None, tableName=None, sql=None, datasetId=None, functionSourceCode=None, functionName=None, sourceTables=None, createdAt=None, description=None, sqlError=None, latestVersionOutdated=None, referencedFeatureGroups=None, tags=None, primaryKey=None, updateTimestampKey=None, lookupKeys=None, streamingEnabled=None, incremental=None, mergeConfig=None, samplingConfig=None, cpuSize=None, memory=None, streamingReady=None, featureTags=None, moduleName=None, templateBindings=None, featureExpression=None, useOriginalCsvNames=None, pythonFunctionBindings=None, pythonFunctionName=None, useGpu=None, featureGroupType=None, features={}, duplicateFeatures={}, pointInTimeGroups={}, annotationConfig={}, concatenationConfig={}, indexingConfig={}, codeSource={}, featureGroupTemplate={}, explanation={}, refreshSchedules={}, projectFeatureGroupSchema={}, projectConfig={}, latestFeatureGroupVersion={}, operatorConfig={})
 
-.. py:class:: ProjectFeatureGroup(client, featureGroupId=None, modificationLock=None, name=None, featureGroupSourceType=None, tableName=None, sql=None, datasetId=None, functionSourceCode=None, functionName=None, sourceTables=None, createdAt=None, description=None, sqlError=None, latestVersionOutdated=None, referencedFeatureGroups=None, tags=None, primaryKey=None, updateTimestampKey=None, lookupKeys=None, streamingEnabled=None, incremental=None, mergeConfig=None, operatorConfig=None, samplingConfig=None, cpuSize=None, memory=None, streamingReady=None, featureTags=None, moduleName=None, templateBindings=None, featureExpression=None, useOriginalCsvNames=None, pythonFunctionBindings=None, pythonFunctionName=None, useGpu=None, featureGroupType=None, features={}, duplicateFeatures={}, pointInTimeGroups={}, annotationConfig={}, concatenationConfig={}, indexingConfig={}, codeSource={}, featureGroupTemplate={}, explanation={}, refreshSchedules={}, projectFeatureGroupSchema={}, projectConfig={}, latestFeatureGroupVersion={})
 
    Bases: :py:obj:`abacusai.feature_group.FeatureGroup`
 
-
    A feature group along with project specific mappings
 
    :param client: An authenticated API Client instance
@@ -2085,8 +70,6 @@ Module Contents
    :type incremental: bool
    :param mergeConfig: Merge configuration settings for the feature group.
    :type mergeConfig: dict
-   :param operatorConfig: Operator configuration settings for the feature group.
-   :type operatorConfig: dict
    :param samplingConfig: Sampling configuration for the feature group.
    :type samplingConfig: dict
    :param cpuSize: CPU size specified for the Python feature group.
@@ -2139,14 +122,14 @@ Module Contents
    :type projectFeatureGroupSchema: ProjectFeatureGroupSchema
    :param projectConfig: Project-specific config for this feature group.
    :type projectConfig: ProjectConfig
-
+   :param operatorConfig: Operator configuration settings for the feature group.
+   :type operatorConfig: OperatorConfig
 
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/project_feature_group_schema/index.rst.txt b/docs/_sources/autoapi/abacusai/project_feature_group_schema/index.rst.txt
index e51ed8a93..dcc76c05b 100644
--- a/docs/_sources/autoapi/abacusai/project_feature_group_schema/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/project_feature_group_schema/index.rst.txt
@@ -1,112 +1,26 @@
-abacusai.project_feature_group_schema
-=====================================
+:py:mod:`abacusai.project_feature_group_schema`
+===============================================
 
 .. py:module:: abacusai.project_feature_group_schema
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.project_feature_group_schema.ProjectConfig
-   abacusai.project_feature_group_schema.AbstractApiClass
-   abacusai.project_feature_group_schema.Schema
-   abacusai.project_feature_group_schema.ProjectFeatureGroupSchema
-
-
 Module Contents
 ---------------
 
-.. py:class:: ProjectConfig(client, type=None, config={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Project-specific config for a feature group
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param type: Type of project config
-   :type type: str
-   :param config: Project-specific config for this feature group
-   :type config: ProjectFeatureGroupConfig
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
-
-      Return self==value.
-
-
-
-   .. py:method:: _get_attribute_as_dict(attribute)
-
-
-.. py:class:: Schema(client, name=None, featureMapping=None, detectedFeatureMapping=None, featureType=None, detectedFeatureType=None, dataType=None, detectedDataType=None, nestedFeatures={}, pointInTimeInfo={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A schema description for a feature
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param name: The unique name of the feature.
-   :type name: str
-   :param featureMapping: The mapping of the feature. The possible values will be based on the project's use-case. See the (Use Case Documentation)[https://api.abacus.ai/app/help/useCases] for more details.
-   :type featureMapping: str
-   :param detectedFeatureMapping: Detected feature mapping for this feature
-   :type detectedFeatureMapping: str
-   :param featureType: The underlying data type of each feature:  CATEGORICAL,  CATEGORICAL_LIST,  NUMERICAL,  TIMESTAMP,  TEXT,  EMAIL,  LABEL_LIST,  ENTITY_LABEL_LIST,  PAGE_LABEL_LIST,  JSON,  OBJECT_REFERENCE,  MULTICATEGORICAL_LIST,  COORDINATE_LIST,  NUMERICAL_LIST,  TIMESTAMP_LIST,  ZIPCODE,  URL,  PAGE_INFOS,  PAGES_DOCUMENT,  TOKENS_DOCUMENT.
-   :type featureType: str
-   :param detectedFeatureType: The detected feature type for this feature
-   :type detectedFeatureType: str
-   :param dataType: The underlying data type of each feature:  INTEGER,  FLOAT,  STRING,  DATE,  DATETIME,  BOOLEAN,  LIST,  STRUCT,  NULL,  BINARY.
-   :type dataType: str
-   :param detectedDataType: The detected data type for this feature
-   :type detectedDataType: str
-   :param nestedFeatures: List of features of nested feature
-   :type nestedFeatures: NestedFeatureSchema
-   :param pointInTimeInfo: Point in time information for this feature
-   :type pointInTimeInfo: PointInTimeFeatureInfo
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
+Classes
+~~~~~~~
 
-   .. py:method:: to_dict()
+.. autoapisummary::
 
-      Get a dict representation of the parameters in this class
+   abacusai.project_feature_group_schema.ProjectFeatureGroupSchema
 
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
 
 
 
 .. py:class:: ProjectFeatureGroupSchema(client, nestedSchema=None, schema={}, duplicateFeatures={}, projectConfig={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A schema description for a project feature group
 
@@ -121,13 +35,11 @@ Module Contents
    :param projectConfig: Project-specific config for this feature group.
    :type projectConfig: ProjectConfig
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/project_feature_group_schema_version/index.rst.txt b/docs/_sources/autoapi/abacusai/project_feature_group_schema_version/index.rst.txt
index 04a40e9f6..6e8ab4d63 100644
--- a/docs/_sources/autoapi/abacusai/project_feature_group_schema_version/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/project_feature_group_schema_version/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.project_feature_group_schema_version
-=============================================
+:py:mod:`abacusai.project_feature_group_schema_version`
+=======================================================
 
 .. py:module:: abacusai.project_feature_group_schema_version
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.project_feature_group_schema_version.AbstractApiClass
-   abacusai.project_feature_group_schema_version.ProjectFeatureGroupSchemaVersion
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.project_feature_group_schema_version.ProjectFeatureGroupSchemaVersion
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: ProjectFeatureGroupSchemaVersion(client, schemaVersion=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A version of a schema
 
@@ -39,13 +29,11 @@ Module Contents
    :param schemaVersion: The unique identifier of a schema version.
    :type schemaVersion: id
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/project_validation/index.rst.txt b/docs/_sources/autoapi/abacusai/project_validation/index.rst.txt
index ffdcbb4a5..007756360 100644
--- a/docs/_sources/autoapi/abacusai/project_validation/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/project_validation/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.project_validation
-===========================
+:py:mod:`abacusai.project_validation`
+=====================================
 
 .. py:module:: abacusai.project_validation
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.project_validation.AbstractApiClass
-   abacusai.project_validation.ProjectValidation
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.project_validation.ProjectValidation
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: ProjectValidation(client, valid=None, datasetErrors=None, columnHints=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A validation result for a project
 
@@ -43,13 +33,11 @@ Module Contents
    :param columnHints: Hints for what to set on the columns
    :type columnHints: dict
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/python_function/index.rst.txt b/docs/_sources/autoapi/abacusai/python_function/index.rst.txt
index 2cb023b1f..176131794 100644
--- a/docs/_sources/autoapi/abacusai/python_function/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/python_function/index.rst.txt
@@ -1,87 +1,26 @@
-abacusai.python_function
-========================
+:py:mod:`abacusai.python_function`
+==================================
 
 .. py:module:: abacusai.python_function
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.python_function.CodeSource
-   abacusai.python_function.AbstractApiClass
-   abacusai.python_function.PythonFunction
-
-
 Module Contents
 ---------------
 
-.. py:class:: CodeSource(client, sourceType=None, sourceCode=None, applicationConnectorId=None, applicationConnectorInfo=None, packageRequirements=None, status=None, error=None, publishingMsg=None, moduleDependencies=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Code source for python-based custom feature groups and models
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param sourceType: The type of the source, one of TEXT, PYTHON, FILE_UPLOAD, or APPLICATION_CONNECTOR
-   :type sourceType: str
-   :param sourceCode: If the type of the source is TEXT, the raw text of the function
-   :type sourceCode: str
-   :param applicationConnectorId: The Application Connector to fetch the code from
-   :type applicationConnectorId: str
-   :param applicationConnectorInfo: Args passed to the application connector to fetch the code
-   :type applicationConnectorInfo: str
-   :param packageRequirements: The pip package dependencies required to run the code
-   :type packageRequirements: list
-   :param status: The status of the code and validations
-   :type status: str
-   :param error: If the status is failed, an error message describing what went wrong
-   :type error: str
-   :param publishingMsg: Warnings in the source code
-   :type publishingMsg: dict
-   :param moduleDependencies: The list of internal modules dependencies required to run the code
-   :type moduleDependencies: list
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: import_as_cell()
-
-      Adds the source code as an unexecuted cell in the notebook.
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.python_function.PythonFunction
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: PythonFunction(client, notebookId=None, name=None, createdAt=None, functionVariableMappings=None, outputVariableMappings=None, functionName=None, pythonFunctionId=None, functionType=None, packageRequirements=None, codeSource={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Customer created python function
 
@@ -108,13 +47,11 @@ Module Contents
    :param codeSource: Information about the source code of the Python function.
    :type codeSource: CodeSource
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
@@ -123,7 +60,6 @@ Module Contents
       :rtype: dict
 
 
-
    .. py:method:: add_graph_to_dashboard(graph_dashboard_id, function_variable_mappings = None, name = None)
 
       Add a python plot function to a dashboard
@@ -139,7 +75,6 @@ Module Contents
       :rtype: GraphDashboard
 
 
-
    .. py:method:: validate_locally(kwargs = None)
 
       Validates a Python function by running it with the given input values in an local environment. Taking Input Feature Group as either name(string) or Pandas DataFrame in kwargs.
diff --git a/docs/_sources/autoapi/abacusai/python_function_validator/index.rst.txt b/docs/_sources/autoapi/abacusai/python_function_validator/index.rst.txt
index 762589ea0..11025e030 100644
--- a/docs/_sources/autoapi/abacusai/python_function_validator/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/python_function_validator/index.rst.txt
@@ -1,27 +1,29 @@
-abacusai.python_function_validator
-==================================
+:py:mod:`abacusai.python_function_validator`
+============================================
 
 .. py:module:: abacusai.python_function_validator
 
 
+Module Contents
+---------------
+
 Classes
--------
+~~~~~~~
 
 .. autoapisummary::
 
    abacusai.python_function_validator._MonkeyPatch
 
 
+
 Functions
----------
+~~~~~~~~~
 
 .. autoapisummary::
 
    abacusai.python_function_validator.validate_function_locally
 
 
-Module Contents
----------------
 
 .. py:function:: validate_function_locally(client, python_function_name, kwargs = None)
 
@@ -43,22 +45,20 @@ Module Contents
 
 .. py:class:: _MonkeyPatch
 
+
    Helper class to prepend to ``sys.path`` and undo monkeypatching of attributes
        :syspath_prepend: prepend to ``sys.path`` list of import locations
        :undo: undo all changes made
 
-
    .. py:method:: context()
       :classmethod:
 
 
-
    .. py:method:: syspath_prepend(path)
 
       Prepend ``path`` to ``sys.path`` list of import locations.
 
 
-
    .. py:method:: undo()
 
       Undo all monkeypatching done by this object.
diff --git a/docs/_sources/autoapi/abacusai/python_plot_function/index.rst.txt b/docs/_sources/autoapi/abacusai/python_plot_function/index.rst.txt
index 747cf3772..9b3407a5b 100644
--- a/docs/_sources/autoapi/abacusai/python_plot_function/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/python_plot_function/index.rst.txt
@@ -1,87 +1,26 @@
-abacusai.python_plot_function
-=============================
+:py:mod:`abacusai.python_plot_function`
+=======================================
 
 .. py:module:: abacusai.python_plot_function
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.python_plot_function.CodeSource
-   abacusai.python_plot_function.AbstractApiClass
-   abacusai.python_plot_function.PythonPlotFunction
-
-
 Module Contents
 ---------------
 
-.. py:class:: CodeSource(client, sourceType=None, sourceCode=None, applicationConnectorId=None, applicationConnectorInfo=None, packageRequirements=None, status=None, error=None, publishingMsg=None, moduleDependencies=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   Code source for python-based custom feature groups and models
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param sourceType: The type of the source, one of TEXT, PYTHON, FILE_UPLOAD, or APPLICATION_CONNECTOR
-   :type sourceType: str
-   :param sourceCode: If the type of the source is TEXT, the raw text of the function
-   :type sourceCode: str
-   :param applicationConnectorId: The Application Connector to fetch the code from
-   :type applicationConnectorId: str
-   :param applicationConnectorInfo: Args passed to the application connector to fetch the code
-   :type applicationConnectorInfo: str
-   :param packageRequirements: The pip package dependencies required to run the code
-   :type packageRequirements: list
-   :param status: The status of the code and validations
-   :type status: str
-   :param error: If the status is failed, an error message describing what went wrong
-   :type error: str
-   :param publishingMsg: Warnings in the source code
-   :type publishingMsg: dict
-   :param moduleDependencies: The list of internal modules dependencies required to run the code
-   :type moduleDependencies: list
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: import_as_cell()
-
-      Adds the source code as an unexecuted cell in the notebook.
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.python_plot_function.PythonPlotFunction
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: PythonPlotFunction(client, notebookId=None, name=None, createdAt=None, functionVariableMappings=None, functionName=None, pythonFunctionId=None, functionType=None, plotName=None, graphReferenceId=None, codeSource={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Create a Plot for a Dashboard
 
@@ -108,13 +47,11 @@ Module Contents
    :param codeSource: Info about the source code of the Python function.
    :type codeSource: CodeSource
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/range_violation/index.rst.txt b/docs/_sources/autoapi/abacusai/range_violation/index.rst.txt
index 9883de385..c9c1437d0 100644
--- a/docs/_sources/autoapi/abacusai/range_violation/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/range_violation/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.range_violation
-========================
+:py:mod:`abacusai.range_violation`
+==================================
 
 .. py:module:: abacusai.range_violation
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.range_violation.AbstractApiClass
-   abacusai.range_violation.RangeViolation
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.range_violation.RangeViolation
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: RangeViolation(client, name=None, trainingMin=None, trainingMax=None, predictionMin=None, predictionMax=None, freqAboveTrainingRange=None, freqBelowTrainingRange=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Summary of important range mismatches for a numerical feature discovered by a model monitoring instance
 
@@ -51,13 +41,11 @@ Module Contents
    :param freqBelowTrainingRange: Frequency of prediction rows above training maximum for the specified feature.
    :type freqBelowTrainingRange: float
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/realtime_monitor/index.rst.txt b/docs/_sources/autoapi/abacusai/realtime_monitor/index.rst.txt
index c812ce4bc..38b79a7e5 100644
--- a/docs/_sources/autoapi/abacusai/realtime_monitor/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/realtime_monitor/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.realtime_monitor
-=========================
+:py:mod:`abacusai.realtime_monitor`
+===================================
 
 .. py:module:: abacusai.realtime_monitor
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.realtime_monitor.AbstractApiClass
-   abacusai.realtime_monitor.RealtimeMonitor
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.realtime_monitor.RealtimeMonitor
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: RealtimeMonitor(client, realtimeMonitorId=None, name=None, createdAt=None, deploymentId=None, lookbackTime=None, realtimeMonitorSchedule=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A real-time monitor
 
@@ -49,13 +39,11 @@ Module Contents
    :param realtimeMonitorSchedule: The drift computation schedule for the real-time monitor.
    :type realtimeMonitorSchedule: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
@@ -64,7 +52,6 @@ Module Contents
       :rtype: dict
 
 
-
    .. py:method:: update(realtime_monitor_schedule = None, lookback_time = None)
 
       Update the real-time monitor associated with the real-time monitor id.
@@ -78,7 +65,6 @@ Module Contents
       :rtype: RealtimeMonitor
 
 
-
    .. py:method:: refresh()
 
       Calls describe and refreshes the current object's fields
@@ -87,7 +73,6 @@ Module Contents
       :rtype: RealtimeMonitor
 
 
-
    .. py:method:: describe()
 
       Get the real-time monitor associated with the real-time monitor id.
@@ -99,7 +84,6 @@ Module Contents
       :rtype: RealtimeMonitor
 
 
-
    .. py:method:: delete()
 
       Delete the real-time monitor associated with the real-time monitor id.
diff --git a/docs/_sources/autoapi/abacusai/refresh_pipeline_run/index.rst.txt b/docs/_sources/autoapi/abacusai/refresh_pipeline_run/index.rst.txt
index 2cfa81d9f..7ddd0fbe9 100644
--- a/docs/_sources/autoapi/abacusai/refresh_pipeline_run/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/refresh_pipeline_run/index.rst.txt
@@ -1,184 +1,26 @@
-abacusai.refresh_pipeline_run
-=============================
+:py:mod:`abacusai.refresh_pipeline_run`
+=======================================
 
 .. py:module:: abacusai.refresh_pipeline_run
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.refresh_pipeline_run.RefreshPolicy
-   abacusai.refresh_pipeline_run.AbstractApiClass
-   abacusai.refresh_pipeline_run.RefreshPipelineRun
-
-
 Module Contents
 ---------------
 
-.. py:class:: RefreshPolicy(client, refreshPolicyId=None, name=None, cron=None, nextRunTime=None, createdAt=None, refreshType=None, projectId=None, datasetIds=None, featureGroupId=None, modelIds=None, deploymentIds=None, batchPredictionIds=None, modelMonitorIds=None, notebookId=None, paused=None, predictionOperatorId=None, pipelineId=None, featureGroupExportConfig={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A Refresh Policy describes the frequency at which one or more datasets/models/deployments/batch_predictions can be updated.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param refreshPolicyId: The unique identifier for the refresh policy
-   :type refreshPolicyId: str
-   :param name: The user-friendly name for the refresh policy
-   :type name: str
-   :param cron: A cron-style string that describes when this refresh policy is to be executed in UTC
-   :type cron: str
-   :param nextRunTime: The next UTC time that this refresh policy will be executed
-   :type nextRunTime: str
-   :param createdAt: The time when the refresh policy was created
-   :type createdAt: str
-   :param refreshType: The type of refresh policy to be run
-   :type refreshType: str
-   :param projectId: The unique identifier of a project that this refresh policy applies to
-   :type projectId: str
-   :param datasetIds: Comma-separated list of Dataset IDs that this refresh policy applies to
-   :type datasetIds: list[str]
-   :param featureGroupId: Feature Group ID that this refresh policy applies to
-   :type featureGroupId: str
-   :param modelIds: Comma-separated list of Model IDs that this refresh policy applies to
-   :type modelIds: list[str]
-   :param deploymentIds: Comma-separated list of Deployment IDs that this refresh policy applies to
-   :type deploymentIds: list[str]
-   :param batchPredictionIds: Comma-separated list of Batch Prediction IDs that this refresh policy applies to
-   :type batchPredictionIds: list[str]
-   :param modelMonitorIds: Comma-separated list of Model Monitor IDs that this refresh policy applies to
-   :type modelMonitorIds: list[str]
-   :param notebookId: Notebook ID that this refresh policy applies to
-   :type notebookId: str
-   :param paused: True if the refresh policy is paused
-   :type paused: bool
-   :param predictionOperatorId: Prediction Operator ID that this refresh policy applies to
-   :type predictionOperatorId: str
-   :param pipelineId: The Pipeline ID With The Cron Schedule
-   :type pipelineId: str
-   :param featureGroupExportConfig: The export configuration for the feature group. Only applicable if refresh_type is FEATUREGROUP.
-   :type featureGroupExportConfig: FeatureGroupRefreshExportConfig
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: delete()
-
-      Delete a refresh policy.
-
-      :param refresh_policy_id: Unique string identifier associated with the refresh policy to delete.
-      :type refresh_policy_id: str
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: RefreshPolicy
-
-
-
-   .. py:method:: describe()
-
-      Retrieve a single refresh policy
-
-      :param refresh_policy_id: The unique ID associated with this refresh policy.
-      :type refresh_policy_id: str
-
-      :returns: An object representing the refresh policy.
-      :rtype: RefreshPolicy
-
-
-
-   .. py:method:: list_refresh_pipeline_runs()
-
-      List the the times that the refresh policy has been run
-
-      :param refresh_policy_id: Unique identifier associated with the refresh policy.
-      :type refresh_policy_id: str
-
-      :returns: List of refresh pipeline runs for the given refresh policy ID.
-      :rtype: list[RefreshPipelineRun]
-
-
-
-   .. py:method:: pause()
-
-      Pauses a refresh policy
-
-      :param refresh_policy_id: Unique identifier associated with the refresh policy to be paused.
-      :type refresh_policy_id: str
-
-
-
-   .. py:method:: resume()
-
-      Resumes a refresh policy
-
-      :param refresh_policy_id: The unique ID associated with this refresh policy.
-      :type refresh_policy_id: str
-
-
-
-   .. py:method:: run()
-
-      Force a run of the refresh policy.
-
-      :param refresh_policy_id: Unique string identifier associated with the refresh policy to be run.
-      :type refresh_policy_id: str
-
-
-
-   .. py:method:: update(name = None, cron = None, feature_group_export_config = None)
-
-      Update the name or cron string of a refresh policy
-
-      :param name: Name of the refresh policy to be updated.
-      :type name: str
-      :param cron: Cron string describing the schedule from the refresh policy to be updated.
-      :type cron: str
-      :param feature_group_export_config: Feature group export configuration to update a feature group refresh policy.
-      :type feature_group_export_config: FeatureGroupExportConfig
-
-      :returns: Updated refresh policy.
-      :rtype: RefreshPolicy
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.refresh_pipeline_run.RefreshPipelineRun
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: RefreshPipelineRun(client, refreshPipelineRunId=None, refreshPolicyId=None, createdAt=None, startedAt=None, completedAt=None, status=None, refreshType=None, datasetVersions=None, featureGroupVersion=None, modelVersions=None, deploymentVersions=None, batchPredictions=None, refreshPolicy={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    This keeps track of the overall status of a refresh. A refresh can span multiple resources such as the creation of new dataset versions and the training of a new model version based on them.
 
@@ -211,13 +53,11 @@ Module Contents
    :param refreshPolicy: The refresh policy for this refresh policy run.
    :type refreshPolicy: RefreshPolicy
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
@@ -226,7 +66,6 @@ Module Contents
       :rtype: dict
 
 
-
    .. py:method:: refresh()
 
       Calls describe and refreshes the current object's fields
@@ -235,7 +74,6 @@ Module Contents
       :rtype: RefreshPipelineRun
 
 
-
    .. py:method:: describe()
 
       Retrieve a single refresh pipeline run
@@ -247,7 +85,6 @@ Module Contents
       :rtype: RefreshPipelineRun
 
 
-
    .. py:method:: wait_for_complete(timeout=None)
 
       A waiting call until refresh pipeline run has completed.
@@ -256,7 +93,6 @@ Module Contents
       :type timeout: int
 
 
-
    .. py:method:: get_status()
 
       Gets the status of the refresh pipeline run.
diff --git a/docs/_sources/autoapi/abacusai/refresh_policy/index.rst.txt b/docs/_sources/autoapi/abacusai/refresh_policy/index.rst.txt
index 44ab6c902..6e697f645 100644
--- a/docs/_sources/autoapi/abacusai/refresh_policy/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/refresh_policy/index.rst.txt
@@ -1,99 +1,26 @@
-abacusai.refresh_policy
-=======================
+:py:mod:`abacusai.refresh_policy`
+=================================
 
 .. py:module:: abacusai.refresh_policy
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.refresh_policy.FeatureGroupExportConfig
-   abacusai.refresh_policy.FeatureGroupRefreshExportConfig
-   abacusai.refresh_policy.AbstractApiClass
-   abacusai.refresh_policy.RefreshPolicy
-
-
 Module Contents
 ---------------
 
-.. py:class:: FeatureGroupExportConfig
-
-   Bases: :py:obj:`abacusai.api_class.abstract.ApiClass`
-
-
-   An abstract class for feature group exports.
-
-
-   .. py:attribute:: connector_type
-      :type:  abacusai.api_class.enums.ConnectorType
-
-
-   .. py:method:: _get_builder()
-      :classmethod:
-
-
-
-.. py:class:: FeatureGroupRefreshExportConfig(client, connectorType=None, location=None, exportFileFormat=None, additionalIdColumns=None, databaseFeatureMapping=None, externalConnectionId=None, idColumn=None, objectName=None, writeMode=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A Feature Group Refresh Export Config outlines the export configuration for a feature group.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param connectorType: The type of connector the feature group is
-   :type connectorType: str
-   :param location: The file connector location of the feature group export
-   :type location: str
-   :param exportFileFormat: The file format of the feature group export
-   :type exportFileFormat: str
-   :param additionalIdColumns: Additional id columns to use for upsert operations
-   :type additionalIdColumns: list
-   :param databaseFeatureMapping: The mapping of feature names to database columns
-   :type databaseFeatureMapping: dict
-   :param externalConnectionId: The unique identifier of the external connection to write to
-   :type externalConnectionId: str
-   :param idColumn: The column to use as the id column for upsert operations
-   :type idColumn: str
-   :param objectName: The name of the object to write to
-   :type objectName: str
-   :param writeMode: The write mode to use for the export
-   :type writeMode: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.refresh_policy.RefreshPolicy
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: RefreshPolicy(client, refreshPolicyId=None, name=None, cron=None, nextRunTime=None, createdAt=None, refreshType=None, projectId=None, datasetIds=None, featureGroupId=None, modelIds=None, deploymentIds=None, batchPredictionIds=None, modelMonitorIds=None, notebookId=None, paused=None, predictionOperatorId=None, pipelineId=None, featureGroupExportConfig={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A Refresh Policy describes the frequency at which one or more datasets/models/deployments/batch_predictions can be updated.
 
@@ -136,13 +63,11 @@ Module Contents
    :param featureGroupExportConfig: The export configuration for the feature group. Only applicable if refresh_type is FEATUREGROUP.
    :type featureGroupExportConfig: FeatureGroupRefreshExportConfig
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
@@ -151,7 +76,6 @@ Module Contents
       :rtype: dict
 
 
-
    .. py:method:: delete()
 
       Delete a refresh policy.
@@ -160,7 +84,6 @@ Module Contents
       :type refresh_policy_id: str
 
 
-
    .. py:method:: refresh()
 
       Calls describe and refreshes the current object's fields
@@ -169,7 +92,6 @@ Module Contents
       :rtype: RefreshPolicy
 
 
-
    .. py:method:: describe()
 
       Retrieve a single refresh policy
@@ -181,7 +103,6 @@ Module Contents
       :rtype: RefreshPolicy
 
 
-
    .. py:method:: list_refresh_pipeline_runs()
 
       List the the times that the refresh policy has been run
@@ -193,7 +114,6 @@ Module Contents
       :rtype: list[RefreshPipelineRun]
 
 
-
    .. py:method:: pause()
 
       Pauses a refresh policy
@@ -202,7 +122,6 @@ Module Contents
       :type refresh_policy_id: str
 
 
-
    .. py:method:: resume()
 
       Resumes a refresh policy
@@ -211,7 +130,6 @@ Module Contents
       :type refresh_policy_id: str
 
 
-
    .. py:method:: run()
 
       Force a run of the refresh policy.
@@ -220,7 +138,6 @@ Module Contents
       :type refresh_policy_id: str
 
 
-
    .. py:method:: update(name = None, cron = None, feature_group_export_config = None)
 
       Update the name or cron string of a refresh policy
diff --git a/docs/_sources/autoapi/abacusai/refresh_schedule/index.rst.txt b/docs/_sources/autoapi/abacusai/refresh_schedule/index.rst.txt
index 30b856680..9bfc96f38 100644
--- a/docs/_sources/autoapi/abacusai/refresh_schedule/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/refresh_schedule/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.refresh_schedule
-=========================
+:py:mod:`abacusai.refresh_schedule`
+===================================
 
 .. py:module:: abacusai.refresh_schedule
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.refresh_schedule.AbstractApiClass
-   abacusai.refresh_schedule.RefreshSchedule
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.refresh_schedule.RefreshSchedule
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: RefreshSchedule(client, refreshPolicyId=None, nextRunTime=None, cron=None, refreshType=None, error=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A refresh schedule for an object. Defines when the next version of the object will be created
 
@@ -47,13 +37,11 @@ Module Contents
    :param error: An error message for the last pipeline run of a policy
    :type error: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/resolved_feature_group_template/index.rst.txt b/docs/_sources/autoapi/abacusai/resolved_feature_group_template/index.rst.txt
index 9dc78511e..d3099883f 100644
--- a/docs/_sources/autoapi/abacusai/resolved_feature_group_template/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/resolved_feature_group_template/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.resolved_feature_group_template
-========================================
+:py:mod:`abacusai.resolved_feature_group_template`
+==================================================
 
 .. py:module:: abacusai.resolved_feature_group_template
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.resolved_feature_group_template.AbstractApiClass
-   abacusai.resolved_feature_group_template.ResolvedFeatureGroupTemplate
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.resolved_feature_group_template.ResolvedFeatureGroupTemplate
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: ResolvedFeatureGroupTemplate(client, featureGroupTemplateId=None, resolvedVariables=None, resolvedSql=None, templateSql=None, sqlError=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Final SQL from resolving a feature group template.
 
@@ -47,13 +37,11 @@ Module Contents
    :param sqlError: if invalid, the sql error message
    :type sqlError: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/return_class/index.rst.txt b/docs/_sources/autoapi/abacusai/return_class/index.rst.txt
index 429c6ba08..1354e87aa 100644
--- a/docs/_sources/autoapi/abacusai/return_class/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/return_class/index.rst.txt
@@ -1,28 +1,31 @@
-abacusai.return_class
-=====================
+:py:mod:`abacusai.return_class`
+===============================
 
 .. py:module:: abacusai.return_class
 
 
+Module Contents
+---------------
+
 Classes
--------
+~~~~~~~
 
 .. autoapisummary::
 
    abacusai.return_class.AbstractApiClass
 
 
-Module Contents
----------------
+
 
 .. py:class:: AbstractApiClass(client, id)
 
+
    .. py:method:: __eq__(other)
 
       Return self==value.
 
 
-
    .. py:method:: _get_attribute_as_dict(attribute)
 
 
+
diff --git a/docs/_sources/autoapi/abacusai/schema/index.rst.txt b/docs/_sources/autoapi/abacusai/schema/index.rst.txt
index 4bc63e3ff..1206e3e85 100644
--- a/docs/_sources/autoapi/abacusai/schema/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/schema/index.rst.txt
@@ -1,108 +1,26 @@
-abacusai.schema
-===============
+:py:mod:`abacusai.schema`
+=========================
 
 .. py:module:: abacusai.schema
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.schema.NestedFeatureSchema
-   abacusai.schema.PointInTimeFeatureInfo
-   abacusai.schema.AbstractApiClass
-   abacusai.schema.Schema
-
-
 Module Contents
 ---------------
 
-.. py:class:: NestedFeatureSchema(client, name=None, featureType=None, featureMapping=None, dataType=None, detectedFeatureType=None, sourceTable=None, pointInTimeInfo={})
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A schema description for a nested feature
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param name: The unique name of the column
-   :type name: str
-   :param featureType: Feature Type of the Feature
-   :type featureType: str
-   :param featureMapping: The Feature Mapping of the feature
-   :type featureMapping: str
-   :param dataType: Data Type of the Feature
-   :type dataType: str
-   :param detectedFeatureType: The detected feature type for this feature
-   :type detectedFeatureType: str
-   :param sourceTable: The source table of the column
-   :type sourceTable: str
-   :param pointInTimeInfo: Point in time information for this feature
-   :type pointInTimeInfo: PointInTimeFeatureInfo
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: PointInTimeFeatureInfo(client, expression=None, groupName=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A point-in-time infos for a feature
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param expression: SQL aggregate expression which can convert a sequence of rows into a scalar value.
-   :type expression: str
-   :param groupName: The group name this point-in-time feature belongs to.
-   :type groupName: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.schema.Schema
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: Schema(client, name=None, featureMapping=None, detectedFeatureMapping=None, featureType=None, detectedFeatureType=None, dataType=None, detectedDataType=None, nestedFeatures={}, pointInTimeInfo={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A schema description for a feature
 
@@ -127,13 +45,11 @@ Module Contents
    :param pointInTimeInfo: Point in time information for this feature
    :type pointInTimeInfo: PointInTimeFeatureInfo
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/streaming_auth_token/index.rst.txt b/docs/_sources/autoapi/abacusai/streaming_auth_token/index.rst.txt
index fece3d657..4b3cb1b18 100644
--- a/docs/_sources/autoapi/abacusai/streaming_auth_token/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/streaming_auth_token/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.streaming_auth_token
-=============================
+:py:mod:`abacusai.streaming_auth_token`
+=======================================
 
 .. py:module:: abacusai.streaming_auth_token
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.streaming_auth_token.AbstractApiClass
-   abacusai.streaming_auth_token.StreamingAuthToken
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.streaming_auth_token.StreamingAuthToken
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: StreamingAuthToken(client, streamingToken=None, createdAt=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A streaming authentication token that is used to authenticate requests to append data to streaming datasets
 
@@ -41,13 +31,11 @@ Module Contents
    :param createdAt: When the token was created
    :type createdAt: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/streaming_client/index.rst.txt b/docs/_sources/autoapi/abacusai/streaming_client/index.rst.txt
index be3a768cf..6c5f143b0 100644
--- a/docs/_sources/autoapi/abacusai/streaming_client/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/streaming_client/index.rst.txt
@@ -1,98 +1,32 @@
-abacusai.streaming_client
-=========================
+:py:mod:`abacusai.streaming_client`
+===================================
 
 .. py:module:: abacusai.streaming_client
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.streaming_client.BaseApiClient
-   abacusai.streaming_client.ClientOptions
-   abacusai.streaming_client.StreamingClient
-
-
 Module Contents
 ---------------
 
-.. py:class:: BaseApiClient(api_key = None, server = None, client_options = None, skip_version_check = False)
-
-   Abstract Base API Client
-
-   :param api_key: The api key to use as authentication to the server
-   :type api_key: str
-   :param server: The base server url to use to send API requets to
-   :type server: str
-   :param client_options: Optional API client configurations
-   :type client_options: ClientOptions
-   :param skip_version_check: If true, will skip checking the server's current API version on initializing the client
-   :type skip_version_check: bool
-
-
-   .. py:attribute:: client_version
-      :value: '1.3.2'
-
-
-
-   .. py:method:: _get_prediction_endpoint(deployment_id, deployment_token)
-
-
-   .. py:method:: _get_proxy_endpoint(deployment_id, deployment_token)
-
-
-   .. py:method:: _get_streaming_endpoint(streaming_token, model_id = None, feature_group_id = None)
-
-
-   .. py:method:: _clean_api_objects(obj)
-
-
-   .. py:method:: _call_api(action, method, query_params=None, body=None, files=None, parse_type=None, streamable_response=False, server_override=None, timeout=None, retry_500 = False, data=None)
-
-
-   .. py:method:: _proxy_request(name, method = 'POST', query_params = None, body = None, files=None, parse_type=None, is_sync = False, streamable_response = False)
-
-
-   .. py:method:: _build_class(return_class, values)
-
-
-   .. py:method:: _request(url, method, query_params=None, headers=None, body=None, files=None, stream=False, timeout=None, retry_500 = False, data=None)
-
-
-   .. py:method:: _poll(obj, wait_states, delay = 15, timeout = 300, poll_args = {}, status_field=None)
-
-
-   .. py:method:: _validate_pandas_df(df, clean_column_names)
-
-
-   .. py:method:: _upload_from_pandas(upload, df, clean_column_names=False)
-
-
-   .. py:method:: _upload_from_spark(upload, df)
+Classes
+~~~~~~~
 
+.. autoapisummary::
 
-.. py:class:: ClientOptions(exception_on_404 = True, server = DEFAULT_SERVER)
+   abacusai.streaming_client.StreamingClient
 
-   Options for configuring the ApiClient
 
-   :param exception_on_404: If true, will raise an exception on a 404 from the server, else will return None.
-   :type exception_on_404: bool
-   :param server: The default server endpoint to use for API requests
-   :type server: str
 
 
 .. py:class:: StreamingClient(client_options = None)
 
-   Bases: :py:obj:`abacusai.client.BaseApiClient`
 
+   Bases: :py:obj:`abacusai.client.BaseApiClient`
 
    Abacus.AI Streaming API Client. Does not utilize authentication and only contains public streaming methods
 
    :param client_options: Optional API client configurations
    :type client_options: ClientOptions
 
-
    .. py:method:: upsert_item_embeddings(streaming_token, model_id, item_id, vector, catalog_id = None)
 
       Upserts an embedding vector for an item id for a model_id.
@@ -109,7 +43,6 @@ Module Contents
       :type catalog_id: str
 
 
-
    .. py:method:: delete_item_embeddings(streaming_token, model_id, item_ids, catalog_id = None)
 
       Deletes KNN embeddings for a list of item IDs for a given model ID.
@@ -124,7 +57,6 @@ Module Contents
       :type catalog_id: str
 
 
-
    .. py:method:: upsert_multiple_item_embeddings(streaming_token, model_id, upserts, catalog_id = None)
 
       Upserts a knn embedding for multiple item ids for a model_id.
@@ -139,7 +71,6 @@ Module Contents
       :type catalog_id: str
 
 
-
    .. py:method:: append_data(feature_group_id, streaming_token, data)
 
       Appends new data into the feature group for a given lookup key recordId.
@@ -152,7 +83,6 @@ Module Contents
       :type data: dict
 
 
-
    .. py:method:: append_multiple_data(feature_group_id, streaming_token, data)
 
       Appends new data into the feature group for a given lookup key recordId.
diff --git a/docs/_sources/autoapi/abacusai/streaming_connector/index.rst.txt b/docs/_sources/autoapi/abacusai/streaming_connector/index.rst.txt
index f5dd8e9f5..eb765efe7 100644
--- a/docs/_sources/autoapi/abacusai/streaming_connector/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/streaming_connector/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.streaming_connector
-============================
+:py:mod:`abacusai.streaming_connector`
+======================================
 
 .. py:module:: abacusai.streaming_connector
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.streaming_connector.AbstractApiClass
-   abacusai.streaming_connector.StreamingConnector
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.streaming_connector.StreamingConnector
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: StreamingConnector(client, streamingConnectorId=None, service=None, name=None, createdAt=None, status=None, auth=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A connector to an external service
 
@@ -49,13 +39,11 @@ Module Contents
    :param auth: Non-secret connection information for this connector
    :type auth: dict
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
@@ -64,7 +52,6 @@ Module Contents
       :rtype: dict
 
 
-
    .. py:method:: verify()
 
       Checks to see if Abacus.AI can access the streaming connector.
@@ -73,7 +60,6 @@ Module Contents
       :type streaming_connector_id: str
 
 
-
    .. py:method:: rename(name)
 
       Renames a Streaming Connector
@@ -82,7 +68,6 @@ Module Contents
       :type name: str
 
 
-
    .. py:method:: delete()
 
       Delete a streaming connector.
diff --git a/docs/_sources/autoapi/abacusai/streaming_row_count/index.rst.txt b/docs/_sources/autoapi/abacusai/streaming_row_count/index.rst.txt
index 6697351ac..09d36f9b1 100644
--- a/docs/_sources/autoapi/abacusai/streaming_row_count/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/streaming_row_count/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.streaming_row_count
-============================
+:py:mod:`abacusai.streaming_row_count`
+======================================
 
 .. py:module:: abacusai.streaming_row_count
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.streaming_row_count.AbstractApiClass
-   abacusai.streaming_row_count.StreamingRowCount
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.streaming_row_count.StreamingRowCount
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: StreamingRowCount(client, count=None, startTsMs=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Returns the number of rows in a streaming feature group from the specified time
 
@@ -41,13 +31,11 @@ Module Contents
    :param startTsMs: The start time for the number of rows.
    :type startTsMs: int
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/streaming_sample_code/index.rst.txt b/docs/_sources/autoapi/abacusai/streaming_sample_code/index.rst.txt
index 06ad73e9f..77d8f51db 100644
--- a/docs/_sources/autoapi/abacusai/streaming_sample_code/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/streaming_sample_code/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.streaming_sample_code
-==============================
+:py:mod:`abacusai.streaming_sample_code`
+========================================
 
 .. py:module:: abacusai.streaming_sample_code
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.streaming_sample_code.AbstractApiClass
-   abacusai.streaming_sample_code.StreamingSampleCode
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.streaming_sample_code.StreamingSampleCode
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: StreamingSampleCode(client, python=None, curl=None, console=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Sample code for adding to a streaming feature group with examples from different locations.
 
@@ -43,13 +33,11 @@ Module Contents
    :param console: The console code sample
    :type console: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/test_point_predictions/index.rst.txt b/docs/_sources/autoapi/abacusai/test_point_predictions/index.rst.txt
index 93313f72b..c34267cca 100644
--- a/docs/_sources/autoapi/abacusai/test_point_predictions/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/test_point_predictions/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.test_point_predictions
-===============================
+:py:mod:`abacusai.test_point_predictions`
+=========================================
 
 .. py:module:: abacusai.test_point_predictions
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.test_point_predictions.AbstractApiClass
-   abacusai.test_point_predictions.TestPointPredictions
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.test_point_predictions.TestPointPredictions
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: TestPointPredictions(client, count=None, columns=None, data=None, metricsColumns=None, summarizedMetrics=None, errorDescription=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Test Point Predictions
 
@@ -49,13 +39,11 @@ Module Contents
    :param errorDescription: Description of an error in case of failure.
    :type errorDescription: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/training_config_options/index.rst.txt b/docs/_sources/autoapi/abacusai/training_config_options/index.rst.txt
index 33f9aafd4..2b4867033 100644
--- a/docs/_sources/autoapi/abacusai/training_config_options/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/training_config_options/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.training_config_options
-================================
+:py:mod:`abacusai.training_config_options`
+==========================================
 
 .. py:module:: abacusai.training_config_options
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.training_config_options.AbstractApiClass
-   abacusai.training_config_options.TrainingConfigOptions
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.training_config_options.TrainingConfigOptions
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: TrainingConfigOptions(client, name=None, dataType=None, valueType=None, valueOptions=None, value=None, default=None, options=None, description=None, required=None, lastModelValue=None, needsRefresh=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Training options for a model
 
@@ -59,13 +49,11 @@ Module Contents
    :param needsRefresh: True if training config needs to be fetched again when this config option is changed
    :type needsRefresh: bool
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/upload/index.rst.txt b/docs/_sources/autoapi/abacusai/upload/index.rst.txt
index 8d8f2c6eb..6c628b04c 100644
--- a/docs/_sources/autoapi/abacusai/upload/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/upload/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.upload
-===============
+:py:mod:`abacusai.upload`
+=========================
 
 .. py:module:: abacusai.upload
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.upload.AbstractApiClass
-   abacusai.upload.Upload
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.upload.Upload
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: Upload(client, uploadId=None, datasetUploadId=None, status=None, datasetId=None, datasetVersion=None, modelId=None, modelVersion=None, batchPredictionId=None, parts=None, createdAt=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A Upload Reference for uploading file parts
 
@@ -57,13 +47,11 @@ Module Contents
    :param createdAt: The timestamp at which the upload was created.
    :type createdAt: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
@@ -72,7 +60,6 @@ Module Contents
       :rtype: dict
 
 
-
    .. py:method:: cancel()
 
       Cancels an upload.
@@ -81,7 +68,6 @@ Module Contents
       :type upload_id: str
 
 
-
    .. py:method:: part(part_number, part_data)
 
       Uploads part of a large dataset file from your bucket to our system. Our system currently supports parts of up to 5GB and full files of up to 5TB. Note that each part must be at least 5MB in size, unless it is the last part in the sequence of parts for the full file.
@@ -95,7 +81,6 @@ Module Contents
       :rtype: UploadPart
 
 
-
    .. py:method:: mark_complete()
 
       Marks an upload process as complete.
@@ -107,7 +92,6 @@ Module Contents
       :rtype: Upload
 
 
-
    .. py:method:: refresh()
 
       Calls describe and refreshes the current object's fields
@@ -116,7 +100,6 @@ Module Contents
       :rtype: Upload
 
 
-
    .. py:method:: describe()
 
       Retrieves the current upload status (complete or inspecting) and the list of file parts uploaded for a specified dataset upload.
@@ -128,7 +111,6 @@ Module Contents
       :rtype: Upload
 
 
-
    .. py:method:: upload_part(upload_args)
 
       Uploads a file part.
@@ -137,7 +119,6 @@ Module Contents
       :rtype: UploadPart
 
 
-
    .. py:method:: upload_file(file, threads=10, chunksize=1024 * 1024 * 10, wait_timeout=600)
 
       Uploads the file in the specified chunk size using the specified number of workers.
@@ -155,7 +136,6 @@ Module Contents
       :rtype: Upload
 
 
-
    .. py:method:: _yield_upload_part(file, chunksize)
 
 
@@ -167,7 +147,6 @@ Module Contents
       :type timeout: int
 
 
-
    .. py:method:: get_status()
 
       Gets the status of the upload.
diff --git a/docs/_sources/autoapi/abacusai/upload_part/index.rst.txt b/docs/_sources/autoapi/abacusai/upload_part/index.rst.txt
index 8ca106274..3871e89bf 100644
--- a/docs/_sources/autoapi/abacusai/upload_part/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/upload_part/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.upload_part
-====================
+:py:mod:`abacusai.upload_part`
+==============================
 
 .. py:module:: abacusai.upload_part
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.upload_part.AbstractApiClass
-   abacusai.upload_part.UploadPart
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.upload_part.UploadPart
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: UploadPart(client, etag=None, md5=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Unique identifiers for a part
 
@@ -41,13 +31,11 @@ Module Contents
    :param md5: The MD5 hash of this part.
    :type md5: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/use_case/index.rst.txt b/docs/_sources/autoapi/abacusai/use_case/index.rst.txt
index 400dc2072..40076c347 100644
--- a/docs/_sources/autoapi/abacusai/use_case/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/use_case/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.use_case
-=================
+:py:mod:`abacusai.use_case`
+===========================
 
 .. py:module:: abacusai.use_case
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.use_case.AbstractApiClass
-   abacusai.use_case.UseCase
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.use_case.UseCase
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: UseCase(client, useCase=None, prettyName=None, description=None, problemType=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A Project Use Case
 
@@ -45,13 +35,11 @@ Module Contents
    :param problemType: Name for the underlying problem type
    :type problemType: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/use_case_requirements/index.rst.txt b/docs/_sources/autoapi/abacusai/use_case_requirements/index.rst.txt
index 1bc684c6b..4ba76cd2b 100644
--- a/docs/_sources/autoapi/abacusai/use_case_requirements/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/use_case_requirements/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.use_case_requirements
-==============================
+:py:mod:`abacusai.use_case_requirements`
+========================================
 
 .. py:module:: abacusai.use_case_requirements
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.use_case_requirements.AbstractApiClass
-   abacusai.use_case_requirements.UseCaseRequirements
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.use_case_requirements.UseCaseRequirements
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: UseCaseRequirements(client, datasetType=None, name=None, description=None, required=None, multi=None, allowedFeatureMappings=None, allowedNestedFeatureMappings=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Use Case Requirements
 
@@ -51,13 +41,11 @@ Module Contents
    :param allowedNestedFeatureMappings: A collection of key-value pairs, with each key being a column mapping enum (see a list of column mapping enums here) and each value being in the following dictionary format: { "description": str, "allowed_feature_types": feature_type_enum, "required": bool }.
    :type allowedNestedFeatureMappings: dict
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/user/index.rst.txt b/docs/_sources/autoapi/abacusai/user/index.rst.txt
index aeb1532a8..c01008202 100644
--- a/docs/_sources/autoapi/abacusai/user/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/user/index.rst.txt
@@ -1,150 +1,26 @@
-abacusai.user
-=============
+:py:mod:`abacusai.user`
+=======================
 
 .. py:module:: abacusai.user
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.user.OrganizationGroup
-   abacusai.user.AbstractApiClass
-   abacusai.user.User
-
-
 Module Contents
 ---------------
 
-.. py:class:: OrganizationGroup(client, organizationGroupId=None, permissions=None, groupName=None, defaultGroup=None, admin=None, createdAt=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   An Organization Group. Defines the permissions available to the users who are members of the group.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param organizationGroupId: The unique identifier of the Organization Group.
-   :type organizationGroupId: str
-   :param permissions: The list of permissions (VIEW, MODIFY, ADMIN, BILLING, API_KEY, INVITE_USER) the group has.
-   :type permissions: list of enum string
-   :param groupName: The name of the Organization Group.
-   :type groupName: str
-   :param defaultGroup: If true, all new users will be added to this group automatically.
-   :type defaultGroup: bool
-   :param admin: If true, this group contains all permissions available to the organization and cannot be modified or deleted.
-   :type admin: bool
-   :param createdAt: When the Organization Group was created.
-   :type createdAt: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
-
-   .. py:method:: to_dict()
-
-      Get a dict representation of the parameters in this class
-
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
-
-
-
-   .. py:method:: refresh()
-
-      Calls describe and refreshes the current object's fields
-
-      :returns: The current object
-      :rtype: OrganizationGroup
-
-
-
-   .. py:method:: describe()
-
-      Returns the specific organization group passed in by the user.
-
-      :param organization_group_id: The unique identifier of the organization group to be described.
-      :type organization_group_id: str
-
-      :returns: Information about a specific organization group.
-      :rtype: OrganizationGroup
-
-
-
-   .. py:method:: add_permission(permission)
-
-      Adds a permission to the specified Organization Group.
-
-      :param permission: Permission to add to the Organization Group.
-      :type permission: str
-
-
-
-   .. py:method:: remove_permission(permission)
-
-      Removes a permission from the specified Organization Group.
-
-      :param permission: The permission to remove from the Organization Group.
-      :type permission: str
-
-
-
-   .. py:method:: delete()
-
-      Deletes the specified Organization Group
-
-      :param organization_group_id: Unique string identifier of the organization group.
-      :type organization_group_id: str
-
-
-
-   .. py:method:: add_user_to(email)
-
-      Adds a user to the specified Organization Group.
-
-      :param email: Email of the user to be added to the group.
-      :type email: str
-
-
-
-   .. py:method:: remove_user_from(email)
-
-      Removes a user from an Organization Group.
-
-      :param email: Email of the user to remove.
-      :type email: str
-
-
-
-   .. py:method:: set_default()
-
-      Sets the default Organization Group to which all new users joining an organization are automatically added.
-
-      :param organization_group_id: Unique string identifier of the Organization Group.
-      :type organization_group_id: str
-
-
-
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.user.User
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: User(client, name=None, email=None, createdAt=None, status=None, organizationGroups={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    An Abacus.AI User
 
@@ -161,13 +37,11 @@ Module Contents
    :param organizationGroups: List of Organization Groups this user belongs to.
    :type organizationGroups: OrganizationGroup
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/user_exception/index.rst.txt b/docs/_sources/autoapi/abacusai/user_exception/index.rst.txt
index 44cba7ef6..47e0780ab 100644
--- a/docs/_sources/autoapi/abacusai/user_exception/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/user_exception/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.user_exception
-=======================
+:py:mod:`abacusai.user_exception`
+=================================
 
 .. py:module:: abacusai.user_exception
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.user_exception.AbstractApiClass
-   abacusai.user_exception.UserException
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.user_exception.UserException
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: UserException(client, type=None, value=None, traceback=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Exception information for errors in usercode.
 
@@ -43,13 +33,11 @@ Module Contents
    :param traceback: The traceback of the exception
    :type traceback: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/web_search_response/index.rst.txt b/docs/_sources/autoapi/abacusai/web_search_response/index.rst.txt
index 9d2504bed..78e90dbfb 100644
--- a/docs/_sources/autoapi/abacusai/web_search_response/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/web_search_response/index.rst.txt
@@ -1,71 +1,26 @@
-abacusai.web_search_response
-============================
+:py:mod:`abacusai.web_search_response`
+======================================
 
 .. py:module:: abacusai.web_search_response
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.web_search_response.AbstractApiClass
-   abacusai.web_search_response.WebSearchResult
-   abacusai.web_search_response.WebSearchResponse
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
-
-      Return self==value.
-
-
-
-   .. py:method:: _get_attribute_as_dict(attribute)
-
-
-.. py:class:: WebSearchResult(client, title=None, url=None, snippet=None, content=None)
-
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
-
-
-   A single search result.
-
-   :param client: An authenticated API Client instance
-   :type client: ApiClient
-   :param title: The title of the search result.
-   :type title: str
-   :param url: The URL of the search result.
-   :type url: str
-   :param snippet: The snippet of the search result.
-   :type snippet: str
-   :param content: The page of content fetched from the url.
-   :type content: str
-
-
-   .. py:method:: __repr__()
-
-      Return repr(self).
-
-
+Classes
+~~~~~~~
 
-   .. py:method:: to_dict()
+.. autoapisummary::
 
-      Get a dict representation of the parameters in this class
+   abacusai.web_search_response.WebSearchResponse
 
-      :returns: The dict value representation of the class parameters
-      :rtype: dict
 
 
 
 .. py:class:: WebSearchResponse(client, searchResults={})
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    Result of running a web search with optional content fetching.
 
@@ -74,13 +29,11 @@ Module Contents
    :param searchResults: List of search results.
    :type searchResults: WebSearchResult
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/web_search_result/index.rst.txt b/docs/_sources/autoapi/abacusai/web_search_result/index.rst.txt
index 47b08ebdd..f341d4e73 100644
--- a/docs/_sources/autoapi/abacusai/web_search_result/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/web_search_result/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.web_search_result
-==========================
+:py:mod:`abacusai.web_search_result`
+====================================
 
 .. py:module:: abacusai.web_search_result
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.web_search_result.AbstractApiClass
-   abacusai.web_search_result.WebSearchResult
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.web_search_result.WebSearchResult
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: WebSearchResult(client, title=None, url=None, snippet=None, content=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A single search result.
 
@@ -45,13 +35,11 @@ Module Contents
    :param content: The page of content fetched from the url.
    :type content: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
diff --git a/docs/_sources/autoapi/abacusai/webhook/index.rst.txt b/docs/_sources/autoapi/abacusai/webhook/index.rst.txt
index 49445d2aa..8f043f812 100644
--- a/docs/_sources/autoapi/abacusai/webhook/index.rst.txt
+++ b/docs/_sources/autoapi/abacusai/webhook/index.rst.txt
@@ -1,36 +1,26 @@
-abacusai.webhook
-================
+:py:mod:`abacusai.webhook`
+==========================
 
 .. py:module:: abacusai.webhook
 
 
-Classes
--------
-
-.. autoapisummary::
-
-   abacusai.webhook.AbstractApiClass
-   abacusai.webhook.Webhook
-
-
 Module Contents
 ---------------
 
-.. py:class:: AbstractApiClass(client, id)
-
-   .. py:method:: __eq__(other)
+Classes
+~~~~~~~
 
-      Return self==value.
+.. autoapisummary::
 
+   abacusai.webhook.Webhook
 
 
-   .. py:method:: _get_attribute_as_dict(attribute)
 
 
 .. py:class:: Webhook(client, webhookId=None, deploymentId=None, endpoint=None, webhookEventType=None, payloadTemplate=None, createdAt=None)
 
-   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
+   Bases: :py:obj:`abacusai.return_class.AbstractApiClass`
 
    A Abacus.AI Webhook attached to an endpoint and event trigger for a given object.
 
@@ -49,13 +39,11 @@ Module Contents
    :param createdAt: The date and time this webhook was created.
    :type createdAt: str
 
-
    .. py:method:: __repr__()
 
       Return repr(self).
 
 
-
    .. py:method:: to_dict()
 
       Get a dict representation of the parameters in this class
@@ -64,7 +52,6 @@ Module Contents
       :rtype: dict
 
 
-
    .. py:method:: refresh()
 
       Calls describe and refreshes the current object's fields
@@ -73,7 +60,6 @@ Module Contents
       :rtype: Webhook
 
 
-
    .. py:method:: describe()
 
       Describe the webhook with a given ID.
@@ -85,7 +71,6 @@ Module Contents
       :rtype: Webhook
 
 
-
    .. py:method:: update(endpoint = None, webhook_event_type = None, payload_template = None)
 
       Update the webhook
@@ -98,7 +83,6 @@ Module Contents
       :type payload_template: dict
 
 
-
    .. py:method:: delete()
 
       Delete the webhook
diff --git a/docs/_static/searchtools.js b/docs/_static/searchtools.js
index 92da3f8b2..eaed90953 100644
--- a/docs/_static/searchtools.js
+++ b/docs/_static/searchtools.js
@@ -178,7 +178,7 @@ const Search = {
 
   htmlToText: (htmlString, anchor) => {
     const htmlElement = new DOMParser().parseFromString(htmlString, 'text/html');
-    for (const removalQuery of [".headerlinks", "script", "style"]) {
+    for (const removalQuery of [".headerlink", "script", "style"]) {
       htmlElement.querySelectorAll(removalQuery).forEach((el) => { el.remove() });
     }
     if (anchor) {
diff --git a/docs/autoapi/abacusai/abacus_api/index.html b/docs/autoapi/abacusai/abacus_api/index.html
index 0e197c3b0..d3bbd1eb5 100644
--- a/docs/autoapi/abacusai/abacus_api/index.html
+++ b/docs/autoapi/abacusai/abacus_api/index.html
@@ -46,222 +46,217 @@
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
               <ul class="current">
-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
 <li class="toctree-l2 current"><a class="reference internal" href="../index.html#submodules">Submodules</a><ul class="current">
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.abacus_api</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../agent/index.html">abacusai.agent</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html">abacusai.agent_data_document_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html">abacusai.agent_data_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html">abacusai.agent_version</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html">abacusai.algorithm</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html">abacusai.annotation</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.abacus_api</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/abacus_api/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.abacus_api">
-<span id="abacusai-abacus-api"></span><h1>abacusai.abacus_api<a class="headerlink" href="#module-abacusai.abacus_api" title="Link to this heading"></a></h1>
+<span id="abacusai-abacus-api"></span><h1><a class="reference internal" href="#module-abacusai.abacus_api" title="abacusai.abacus_api"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a><a class="headerlink" href="#module-abacusai.abacus_api" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.abacus_api.AbstractApiClass" title="abacusai.abacus_api.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.abacus_api.AbacusApi" title="abacusai.abacus_api.AbacusApi"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbacusApi</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.abacus_api.AbacusApi" title="abacusai.abacus_api.AbacusApi"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbacusApi</span></code></a></p></td>
 <td><p>An Abacus API.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.abacus_api.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.abacus_api.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.abacus_api.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.abacus_api.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.abacus_api.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.abacus_api.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.abacus_api.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.abacus_api.AbacusApi">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.abacus_api.</span></span><span class="sig-name descname"><span class="pre">AbacusApi</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">method</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">docstring</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">score</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.abacus_api.AbacusApi" title="Link to this definition"></a></dt>
@@ -362,6 +337,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/agent/index.html b/docs/autoapi/abacusai/agent/index.html
index 78756778b..00dc930d6 100644
--- a/docs/autoapi/abacusai/agent/index.html
+++ b/docs/autoapi/abacusai/agent/index.html
@@ -46,222 +46,217 @@
 </div>
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-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
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       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.agent</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></li>
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@@ -293,241 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.agent">
-<span id="abacusai-agent"></span><h1>abacusai.agent<a class="headerlink" href="#module-abacusai.agent" title="Link to this heading"></a></h1>
+<span id="abacusai-agent"></span><h1><a class="reference internal" href="#module-abacusai.agent" title="abacusai.agent"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a><a class="headerlink" href="#module-abacusai.agent" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.agent.AgentVersion" title="abacusai.agent.AgentVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AgentVersion</span></code></a></p></td>
-<td><p>A version of an AI agent.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.agent.WorkflowGraph" title="abacusai.agent.WorkflowGraph"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowGraph</span></code></a></p></td>
-<td><p>An Agent workflow graph. The edges define the node invokation order. The workflow must follow linear invokation order.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.agent.CodeSource" title="abacusai.agent.CodeSource"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CodeSource</span></code></a></p></td>
-<td><p>Code source for python-based custom feature groups and models</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.agent.AbstractApiClass" title="abacusai.agent.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.agent.Agent" title="abacusai.agent.Agent"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Agent</span></code></a></p></td>
 <td><p>An AI agent.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.agent.AgentVersion">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.agent.</span></span><span class="sig-name descname"><span class="pre">AgentVersion</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">agentVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">agentId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">agentConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">publishingStartedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">publishingCompletedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pendingDeploymentIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">failedDeploymentIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">agentExecutionConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">codeSource</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">workflowGraph</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.agent.AgentVersion" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A version of an AI agent.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>agentVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of an agent version.</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The current status of the model.</p></li>
-<li><p><strong>agentId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A reference to the agent this version belongs to.</p></li>
-<li><p><strong>agentConfig</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The config options used to create this agent.</p></li>
-<li><p><strong>publishingStartedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The start time and date of the training process in ISO-8601 format.</p></li>
-<li><p><strong>publishingCompletedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The end time and date of the training process in ISO-8601 format.</p></li>
-<li><p><strong>pendingDeploymentIds</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of deployment IDs where deployment is pending.</p></li>
-<li><p><strong>failedDeploymentIds</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of failed deployment IDs.</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Relevant error if the status is FAILED.</p></li>
-<li><p><strong>agentExecutionConfig</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The config for arguments used to execute the agent.</p></li>
-<li><p><strong>codeSource</strong> (<a class="reference internal" href="#abacusai.agent.CodeSource" title="abacusai.agent.CodeSource"><em>CodeSource</em></a>) – If a python model, information on where the source code is located.</p></li>
-<li><p><strong>workflowGraph</strong> (<a class="reference internal" href="#abacusai.agent.WorkflowGraph" title="abacusai.agent.WorkflowGraph"><em>WorkflowGraph</em></a>) – The workflow graph for the agent.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.agent.AgentVersion.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.agent.AgentVersion.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.agent.AgentVersion.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.agent.AgentVersion.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.agent.AgentVersion.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.agent.AgentVersion.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.agent.AgentVersion" title="abacusai.agent.AgentVersion">AgentVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.agent.AgentVersion.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.agent.AgentVersion.describe" title="Link to this definition"></a></dt>
-<dd><p>Retrieves a full description of the specified agent version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>agent_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier of the agent version.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A agent version.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.agent.AgentVersion" title="abacusai.agent.AgentVersion">AgentVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.agent.AgentVersion.wait_for_publish">
-<span class="sig-name descname"><span class="pre">wait_for_publish</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.agent.AgentVersion.wait_for_publish" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until agent gets published.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.agent.AgentVersion.get_status">
-<span class="sig-name descname"><span class="pre">get_status</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.agent.AgentVersion.get_status" title="Link to this definition"></a></dt>
-<dd><p>Gets the status of the model version under training.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A string describing the status of a model training (pending, complete, etc.).</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)">str</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.agent.WorkflowGraph">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.agent.</span></span><span class="sig-name descname"><span class="pre">WorkflowGraph</span></span><a class="headerlink" href="#abacusai.agent.WorkflowGraph" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
-<p>An Agent workflow graph. The edges define the node invokation order. The workflow must follow linear invokation order.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>nodes</strong> (<em>List</em><em>[</em><a class="reference internal" href="../api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowGraphNode" title="abacusai.api_class.ai_agents.WorkflowGraphNode"><em>WorkflowGraphNode</em></a><em>]</em>) – A list of nodes in the workflow graph.</p></li>
-<li><p><strong>edges</strong> (<em>List</em><em>[</em><a class="reference internal" href="../api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowGraphEdge" title="abacusai.api_class.ai_agents.WorkflowGraphEdge"><em>WorkflowGraphEdge</em></a><em>]</em>) – A list of edges in the workflow graph, where each edge is a tuple of source, target and details.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.agent.WorkflowGraph.nodes">
-<span class="sig-name descname"><span class="pre">nodes</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="../api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowGraphNode" title="abacusai.api_class.ai_agents.WorkflowGraphNode"><span class="pre">WorkflowGraphNode</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.agent.WorkflowGraph.nodes" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.agent.WorkflowGraph.edges">
-<span class="sig-name descname"><span class="pre">edges</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="../api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowGraphEdge" title="abacusai.api_class.ai_agents.WorkflowGraphEdge"><span class="pre">WorkflowGraphEdge</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.agent.WorkflowGraph.edges" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.agent.WorkflowGraph.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.agent.WorkflowGraph.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Standardizes converting an ApiClass to dictionary.
-Keys of response dictionary are converted to camel case.
-This also validates the fields ( type, value, etc ) received in the dictionary.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.agent.WorkflowGraph.from_dict">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">graph</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.agent.WorkflowGraph.from_dict" title="Link to this definition"></a></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>graph</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>)</p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.agent.CodeSource">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.agent.</span></span><span class="sig-name descname"><span class="pre">CodeSource</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceCode</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">applicationConnectorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">applicationConnectorInfo</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">packageRequirements</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">publishingMsg</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">moduleDependencies</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.agent.CodeSource" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Code source for python-based custom feature groups and models</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>sourceType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of the source, one of TEXT, PYTHON, FILE_UPLOAD, or APPLICATION_CONNECTOR</p></li>
-<li><p><strong>sourceCode</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If the type of the source is TEXT, the raw text of the function</p></li>
-<li><p><strong>applicationConnectorId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The Application Connector to fetch the code from</p></li>
-<li><p><strong>applicationConnectorInfo</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Args passed to the application connector to fetch the code</p></li>
-<li><p><strong>packageRequirements</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The pip package dependencies required to run the code</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The status of the code and validations</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If the status is failed, an error message describing what went wrong</p></li>
-<li><p><strong>publishingMsg</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Warnings in the source code</p></li>
-<li><p><strong>moduleDependencies</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The list of internal modules dependencies required to run the code</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.agent.CodeSource.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.agent.CodeSource.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.agent.CodeSource.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.agent.CodeSource.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.agent.CodeSource.import_as_cell">
-<span class="sig-name descname"><span class="pre">import_as_cell</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.agent.CodeSource.import_as_cell" title="Link to this definition"></a></dt>
-<dd><p>Adds the source code as an unexecuted cell in the notebook.</p>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.agent.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.agent.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.agent.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.agent.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.agent.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.agent.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.agent.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.agent.Agent">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.agent.</span></span><span class="sig-name descname"><span class="pre">Agent</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">agentId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">projectId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">notebookId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictFunctionName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceCode</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">agentConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">memory</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingRequired</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">agentExecutionConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">codeSource</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">latestAgentVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">workflowGraph</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.agent.Agent" title="Link to this definition"></a></dt>
@@ -548,9 +320,9 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>memory</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Memory in GB specified for the deployment resources for the agent.</p></li>
 <li><p><strong>trainingRequired</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether training is required to deploy the latest agent code.</p></li>
 <li><p><strong>agentExecutionConfig</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The config for arguments used to execute the agent.</p></li>
-<li><p><strong>latestAgentVersion</strong> (<a class="reference internal" href="#abacusai.agent.AgentVersion" title="abacusai.agent.AgentVersion"><em>AgentVersion</em></a>) – The latest agent version.</p></li>
-<li><p><strong>codeSource</strong> (<a class="reference internal" href="#abacusai.agent.CodeSource" title="abacusai.agent.CodeSource"><em>CodeSource</em></a>) – If a python model, information on the source code</p></li>
-<li><p><strong>workflowGraph</strong> (<a class="reference internal" href="#abacusai.agent.WorkflowGraph" title="abacusai.agent.WorkflowGraph"><em>WorkflowGraph</em></a>) – The workflow graph for the agent.</p></li>
+<li><p><strong>latestAgentVersion</strong> (<a class="reference internal" href="../agent_version/index.html#abacusai.agent_version.AgentVersion" title="abacusai.agent_version.AgentVersion"><em>AgentVersion</em></a>) – The latest agent version.</p></li>
+<li><p><strong>codeSource</strong> (<a class="reference internal" href="../code_source/index.html#abacusai.code_source.CodeSource" title="abacusai.code_source.CodeSource"><em>CodeSource</em></a>) – If a python model, information on the source code</p></li>
+<li><p><strong>workflowGraph</strong> (<a class="reference internal" href="../api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowGraph" title="abacusai.api_class.ai_agents.WorkflowGraph"><em>WorkflowGraph</em></a>) – The workflow graph for the agent.</p></li>
 </ul>
 </dd>
 </dl>
@@ -620,7 +392,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>An array of Agent versions.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.agent.AgentVersion" title="abacusai.agent.AgentVersion">AgentVersion</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../agent_version/index.html#abacusai.agent_version.AgentVersion" title="abacusai.agent_version.AgentVersion">AgentVersion</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -652,6 +424,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/agent_data_document_info/index.html b/docs/autoapi/abacusai/agent_data_document_info/index.html
index a8233a465..3b6622f12 100644
--- a/docs/autoapi/abacusai/agent_data_document_info/index.html
+++ b/docs/autoapi/abacusai/agent_data_document_info/index.html
@@ -46,222 +46,217 @@
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
               <ul class="current">
-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
 <li class="toctree-l2 current"><a class="reference internal" href="../index.html#submodules">Submodules</a><ul class="current">
-<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html">abacusai.abacus_api</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent/index.html">abacusai.agent</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.agent_data_document_info</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
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-<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html">abacusai.annotation_config</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.agent_data_document_info</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/agent_data_document_info/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.agent_data_document_info">
-<span id="abacusai-agent-data-document-info"></span><h1>abacusai.agent_data_document_info<a class="headerlink" href="#module-abacusai.agent_data_document_info" title="Link to this heading"></a></h1>
+<span id="abacusai-agent-data-document-info"></span><h1><a class="reference internal" href="#module-abacusai.agent_data_document_info" title="abacusai.agent_data_document_info"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a><a class="headerlink" href="#module-abacusai.agent_data_document_info" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.agent_data_document_info.AbstractApiClass" title="abacusai.agent_data_document_info.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.agent_data_document_info.AgentDataDocumentInfo" title="abacusai.agent_data_document_info.AgentDataDocumentInfo"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AgentDataDocumentInfo</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.agent_data_document_info.AgentDataDocumentInfo" title="abacusai.agent_data_document_info.AgentDataDocumentInfo"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AgentDataDocumentInfo</span></code></a></p></td>
 <td><p>Information for documents uploaded to agents.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.agent_data_document_info.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.agent_data_document_info.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.agent_data_document_info.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.agent_data_document_info.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.agent_data_document_info.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.agent_data_document_info.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.agent_data_document_info.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.agent_data_document_info.AgentDataDocumentInfo">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.agent_data_document_info.</span></span><span class="sig-name descname"><span class="pre">AgentDataDocumentInfo</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">docId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mimeType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">size</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pageCount</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.agent_data_document_info.AgentDataDocumentInfo" title="Link to this definition"></a></dt>
@@ -364,6 +339,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/agent_data_execution_result/index.html b/docs/autoapi/abacusai/agent_data_execution_result/index.html
index 4b217071d..083a9e823 100644
--- a/docs/autoapi/abacusai/agent_data_execution_result/index.html
+++ b/docs/autoapi/abacusai/agent_data_execution_result/index.html
@@ -46,222 +46,217 @@
 </div>
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-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.agent_data_execution_result</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/agent_data_execution_result/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,80 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.agent_data_execution_result">
-<span id="abacusai-agent-data-execution-result"></span><h1>abacusai.agent_data_execution_result<a class="headerlink" href="#module-abacusai.agent_data_execution_result" title="Link to this heading"></a></h1>
+<span id="abacusai-agent-data-execution-result"></span><h1><a class="reference internal" href="#module-abacusai.agent_data_execution_result" title="abacusai.agent_data_execution_result"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a><a class="headerlink" href="#module-abacusai.agent_data_execution_result" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.agent_data_execution_result.AgentDataDocumentInfo" title="abacusai.agent_data_execution_result.AgentDataDocumentInfo"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AgentDataDocumentInfo</span></code></a></p></td>
-<td><p>Information for documents uploaded to agents.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.agent_data_execution_result.AbstractApiClass" title="abacusai.agent_data_execution_result.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.agent_data_execution_result.AgentDataExecutionResult" title="abacusai.agent_data_execution_result.AgentDataExecutionResult"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AgentDataExecutionResult</span></code></a></p></td>
 <td><p>Results of agent execution with uploaded data.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.agent_data_execution_result.AgentDataDocumentInfo">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.agent_data_execution_result.</span></span><span class="sig-name descname"><span class="pre">AgentDataDocumentInfo</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">docId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mimeType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">size</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pageCount</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.agent_data_execution_result.AgentDataDocumentInfo" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Information for documents uploaded to agents.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>docId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The docstore Document ID of the document.</p></li>
-<li><p><strong>filename</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The file name of the uploaded document.</p></li>
-<li><p><strong>mimeType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The mime type of the uploaded document.</p></li>
-<li><p><strong>size</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The total size of the uploaded document.</p></li>
-<li><p><strong>pageCount</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The total number of pages in the uploaded document.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.agent_data_execution_result.AgentDataDocumentInfo.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.agent_data_execution_result.AgentDataDocumentInfo.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.agent_data_execution_result.AgentDataDocumentInfo.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.agent_data_execution_result.AgentDataDocumentInfo.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.agent_data_execution_result.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.agent_data_execution_result.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.agent_data_execution_result.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.agent_data_execution_result.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.agent_data_execution_result.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.agent_data_execution_result.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.agent_data_execution_result.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.agent_data_execution_result.AgentDataExecutionResult">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.agent_data_execution_result.</span></span><span class="sig-name descname"><span class="pre">AgentDataExecutionResult</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">response</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deploymentConversationId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">docInfos</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.agent_data_execution_result.AgentDataExecutionResult" title="Link to this definition"></a></dt>
@@ -378,7 +311,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
 <li><p><strong>response</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The result of agent conversation execution.</p></li>
 <li><p><strong>deploymentConversationId</strong> (<em>id</em>) – The unique identifier of the deployment conversation.</p></li>
-<li><p><strong>docInfos</strong> (<a class="reference internal" href="#abacusai.agent_data_execution_result.AgentDataDocumentInfo" title="abacusai.agent_data_execution_result.AgentDataDocumentInfo"><em>AgentDataDocumentInfo</em></a>) – A list of dict containing information on documents uploaded to agent.</p></li>
+<li><p><strong>docInfos</strong> (<a class="reference internal" href="../agent_data_document_info/index.html#abacusai.agent_data_document_info.AgentDataDocumentInfo" title="abacusai.agent_data_document_info.AgentDataDocumentInfo"><em>AgentDataDocumentInfo</em></a>) – A list of dict containing information on documents uploaded to agent.</p></li>
 </ul>
 </dd>
 </dl>
@@ -404,6 +337,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/agent_version/index.html b/docs/autoapi/abacusai/agent_version/index.html
index f6be9e477..62a2d95ab 100644
--- a/docs/autoapi/abacusai/agent_version/index.html
+++ b/docs/autoapi/abacusai/agent_version/index.html
@@ -46,222 +46,217 @@
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
               <ul class="current">
-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
 <li class="toctree-l2 current"><a class="reference internal" href="../index.html#submodules">Submodules</a><ul class="current">
-<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html">abacusai.abacus_api</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent/index.html">abacusai.agent</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html">abacusai.agent_data_document_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html">abacusai.agent_data_execution_result</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.agent_version</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html">abacusai.ai_building_task</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html">abacusai.algorithm</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html">abacusai.annotation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html">abacusai.annotation_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html">abacusai.annotation_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html">abacusai.annotation_entry</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html">abacusai.annotations_status</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html">abacusai.api_client_utils</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html">abacusai.api_endpoint</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html">abacusai.api_key</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html">abacusai.app_user_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html">abacusai.application_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html">abacusai.batch_prediction</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html">abacusai.batch_prediction_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html">abacusai.batch_prediction_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html">abacusai.document_retriever_lookup_result</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
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-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.agent_version</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></li>
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@@ -293,136 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.agent_version">
-<span id="abacusai-agent-version"></span><h1>abacusai.agent_version<a class="headerlink" href="#module-abacusai.agent_version" title="Link to this heading"></a></h1>
+<span id="abacusai-agent-version"></span><h1><a class="reference internal" href="#module-abacusai.agent_version" title="abacusai.agent_version"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a><a class="headerlink" href="#module-abacusai.agent_version" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.agent_version.WorkflowGraph" title="abacusai.agent_version.WorkflowGraph"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowGraph</span></code></a></p></td>
-<td><p>An Agent workflow graph. The edges define the node invokation order. The workflow must follow linear invokation order.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.agent_version.CodeSource" title="abacusai.agent_version.CodeSource"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CodeSource</span></code></a></p></td>
-<td><p>Code source for python-based custom feature groups and models</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.agent_version.AbstractApiClass" title="abacusai.agent_version.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.agent_version.AgentVersion" title="abacusai.agent_version.AgentVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AgentVersion</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.agent_version.AgentVersion" title="abacusai.agent_version.AgentVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AgentVersion</span></code></a></p></td>
 <td><p>A version of an AI agent.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.agent_version.WorkflowGraph">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.agent_version.</span></span><span class="sig-name descname"><span class="pre">WorkflowGraph</span></span><a class="headerlink" href="#abacusai.agent_version.WorkflowGraph" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
-<p>An Agent workflow graph. The edges define the node invokation order. The workflow must follow linear invokation order.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>nodes</strong> (<em>List</em><em>[</em><a class="reference internal" href="../api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowGraphNode" title="abacusai.api_class.ai_agents.WorkflowGraphNode"><em>WorkflowGraphNode</em></a><em>]</em>) – A list of nodes in the workflow graph.</p></li>
-<li><p><strong>edges</strong> (<em>List</em><em>[</em><a class="reference internal" href="../api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowGraphEdge" title="abacusai.api_class.ai_agents.WorkflowGraphEdge"><em>WorkflowGraphEdge</em></a><em>]</em>) – A list of edges in the workflow graph, where each edge is a tuple of source, target and details.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.agent_version.WorkflowGraph.nodes">
-<span class="sig-name descname"><span class="pre">nodes</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="../api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowGraphNode" title="abacusai.api_class.ai_agents.WorkflowGraphNode"><span class="pre">WorkflowGraphNode</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.agent_version.WorkflowGraph.nodes" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.agent_version.WorkflowGraph.edges">
-<span class="sig-name descname"><span class="pre">edges</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="../api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowGraphEdge" title="abacusai.api_class.ai_agents.WorkflowGraphEdge"><span class="pre">WorkflowGraphEdge</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.agent_version.WorkflowGraph.edges" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.agent_version.WorkflowGraph.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.agent_version.WorkflowGraph.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Standardizes converting an ApiClass to dictionary.
-Keys of response dictionary are converted to camel case.
-This also validates the fields ( type, value, etc ) received in the dictionary.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.agent_version.WorkflowGraph.from_dict">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">graph</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.agent_version.WorkflowGraph.from_dict" title="Link to this definition"></a></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>graph</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>)</p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.agent_version.CodeSource">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.agent_version.</span></span><span class="sig-name descname"><span class="pre">CodeSource</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceCode</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">applicationConnectorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">applicationConnectorInfo</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">packageRequirements</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">publishingMsg</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">moduleDependencies</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.agent_version.CodeSource" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Code source for python-based custom feature groups and models</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>sourceType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of the source, one of TEXT, PYTHON, FILE_UPLOAD, or APPLICATION_CONNECTOR</p></li>
-<li><p><strong>sourceCode</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If the type of the source is TEXT, the raw text of the function</p></li>
-<li><p><strong>applicationConnectorId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The Application Connector to fetch the code from</p></li>
-<li><p><strong>applicationConnectorInfo</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Args passed to the application connector to fetch the code</p></li>
-<li><p><strong>packageRequirements</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The pip package dependencies required to run the code</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The status of the code and validations</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If the status is failed, an error message describing what went wrong</p></li>
-<li><p><strong>publishingMsg</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Warnings in the source code</p></li>
-<li><p><strong>moduleDependencies</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The list of internal modules dependencies required to run the code</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.agent_version.CodeSource.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.agent_version.CodeSource.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.agent_version.CodeSource.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.agent_version.CodeSource.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.agent_version.CodeSource.import_as_cell">
-<span class="sig-name descname"><span class="pre">import_as_cell</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.agent_version.CodeSource.import_as_cell" title="Link to this definition"></a></dt>
-<dd><p>Adds the source code as an unexecuted cell in the notebook.</p>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.agent_version.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.agent_version.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.agent_version.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.agent_version.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.agent_version.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.agent_version.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.agent_version.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.agent_version.AgentVersion">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.agent_version.</span></span><span class="sig-name descname"><span class="pre">AgentVersion</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">agentVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">agentId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">agentConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">publishingStartedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">publishingCompletedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pendingDeploymentIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">failedDeploymentIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">agentExecutionConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">codeSource</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">workflowGraph</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.agent_version.AgentVersion" title="Link to this definition"></a></dt>
@@ -442,8 +319,8 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>failedDeploymentIds</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of failed deployment IDs.</p></li>
 <li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Relevant error if the status is FAILED.</p></li>
 <li><p><strong>agentExecutionConfig</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The config for arguments used to execute the agent.</p></li>
-<li><p><strong>codeSource</strong> (<a class="reference internal" href="#abacusai.agent_version.CodeSource" title="abacusai.agent_version.CodeSource"><em>CodeSource</em></a>) – If a python model, information on where the source code is located.</p></li>
-<li><p><strong>workflowGraph</strong> (<a class="reference internal" href="#abacusai.agent_version.WorkflowGraph" title="abacusai.agent_version.WorkflowGraph"><em>WorkflowGraph</em></a>) – The workflow graph for the agent.</p></li>
+<li><p><strong>codeSource</strong> (<a class="reference internal" href="../code_source/index.html#abacusai.code_source.CodeSource" title="abacusai.code_source.CodeSource"><em>CodeSource</em></a>) – If a python model, information on where the source code is located.</p></li>
+<li><p><strong>workflowGraph</strong> (<a class="reference internal" href="../api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowGraph" title="abacusai.api_class.ai_agents.WorkflowGraph"><em>WorkflowGraph</em></a>) – The workflow graph for the agent.</p></li>
 </ul>
 </dd>
 </dl>
@@ -525,6 +402,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/ai_building_task/index.html b/docs/autoapi/abacusai/ai_building_task/index.html
index 043053645..8dec98afa 100644
--- a/docs/autoapi/abacusai/ai_building_task/index.html
+++ b/docs/autoapi/abacusai/ai_building_task/index.html
@@ -46,222 +46,217 @@
 </div>
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               <ul class="current">
-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
 <li class="toctree-l2 current"><a class="reference internal" href="../index.html#submodules">Submodules</a><ul class="current">
-<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html">abacusai.abacus_api</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent/index.html">abacusai.agent</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html">abacusai.agent_data_document_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html">abacusai.agent_data_execution_result</a></li>
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-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.ai_building_task</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
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-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
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 </ul>
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@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.ai_building_task</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/ai_building_task/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.ai_building_task">
-<span id="abacusai-ai-building-task"></span><h1>abacusai.ai_building_task<a class="headerlink" href="#module-abacusai.ai_building_task" title="Link to this heading"></a></h1>
+<span id="abacusai-ai-building-task"></span><h1><a class="reference internal" href="#module-abacusai.ai_building_task" title="abacusai.ai_building_task"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a><a class="headerlink" href="#module-abacusai.ai_building_task" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.ai_building_task.AbstractApiClass" title="abacusai.ai_building_task.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.ai_building_task.AiBuildingTask" title="abacusai.ai_building_task.AiBuildingTask"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AiBuildingTask</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.ai_building_task.AiBuildingTask" title="abacusai.ai_building_task.AiBuildingTask"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AiBuildingTask</span></code></a></p></td>
 <td><p>A task for Data Science Co-pilot to help build AI.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.ai_building_task.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.ai_building_task.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.ai_building_task.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.ai_building_task.AbstractApiClass.__eq__">
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-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.ai_building_task.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.ai_building_task.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.ai_building_task.AiBuildingTask">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.ai_building_task.</span></span><span class="sig-name descname"><span class="pre">AiBuildingTask</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">task</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">taskType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.ai_building_task.AiBuildingTask" title="Link to this definition"></a></dt>
@@ -361,6 +336,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/algorithm/index.html b/docs/autoapi/abacusai/algorithm/index.html
index b9f20bce5..0cfb4147f 100644
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@@ -46,222 +46,217 @@
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-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
 <li class="toctree-l2 current"><a class="reference internal" href="../index.html#submodules">Submodules</a><ul class="current">
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-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
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@@ -281,8 +276,8 @@
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+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
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@@ -293,90 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.algorithm">
-<span id="abacusai-algorithm"></span><h1>abacusai.algorithm<a class="headerlink" href="#module-abacusai.algorithm" title="Link to this heading"></a></h1>
+<span id="abacusai-algorithm"></span><h1><a class="reference internal" href="#module-abacusai.algorithm" title="abacusai.algorithm"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a><a class="headerlink" href="#module-abacusai.algorithm" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.algorithm.CodeSource" title="abacusai.algorithm.CodeSource"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CodeSource</span></code></a></p></td>
-<td><p>Code source for python-based custom feature groups and models</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.algorithm.AbstractApiClass" title="abacusai.algorithm.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.algorithm.Algorithm" title="abacusai.algorithm.Algorithm"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Algorithm</span></code></a></p></td>
 <td><p>Customer created algorithm</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.algorithm.CodeSource">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.algorithm.</span></span><span class="sig-name descname"><span class="pre">CodeSource</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceCode</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">applicationConnectorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">applicationConnectorInfo</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">packageRequirements</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">publishingMsg</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">moduleDependencies</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.algorithm.CodeSource" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Code source for python-based custom feature groups and models</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>sourceType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of the source, one of TEXT, PYTHON, FILE_UPLOAD, or APPLICATION_CONNECTOR</p></li>
-<li><p><strong>sourceCode</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If the type of the source is TEXT, the raw text of the function</p></li>
-<li><p><strong>applicationConnectorId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The Application Connector to fetch the code from</p></li>
-<li><p><strong>applicationConnectorInfo</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Args passed to the application connector to fetch the code</p></li>
-<li><p><strong>packageRequirements</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The pip package dependencies required to run the code</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The status of the code and validations</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If the status is failed, an error message describing what went wrong</p></li>
-<li><p><strong>publishingMsg</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Warnings in the source code</p></li>
-<li><p><strong>moduleDependencies</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The list of internal modules dependencies required to run the code</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.algorithm.CodeSource.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.algorithm.CodeSource.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.algorithm.CodeSource.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.algorithm.CodeSource.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.algorithm.CodeSource.import_as_cell">
-<span class="sig-name descname"><span class="pre">import_as_cell</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.algorithm.CodeSource.import_as_cell" title="Link to this definition"></a></dt>
-<dd><p>Adds the source code as an unexecuted cell in the notebook.</p>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.algorithm.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.algorithm.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.algorithm.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.algorithm.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.algorithm.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.algorithm.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.algorithm.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.algorithm.Algorithm">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.algorithm.</span></span><span class="sig-name descname"><span class="pre">Algorithm</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">problemType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">updatedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">isDefaultEnabled</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingInputMappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainFunctionName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictFunctionName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictManyFunctionName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">initializeFunctionName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">configOptions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">algorithmId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">useGpu</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">algorithmTrainingConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">onlyOfflineDeployable</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">codeSource</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.algorithm.Algorithm" title="Link to this definition"></a></dt>
@@ -401,7 +324,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>useGpu</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to use gpu for model training</p></li>
 <li><p><strong>algorithmTrainingConfig</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The algorithm specific training config</p></li>
 <li><p><strong>onlyOfflineDeployable</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether or not the algorithm is only allowed to be deployed offline</p></li>
-<li><p><strong>codeSource</strong> (<a class="reference internal" href="#abacusai.algorithm.CodeSource" title="abacusai.algorithm.CodeSource"><em>CodeSource</em></a>) – Info about the source code of the algorithm</p></li>
+<li><p><strong>codeSource</strong> (<a class="reference internal" href="../code_source/index.html#abacusai.code_source.CodeSource" title="abacusai.code_source.CodeSource"><em>CodeSource</em></a>) – Info about the source code of the algorithm</p></li>
 </ul>
 </dd>
 </dl>
@@ -427,6 +350,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/annotation/index.html b/docs/autoapi/abacusai/annotation/index.html
index 6ff1004bb..5603e47cf 100644
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@@ -46,222 +46,217 @@
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
               <ul class="current">
-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
 <li class="toctree-l2 current"><a class="reference internal" href="../index.html#submodules">Submodules</a><ul class="current">
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-<li class="toctree-l3"><a class="reference internal" href="../agent/index.html">abacusai.agent</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html">abacusai.agent_data_document_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html">abacusai.agent_data_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html">abacusai.agent_version</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html">abacusai.algorithm</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.annotation</a><ul>
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+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html">abacusai.annotation_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html">abacusai.annotation_document</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.annotation</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></li>
       <li class="wy-breadcrumbs-aside">
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@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.annotation">
-<span id="abacusai-annotation"></span><h1>abacusai.annotation<a class="headerlink" href="#module-abacusai.annotation" title="Link to this heading"></a></h1>
+<span id="abacusai-annotation"></span><h1><a class="reference internal" href="#module-abacusai.annotation" title="abacusai.annotation"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a><a class="headerlink" href="#module-abacusai.annotation" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.annotation.AbstractApiClass" title="abacusai.annotation.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.annotation.Annotation" title="abacusai.annotation.Annotation"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Annotation</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.annotation.Annotation" title="abacusai.annotation.Annotation"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Annotation</span></code></a></p></td>
 <td><p>An Annotation Store Annotation</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.annotation.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.annotation.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.annotation.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.annotation.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.annotation.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.annotation.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.annotation.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.annotation.Annotation">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.annotation.</span></span><span class="sig-name descname"><span class="pre">Annotation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">annotationType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">annotationValue</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">comments</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">metadata</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.annotation.Annotation" title="Link to this definition"></a></dt>
@@ -363,6 +338,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/annotation_config/index.html b/docs/autoapi/abacusai/annotation_config/index.html
index b50699768..bc1e64a09 100644
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-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
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-      <li class="breadcrumb-item active">abacusai.annotation_config</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
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       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.annotation_config">
-<span id="abacusai-annotation-config"></span><h1>abacusai.annotation_config<a class="headerlink" href="#module-abacusai.annotation_config" title="Link to this heading"></a></h1>
+<span id="abacusai-annotation-config"></span><h1><a class="reference internal" href="#module-abacusai.annotation_config" title="abacusai.annotation_config"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a><a class="headerlink" href="#module-abacusai.annotation_config" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.annotation_config.AbstractApiClass" title="abacusai.annotation_config.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.annotation_config.AnnotationConfig" title="abacusai.annotation_config.AnnotationConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AnnotationConfig</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.annotation_config.AnnotationConfig" title="abacusai.annotation_config.AnnotationConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AnnotationConfig</span></code></a></p></td>
 <td><p>Annotation config for a feature group</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.annotation_config.AbstractApiClass">
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-<dt class="sig sig-object py" id="abacusai.annotation_config.AbstractApiClass.__eq__">
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-
-<dl class="py method">
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-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.annotation_config.AnnotationConfig">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.annotation_config.</span></span><span class="sig-name descname"><span class="pre">AnnotationConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureAnnotationConfigs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">statusFeature</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">commentsFeatures</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">metadataFeature</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.annotation_config.AnnotationConfig" title="Link to this definition"></a></dt>
@@ -364,6 +339,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
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index 83fa60806..894e44f46 100644
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+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
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@@ -281,8 +276,8 @@
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   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.annotation_document</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/annotation_document/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.annotation_document">
-<span id="abacusai-annotation-document"></span><h1>abacusai.annotation_document<a class="headerlink" href="#module-abacusai.annotation_document" title="Link to this heading"></a></h1>
+<span id="abacusai-annotation-document"></span><h1><a class="reference internal" href="#module-abacusai.annotation_document" title="abacusai.annotation_document"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a><a class="headerlink" href="#module-abacusai.annotation_document" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.annotation_document.AbstractApiClass" title="abacusai.annotation_document.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.annotation_document.AnnotationDocument" title="abacusai.annotation_document.AnnotationDocument"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AnnotationDocument</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.annotation_document.AnnotationDocument" title="abacusai.annotation_document.AnnotationDocument"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AnnotationDocument</span></code></a></p></td>
 <td><p>Document to be annotated.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.annotation_document.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.annotation_document.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.annotation_document.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.annotation_document.AbstractApiClass.__eq__">
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-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.annotation_document.AbstractApiClass._get_attribute_as_dict">
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-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.annotation_document.AnnotationDocument">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.annotation_document.</span></span><span class="sig-name descname"><span class="pre">AnnotationDocument</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">docId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupRowIdentifier</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupRowIndex</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">totalRows</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">isAnnotationPresent</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.annotation_document.AnnotationDocument" title="Link to this definition"></a></dt>
@@ -364,6 +339,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/annotation_entry/index.html b/docs/autoapi/abacusai/annotation_entry/index.html
index e54c6a24c..9850b7778 100644
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@@ -46,222 +46,217 @@
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+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
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-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
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@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.annotation_entry</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/annotation_entry/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,79 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.annotation_entry">
-<span id="abacusai-annotation-entry"></span><h1>abacusai.annotation_entry<a class="headerlink" href="#module-abacusai.annotation_entry" title="Link to this heading"></a></h1>
+<span id="abacusai-annotation-entry"></span><h1><a class="reference internal" href="#module-abacusai.annotation_entry" title="abacusai.annotation_entry"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a><a class="headerlink" href="#module-abacusai.annotation_entry" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.annotation_entry.Annotation" title="abacusai.annotation_entry.Annotation"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Annotation</span></code></a></p></td>
-<td><p>An Annotation Store Annotation</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.annotation_entry.AbstractApiClass" title="abacusai.annotation_entry.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.annotation_entry.AnnotationEntry" title="abacusai.annotation_entry.AnnotationEntry"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AnnotationEntry</span></code></a></p></td>
 <td><p>An Annotation Store entry for an Annotation</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.annotation_entry.Annotation">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.annotation_entry.</span></span><span class="sig-name descname"><span class="pre">Annotation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">annotationType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">annotationValue</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">comments</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">metadata</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.annotation_entry.Annotation" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>An Annotation Store Annotation</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>annotationType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A name determining the type of annotation and how to interpret the annotation value data, e.g. as a label, bounding box, etc.</p></li>
-<li><p><strong>annotationValue</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – JSON-compatible value of the annotation. The format of the value is determined by the annotation type.</p></li>
-<li><p><strong>comments</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Comments about the annotation. This is a dictionary of feature name to the corresponding comment.</p></li>
-<li><p><strong>metadata</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Metadata about the annotation.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.annotation_entry.Annotation.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.annotation_entry.Annotation.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.annotation_entry.Annotation.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.annotation_entry.Annotation.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.annotation_entry.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.annotation_entry.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.annotation_entry.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.annotation_entry.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.annotation_entry.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.annotation_entry.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.annotation_entry.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.annotation_entry.AnnotationEntry">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.annotation_entry.</span></span><span class="sig-name descname"><span class="pre">AnnotationEntry</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">docId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupRowIdentifier</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">updatedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">annotationEntryMarker</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lockedUntil</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">verificationInfo</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">annotation</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.annotation_entry.AnnotationEntry" title="Link to this definition"></a></dt>
@@ -384,7 +318,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The status of labeling the document.</p></li>
 <li><p><strong>lockedUntil</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The time until which the document is locked for editing,  in ISO-8601 format.</p></li>
 <li><p><strong>verificationInfo</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The verification info for the annotation.</p></li>
-<li><p><strong>annotation</strong> (<a class="reference internal" href="#abacusai.annotation_entry.Annotation" title="abacusai.annotation_entry.Annotation"><em>Annotation</em></a>) – json-compatible structure holding the type and value of the annotation.</p></li>
+<li><p><strong>annotation</strong> (<a class="reference internal" href="../annotation/index.html#abacusai.annotation.Annotation" title="abacusai.annotation.Annotation"><em>Annotation</em></a>) – json-compatible structure holding the type and value of the annotation.</p></li>
 </ul>
 </dd>
 </dl>
@@ -410,6 +344,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/annotations_status/index.html b/docs/autoapi/abacusai/annotations_status/index.html
index 113df9626..cbf37f754 100644
--- a/docs/autoapi/abacusai/annotations_status/index.html
+++ b/docs/autoapi/abacusai/annotations_status/index.html
@@ -46,222 +46,217 @@
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
               <ul class="current">
-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
 <li class="toctree-l2 current"><a class="reference internal" href="../index.html#submodules">Submodules</a><ul class="current">
-<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html">abacusai.abacus_api</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent/index.html">abacusai.agent</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html">abacusai.agent_data_document_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html">abacusai.agent_data_execution_result</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html">abacusai.annotation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html">abacusai.annotation_config</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html">abacusai.annotation_entry</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.annotations_status</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
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+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.annotations_status</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/annotations_status/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,80 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.annotations_status">
-<span id="abacusai-annotations-status"></span><h1>abacusai.annotations_status<a class="headerlink" href="#module-abacusai.annotations_status" title="Link to this heading"></a></h1>
+<span id="abacusai-annotations-status"></span><h1><a class="reference internal" href="#module-abacusai.annotations_status" title="abacusai.annotations_status"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a><a class="headerlink" href="#module-abacusai.annotations_status" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.annotations_status.AnnotationConfig" title="abacusai.annotations_status.AnnotationConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AnnotationConfig</span></code></a></p></td>
-<td><p>Annotation config for a feature group</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.annotations_status.AbstractApiClass" title="abacusai.annotations_status.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.annotations_status.AnnotationsStatus" title="abacusai.annotations_status.AnnotationsStatus"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AnnotationsStatus</span></code></a></p></td>
 <td><p>The status of annotations for a feature group</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.annotations_status.AnnotationConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.annotations_status.</span></span><span class="sig-name descname"><span class="pre">AnnotationConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureAnnotationConfigs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">statusFeature</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">commentsFeatures</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">metadataFeature</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.annotations_status.AnnotationConfig" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Annotation config for a feature group</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>featureAnnotationConfigs</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of feature annotation configs</p></li>
-<li><p><strong>labels</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of labels</p></li>
-<li><p><strong>statusFeature</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the feature that contains the status of the annotation (Optional)</p></li>
-<li><p><strong>commentsFeatures</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Features that contain comments for the annotation (Optional)</p></li>
-<li><p><strong>metadataFeature</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the feature that contains the metadata for the annotation (Optional)</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.annotations_status.AnnotationConfig.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.annotations_status.AnnotationConfig.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.annotations_status.AnnotationConfig.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.annotations_status.AnnotationConfig.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.annotations_status.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.annotations_status.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.annotations_status.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.annotations_status.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.annotations_status.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.annotations_status.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.annotations_status.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.annotations_status.AnnotationsStatus">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.annotations_status.</span></span><span class="sig-name descname"><span class="pre">AnnotationsStatus</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">total</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">done</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">inProgress</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">todo</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">latestUpdatedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">isMaterializationNeeded</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">latestMaterializedAnnotationConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.annotations_status.AnnotationsStatus" title="Link to this definition"></a></dt>
@@ -382,7 +315,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>todo</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The number of documents that need to be annotated</p></li>
 <li><p><strong>latestUpdatedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The latest time an annotation was updated (ISO-8601 format)</p></li>
 <li><p><strong>isMaterializationNeeded</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether feature group needs to be materialized before using for annotations</p></li>
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+<li><p><strong>latestMaterializedAnnotationConfig</strong> (<a class="reference internal" href="../annotation_config/index.html#abacusai.annotation_config.AnnotationConfig" title="abacusai.annotation_config.AnnotationConfig"><em>AnnotationConfig</em></a>) – The annotation config corresponding to the latest materialized feature group</p></li>
 </ul>
 </dd>
 </dl>
@@ -408,6 +341,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
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index 41fc9aa82..be4a696f4 100644
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 <li class="toctree-l2 current"><a class="reference internal" href="../../index.html#subpackages">Subpackages</a><ul class="current">
-<li class="toctree-l3 current"><a class="reference internal" href="../index.html">abacusai.api_class</a><ul class="current">
+<li class="toctree-l3 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class</span></code></a><ul class="current">
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       <li><a href="../../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../../index.html">abacusai</a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai.api_class</a></li>
-      <li class="breadcrumb-item active">abacusai.api_class.abstract</li>
+          <li class="breadcrumb-item"><a href="../../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class.abstract</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../../_sources/autoapi/abacusai/api_class/abstract/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -95,38 +88,24 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.api_class.abstract">
-<span id="abacusai-api-class-abstract"></span><h1>abacusai.api_class.abstract<a class="headerlink" href="#module-abacusai.api_class.abstract" title="Link to this heading"></a></h1>
-<section id="attributes">
-<h2>Attributes<a class="headerlink" href="#attributes" title="Link to this heading"></a></h2>
-<table class="autosummary longtable docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.abstract.FIRST_CAP_RE" title="abacusai.api_class.abstract.FIRST_CAP_RE"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FIRST_CAP_RE</span></code></a></p></td>
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-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.abstract.ALL_CAP_RE" title="abacusai.api_class.abstract.ALL_CAP_RE"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ALL_CAP_RE</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-</tbody>
-</table>
-</section>
+<span id="abacusai-api-class-abstract"></span><h1><a class="reference internal" href="#module-abacusai.api_class.abstract" title="abacusai.api_class.abstract"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class.abstract</span></code></a><a class="headerlink" href="#module-abacusai.api_class.abstract" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
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 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.abstract.ApiEnum" title="abacusai.api_class.abstract.ApiEnum"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiEnum</span></code></a></p></td>
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-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiClass</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiClass</span></code></a></p></td>
 <td><p>Helper class that provides a standard way to create an ABC using</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.abstract._ApiClassFactory" title="abacusai.api_class.abstract._ApiClassFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_ApiClassFactory</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.abstract._ApiClassFactory" title="abacusai.api_class.abstract._ApiClassFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_ApiClassFactory</span></code></a></p></td>
 <td><p>Helper class that provides a standard way to create an ABC using</p></td>
 </tr>
 </tbody>
 </table>
 </section>
 <section id="functions">
-<h2>Functions<a class="headerlink" href="#functions" title="Link to this heading"></a></h2>
+<h3>Functions<a class="headerlink" href="#functions" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.abstract.camel_case" title="abacusai.api_class.abstract.camel_case"><code class="xref py py-obj docutils literal notranslate"><span class="pre">camel_case</span></code></a>(value)</p></td>
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 </tbody>
 </table>
 </section>
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-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
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-<dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/enum.html#enum.Enum" title="(in Python v3.12)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">enum.Enum</span></code></a></p>
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-<dd><p>Return hash(self).</p>
-</dd></dl>
-
-</dd></dl>
-
+<section id="attributes">
+<h3>Attributes<a class="headerlink" href="#attributes" title="Link to this heading"></a></h3>
+<table class="autosummary longtable docutils align-default">
+<tbody>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.abstract.FIRST_CAP_RE" title="abacusai.api_class.abstract.FIRST_CAP_RE"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FIRST_CAP_RE</span></code></a></p></td>
+<td><p></p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.abstract.ALL_CAP_RE" title="abacusai.api_class.abstract.ALL_CAP_RE"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ALL_CAP_RE</span></code></a></p></td>
+<td><p></p></td>
+</tr>
+</tbody>
+</table>
 <dl class="py data">
 <dt class="sig sig-object py" id="abacusai.api_class.abstract.FIRST_CAP_RE">
 <span class="sig-prename descclassname"><span class="pre">abacusai.api_class.abstract.</span></span><span class="sig-name descname"><span class="pre">FIRST_CAP_RE</span></span><a class="headerlink" href="#abacusai.api_class.abstract.FIRST_CAP_RE" title="Link to this definition"></a></dt>
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 inheritance.</p>
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 <dt class="sig sig-object py" id="abacusai.api_class.abstract._ApiClassFactory.config_abstract_class">
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+<span class="sig-name descname"><span class="pre">config_abstract_class</span></span><a class="headerlink" href="#abacusai.api_class.abstract._ApiClassFactory.config_abstract_class" title="Link to this definition"></a></dt>
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 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.abstract._ApiClassFactory.config_class_key">
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+<span class="sig-name descname"><span class="pre">config_class_key</span></span><a class="headerlink" href="#abacusai.api_class.abstract._ApiClassFactory.config_class_key" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -353,6 +322,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/api_class/ai_agents/index.html b/docs/autoapi/abacusai/api_class/ai_agents/index.html
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-<li class="toctree-l1 current"><a class="reference internal" href="../../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
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+<li class="toctree-l3 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class</span></code></a><ul class="current">
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           <div role="navigation" aria-label="Page navigation">
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       <li><a href="../../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../../index.html">abacusai</a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai.api_class</a></li>
-      <li class="breadcrumb-item active">abacusai.api_class.ai_agents</li>
+          <li class="breadcrumb-item"><a href="../../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class.ai_agents</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../../_sources/autoapi/abacusai/api_class/ai_agents/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -95,179 +88,39 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.api_class.ai_agents">
-<span id="abacusai-api-class-ai-agents"></span><h1>abacusai.api_class.ai_agents<a class="headerlink" href="#module-abacusai.api_class.ai_agents" title="Link to this heading"></a></h1>
+<span id="abacusai-api-class-ai-agents"></span><h1><a class="reference internal" href="#module-abacusai.api_class.ai_agents" title="abacusai.api_class.ai_agents"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class.ai_agents</span></code></a><a class="headerlink" href="#module-abacusai.api_class.ai_agents" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
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 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.ai_agents.ApiClass" title="abacusai.api_class.ai_agents.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiClass</span></code></a></p></td>
-<td><p>Helper class that provides a standard way to create an ABC using</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.ai_agents.FieldDescriptor" title="abacusai.api_class.ai_agents.FieldDescriptor"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FieldDescriptor</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.ai_agents.FieldDescriptor" title="abacusai.api_class.ai_agents.FieldDescriptor"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FieldDescriptor</span></code></a></p></td>
 <td><p>Configs for vector store indexing.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.ai_agents.WorkflowNodeInputSchema" title="abacusai.api_class.ai_agents.WorkflowNodeInputSchema"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowNodeInputSchema</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.ai_agents.WorkflowNodeInputSchema" title="abacusai.api_class.ai_agents.WorkflowNodeInputSchema"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowNodeInputSchema</span></code></a></p></td>
 <td><p>A react-jsonschema-form conformant schema for workflow node input.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.ai_agents.WorkflowNodeOutputSchema" title="abacusai.api_class.ai_agents.WorkflowNodeOutputSchema"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowNodeOutputSchema</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.ai_agents.WorkflowNodeOutputSchema" title="abacusai.api_class.ai_agents.WorkflowNodeOutputSchema"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowNodeOutputSchema</span></code></a></p></td>
 <td><p>A react-jsonschema-form schema for a workflow node output.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.ai_agents.WorkflowNodeInputMapping" title="abacusai.api_class.ai_agents.WorkflowNodeInputMapping"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowNodeInputMapping</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.ai_agents.WorkflowNodeInputMapping" title="abacusai.api_class.ai_agents.WorkflowNodeInputMapping"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowNodeInputMapping</span></code></a></p></td>
 <td><p>A mapping of input to a workflow node.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.ai_agents.WorkflowNodeOutputMapping" title="abacusai.api_class.ai_agents.WorkflowNodeOutputMapping"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowNodeOutputMapping</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.ai_agents.WorkflowNodeOutputMapping" title="abacusai.api_class.ai_agents.WorkflowNodeOutputMapping"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowNodeOutputMapping</span></code></a></p></td>
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 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.ai_agents.WorkflowGraphNode" title="abacusai.api_class.ai_agents.WorkflowGraphNode"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowGraphNode</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.ai_agents.WorkflowGraphNode" title="abacusai.api_class.ai_agents.WorkflowGraphNode"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowGraphNode</span></code></a></p></td>
 <td><p>A node in an Agent workflow graph.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.ai_agents.WorkflowGraphEdge" title="abacusai.api_class.ai_agents.WorkflowGraphEdge"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowGraphEdge</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.ai_agents.WorkflowGraphEdge" title="abacusai.api_class.ai_agents.WorkflowGraphEdge"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowGraphEdge</span></code></a></p></td>
 <td><p>An edge in an Agent workflow graph.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.ai_agents.WorkflowGraph" title="abacusai.api_class.ai_agents.WorkflowGraph"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowGraph</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.ai_agents.WorkflowGraph" title="abacusai.api_class.ai_agents.WorkflowGraph"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowGraph</span></code></a></p></td>
 <td><p>An Agent workflow graph. The edges define the node invokation order. The workflow must follow linear invokation order.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="functions">
-<h2>Functions<a class="headerlink" href="#functions" title="Link to this heading"></a></h2>
-<table class="autosummary longtable docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.ai_agents.get_clean_function_source_code" title="abacusai.api_class.ai_agents.get_clean_function_source_code"><code class="xref py py-obj docutils literal notranslate"><span class="pre">get_clean_function_source_code</span></code></a>(func)</p></td>
-<td><p></p></td>
-</tr>
-</tbody>
-</table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.api_class.ai_agents.ApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.ai_agents.</span></span><span class="sig-name descname"><span class="pre">ApiClass</span></span><a class="headerlink" href="#abacusai.api_class.ai_agents.ApiClass" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/abc.html#abc.ABC" title="(in Python v3.12)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abc.ABC</span></code></a></p>
-<p>Helper class that provides a standard way to create an ABC using
-inheritance.</p>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.api_class.ai_agents.ApiClass._upper_snake_case_keys">
-<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.ai_agents.ApiClass._upper_snake_case_keys" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.api_class.ai_agents.ApiClass._support_kwargs">
-<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.ai_agents.ApiClass._support_kwargs" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.api_class.ai_agents.ApiClass.__post_init__">
-<span class="sig-name descname"><span class="pre">__post_init__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.ai_agents.ApiClass.__post_init__" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.api_class.ai_agents.ApiClass._get_builder">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_get_builder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.ai_agents.ApiClass._get_builder" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.api_class.ai_agents.ApiClass.__str__">
-<span class="sig-name descname"><span class="pre">__str__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.ai_agents.ApiClass.__str__" title="Link to this definition"></a></dt>
-<dd><p>Return str(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.api_class.ai_agents.ApiClass._repr_html_">
-<span class="sig-name descname"><span class="pre">_repr_html_</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.ai_agents.ApiClass._repr_html_" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.api_class.ai_agents.ApiClass.__getitem__">
-<span class="sig-name descname"><span class="pre">__getitem__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.ai_agents.ApiClass.__getitem__" title="Link to this definition"></a></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>item</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.api_class.ai_agents.ApiClass.__setitem__">
-<span class="sig-name descname"><span class="pre">__setitem__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.ai_agents.ApiClass.__setitem__" title="Link to this definition"></a></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>item</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
-<li><p><strong>value</strong> (<em>Any</em>)</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.api_class.ai_agents.ApiClass._unset_item">
-<span class="sig-name descname"><span class="pre">_unset_item</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.ai_agents.ApiClass._unset_item" title="Link to this definition"></a></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>item</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.api_class.ai_agents.ApiClass.get">
-<span class="sig-name descname"><span class="pre">get</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.ai_agents.ApiClass.get" title="Link to this definition"></a></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>item</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
-<li><p><strong>default</strong> (<em>Any</em>)</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.api_class.ai_agents.ApiClass.pop">
-<span class="sig-name descname"><span class="pre">pop</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">NotImplemented</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.ai_agents.ApiClass.pop" title="Link to this definition"></a></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>item</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
-<li><p><strong>default</strong> (<em>Any</em>)</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.api_class.ai_agents.ApiClass.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.ai_agents.ApiClass.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Standardizes converting an ApiClass to dictionary.
-Keys of response dictionary are converted to camel case.
-This also validates the fields ( type, value, etc ) received in the dictionary.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.api_class.ai_agents.ApiClass.from_dict">
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-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>input_dict</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>)</p>
-</dd>
-</dl>
-</dd></dl>
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-</dd></dl>
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-<dl class="py function">
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-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>func</strong> (<em>Callable</em>)</p>
-</dd>
-</dl>
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.api_class.ai_agents.FieldDescriptor">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.ai_agents.</span></span><span class="sig-name descname"><span class="pre">FieldDescriptor</span></span><a class="headerlink" href="#abacusai.api_class.ai_agents.FieldDescriptor" title="Link to this definition"></a></dt>
@@ -313,7 +166,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
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+<li><p><strong>json_schema</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The json schema for the input conformant to react-jsonschema-form specification. Must define keys like “title”, “type” and “properties”. Supported elements - Checkbox, Radio Button, Dropdown, Textarea, Number, Date, file upload. Not supported - Nested elements, arrays and other complex types.</p></li>
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 </ul>
 </dd>
@@ -603,6 +456,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/api_class/ai_chat/index.html b/docs/autoapi/abacusai/api_class/ai_chat/index.html
index 2e903591c..d3f11e303 100644
--- a/docs/autoapi/abacusai/api_class/ai_chat/index.html
+++ b/docs/autoapi/abacusai/api_class/ai_chat/index.html
@@ -46,23 +46,16 @@
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-<li class="toctree-l1 current"><a class="reference internal" href="../../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2 current"><a class="reference internal" href="../../index.html#subpackages">Subpackages</a><ul class="current">
-<li class="toctree-l3 current"><a class="reference internal" href="../index.html">abacusai.api_class</a><ul class="current">
+<li class="toctree-l3 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class</span></code></a><ul class="current">
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 <li class="toctree-l2"><a class="reference internal" href="../../index.html#submodules">Submodules</a></li>
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       <li><a href="../../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../../index.html">abacusai</a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai.api_class</a></li>
-      <li class="breadcrumb-item active">abacusai.api_class.ai_chat</li>
+          <li class="breadcrumb-item"><a href="../../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class</span></code></a></li>
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@@ -95,138 +88,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.api_class.ai_chat">
-<span id="abacusai-api-class-ai-chat"></span><h1>abacusai.api_class.ai_chat<a class="headerlink" href="#module-abacusai.api_class.ai_chat" title="Link to this heading"></a></h1>
+<span id="abacusai-api-class-ai-chat"></span><h1><a class="reference internal" href="#module-abacusai.api_class.ai_chat" title="abacusai.api_class.ai_chat"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class.ai_chat</span></code></a><a class="headerlink" href="#module-abacusai.api_class.ai_chat" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
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 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.ai_chat.ApiClass" title="abacusai.api_class.ai_chat.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiClass</span></code></a></p></td>
-<td><p>Helper class that provides a standard way to create an ABC using</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.ai_chat.HotkeyPrompt" title="abacusai.api_class.ai_chat.HotkeyPrompt"><code class="xref py py-obj docutils literal notranslate"><span class="pre">HotkeyPrompt</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.ai_chat.HotkeyPrompt" title="abacusai.api_class.ai_chat.HotkeyPrompt"><code class="xref py py-obj docutils literal notranslate"><span class="pre">HotkeyPrompt</span></code></a></p></td>
 <td><p>A config class for a Data Science Co-Pilot Hotkey</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.api_class.ai_chat.ApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.ai_chat.</span></span><span class="sig-name descname"><span class="pre">ApiClass</span></span><a class="headerlink" href="#abacusai.api_class.ai_chat.ApiClass" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/abc.html#abc.ABC" title="(in Python v3.12)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abc.ABC</span></code></a></p>
-<p>Helper class that provides a standard way to create an ABC using
-inheritance.</p>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.api_class.ai_chat.ApiClass._upper_snake_case_keys">
-<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.ai_chat.ApiClass._upper_snake_case_keys" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.api_class.ai_chat.ApiClass._support_kwargs">
-<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.ai_chat.ApiClass._support_kwargs" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
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-<span id="abacusai-api-class-batch-prediction"></span><h1>abacusai.api_class.batch_prediction<a class="headerlink" href="#module-abacusai.api_class.batch_prediction" title="Link to this heading"></a></h1>
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-</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.batch_prediction.BatchPredictionArgs" title="abacusai.api_class.batch_prediction.BatchPredictionArgs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">BatchPredictionArgs</span></code></a></p></td>
 <td><p>An abstract class for Batch Prediction args specific to problem type.</p></td>
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-<dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/abc.html#abc.ABC" title="(in Python v3.12)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abc.ABC</span></code></a></p>
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-<dt class="sig sig-object py" id="abacusai.api_class.batch_prediction._ApiClassFactory.config_abstract_class">
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-
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-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.api_class.batch_prediction._ApiClassFactory.from_dict">
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@@ -726,6 +560,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
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diff --git a/docs/autoapi/abacusai/api_class/blob_input/index.html b/docs/autoapi/abacusai/api_class/blob_input/index.html
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-          <li class="breadcrumb-item"><a href="../index.html">abacusai.api_class</a></li>
-      <li class="breadcrumb-item active">abacusai.api_class.blob_input</li>
+          <li class="breadcrumb-item"><a href="../../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
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            <div itemprop="articleBody">
              
   <section id="module-abacusai.api_class.blob_input">
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+<span id="abacusai-api-class-blob-input"></span><h1><a class="reference internal" href="#module-abacusai.api_class.blob_input" title="abacusai.api_class.blob_input"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class.blob_input</span></code></a><a class="headerlink" href="#module-abacusai.api_class.blob_input" title="Link to this heading"></a></h1>
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 <table class="autosummary longtable docutils align-default">
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-<td><p>Helper class that provides a standard way to create an ABC using</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.blob_input.Blob" title="abacusai.api_class.blob_input.Blob"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Blob</span></code></a></p></td>
+<td><p>Binary large object data.</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.blob_input.BlobInput" title="abacusai.api_class.blob_input.BlobInput"><code class="xref py py-obj docutils literal notranslate"><span class="pre">BlobInput</span></code></a></p></td>
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+<td><p>Binary large object data.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
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-<dd></dd></dl>
-
-<dl class="py attribute">
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-<dd></dd></dl>
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-<dl class="py method">
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-<dd></dd></dl>
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-<dl class="py method">
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-<dd></dd></dl>
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-<dd><dl class="field-list simple">
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-<dd><dl class="field-list simple">
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 <dl class="py class">
-<dt class="sig sig-object py" id="abacusai.api_class.blob_input.BlobInput">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.blob_input.</span></span><span class="sig-name descname"><span class="pre">BlobInput</span></span><a class="headerlink" href="#abacusai.api_class.blob_input.BlobInput" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="abacusai.api_class.blob_input.Blob">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.blob_input.</span></span><span class="sig-name descname"><span class="pre">Blob</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">contents</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mime_type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">size</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.blob_input.Blob" title="Link to this definition"></a></dt>
 <dd><p>Bases: <a class="reference internal" href="../abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
-<p>Binary large object input data.</p>
+<p>Binary large object data.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
@@ -243,41 +119,41 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dd>
 </dl>
 <dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.api_class.blob_input.BlobInput.filename">
-<span class="sig-name descname"><span class="pre">filename</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.blob_input.BlobInput.filename" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="abacusai.api_class.blob_input.Blob.filename">
+<span class="sig-name descname"><span class="pre">filename</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.blob_input.Blob.filename" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.api_class.blob_input.BlobInput.contents">
-<span class="sig-name descname"><span class="pre">contents</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#bytes" title="(in Python v3.12)"><span class="pre">bytes</span></a></em><a class="headerlink" href="#abacusai.api_class.blob_input.BlobInput.contents" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="abacusai.api_class.blob_input.Blob.contents">
+<span class="sig-name descname"><span class="pre">contents</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#bytes" title="(in Python v3.12)"><span class="pre">bytes</span></a></em><a class="headerlink" href="#abacusai.api_class.blob_input.Blob.contents" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.api_class.blob_input.BlobInput.mime_type">
-<span class="sig-name descname"><span class="pre">mime_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.blob_input.BlobInput.mime_type" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="abacusai.api_class.blob_input.Blob.mime_type">
+<span class="sig-name descname"><span class="pre">mime_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.blob_input.Blob.mime_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.api_class.blob_input.BlobInput.size">
-<span class="sig-name descname"><span class="pre">size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.blob_input.BlobInput.size" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="abacusai.api_class.blob_input.Blob.size">
+<span class="sig-name descname"><span class="pre">size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.blob_input.Blob.size" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="abacusai.api_class.blob_input.BlobInput.from_local_file">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_local_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file_path</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.blob_input.BlobInput.from_local_file" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="abacusai.api_class.blob_input.Blob.from_local_file">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_local_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file_path</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.blob_input.Blob.from_local_file" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>file_path</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p>
 </dd>
 <dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.api_class.blob_input.BlobInput" title="abacusai.api_class.blob_input.BlobInput">BlobInput</a></p>
+<dd class="field-even"><p><a class="reference internal" href="#abacusai.api_class.blob_input.Blob" title="abacusai.api_class.blob_input.Blob">Blob</a></p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="abacusai.api_class.blob_input.BlobInput.from_contents">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_contents</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">contents</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mime_type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.blob_input.BlobInput.from_contents" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="abacusai.api_class.blob_input.Blob.from_contents">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_contents</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">contents</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mime_type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.blob_input.Blob.from_contents" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
@@ -287,13 +163,32 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </ul>
 </dd>
 <dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.api_class.blob_input.BlobInput" title="abacusai.api_class.blob_input.BlobInput">BlobInput</a></p>
+<dd class="field-even"><p><a class="reference internal" href="#abacusai.api_class.blob_input.Blob" title="abacusai.api_class.blob_input.Blob">Blob</a></p>
 </dd>
 </dl>
 </dd></dl>
 
 </dd></dl>
 
+<dl class="py class">
+<dt class="sig sig-object py" id="abacusai.api_class.blob_input.BlobInput">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.blob_input.</span></span><span class="sig-name descname"><span class="pre">BlobInput</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">contents</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mime_type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">size</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.blob_input.BlobInput" title="Link to this definition"></a></dt>
+<dd><p>Bases: <a class="reference internal" href="#abacusai.api_class.blob_input.Blob" title="abacusai.api_class.blob_input.Blob"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Blob</span></code></a></p>
+<p>Binary large object data.
+An alias for Blob, used to indicate that this is an input object.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>filename</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
+<li><p><strong>contents</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#bytes" title="(in Python v3.12)"><em>bytes</em></a>)</p></li>
+<li><p><strong>mime_type</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
+<li><p><strong>size</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>)</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/api_class/connectors/index.html b/docs/autoapi/abacusai/api_class/connectors/index.html
index 98856bc02..d6f49df2e 100644
--- a/docs/autoapi/abacusai/api_class/connectors/index.html
+++ b/docs/autoapi/abacusai/api_class/connectors/index.html
@@ -46,23 +46,16 @@
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               <ul class="current">
-<li class="toctree-l1 current"><a class="reference internal" href="../../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2 current"><a class="reference internal" href="../../index.html#subpackages">Subpackages</a><ul class="current">
-<li class="toctree-l3 current"><a class="reference internal" href="../index.html">abacusai.api_class</a><ul class="current">
+<li class="toctree-l3 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class</span></code></a><ul class="current">
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-<li class="toctree-l2"><a class="reference internal" href="../../index.html#functions">Functions</a></li>
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 </ul>
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@@ -82,9 +75,9 @@
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   <ul class="wy-breadcrumbs">
       <li><a href="../../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../../index.html">abacusai</a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai.api_class</a></li>
-      <li class="breadcrumb-item active">abacusai.api_class.connectors</li>
+          <li class="breadcrumb-item"><a href="../../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class.connectors</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../../_sources/autoapi/abacusai/api_class/connectors/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -95,17 +88,13 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.api_class.connectors">
-<span id="abacusai-api-class-connectors"></span><h1>abacusai.api_class.connectors<a class="headerlink" href="#module-abacusai.api_class.connectors" title="Link to this heading"></a></h1>
+<span id="abacusai-api-class-connectors"></span><h1><a class="reference internal" href="#module-abacusai.api_class.connectors" title="abacusai.api_class.connectors"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class.connectors</span></code></a><a class="headerlink" href="#module-abacusai.api_class.connectors" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.connectors._ApiClassFactory" title="abacusai.api_class.connectors._ApiClassFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_ApiClassFactory</span></code></a></p></td>
-<td><p>Helper class that provides a standard way to create an ABC using</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.connectors.DatasetConfig" title="abacusai.api_class.connectors.DatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatasetConfig</span></code></a></p></td>
-<td><p>An abstract class for dataset configs</p></td>
-</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.connectors.StreamingConnectorDatasetConfig" title="abacusai.api_class.connectors.StreamingConnectorDatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">StreamingConnectorDatasetConfig</span></code></a></p></td>
 <td><p>An abstract class for dataset configs specific to streaming connectors.</p></td>
 </tr>
@@ -117,62 +106,6 @@ <h2>Classes<a class="headerlink" href="#classes" title="Link to this heading">
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.api_class.connectors._ApiClassFactory">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.connectors.</span></span><span class="sig-name descname"><span class="pre">_ApiClassFactory</span></span><a class="headerlink" href="#abacusai.api_class.connectors._ApiClassFactory" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/abc.html#abc.ABC" title="(in Python v3.12)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abc.ABC</span></code></a></p>
-<p>Helper class that provides a standard way to create an ABC using
-inheritance.</p>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.api_class.connectors._ApiClassFactory.config_abstract_class">
-<span class="sig-name descname"><span class="pre">config_abstract_class</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.connectors._ApiClassFactory.config_abstract_class" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.api_class.connectors._ApiClassFactory.config_class_key">
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-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.api_class.connectors._ApiClassFactory.config_class_map">
-<span class="sig-name descname"><span class="pre">config_class_map</span></span><a class="headerlink" href="#abacusai.api_class.connectors._ApiClassFactory.config_class_map" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.api_class.connectors._ApiClassFactory.from_dict">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.connectors._ApiClassFactory.from_dict" title="Link to this definition"></a></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>config</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>)</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="../abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass">ApiClass</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.api_class.connectors.DatasetConfig">
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-<dd><p>Bases: <a class="reference internal" href="../abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
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-<dd></dd></dl>
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@@ -240,6 +173,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/api_class/dataset/index.html b/docs/autoapi/abacusai/api_class/dataset/index.html
index 1408ce83f..99d713c41 100644
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+++ b/docs/autoapi/abacusai/api_class/dataset/index.html
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+<li class="toctree-l3 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class</span></code></a><ul class="current">
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-          <li class="breadcrumb-item"><a href="../index.html">abacusai.api_class</a></li>
-      <li class="breadcrumb-item active">abacusai.api_class.dataset</li>
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@@ -95,17 +88,13 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.api_class.dataset">
-<span id="abacusai-api-class-dataset"></span><h1>abacusai.api_class.dataset<a class="headerlink" href="#module-abacusai.api_class.dataset" title="Link to this heading"></a></h1>
+<span id="abacusai-api-class-dataset"></span><h1><a class="reference internal" href="#module-abacusai.api_class.dataset" title="abacusai.api_class.dataset"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class.dataset</span></code></a><a class="headerlink" href="#module-abacusai.api_class.dataset" title="Link to this heading"></a></h1>
+<section id="module-contents">
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 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.dataset.ApiClass" title="abacusai.api_class.dataset.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiClass</span></code></a></p></td>
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-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.dataset.OcrMode" title="abacusai.api_class.dataset.OcrMode"><code class="xref py py-obj docutils literal notranslate"><span class="pre">OcrMode</span></code></a></p></td>
-<td><p>Generic enumeration.</p></td>
-</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.dataset.DatasetConfig" title="abacusai.api_class.dataset.DatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatasetConfig</span></code></a></p></td>
 <td><p>An abstract class for dataset configs</p></td>
 </tr>
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 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.api_class.dataset.ApiClass">
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-<dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/abc.html#abc.ABC" title="(in Python v3.12)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abc.ABC</span></code></a></p>
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-<dt class="sig sig-object py" id="abacusai.api_class.dataset.ApiClass._upper_snake_case_keys">
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-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.api_class.dataset.ApiClass._support_kwargs">
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-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.api_class.dataset.ApiClass.__post_init__">
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-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.api_class.dataset.ApiClass._get_builder">
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-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.api_class.dataset.ApiClass.__str__">
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-<dd><p>Return str(self).</p>
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-
-<dl class="py method">
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-<dd></dd></dl>
-
-<dl class="py method">
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-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
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-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
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-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
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-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
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-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>item</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
-<li><p><strong>default</strong> (<em>Any</em>)</p></li>
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-</dd>
-</dl>
-</dd></dl>
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-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.api_class.dataset.ApiClass.to_dict">
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-<dd><p>Standardizes converting an ApiClass to dictionary.
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-This also validates the fields ( type, value, etc ) received in the dictionary.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.api_class.dataset.ApiClass.from_dict">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_dict</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.dataset.ApiClass.from_dict" title="Link to this definition"></a></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
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-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.api_class.dataset.OcrMode">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.dataset.</span></span><span class="sig-name descname"><span class="pre">OcrMode</span></span><a class="headerlink" href="#abacusai.api_class.dataset.OcrMode" title="Link to this definition"></a></dt>
-<dd><p>Bases: <code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiEnum</span></code></p>
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-<dd></dd></dl>
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-<dt class="sig sig-object py" id="abacusai.api_class.dataset.OcrMode.LAYOUT">
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-<dd></dd></dl>
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-<dd></dd></dl>
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-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.api_class.dataset.OcrMode.COMPREHENSIVE_V2">
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-<dd></dd></dl>
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-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.api_class.dataset.DatasetConfig">
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@@ -337,11 +169,12 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
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+<li><p><strong>return_links</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to augment the extracted text with embedded URLs in the PDF. Defaults to False. This option only takes effect when the document is a PDF.</p></li>
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+<span class="sig-name descname"><span class="pre">use_full_ocr</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.dataset.DocumentProcessingConfig.use_full_ocr" title="Link to this definition"></a></dt>
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 <dd></dd></dl>
 
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.dataset.DocumentProcessingConfig.return_links">
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+<dd></dd></dl>
+
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@@ -386,7 +224,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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 <dd class="field-odd"><ul class="simple">
 <li><p><strong>extract_bounding_boxes</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to perform OCR and extract bounding boxes. If False, no OCR will be done but only the embedded text from digital documents will be extracted. Defaults to False.</p></li>
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+<li><p><strong>ocr_mode</strong> (<a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.OcrMode" title="abacusai.api_class.enums.OcrMode"><em>OcrMode</em></a>) – OCR mode. There are different OCR modes available for different kinds of documents and use cases. This option only takes effect when extract_bounding_boxes is True.</p></li>
 <li><p><strong>use_full_ocr</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to perform full OCR. If True, OCR will be performed on the full page. If False, OCR will be performed on the non-text regions only. By default, it will be decided automatically based on the OCR mode and the document type. This option only takes effect when extract_bounding_boxes is True.</p></li>
 <li><p><strong>remove_header_footer</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to remove headers and footers. Defaults to False. This option only takes effect when extract_bounding_boxes is True.</p></li>
 <li><p><strong>remove_watermarks</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to remove watermarks. By default, it will be decided automatically based on the OCR mode and the document type. This option only takes effect when extract_bounding_boxes is True.</p></li>
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+<span class="sig-name descname"><span class="pre">page_text_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.dataset.DatasetDocumentProcessingConfig.page_text_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 </dd></dl>
@@ -419,6 +257,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
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+</section>
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diff --git a/docs/autoapi/abacusai/api_class/dataset_application_connector/index.html b/docs/autoapi/abacusai/api_class/dataset_application_connector/index.html
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-      <li class="breadcrumb-item active">abacusai.api_class.dataset_application_connector</li>
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+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class</span></code></a></li>
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   <section id="module-abacusai.api_class.dataset_application_connector">
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+<span id="abacusai-api-class-dataset-application-connector"></span><h1><a class="reference internal" href="#module-abacusai.api_class.dataset_application_connector" title="abacusai.api_class.dataset_application_connector"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class.dataset_application_connector</span></code></a><a class="headerlink" href="#module-abacusai.api_class.dataset_application_connector" title="Link to this heading"></a></h1>
+<section id="module-contents">
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 <section id="classes">
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 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.dataset_application_connector._ApiClassFactory" title="abacusai.api_class.dataset_application_connector._ApiClassFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_ApiClassFactory</span></code></a></p></td>
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-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.dataset_application_connector.DatasetConfig" title="abacusai.api_class.dataset_application_connector.DatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatasetConfig</span></code></a></p></td>
-<td><p>An abstract class for dataset configs</p></td>
-</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.dataset_application_connector.ApplicationConnectorDatasetConfig" title="abacusai.api_class.dataset_application_connector.ApplicationConnectorDatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApplicationConnectorDatasetConfig</span></code></a></p></td>
 <td><p>An abstract class for dataset configs specific to application connectors.</p></td>
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       <li><a href="../../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../../index.html">abacusai</a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai.api_class</a></li>
-      <li class="breadcrumb-item active">abacusai.api_class.deployment</li>
+          <li class="breadcrumb-item"><a href="../../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class.deployment</span></code></li>
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@@ -95,17 +88,13 @@
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   <section id="module-abacusai.api_class.deployment">
-<span id="abacusai-api-class-deployment"></span><h1>abacusai.api_class.deployment<a class="headerlink" href="#module-abacusai.api_class.deployment" title="Link to this heading"></a></h1>
+<span id="abacusai-api-class-deployment"></span><h1><a class="reference internal" href="#module-abacusai.api_class.deployment" title="abacusai.api_class.deployment"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class.deployment</span></code></a><a class="headerlink" href="#module-abacusai.api_class.deployment" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
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 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.deployment.ApiClass" title="abacusai.api_class.deployment.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiClass</span></code></a></p></td>
-<td><p>Helper class that provides a standard way to create an ABC using</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.deployment._ApiClassFactory" title="abacusai.api_class.deployment._ApiClassFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_ApiClassFactory</span></code></a></p></td>
-<td><p>Helper class that provides a standard way to create an ABC using</p></td>
-</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.deployment.PredictionArguments" title="abacusai.api_class.deployment.PredictionArguments"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PredictionArguments</span></code></a></p></td>
 <td><p>An abstract class for prediction arguments specific to problem type.</p></td>
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-</section>
-<section id="module-contents">
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-<dl class="py class">
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-<dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/abc.html#abc.ABC" title="(in Python v3.12)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abc.ABC</span></code></a></p>
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-<dl class="py attribute">
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-<dd></dd></dl>
-
-<dl class="py attribute">
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-<dd></dd></dl>
-
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-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.api_class.deployment.ApiClass._get_builder">
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-<dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/abc.html#abc.ABC" title="(in Python v3.12)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abc.ABC</span></code></a></p>
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-          <li class="breadcrumb-item"><a href="../index.html">abacusai.api_class</a></li>
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 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.document_retriever.DocumentRetrieverConfig" title="abacusai.api_class.document_retriever.DocumentRetrieverConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DocumentRetrieverConfig</span></code></a></p></td>
-<td><p></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.document_retriever.VectorStoreConfig" title="abacusai.api_class.document_retriever.VectorStoreConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">VectorStoreConfig</span></code></a></p></td>
+<td><p>Config for indexing options of a document retriever. Default values of optional arguments are heuristically selected by the Abacus.AI platform based on the underlying data.</p></td>
 </tr>
 </tbody>
 </table>
 </section>
-<section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<section id="attributes">
+<h3>Attributes<a class="headerlink" href="#attributes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.document_retriever.ApiClass" title="abacusai.api_class.document_retriever.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiClass</span></code></a></p></td>
-<td><p>Helper class that provides a standard way to create an ABC using</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.document_retriever.VectorStoreTextEncoder" title="abacusai.api_class.document_retriever.VectorStoreTextEncoder"><code class="xref py py-obj docutils literal notranslate"><span class="pre">VectorStoreTextEncoder</span></code></a></p></td>
-<td><p>Generic enumeration.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.document_retriever.VectorStoreConfig" title="abacusai.api_class.document_retriever.VectorStoreConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">VectorStoreConfig</span></code></a></p></td>
-<td><p>Config for indexing options of a document retriever. Default values of optional arguments are heuristically selected by the Abacus.AI platform based on the underlying data.</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.document_retriever.DocumentRetrieverConfig" title="abacusai.api_class.document_retriever.DocumentRetrieverConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DocumentRetrieverConfig</span></code></a></p></td>
+<td><p></p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.api_class.document_retriever.ApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.document_retriever.</span></span><span class="sig-name descname"><span class="pre">ApiClass</span></span><a class="headerlink" href="#abacusai.api_class.document_retriever.ApiClass" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/abc.html#abc.ABC" title="(in Python v3.12)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abc.ABC</span></code></a></p>
-<p>Helper class that provides a standard way to create an ABC using
-inheritance.</p>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.api_class.document_retriever.ApiClass._upper_snake_case_keys">
-<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.document_retriever.ApiClass._upper_snake_case_keys" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.api_class.document_retriever.ApiClass._support_kwargs">
-<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.document_retriever.ApiClass._support_kwargs" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.api_class.document_retriever.ApiClass.__post_init__">
-<span class="sig-name descname"><span class="pre">__post_init__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.document_retriever.ApiClass.__post_init__" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.api_class.document_retriever.ApiClass._get_builder">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_get_builder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.document_retriever.ApiClass._get_builder" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.api_class.document_retriever.ApiClass.__str__">
-<span class="sig-name descname"><span class="pre">__str__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.document_retriever.ApiClass.__str__" title="Link to this definition"></a></dt>
-<dd><p>Return str(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.api_class.document_retriever.ApiClass._repr_html_">
-<span class="sig-name descname"><span class="pre">_repr_html_</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.document_retriever.ApiClass._repr_html_" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.api_class.document_retriever.ApiClass.__getitem__">
-<span class="sig-name descname"><span class="pre">__getitem__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.document_retriever.ApiClass.__getitem__" title="Link to this definition"></a></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>item</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.api_class.document_retriever.ApiClass.__setitem__">
-<span class="sig-name descname"><span class="pre">__setitem__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.document_retriever.ApiClass.__setitem__" title="Link to this definition"></a></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>item</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
-<li><p><strong>value</strong> (<em>Any</em>)</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.api_class.document_retriever.ApiClass._unset_item">
-<span class="sig-name descname"><span class="pre">_unset_item</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.document_retriever.ApiClass._unset_item" title="Link to this definition"></a></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>item</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.api_class.document_retriever.ApiClass.get">
-<span class="sig-name descname"><span class="pre">get</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.document_retriever.ApiClass.get" title="Link to this definition"></a></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>item</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
-<li><p><strong>default</strong> (<em>Any</em>)</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.api_class.document_retriever.ApiClass.pop">
-<span class="sig-name descname"><span class="pre">pop</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">NotImplemented</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.document_retriever.ApiClass.pop" title="Link to this definition"></a></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>item</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
-<li><p><strong>default</strong> (<em>Any</em>)</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.api_class.document_retriever.ApiClass.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.document_retriever.ApiClass.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Standardizes converting an ApiClass to dictionary.
-Keys of response dictionary are converted to camel case.
-This also validates the fields ( type, value, etc ) received in the dictionary.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.api_class.document_retriever.ApiClass.from_dict">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_dict</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.document_retriever.ApiClass.from_dict" title="Link to this definition"></a></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>input_dict</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>)</p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.api_class.document_retriever.VectorStoreTextEncoder">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.document_retriever.</span></span><span class="sig-name descname"><span class="pre">VectorStoreTextEncoder</span></span><a class="headerlink" href="#abacusai.api_class.document_retriever.VectorStoreTextEncoder" title="Link to this definition"></a></dt>
-<dd><p>Bases: <code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiEnum</span></code></p>
-<p>Generic enumeration.</p>
-<p>Derive from this class to define new enumerations.</p>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.api_class.document_retriever.VectorStoreTextEncoder.E5">
-<span class="sig-name descname"><span class="pre">E5</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'E5'</span></em><a class="headerlink" href="#abacusai.api_class.document_retriever.VectorStoreTextEncoder.E5" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.api_class.document_retriever.VectorStoreTextEncoder.OPENAI">
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-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.api_class.document_retriever.VectorStoreTextEncoder.SENTENCE_BERT">
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-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.api_class.document_retriever.VectorStoreTextEncoder.E5_SMALL">
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-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.api_class.document_retriever.VectorStoreConfig">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.document_retriever.</span></span><span class="sig-name descname"><span class="pre">VectorStoreConfig</span></span><a class="headerlink" href="#abacusai.api_class.document_retriever.VectorStoreConfig" title="Link to this definition"></a></dt>
@@ -278,7 +120,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>chunk_size</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The size of text chunks in the vector store.</p></li>
 <li><p><strong>chunk_overlap_fraction</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – The fraction of overlap between chunks.</p></li>
-<li><p><strong>text_encoder</strong> (<a class="reference internal" href="#abacusai.api_class.document_retriever.VectorStoreTextEncoder" title="abacusai.api_class.document_retriever.VectorStoreTextEncoder"><em>VectorStoreTextEncoder</em></a>) – Encoder used to index texts from the documents.</p></li>
+<li><p><strong>text_encoder</strong> (<a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.VectorStoreTextEncoder" title="abacusai.api_class.enums.VectorStoreTextEncoder"><em>VectorStoreTextEncoder</em></a>) – Encoder used to index texts from the documents.</p></li>
 <li><p><strong>chunk_size_factors</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Chunking data with multiple sizes. The specified list of factors are used to calculate more sizes, in addition to <cite>chunk_size</cite>.</p></li>
 <li><p><strong>score_multiplier_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If provided, will use the values in this metadata column to modify the relevance score of returned chunks for all queries.</p></li>
 <li><p><strong>prune_vectors</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Transform vectors using SVD so that the average component of vectors in the corpus are removed.</p></li>
@@ -322,6 +164,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <span class="sig-prename descclassname"><span class="pre">abacusai.api_class.document_retriever.</span></span><span class="sig-name descname"><span class="pre">DocumentRetrieverConfig</span></span><a class="headerlink" href="#abacusai.api_class.document_retriever.DocumentRetrieverConfig" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/api_class/enums/index.html b/docs/autoapi/abacusai/api_class/enums/index.html
index 88cd4e08f..d1d2cc7fa 100644
--- a/docs/autoapi/abacusai/api_class/enums/index.html
+++ b/docs/autoapi/abacusai/api_class/enums/index.html
@@ -46,23 +46,16 @@
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-<li class="toctree-l1 current"><a class="reference internal" href="../../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2 current"><a class="reference internal" href="../../index.html#subpackages">Subpackages</a><ul class="current">
-<li class="toctree-l3 current"><a class="reference internal" href="../index.html">abacusai.api_class</a><ul class="current">
+<li class="toctree-l3 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class</span></code></a><ul class="current">
 <li class="toctree-l4 current"><a class="reference internal" href="../index.html#submodules">Submodules</a></li>
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 </li>
 <li class="toctree-l2"><a class="reference internal" href="../../index.html#submodules">Submodules</a></li>
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-<li class="toctree-l2"><a class="reference internal" href="../../index.html#exceptions">Exceptions</a></li>
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-<li class="toctree-l2"><a class="reference internal" href="../../index.html#functions">Functions</a></li>
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   <ul class="wy-breadcrumbs">
       <li><a href="../../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../../index.html">abacusai</a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai.api_class</a></li>
-      <li class="breadcrumb-item active">abacusai.api_class.enums</li>
+          <li class="breadcrumb-item"><a href="../../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class.enums</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../../_sources/autoapi/abacusai/api_class/enums/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -95,9 +88,11 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.api_class.enums">
-<span id="abacusai-api-class-enums"></span><h1>abacusai.api_class.enums<a class="headerlink" href="#module-abacusai.api_class.enums" title="Link to this heading"></a></h1>
+<span id="abacusai-api-class-enums"></span><h1><a class="reference internal" href="#module-abacusai.api_class.enums" title="abacusai.api_class.enums"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class.enums</span></code></a><a class="headerlink" href="#module-abacusai.api_class.enums" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.enums.ApiEnum" title="abacusai.api_class.enums.ApiEnum"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiEnum</span></code></a></p></td>
@@ -139,6 +134,12 @@ <h2>Classes<a class="headerlink" href="#classes" title="Link to this heading">
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.enums.MergeMode" title="abacusai.api_class.enums.MergeMode"><code class="xref py py-obj docutils literal notranslate"><span class="pre">MergeMode</span></code></a></p></td>
 <td><p>Generic enumeration.</p></td>
 </tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.enums.OperatorType" title="abacusai.api_class.enums.OperatorType"><code class="xref py py-obj docutils literal notranslate"><span class="pre">OperatorType</span></code></a></p></td>
+<td><p>Generic enumeration.</p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.enums.MarkdownOperatorInputType" title="abacusai.api_class.enums.MarkdownOperatorInputType"><code class="xref py py-obj docutils literal notranslate"><span class="pre">MarkdownOperatorInputType</span></code></a></p></td>
+<td><p>Generic enumeration.</p></td>
+</tr>
 <tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.enums.FillLogic" title="abacusai.api_class.enums.FillLogic"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FillLogic</span></code></a></p></td>
 <td><p>Generic enumeration.</p></td>
 </tr>
@@ -271,11 +272,14 @@ <h2>Classes<a class="headerlink" href="#classes" title="Link to this heading">
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.enums.ProjectConfigType" title="abacusai.api_class.enums.ProjectConfigType"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ProjectConfigType</span></code></a></p></td>
 <td><p>Generic enumeration.</p></td>
 </tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.enums.CPUSize" title="abacusai.api_class.enums.CPUSize"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CPUSize</span></code></a></p></td>
+<td><p>Generic enumeration.</p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.enums.MemorySize" title="abacusai.api_class.enums.MemorySize"><code class="xref py py-obj docutils literal notranslate"><span class="pre">MemorySize</span></code></a></p></td>
+<td><p>Generic enumeration.</p></td>
+</tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.api_class.enums.ApiEnum">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.enums.</span></span><span class="sig-name descname"><span class="pre">ApiEnum</span></span><a class="headerlink" href="#abacusai.api_class.enums.ApiEnum" title="Link to this definition"></a></dt>
@@ -762,6 +766,47 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+<dl class="py class">
+<dt class="sig sig-object py" id="abacusai.api_class.enums.OperatorType">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.enums.</span></span><span class="sig-name descname"><span class="pre">OperatorType</span></span><a class="headerlink" href="#abacusai.api_class.enums.OperatorType" title="Link to this definition"></a></dt>
+<dd><p>Bases: <a class="reference internal" href="#abacusai.api_class.enums.ApiEnum" title="abacusai.api_class.enums.ApiEnum"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiEnum</span></code></a></p>
+<p>Generic enumeration.</p>
+<p>Derive from this class to define new enumerations.</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.enums.OperatorType.UNPIVOT">
+<span class="sig-name descname"><span class="pre">UNPIVOT</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'UNPIVOT'</span></em><a class="headerlink" href="#abacusai.api_class.enums.OperatorType.UNPIVOT" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.enums.OperatorType.MARKDOWN">
+<span class="sig-name descname"><span class="pre">MARKDOWN</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'MARKDOWN'</span></em><a class="headerlink" href="#abacusai.api_class.enums.OperatorType.MARKDOWN" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.enums.OperatorType.CRAWLER">
+<span class="sig-name descname"><span class="pre">CRAWLER</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'CRAWLER'</span></em><a class="headerlink" href="#abacusai.api_class.enums.OperatorType.CRAWLER" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.enums.OperatorType.EXTRACT_DOCUMENT_DATA">
+<span class="sig-name descname"><span class="pre">EXTRACT_DOCUMENT_DATA</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'EXTRACT_DOCUMENT_DATA'</span></em><a class="headerlink" href="#abacusai.api_class.enums.OperatorType.EXTRACT_DOCUMENT_DATA" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="abacusai.api_class.enums.MarkdownOperatorInputType">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.enums.</span></span><span class="sig-name descname"><span class="pre">MarkdownOperatorInputType</span></span><a class="headerlink" href="#abacusai.api_class.enums.MarkdownOperatorInputType" title="Link to this definition"></a></dt>
+<dd><p>Bases: <a class="reference internal" href="#abacusai.api_class.enums.ApiEnum" title="abacusai.api_class.enums.ApiEnum"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiEnum</span></code></a></p>
+<p>Generic enumeration.</p>
+<p>Derive from this class to define new enumerations.</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.enums.MarkdownOperatorInputType.HTML">
+<span class="sig-name descname"><span class="pre">HTML</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'HTML'</span></em><a class="headerlink" href="#abacusai.api_class.enums.MarkdownOperatorInputType.HTML" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.api_class.enums.FillLogic">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.enums.</span></span><span class="sig-name descname"><span class="pre">FillLogic</span></span><a class="headerlink" href="#abacusai.api_class.enums.FillLogic" title="Link to this definition"></a></dt>
@@ -1914,6 +1959,11 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <span class="sig-name descname"><span class="pre">E5_SMALL</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'E5_SMALL'</span></em><a class="headerlink" href="#abacusai.api_class.enums.VectorStoreTextEncoder.E5_SMALL" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.enums.VectorStoreTextEncoder.CODE_BERT">
+<span class="sig-name descname"><span class="pre">CODE_BERT</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'CODE_BERT'</span></em><a class="headerlink" href="#abacusai.api_class.enums.VectorStoreTextEncoder.CODE_BERT" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
 </dd></dl>
 
 <dl class="py class">
@@ -2380,6 +2430,11 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <span class="sig-name descname"><span class="pre">COMPREHENSIVE_TABLE_MD</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'COMPREHENSIVE_TABLE_MD'</span></em><a class="headerlink" href="#abacusai.api_class.enums.OcrMode.COMPREHENSIVE_TABLE_MD" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.enums.OcrMode.TESSERACT_FAST">
+<span class="sig-name descname"><span class="pre">TESSERACT_FAST</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'TESSERACT_FAST'</span></em><a class="headerlink" href="#abacusai.api_class.enums.OcrMode.TESSERACT_FAST" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
 </dd></dl>
 
 <dl class="py class">
@@ -2456,6 +2511,11 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <span class="sig-name descname"><span class="pre">NULL</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'null'</span></em><a class="headerlink" href="#abacusai.api_class.enums.DataType.NULL" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.enums.DataType.BINARY">
+<span class="sig-name descname"><span class="pre">BINARY</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'binary'</span></em><a class="headerlink" href="#abacusai.api_class.enums.DataType.BINARY" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
 </dd></dl>
 
 <dl class="py class">
@@ -2487,6 +2547,11 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <span class="sig-name descname"><span class="pre">CONSTRAINTS</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'CONSTRAINTS'</span></em><a class="headerlink" href="#abacusai.api_class.enums.ProjectConfigType.CONSTRAINTS" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.enums.ProjectConfigType.CHAT_FEEDBACK">
+<span class="sig-name descname"><span class="pre">CHAT_FEEDBACK</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'CHAT_FEEDBACK'</span></em><a class="headerlink" href="#abacusai.api_class.enums.ProjectConfigType.CHAT_FEEDBACK" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.enums.ProjectConfigType.REVIEW_MODE">
 <span class="sig-name descname"><span class="pre">REVIEW_MODE</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'REVIEW_MODE'</span></em><a class="headerlink" href="#abacusai.api_class.enums.ProjectConfigType.REVIEW_MODE" title="Link to this definition"></a></dt>
@@ -2494,6 +2559,63 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+<dl class="py class">
+<dt class="sig sig-object py" id="abacusai.api_class.enums.CPUSize">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.enums.</span></span><span class="sig-name descname"><span class="pre">CPUSize</span></span><a class="headerlink" href="#abacusai.api_class.enums.CPUSize" title="Link to this definition"></a></dt>
+<dd><p>Bases: <a class="reference internal" href="#abacusai.api_class.enums.ApiEnum" title="abacusai.api_class.enums.ApiEnum"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiEnum</span></code></a></p>
+<p>Generic enumeration.</p>
+<p>Derive from this class to define new enumerations.</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.enums.CPUSize.SMALL">
+<span class="sig-name descname"><span class="pre">SMALL</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'small'</span></em><a class="headerlink" href="#abacusai.api_class.enums.CPUSize.SMALL" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.enums.CPUSize.MEDIUM">
+<span class="sig-name descname"><span class="pre">MEDIUM</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'medium'</span></em><a class="headerlink" href="#abacusai.api_class.enums.CPUSize.MEDIUM" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.enums.CPUSize.LARGE">
+<span class="sig-name descname"><span class="pre">LARGE</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'large'</span></em><a class="headerlink" href="#abacusai.api_class.enums.CPUSize.LARGE" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="abacusai.api_class.enums.MemorySize">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.enums.</span></span><span class="sig-name descname"><span class="pre">MemorySize</span></span><a class="headerlink" href="#abacusai.api_class.enums.MemorySize" title="Link to this definition"></a></dt>
+<dd><p>Bases: <a class="reference internal" href="#abacusai.api_class.enums.ApiEnum" title="abacusai.api_class.enums.ApiEnum"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiEnum</span></code></a></p>
+<p>Generic enumeration.</p>
+<p>Derive from this class to define new enumerations.</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.enums.MemorySize.SMALL">
+<span class="sig-name descname"><span class="pre">SMALL</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">16</span></em><a class="headerlink" href="#abacusai.api_class.enums.MemorySize.SMALL" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.enums.MemorySize.MEDIUM">
+<span class="sig-name descname"><span class="pre">MEDIUM</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">32</span></em><a class="headerlink" href="#abacusai.api_class.enums.MemorySize.MEDIUM" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.enums.MemorySize.LARGE">
+<span class="sig-name descname"><span class="pre">LARGE</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">64</span></em><a class="headerlink" href="#abacusai.api_class.enums.MemorySize.LARGE" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.enums.MemorySize.XLARGE">
+<span class="sig-name descname"><span class="pre">XLARGE</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">128</span></em><a class="headerlink" href="#abacusai.api_class.enums.MemorySize.XLARGE" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="abacusai.api_class.enums.MemorySize.from_value">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_value</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.enums.MemorySize.from_value" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/api_class/feature_group/index.html b/docs/autoapi/abacusai/api_class/feature_group/index.html
index 64facf7f2..7ae42515c 100644
--- a/docs/autoapi/abacusai/api_class/feature_group/index.html
+++ b/docs/autoapi/abacusai/api_class/feature_group/index.html
@@ -46,23 +46,16 @@
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
               <ul class="current">
-<li class="toctree-l1 current"><a class="reference internal" href="../../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2 current"><a class="reference internal" href="../../index.html#subpackages">Subpackages</a><ul class="current">
-<li class="toctree-l3 current"><a class="reference internal" href="../index.html">abacusai.api_class</a><ul class="current">
+<li class="toctree-l3 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class</span></code></a><ul class="current">
 <li class="toctree-l4 current"><a class="reference internal" href="../index.html#submodules">Submodules</a></li>
-<li class="toctree-l4"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l4"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l4"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l4"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
 </ul>
 </li>
 <li class="toctree-l2"><a class="reference internal" href="../../index.html#submodules">Submodules</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -82,9 +75,9 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../../index.html">abacusai</a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai.api_class</a></li>
-      <li class="breadcrumb-item active">abacusai.api_class.feature_group</li>
+          <li class="breadcrumb-item"><a href="../../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class.feature_group</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../../_sources/autoapi/abacusai/api_class/feature_group/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -95,17 +88,13 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.api_class.feature_group">
-<span id="abacusai-api-class-feature-group"></span><h1>abacusai.api_class.feature_group<a class="headerlink" href="#module-abacusai.api_class.feature_group" title="Link to this heading"></a></h1>
+<span id="abacusai-api-class-feature-group"></span><h1><a class="reference internal" href="#module-abacusai.api_class.feature_group" title="abacusai.api_class.feature_group"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class.feature_group</span></code></a><a class="headerlink" href="#module-abacusai.api_class.feature_group" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.feature_group.ApiClass" title="abacusai.api_class.feature_group.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiClass</span></code></a></p></td>
-<td><p>Helper class that provides a standard way to create an ABC using</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.feature_group._ApiClassFactory" title="abacusai.api_class.feature_group._ApiClassFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_ApiClassFactory</span></code></a></p></td>
-<td><p>Helper class that provides a standard way to create an ABC using</p></td>
-</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.feature_group.SamplingConfig" title="abacusai.api_class.feature_group.SamplingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SamplingConfig</span></code></a></p></td>
 <td><p>An abstract class for the sampling config of a feature group</p></td>
 </tr>
@@ -130,163 +119,26 @@ <h2>Classes<a class="headerlink" href="#classes" title="Link to this heading">
 <tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.feature_group._MergeConfigFactory" title="abacusai.api_class.feature_group._MergeConfigFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_MergeConfigFactory</span></code></a></p></td>
 <td><p>Helper class that provides a standard way to create an ABC using</p></td>
 </tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.feature_group.OperatorConfig" title="abacusai.api_class.feature_group.OperatorConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">OperatorConfig</span></code></a></p></td>
+<td><p>Configuration for a template Feature Group Operation</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.feature_group.UnpivotConfig" title="abacusai.api_class.feature_group.UnpivotConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">UnpivotConfig</span></code></a></p></td>
+<td><p>Unpivot Columns in a FeatureGroup.</p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.feature_group.MarkdownConfig" title="abacusai.api_class.feature_group.MarkdownConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">MarkdownConfig</span></code></a></p></td>
+<td><p>Transform a input column to a markdown column.</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.feature_group.CrawlerTransformConfig" title="abacusai.api_class.feature_group.CrawlerTransformConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CrawlerTransformConfig</span></code></a></p></td>
+<td><p>Transform a input column of urls to html text</p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.feature_group.ExtractDocumentDataConfig" title="abacusai.api_class.feature_group.ExtractDocumentDataConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ExtractDocumentDataConfig</span></code></a></p></td>
+<td><p>Extracts data from documents.</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.feature_group._OperatorConfigFactory" title="abacusai.api_class.feature_group._OperatorConfigFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_OperatorConfigFactory</span></code></a></p></td>
+<td><p>A class to select and return the the correct type of Operator Config based on a serialized OperatorConfig instance.</p></td>
+</tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.api_class.feature_group.ApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.feature_group.</span></span><span class="sig-name descname"><span class="pre">ApiClass</span></span><a class="headerlink" href="#abacusai.api_class.feature_group.ApiClass" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/abc.html#abc.ABC" title="(in Python v3.12)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abc.ABC</span></code></a></p>
-<p>Helper class that provides a standard way to create an ABC using
-inheritance.</p>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.api_class.feature_group.ApiClass._upper_snake_case_keys">
-<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.feature_group.ApiClass._upper_snake_case_keys" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.api_class.feature_group.ApiClass._support_kwargs">
-<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.feature_group.ApiClass._support_kwargs" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.api_class.feature_group.ApiClass.__post_init__">
-<span class="sig-name descname"><span class="pre">__post_init__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.feature_group.ApiClass.__post_init__" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.api_class.feature_group.ApiClass._get_builder">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_get_builder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.feature_group.ApiClass._get_builder" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.api_class.feature_group.ApiClass.__str__">
-<span class="sig-name descname"><span class="pre">__str__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.feature_group.ApiClass.__str__" title="Link to this definition"></a></dt>
-<dd><p>Return str(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.api_class.feature_group.ApiClass._repr_html_">
-<span class="sig-name descname"><span class="pre">_repr_html_</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.feature_group.ApiClass._repr_html_" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.api_class.feature_group.ApiClass.__getitem__">
-<span class="sig-name descname"><span class="pre">__getitem__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.feature_group.ApiClass.__getitem__" title="Link to this definition"></a></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>item</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.api_class.feature_group.ApiClass.__setitem__">
-<span class="sig-name descname"><span class="pre">__setitem__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.feature_group.ApiClass.__setitem__" title="Link to this definition"></a></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>item</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
-<li><p><strong>value</strong> (<em>Any</em>)</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.api_class.feature_group.ApiClass._unset_item">
-<span class="sig-name descname"><span class="pre">_unset_item</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.feature_group.ApiClass._unset_item" title="Link to this definition"></a></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>item</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.api_class.feature_group.ApiClass.get">
-<span class="sig-name descname"><span class="pre">get</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.feature_group.ApiClass.get" title="Link to this definition"></a></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>item</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
-<li><p><strong>default</strong> (<em>Any</em>)</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.api_class.feature_group.ApiClass.pop">
-<span class="sig-name descname"><span class="pre">pop</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">NotImplemented</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.feature_group.ApiClass.pop" title="Link to this definition"></a></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>item</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
-<li><p><strong>default</strong> (<em>Any</em>)</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.api_class.feature_group.ApiClass.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.feature_group.ApiClass.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Standardizes converting an ApiClass to dictionary.
-Keys of response dictionary are converted to camel case.
-This also validates the fields ( type, value, etc ) received in the dictionary.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.api_class.feature_group.ApiClass.from_dict">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_dict</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.feature_group.ApiClass.from_dict" title="Link to this definition"></a></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>input_dict</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>)</p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.api_class.feature_group._ApiClassFactory">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.feature_group.</span></span><span class="sig-name descname"><span class="pre">_ApiClassFactory</span></span><a class="headerlink" href="#abacusai.api_class.feature_group._ApiClassFactory" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/abc.html#abc.ABC" title="(in Python v3.12)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abc.ABC</span></code></a></p>
-<p>Helper class that provides a standard way to create an ABC using
-inheritance.</p>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.api_class.feature_group._ApiClassFactory.config_abstract_class">
-<span class="sig-name descname"><span class="pre">config_abstract_class</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.feature_group._ApiClassFactory.config_abstract_class" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.api_class.feature_group._ApiClassFactory.config_class_key">
-<span class="sig-name descname"><span class="pre">config_class_key</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.feature_group._ApiClassFactory.config_class_key" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.api_class.feature_group._ApiClassFactory.config_class_map">
-<span class="sig-name descname"><span class="pre">config_class_map</span></span><a class="headerlink" href="#abacusai.api_class.feature_group._ApiClassFactory.config_class_map" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.api_class.feature_group._ApiClassFactory.from_dict">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.feature_group._ApiClassFactory.from_dict" title="Link to this definition"></a></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>config</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>)</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.api_class.feature_group.ApiClass" title="abacusai.api_class.feature_group.ApiClass">ApiClass</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.api_class.feature_group.SamplingConfig">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.feature_group.</span></span><span class="sig-name descname"><span class="pre">SamplingConfig</span></span><a class="headerlink" href="#abacusai.api_class.feature_group.SamplingConfig" title="Link to this definition"></a></dt>
@@ -317,7 +169,6 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
-<li><p><strong>sampling_method</strong> (<a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.SamplingMethodType" title="abacusai.api_class.enums.SamplingMethodType"><em>SamplingMethodType</em></a>) – N_SAMPLING</p></li>
 <li><p><strong>sample_count</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The number of rows to include in the sample</p></li>
 <li><p><strong>key_columns</strong> (<em>List</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – The feature(s) to use as the key(s) when sampling</p></li>
 </ul>
@@ -348,7 +199,6 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
-<li><p><strong>sampling_method</strong> (<a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.SamplingMethodType" title="abacusai.api_class.enums.SamplingMethodType"><em>SamplingMethodType</em></a>) – PERCENT_SAMPLING</p></li>
 <li><p><strong>sample_percent</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – The percentage of the rows to sample</p></li>
 <li><p><strong>key_columns</strong> (<em>List</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – The feature(s) to use as the key(s) when sampling</p></li>
 </ul>
@@ -424,7 +274,6 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
-<li><p><strong>merge_mode</strong> (<a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.MergeMode" title="abacusai.api_class.enums.MergeMode"><em>MergeMode</em></a>) – LAST_N</p></li>
 <li><p><strong>num_versions</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The number of versions to merge. num_versions == 0 means merge all versions.</p></li>
 <li><p><strong>include_version_timestamp_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If set, include a column with the creation timestamp of source FG versions.</p></li>
 </ul>
@@ -455,7 +304,6 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
-<li><p><strong>merge_mode</strong> (<a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.MergeMode" title="abacusai.api_class.enums.MergeMode"><em>MergeMode</em></a>) – TIME_WINDOW</p></li>
 <li><p><strong>feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Time based column to index on</p></li>
 <li><p><strong>time_window_size_ms</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Range of merged rows will be [MAX_TIME - time_window_size_ms, MAX_TIME]</p></li>
 <li><p><strong>include_version_timestamp_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If set, include a column with the creation timestamp of source FG versions.</p></li>
@@ -507,6 +355,229 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+<dl class="py class">
+<dt class="sig sig-object py" id="abacusai.api_class.feature_group.OperatorConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.feature_group.</span></span><span class="sig-name descname"><span class="pre">OperatorConfig</span></span><a class="headerlink" href="#abacusai.api_class.feature_group.OperatorConfig" title="Link to this definition"></a></dt>
+<dd><p>Bases: <a class="reference internal" href="../abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
+<p>Configuration for a template Feature Group Operation</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.feature_group.OperatorConfig.operator_type">
+<span class="sig-name descname"><span class="pre">operator_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.OperatorType" title="abacusai.api_class.enums.OperatorType"><span class="pre">abacusai.api_class.enums.OperatorType</span></a></em><a class="headerlink" href="#abacusai.api_class.feature_group.OperatorConfig.operator_type" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="abacusai.api_class.feature_group.OperatorConfig._get_builder">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_get_builder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.feature_group.OperatorConfig._get_builder" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="abacusai.api_class.feature_group.OperatorConfig.__post_init__">
+<span class="sig-name descname"><span class="pre">__post_init__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.feature_group.OperatorConfig.__post_init__" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="abacusai.api_class.feature_group.UnpivotConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.feature_group.</span></span><span class="sig-name descname"><span class="pre">UnpivotConfig</span></span><a class="headerlink" href="#abacusai.api_class.feature_group.UnpivotConfig" title="Link to this definition"></a></dt>
+<dd><p>Bases: <a class="reference internal" href="#abacusai.api_class.feature_group.OperatorConfig" title="abacusai.api_class.feature_group.OperatorConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">OperatorConfig</span></code></a></p>
+<p>Unpivot Columns in a FeatureGroup.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>columns</strong> (<em>List</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – Which columns to unpivot.</p></li>
+<li><p><strong>index_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of new column containing the unpivoted column names as its values</p></li>
+<li><p><strong>value_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of new column containing the row values that were unpivoted.</p></li>
+<li><p><strong>exclude</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If True, the unpivoted columns are all the columns EXCEPT the ones in the columns argument. Default is False.</p></li>
+</ul>
+</dd>
+</dl>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.feature_group.UnpivotConfig.columns">
+<span class="sig-name descname"><span class="pre">columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.api_class.feature_group.UnpivotConfig.columns" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.feature_group.UnpivotConfig.index_column">
+<span class="sig-name descname"><span class="pre">index_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.feature_group.UnpivotConfig.index_column" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.feature_group.UnpivotConfig.value_column">
+<span class="sig-name descname"><span class="pre">value_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.feature_group.UnpivotConfig.value_column" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.feature_group.UnpivotConfig.exclude">
+<span class="sig-name descname"><span class="pre">exclude</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.feature_group.UnpivotConfig.exclude" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="abacusai.api_class.feature_group.UnpivotConfig.__post_init__">
+<span class="sig-name descname"><span class="pre">__post_init__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.feature_group.UnpivotConfig.__post_init__" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="abacusai.api_class.feature_group.MarkdownConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.feature_group.</span></span><span class="sig-name descname"><span class="pre">MarkdownConfig</span></span><a class="headerlink" href="#abacusai.api_class.feature_group.MarkdownConfig" title="Link to this definition"></a></dt>
+<dd><p>Bases: <a class="reference internal" href="#abacusai.api_class.feature_group.OperatorConfig" title="abacusai.api_class.feature_group.OperatorConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">OperatorConfig</span></code></a></p>
+<p>Transform a input column to a markdown column.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>input_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of input column to transform.</p></li>
+<li><p><strong>output_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of output column to store transformed data.</p></li>
+<li><p><strong>input_column_type</strong> (<a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.MarkdownOperatorInputType" title="abacusai.api_class.enums.MarkdownOperatorInputType"><em>MarkdownOperatorInputType</em></a>) – Type of input column to transform.</p></li>
+</ul>
+</dd>
+</dl>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.feature_group.MarkdownConfig.input_column">
+<span class="sig-name descname"><span class="pre">input_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.feature_group.MarkdownConfig.input_column" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.feature_group.MarkdownConfig.output_column">
+<span class="sig-name descname"><span class="pre">output_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.feature_group.MarkdownConfig.output_column" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.feature_group.MarkdownConfig.input_column_type">
+<span class="sig-name descname"><span class="pre">input_column_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.MarkdownOperatorInputType" title="abacusai.api_class.enums.MarkdownOperatorInputType"><span class="pre">abacusai.api_class.enums.MarkdownOperatorInputType</span></a></em><a class="headerlink" href="#abacusai.api_class.feature_group.MarkdownConfig.input_column_type" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="abacusai.api_class.feature_group.MarkdownConfig.__post_init__">
+<span class="sig-name descname"><span class="pre">__post_init__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.feature_group.MarkdownConfig.__post_init__" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="abacusai.api_class.feature_group.CrawlerTransformConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.feature_group.</span></span><span class="sig-name descname"><span class="pre">CrawlerTransformConfig</span></span><a class="headerlink" href="#abacusai.api_class.feature_group.CrawlerTransformConfig" title="Link to this definition"></a></dt>
+<dd><p>Bases: <a class="reference internal" href="#abacusai.api_class.feature_group.OperatorConfig" title="abacusai.api_class.feature_group.OperatorConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">OperatorConfig</span></code></a></p>
+<p>Transform a input column of urls to html text</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>input_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of input column to transform.</p></li>
+<li><p><strong>output_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of output column to store transformed data.</p></li>
+<li><p><strong>depth_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Increasing depth explores more links, capturing more content</p></li>
+<li><p><strong>disable_host_restriction</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If True, will not restrict crawling to the same host.</p></li>
+<li><p><strong>honour_website_rules</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If True, will respect robots.txt rules.</p></li>
+<li><p><strong>user_agent</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If provided, will use this user agent instead of randomly selecting one.</p></li>
+</ul>
+</dd>
+</dl>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.feature_group.CrawlerTransformConfig.input_column">
+<span class="sig-name descname"><span class="pre">input_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.feature_group.CrawlerTransformConfig.input_column" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.feature_group.CrawlerTransformConfig.output_column">
+<span class="sig-name descname"><span class="pre">output_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.feature_group.CrawlerTransformConfig.output_column" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.feature_group.CrawlerTransformConfig.depth_column">
+<span class="sig-name descname"><span class="pre">depth_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.feature_group.CrawlerTransformConfig.depth_column" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.feature_group.CrawlerTransformConfig.input_column_type">
+<span class="sig-name descname"><span class="pre">input_column_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.feature_group.CrawlerTransformConfig.input_column_type" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.feature_group.CrawlerTransformConfig.crawl_depth">
+<span class="sig-name descname"><span class="pre">crawl_depth</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.feature_group.CrawlerTransformConfig.crawl_depth" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.feature_group.CrawlerTransformConfig.disable_host_restriction">
+<span class="sig-name descname"><span class="pre">disable_host_restriction</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.feature_group.CrawlerTransformConfig.disable_host_restriction" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.feature_group.CrawlerTransformConfig.honour_website_rules">
+<span class="sig-name descname"><span class="pre">honour_website_rules</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.feature_group.CrawlerTransformConfig.honour_website_rules" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.feature_group.CrawlerTransformConfig.user_agent">
+<span class="sig-name descname"><span class="pre">user_agent</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.feature_group.CrawlerTransformConfig.user_agent" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="abacusai.api_class.feature_group.CrawlerTransformConfig.__post_init__">
+<span class="sig-name descname"><span class="pre">__post_init__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.feature_group.CrawlerTransformConfig.__post_init__" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="abacusai.api_class.feature_group.ExtractDocumentDataConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.feature_group.</span></span><span class="sig-name descname"><span class="pre">ExtractDocumentDataConfig</span></span><a class="headerlink" href="#abacusai.api_class.feature_group.ExtractDocumentDataConfig" title="Link to this definition"></a></dt>
+<dd><p>Bases: <a class="reference internal" href="#abacusai.api_class.feature_group.OperatorConfig" title="abacusai.api_class.feature_group.OperatorConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">OperatorConfig</span></code></a></p>
+<p>Extracts data from documents.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>doc_id_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of input document ID column.</p></li>
+<li><p><strong>document_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the input document column which contains the page infos. This column will be transformed to include the document processing config in the output feature group.</p></li>
+<li><p><strong>document_processing_config</strong> (<a class="reference internal" href="../dataset/index.html#abacusai.api_class.dataset.DocumentProcessingConfig" title="abacusai.api_class.dataset.DocumentProcessingConfig"><em>DocumentProcessingConfig</em></a>) – Document processing configuration.</p></li>
+</ul>
+</dd>
+</dl>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.feature_group.ExtractDocumentDataConfig.doc_id_column">
+<span class="sig-name descname"><span class="pre">doc_id_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.feature_group.ExtractDocumentDataConfig.doc_id_column" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.feature_group.ExtractDocumentDataConfig.document_column">
+<span class="sig-name descname"><span class="pre">document_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.feature_group.ExtractDocumentDataConfig.document_column" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.feature_group.ExtractDocumentDataConfig.document_processing_config">
+<span class="sig-name descname"><span class="pre">document_processing_config</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../dataset/index.html#abacusai.api_class.dataset.DocumentProcessingConfig" title="abacusai.api_class.dataset.DocumentProcessingConfig"><span class="pre">abacusai.api_class.dataset.DocumentProcessingConfig</span></a></em><a class="headerlink" href="#abacusai.api_class.feature_group.ExtractDocumentDataConfig.document_processing_config" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="abacusai.api_class.feature_group.ExtractDocumentDataConfig.__post_init__">
+<span class="sig-name descname"><span class="pre">__post_init__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.feature_group.ExtractDocumentDataConfig.__post_init__" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="abacusai.api_class.feature_group._OperatorConfigFactory">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.feature_group.</span></span><span class="sig-name descname"><span class="pre">_OperatorConfigFactory</span></span><a class="headerlink" href="#abacusai.api_class.feature_group._OperatorConfigFactory" title="Link to this definition"></a></dt>
+<dd><p>Bases: <a class="reference internal" href="../abstract/index.html#abacusai.api_class.abstract._ApiClassFactory" title="abacusai.api_class.abstract._ApiClassFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract._ApiClassFactory</span></code></a></p>
+<p>A class to select and return the the correct type of Operator Config based on a serialized OperatorConfig instance.</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.feature_group._OperatorConfigFactory.config_abstract_class">
+<span class="sig-name descname"><span class="pre">config_abstract_class</span></span><a class="headerlink" href="#abacusai.api_class.feature_group._OperatorConfigFactory.config_abstract_class" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.feature_group._OperatorConfigFactory.config_class_key">
+<span class="sig-name descname"><span class="pre">config_class_key</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'operator_type'</span></em><a class="headerlink" href="#abacusai.api_class.feature_group._OperatorConfigFactory.config_class_key" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.feature_group._OperatorConfigFactory.config_class_map">
+<span class="sig-name descname"><span class="pre">config_class_map</span></span><a class="headerlink" href="#abacusai.api_class.feature_group._OperatorConfigFactory.config_class_map" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/api_class/index.html b/docs/autoapi/abacusai/api_class/index.html
index 253f02e32..fe0ffc70a 100644
--- a/docs/autoapi/abacusai/api_class/index.html
+++ b/docs/autoapi/abacusai/api_class/index.html
@@ -46,23 +46,16 @@
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
               <ul class="current">
-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2 current"><a class="reference internal" href="../index.html#subpackages">Subpackages</a><ul class="current">
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.api_class</a><ul>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#submodules">Submodules</a></li>
-<li class="toctree-l4"><a class="reference internal" href="#attributes">Attributes</a></li>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
-<li class="toctree-l4"><a class="reference internal" href="#functions">Functions</a></li>
 <li class="toctree-l4"><a class="reference internal" href="#package-contents">Package Contents</a></li>
 </ul>
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 <li class="toctree-l2"><a class="reference internal" href="../index.html#submodules">Submodules</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
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 </ul>
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@@ -82,8 +75,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.api_class</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/api_class/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -94,47 +87,39 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.api_class">
-<span id="abacusai-api-class"></span><h1>abacusai.api_class<a class="headerlink" href="#module-abacusai.api_class" title="Link to this heading"></a></h1>
+<span id="abacusai-api-class"></span><h1><a class="reference internal" href="#module-abacusai.api_class" title="abacusai.api_class"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class</span></code></a><a class="headerlink" href="#module-abacusai.api_class" title="Link to this heading"></a></h1>
 <section id="submodules">
 <h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
 <div class="toctree-wrapper compound">
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="abstract/index.html">abacusai.api_class.abstract</a></li>
-<li class="toctree-l1"><a class="reference internal" href="ai_agents/index.html">abacusai.api_class.ai_agents</a></li>
-<li class="toctree-l1"><a class="reference internal" href="ai_chat/index.html">abacusai.api_class.ai_chat</a></li>
-<li class="toctree-l1"><a class="reference internal" href="batch_prediction/index.html">abacusai.api_class.batch_prediction</a></li>
-<li class="toctree-l1"><a class="reference internal" href="blob_input/index.html">abacusai.api_class.blob_input</a></li>
-<li class="toctree-l1"><a class="reference internal" href="connectors/index.html">abacusai.api_class.connectors</a></li>
-<li class="toctree-l1"><a class="reference internal" href="dataset/index.html">abacusai.api_class.dataset</a></li>
-<li class="toctree-l1"><a class="reference internal" href="dataset_application_connector/index.html">abacusai.api_class.dataset_application_connector</a></li>
-<li class="toctree-l1"><a class="reference internal" href="deployment/index.html">abacusai.api_class.deployment</a></li>
-<li class="toctree-l1"><a class="reference internal" href="document_retriever/index.html">abacusai.api_class.document_retriever</a></li>
-<li class="toctree-l1"><a class="reference internal" href="enums/index.html">abacusai.api_class.enums</a></li>
-<li class="toctree-l1"><a class="reference internal" href="feature_group/index.html">abacusai.api_class.feature_group</a></li>
-<li class="toctree-l1"><a class="reference internal" href="model/index.html">abacusai.api_class.model</a></li>
-<li class="toctree-l1"><a class="reference internal" href="monitor/index.html">abacusai.api_class.monitor</a></li>
-<li class="toctree-l1"><a class="reference internal" href="monitor_alert/index.html">abacusai.api_class.monitor_alert</a></li>
-<li class="toctree-l1"><a class="reference internal" href="project/index.html">abacusai.api_class.project</a></li>
-<li class="toctree-l1"><a class="reference internal" href="python_functions/index.html">abacusai.api_class.python_functions</a></li>
-<li class="toctree-l1"><a class="reference internal" href="refresh/index.html">abacusai.api_class.refresh</a></li>
+<li class="toctree-l1"><a class="reference internal" href="abstract/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class.abstract</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="ai_agents/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class.ai_agents</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="ai_chat/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class.ai_chat</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class.batch_prediction</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="blob_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class.blob_input</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="connectors/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class.connectors</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class.dataset</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="dataset_application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class.dataset_application_connector</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class.deployment</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class.document_retriever</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="enums/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class.enums</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class.feature_group</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class.model</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class.monitor</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class.monitor_alert</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class.project</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="python_functions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class.python_functions</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="refresh/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class.refresh</span></code></a></li>
 </ul>
 </div>
 </section>
-<section id="attributes">
-<h2>Attributes<a class="headerlink" href="#attributes" title="Link to this heading"></a></h2>
-<table class="autosummary longtable docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.DocumentRetrieverConfig" title="abacusai.api_class.DocumentRetrieverConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DocumentRetrieverConfig</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-</tbody>
-</table>
-</section>
+<section id="package-contents">
+<h2>Package Contents<a class="headerlink" href="#package-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#id216" title="abacusai.api_class.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiClass</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#id233" title="abacusai.api_class.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiClass</span></code></a></p></td>
 <td><p>Helper class that provides a standard way to create an ABC using</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.FieldDescriptor" title="abacusai.api_class.FieldDescriptor"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FieldDescriptor</span></code></a></p></td>
@@ -161,16 +146,16 @@ <h2>Classes<a class="headerlink" href="#classes" title="Link to this heading">
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.WorkflowGraph" title="abacusai.api_class.WorkflowGraph"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowGraph</span></code></a></p></td>
 <td><p>An Agent workflow graph. The edges define the node invokation order. The workflow must follow linear invokation order.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#id216" title="abacusai.api_class.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiClass</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#id233" title="abacusai.api_class.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiClass</span></code></a></p></td>
 <td><p>Helper class that provides a standard way to create an ABC using</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.HotkeyPrompt" title="abacusai.api_class.HotkeyPrompt"><code class="xref py py-obj docutils literal notranslate"><span class="pre">HotkeyPrompt</span></code></a></p></td>
 <td><p>A config class for a Data Science Co-Pilot Hotkey</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#id216" title="abacusai.api_class.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiClass</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#id233" title="abacusai.api_class.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiClass</span></code></a></p></td>
 <td><p>Helper class that provides a standard way to create an ABC using</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#id230" title="abacusai.api_class._ApiClassFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_ApiClassFactory</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#id247" title="abacusai.api_class._ApiClassFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_ApiClassFactory</span></code></a></p></td>
 <td><p>Helper class that provides a standard way to create an ABC using</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.BatchPredictionArgs" title="abacusai.api_class.BatchPredictionArgs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">BatchPredictionArgs</span></code></a></p></td>
@@ -206,25 +191,43 @@ <h2>Classes<a class="headerlink" href="#classes" title="Link to this heading">
 <tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class._BatchPredictionArgsFactory" title="abacusai.api_class._BatchPredictionArgsFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_BatchPredictionArgsFactory</span></code></a></p></td>
 <td><p>Helper class that provides a standard way to create an ABC using</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#id216" title="abacusai.api_class.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiClass</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#id233" title="abacusai.api_class.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiClass</span></code></a></p></td>
+<td><p>Helper class that provides a standard way to create an ABC using</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.Blob" title="abacusai.api_class.Blob"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Blob</span></code></a></p></td>
+<td><p>Binary large object data.</p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.BlobInput" title="abacusai.api_class.BlobInput"><code class="xref py py-obj docutils literal notranslate"><span class="pre">BlobInput</span></code></a></p></td>
+<td><p>Binary large object data.</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#id247" title="abacusai.api_class._ApiClassFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_ApiClassFactory</span></code></a></p></td>
 <td><p>Helper class that provides a standard way to create an ABC using</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.BlobInput" title="abacusai.api_class.BlobInput"><code class="xref py py-obj docutils literal notranslate"><span class="pre">BlobInput</span></code></a></p></td>
-<td><p>Binary large object input data.</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#id68" title="abacusai.api_class.DatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatasetConfig</span></code></a></p></td>
+<td><p>An abstract class for dataset configs</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.StreamingConnectorDatasetConfig" title="abacusai.api_class.StreamingConnectorDatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">StreamingConnectorDatasetConfig</span></code></a></p></td>
+<td><p>An abstract class for dataset configs specific to streaming connectors.</p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.KafkaDatasetConfig" title="abacusai.api_class.KafkaDatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">KafkaDatasetConfig</span></code></a></p></td>
+<td><p>Dataset config for Kafka Streaming Connector</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class._StreamingConnectorDatasetConfigFactory" title="abacusai.api_class._StreamingConnectorDatasetConfigFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_StreamingConnectorDatasetConfigFactory</span></code></a></p></td>
+<td><p>Helper class that provides a standard way to create an ABC using</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#id216" title="abacusai.api_class.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiClass</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#id233" title="abacusai.api_class.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiClass</span></code></a></p></td>
 <td><p>Helper class that provides a standard way to create an ABC using</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#id101" title="abacusai.api_class.OcrMode"><code class="xref py py-obj docutils literal notranslate"><span class="pre">OcrMode</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#id109" title="abacusai.api_class.OcrMode"><code class="xref py py-obj docutils literal notranslate"><span class="pre">OcrMode</span></code></a></p></td>
 <td><p>Generic enumeration.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#id61" title="abacusai.api_class.DatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatasetConfig</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#id68" title="abacusai.api_class.DatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatasetConfig</span></code></a></p></td>
 <td><p>An abstract class for dataset configs</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.ParsingConfig" title="abacusai.api_class.ParsingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ParsingConfig</span></code></a></p></td>
 <td><p>Custom config for dataset parsing.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.DocumentProcessingConfig" title="abacusai.api_class.DocumentProcessingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DocumentProcessingConfig</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#id136" title="abacusai.api_class.DocumentProcessingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DocumentProcessingConfig</span></code></a></p></td>
 <td><p>Document processing configuration.</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.DatasetDocumentProcessingConfig" title="abacusai.api_class.DatasetDocumentProcessingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatasetDocumentProcessingConfig</span></code></a></p></td>
@@ -233,10 +236,10 @@ <h2>Classes<a class="headerlink" href="#classes" title="Link to this heading">
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.IncrementalDatabaseConnectorConfig" title="abacusai.api_class.IncrementalDatabaseConnectorConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">IncrementalDatabaseConnectorConfig</span></code></a></p></td>
 <td><p>Config information for incremental datasets from database connectors</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#id230" title="abacusai.api_class._ApiClassFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_ApiClassFactory</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#id247" title="abacusai.api_class._ApiClassFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_ApiClassFactory</span></code></a></p></td>
 <td><p>Helper class that provides a standard way to create an ABC using</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#id61" title="abacusai.api_class.DatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatasetConfig</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#id68" title="abacusai.api_class.DatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatasetConfig</span></code></a></p></td>
 <td><p>An abstract class for dataset configs</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.ApplicationConnectorDatasetConfig" title="abacusai.api_class.ApplicationConnectorDatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApplicationConnectorDatasetConfig</span></code></a></p></td>
@@ -272,10 +275,10 @@ <h2>Classes<a class="headerlink" href="#classes" title="Link to this heading">
 <tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class._ApplicationConnectorDatasetConfigFactory" title="abacusai.api_class._ApplicationConnectorDatasetConfigFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_ApplicationConnectorDatasetConfigFactory</span></code></a></p></td>
 <td><p>Helper class that provides a standard way to create an ABC using</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#id216" title="abacusai.api_class.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiClass</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#id233" title="abacusai.api_class.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiClass</span></code></a></p></td>
 <td><p>Helper class that provides a standard way to create an ABC using</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#id230" title="abacusai.api_class._ApiClassFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_ApiClassFactory</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#id247" title="abacusai.api_class._ApiClassFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_ApiClassFactory</span></code></a></p></td>
 <td><p>Helper class that provides a standard way to create an ABC using</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.PredictionArguments" title="abacusai.api_class.PredictionArguments"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PredictionArguments</span></code></a></p></td>
@@ -308,10 +311,10 @@ <h2>Classes<a class="headerlink" href="#classes" title="Link to this heading">
 <tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class._PredictionArgumentsFactory" title="abacusai.api_class._PredictionArgumentsFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_PredictionArgumentsFactory</span></code></a></p></td>
 <td><p>Helper class that provides a standard way to create an ABC using</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#id216" title="abacusai.api_class.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiClass</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#id233" title="abacusai.api_class.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiClass</span></code></a></p></td>
 <td><p>Helper class that provides a standard way to create an ABC using</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#id96" title="abacusai.api_class.VectorStoreTextEncoder"><code class="xref py py-obj docutils literal notranslate"><span class="pre">VectorStoreTextEncoder</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#id103" title="abacusai.api_class.VectorStoreTextEncoder"><code class="xref py py-obj docutils literal notranslate"><span class="pre">VectorStoreTextEncoder</span></code></a></p></td>
 <td><p>Generic enumeration.</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.VectorStoreConfig" title="abacusai.api_class.VectorStoreConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">VectorStoreConfig</span></code></a></p></td>
@@ -356,6 +359,12 @@ <h2>Classes<a class="headerlink" href="#classes" title="Link to this heading">
 <tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.MergeMode" title="abacusai.api_class.MergeMode"><code class="xref py py-obj docutils literal notranslate"><span class="pre">MergeMode</span></code></a></p></td>
 <td><p>Generic enumeration.</p></td>
 </tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.OperatorType" title="abacusai.api_class.OperatorType"><code class="xref py py-obj docutils literal notranslate"><span class="pre">OperatorType</span></code></a></p></td>
+<td><p>Generic enumeration.</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.MarkdownOperatorInputType" title="abacusai.api_class.MarkdownOperatorInputType"><code class="xref py py-obj docutils literal notranslate"><span class="pre">MarkdownOperatorInputType</span></code></a></p></td>
+<td><p>Generic enumeration.</p></td>
+</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.FillLogic" title="abacusai.api_class.FillLogic"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FillLogic</span></code></a></p></td>
 <td><p>Generic enumeration.</p></td>
 </tr>
@@ -437,7 +446,7 @@ <h2>Classes<a class="headerlink" href="#classes" title="Link to this heading">
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.PythonFunctionOutputArgumentType" title="abacusai.api_class.PythonFunctionOutputArgumentType"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PythonFunctionOutputArgumentType</span></code></a></p></td>
 <td><p>Generic enumeration.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#id96" title="abacusai.api_class.VectorStoreTextEncoder"><code class="xref py py-obj docutils literal notranslate"><span class="pre">VectorStoreTextEncoder</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#id103" title="abacusai.api_class.VectorStoreTextEncoder"><code class="xref py py-obj docutils literal notranslate"><span class="pre">VectorStoreTextEncoder</span></code></a></p></td>
 <td><p>Generic enumeration.</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.LLMName" title="abacusai.api_class.LLMName"><code class="xref py py-obj docutils literal notranslate"><span class="pre">LLMName</span></code></a></p></td>
@@ -473,10 +482,10 @@ <h2>Classes<a class="headerlink" href="#classes" title="Link to this heading">
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.WorkflowNodeOutputType" title="abacusai.api_class.WorkflowNodeOutputType"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowNodeOutputType</span></code></a></p></td>
 <td><p>Generic enumeration.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#id101" title="abacusai.api_class.OcrMode"><code class="xref py py-obj docutils literal notranslate"><span class="pre">OcrMode</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#id109" title="abacusai.api_class.OcrMode"><code class="xref py py-obj docutils literal notranslate"><span class="pre">OcrMode</span></code></a></p></td>
 <td><p>Generic enumeration.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#id160" title="abacusai.api_class.StdDevThresholdType"><code class="xref py py-obj docutils literal notranslate"><span class="pre">StdDevThresholdType</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#id177" title="abacusai.api_class.StdDevThresholdType"><code class="xref py py-obj docutils literal notranslate"><span class="pre">StdDevThresholdType</span></code></a></p></td>
 <td><p>Generic enumeration.</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.DataType" title="abacusai.api_class.DataType"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataType</span></code></a></p></td>
@@ -488,242 +497,269 @@ <h2>Classes<a class="headerlink" href="#classes" title="Link to this heading">
 <tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.ProjectConfigType" title="abacusai.api_class.ProjectConfigType"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ProjectConfigType</span></code></a></p></td>
 <td><p>Generic enumeration.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#id216" title="abacusai.api_class.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiClass</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.CPUSize" title="abacusai.api_class.CPUSize"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CPUSize</span></code></a></p></td>
+<td><p>Generic enumeration.</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.MemorySize" title="abacusai.api_class.MemorySize"><code class="xref py py-obj docutils literal notranslate"><span class="pre">MemorySize</span></code></a></p></td>
+<td><p>Generic enumeration.</p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="#id233" title="abacusai.api_class.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiClass</span></code></a></p></td>
 <td><p>Helper class that provides a standard way to create an ABC using</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#id230" title="abacusai.api_class._ApiClassFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_ApiClassFactory</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#id247" title="abacusai.api_class._ApiClassFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_ApiClassFactory</span></code></a></p></td>
 <td><p>Helper class that provides a standard way to create an ABC using</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.SamplingConfig" title="abacusai.api_class.SamplingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SamplingConfig</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#id136" title="abacusai.api_class.DocumentProcessingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DocumentProcessingConfig</span></code></a></p></td>
+<td><p>Document processing configuration.</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.SamplingConfig" title="abacusai.api_class.SamplingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SamplingConfig</span></code></a></p></td>
 <td><p>An abstract class for the sampling config of a feature group</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.NSamplingConfig" title="abacusai.api_class.NSamplingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">NSamplingConfig</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.NSamplingConfig" title="abacusai.api_class.NSamplingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">NSamplingConfig</span></code></a></p></td>
 <td><p>The number of distinct values of the key columns to include in the sample, or number of rows if key columns not specified.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.PercentSamplingConfig" title="abacusai.api_class.PercentSamplingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PercentSamplingConfig</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.PercentSamplingConfig" title="abacusai.api_class.PercentSamplingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PercentSamplingConfig</span></code></a></p></td>
 <td><p>The fraction of distinct values of the feature group to include in the sample.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class._SamplingConfigFactory" title="abacusai.api_class._SamplingConfigFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_SamplingConfigFactory</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class._SamplingConfigFactory" title="abacusai.api_class._SamplingConfigFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_SamplingConfigFactory</span></code></a></p></td>
 <td><p>Helper class that provides a standard way to create an ABC using</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.MergeConfig" title="abacusai.api_class.MergeConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">MergeConfig</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.MergeConfig" title="abacusai.api_class.MergeConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">MergeConfig</span></code></a></p></td>
 <td><p>An abstract class for the merge config of a feature group</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.LastNMergeConfig" title="abacusai.api_class.LastNMergeConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">LastNMergeConfig</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.LastNMergeConfig" title="abacusai.api_class.LastNMergeConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">LastNMergeConfig</span></code></a></p></td>
 <td><p>Merge LAST N chunks/versions of an incremental dataset.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.TimeWindowMergeConfig" title="abacusai.api_class.TimeWindowMergeConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">TimeWindowMergeConfig</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.TimeWindowMergeConfig" title="abacusai.api_class.TimeWindowMergeConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">TimeWindowMergeConfig</span></code></a></p></td>
 <td><p>Merge rows within a given timewindow of the most recent timestamp</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class._MergeConfigFactory" title="abacusai.api_class._MergeConfigFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_MergeConfigFactory</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class._MergeConfigFactory" title="abacusai.api_class._MergeConfigFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_MergeConfigFactory</span></code></a></p></td>
 <td><p>Helper class that provides a standard way to create an ABC using</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#id216" title="abacusai.api_class.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiClass</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.OperatorConfig" title="abacusai.api_class.OperatorConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">OperatorConfig</span></code></a></p></td>
+<td><p>Configuration for a template Feature Group Operation</p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.UnpivotConfig" title="abacusai.api_class.UnpivotConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">UnpivotConfig</span></code></a></p></td>
+<td><p>Unpivot Columns in a FeatureGroup.</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.MarkdownConfig" title="abacusai.api_class.MarkdownConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">MarkdownConfig</span></code></a></p></td>
+<td><p>Transform a input column to a markdown column.</p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.CrawlerTransformConfig" title="abacusai.api_class.CrawlerTransformConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CrawlerTransformConfig</span></code></a></p></td>
+<td><p>Transform a input column of urls to html text</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.ExtractDocumentDataConfig" title="abacusai.api_class.ExtractDocumentDataConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ExtractDocumentDataConfig</span></code></a></p></td>
+<td><p>Extracts data from documents.</p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class._OperatorConfigFactory" title="abacusai.api_class._OperatorConfigFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_OperatorConfigFactory</span></code></a></p></td>
+<td><p>A class to select and return the the correct type of Operator Config based on a serialized OperatorConfig instance.</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#id233" title="abacusai.api_class.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiClass</span></code></a></p></td>
 <td><p>Helper class that provides a standard way to create an ABC using</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#id230" title="abacusai.api_class._ApiClassFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_ApiClassFactory</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#id247" title="abacusai.api_class._ApiClassFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_ApiClassFactory</span></code></a></p></td>
 <td><p>Helper class that provides a standard way to create an ABC using</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.TrainingConfig" title="abacusai.api_class.TrainingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">TrainingConfig</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.TrainingConfig" title="abacusai.api_class.TrainingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">TrainingConfig</span></code></a></p></td>
 <td><p>An abstract class for the training config options used to train the model.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.PersonalizationTrainingConfig" title="abacusai.api_class.PersonalizationTrainingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PersonalizationTrainingConfig</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.PersonalizationTrainingConfig" title="abacusai.api_class.PersonalizationTrainingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PersonalizationTrainingConfig</span></code></a></p></td>
 <td><p>Training config for the PERSONALIZATION problem type</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.RegressionTrainingConfig" title="abacusai.api_class.RegressionTrainingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">RegressionTrainingConfig</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.RegressionTrainingConfig" title="abacusai.api_class.RegressionTrainingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">RegressionTrainingConfig</span></code></a></p></td>
 <td><p>Training config for the PREDICTIVE_MODELING problem type</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.ForecastingTrainingConfig" title="abacusai.api_class.ForecastingTrainingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ForecastingTrainingConfig</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.ForecastingTrainingConfig" title="abacusai.api_class.ForecastingTrainingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ForecastingTrainingConfig</span></code></a></p></td>
 <td><p>Training config for the FORECASTING problem type</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.NamedEntityExtractionTrainingConfig" title="abacusai.api_class.NamedEntityExtractionTrainingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">NamedEntityExtractionTrainingConfig</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.NamedEntityExtractionTrainingConfig" title="abacusai.api_class.NamedEntityExtractionTrainingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">NamedEntityExtractionTrainingConfig</span></code></a></p></td>
 <td><p>Training config for the NAMED_ENTITY_EXTRACTION problem type</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.NaturalLanguageSearchTrainingConfig" title="abacusai.api_class.NaturalLanguageSearchTrainingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">NaturalLanguageSearchTrainingConfig</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.NaturalLanguageSearchTrainingConfig" title="abacusai.api_class.NaturalLanguageSearchTrainingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">NaturalLanguageSearchTrainingConfig</span></code></a></p></td>
 <td><p>Training config for the NATURAL_LANGUAGE_SEARCH problem type</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.ChatLLMTrainingConfig" title="abacusai.api_class.ChatLLMTrainingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ChatLLMTrainingConfig</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.ChatLLMTrainingConfig" title="abacusai.api_class.ChatLLMTrainingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ChatLLMTrainingConfig</span></code></a></p></td>
 <td><p>Training config for the CHAT_LLM problem type</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.SentenceBoundaryDetectionTrainingConfig" title="abacusai.api_class.SentenceBoundaryDetectionTrainingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SentenceBoundaryDetectionTrainingConfig</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.SentenceBoundaryDetectionTrainingConfig" title="abacusai.api_class.SentenceBoundaryDetectionTrainingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SentenceBoundaryDetectionTrainingConfig</span></code></a></p></td>
 <td><p>Training config for the SENTENCE_BOUNDARY_DETECTION problem type</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.SentimentDetectionTrainingConfig" title="abacusai.api_class.SentimentDetectionTrainingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SentimentDetectionTrainingConfig</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.SentimentDetectionTrainingConfig" title="abacusai.api_class.SentimentDetectionTrainingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SentimentDetectionTrainingConfig</span></code></a></p></td>
 <td><p>Training config for the SENTIMENT_DETECTION problem type</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.DocumentClassificationTrainingConfig" title="abacusai.api_class.DocumentClassificationTrainingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DocumentClassificationTrainingConfig</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.DocumentClassificationTrainingConfig" title="abacusai.api_class.DocumentClassificationTrainingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DocumentClassificationTrainingConfig</span></code></a></p></td>
 <td><p>Training config for the DOCUMENT_CLASSIFICATION problem type</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.DocumentSummarizationTrainingConfig" title="abacusai.api_class.DocumentSummarizationTrainingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DocumentSummarizationTrainingConfig</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.DocumentSummarizationTrainingConfig" title="abacusai.api_class.DocumentSummarizationTrainingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DocumentSummarizationTrainingConfig</span></code></a></p></td>
 <td><p>Training config for the DOCUMENT_SUMMARIZATION problem type</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.DocumentVisualizationTrainingConfig" title="abacusai.api_class.DocumentVisualizationTrainingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DocumentVisualizationTrainingConfig</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.DocumentVisualizationTrainingConfig" title="abacusai.api_class.DocumentVisualizationTrainingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DocumentVisualizationTrainingConfig</span></code></a></p></td>
 <td><p>Training config for the DOCUMENT_VISUALIZATION problem type</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.ClusteringTrainingConfig" title="abacusai.api_class.ClusteringTrainingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ClusteringTrainingConfig</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.ClusteringTrainingConfig" title="abacusai.api_class.ClusteringTrainingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ClusteringTrainingConfig</span></code></a></p></td>
 <td><p>Training config for the CLUSTERING problem type</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.ClusteringTimeseriesTrainingConfig" title="abacusai.api_class.ClusteringTimeseriesTrainingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ClusteringTimeseriesTrainingConfig</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.ClusteringTimeseriesTrainingConfig" title="abacusai.api_class.ClusteringTimeseriesTrainingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ClusteringTimeseriesTrainingConfig</span></code></a></p></td>
 <td><p>Training config for the CLUSTERING_TIMESERIES problem type</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.EventAnomalyTrainingConfig" title="abacusai.api_class.EventAnomalyTrainingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">EventAnomalyTrainingConfig</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.EventAnomalyTrainingConfig" title="abacusai.api_class.EventAnomalyTrainingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">EventAnomalyTrainingConfig</span></code></a></p></td>
 <td><p>Training config for the EVENT_ANOMALY problem type</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.TimeseriesAnomalyTrainingConfig" title="abacusai.api_class.TimeseriesAnomalyTrainingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">TimeseriesAnomalyTrainingConfig</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.TimeseriesAnomalyTrainingConfig" title="abacusai.api_class.TimeseriesAnomalyTrainingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">TimeseriesAnomalyTrainingConfig</span></code></a></p></td>
 <td><p>Training config for the TS_ANOMALY problem type</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.CumulativeForecastingTrainingConfig" title="abacusai.api_class.CumulativeForecastingTrainingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CumulativeForecastingTrainingConfig</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.CumulativeForecastingTrainingConfig" title="abacusai.api_class.CumulativeForecastingTrainingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CumulativeForecastingTrainingConfig</span></code></a></p></td>
 <td><p>Training config for the CUMULATIVE_FORECASTING problem type</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.ThemeAnalysisTrainingConfig" title="abacusai.api_class.ThemeAnalysisTrainingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ThemeAnalysisTrainingConfig</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.ThemeAnalysisTrainingConfig" title="abacusai.api_class.ThemeAnalysisTrainingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ThemeAnalysisTrainingConfig</span></code></a></p></td>
 <td><p>Training config for the THEME ANALYSIS problem type</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.AIAgentTrainingConfig" title="abacusai.api_class.AIAgentTrainingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AIAgentTrainingConfig</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.AIAgentTrainingConfig" title="abacusai.api_class.AIAgentTrainingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AIAgentTrainingConfig</span></code></a></p></td>
 <td><p>Training config for the AI_AGENT problem type</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.CustomTrainedModelTrainingConfig" title="abacusai.api_class.CustomTrainedModelTrainingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CustomTrainedModelTrainingConfig</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.CustomTrainedModelTrainingConfig" title="abacusai.api_class.CustomTrainedModelTrainingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CustomTrainedModelTrainingConfig</span></code></a></p></td>
 <td><p>Training config for the CUSTOM_TRAINED_MODEL problem type</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.CustomAlgorithmTrainingConfig" title="abacusai.api_class.CustomAlgorithmTrainingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CustomAlgorithmTrainingConfig</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.CustomAlgorithmTrainingConfig" title="abacusai.api_class.CustomAlgorithmTrainingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CustomAlgorithmTrainingConfig</span></code></a></p></td>
 <td><p>Training config for the CUSTOM_ALGORITHM problem type</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.OptimizationTrainingConfig" title="abacusai.api_class.OptimizationTrainingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">OptimizationTrainingConfig</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.OptimizationTrainingConfig" title="abacusai.api_class.OptimizationTrainingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">OptimizationTrainingConfig</span></code></a></p></td>
 <td><p>Training config for the OPTIMIZATION problem type</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class._TrainingConfigFactory" title="abacusai.api_class._TrainingConfigFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_TrainingConfigFactory</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class._TrainingConfigFactory" title="abacusai.api_class._TrainingConfigFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_TrainingConfigFactory</span></code></a></p></td>
 <td><p>Helper class that provides a standard way to create an ABC using</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.DeployableAlgorithm" title="abacusai.api_class.DeployableAlgorithm"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DeployableAlgorithm</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.DeployableAlgorithm" title="abacusai.api_class.DeployableAlgorithm"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DeployableAlgorithm</span></code></a></p></td>
 <td><p>Algorithm that can be deployed to a model.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#id216" title="abacusai.api_class.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiClass</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#id233" title="abacusai.api_class.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiClass</span></code></a></p></td>
 <td><p>Helper class that provides a standard way to create an ABC using</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#id160" title="abacusai.api_class.StdDevThresholdType"><code class="xref py py-obj docutils literal notranslate"><span class="pre">StdDevThresholdType</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#id177" title="abacusai.api_class.StdDevThresholdType"><code class="xref py py-obj docutils literal notranslate"><span class="pre">StdDevThresholdType</span></code></a></p></td>
 <td><p>Generic enumeration.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.TimeWindowConfig" title="abacusai.api_class.TimeWindowConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">TimeWindowConfig</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.TimeWindowConfig" title="abacusai.api_class.TimeWindowConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">TimeWindowConfig</span></code></a></p></td>
 <td><p>Time Window Configuration</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.ForecastingMonitorConfig" title="abacusai.api_class.ForecastingMonitorConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ForecastingMonitorConfig</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.ForecastingMonitorConfig" title="abacusai.api_class.ForecastingMonitorConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ForecastingMonitorConfig</span></code></a></p></td>
 <td><p>Forecasting Monitor Configuration</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.StdDevThreshold" title="abacusai.api_class.StdDevThreshold"><code class="xref py py-obj docutils literal notranslate"><span class="pre">StdDevThreshold</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.StdDevThreshold" title="abacusai.api_class.StdDevThreshold"><code class="xref py py-obj docutils literal notranslate"><span class="pre">StdDevThreshold</span></code></a></p></td>
 <td><p>Std Dev Threshold types</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.ItemAttributesStdDevThreshold" title="abacusai.api_class.ItemAttributesStdDevThreshold"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ItemAttributesStdDevThreshold</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.ItemAttributesStdDevThreshold" title="abacusai.api_class.ItemAttributesStdDevThreshold"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ItemAttributesStdDevThreshold</span></code></a></p></td>
 <td><p>Item Attributes Std Dev Threshold for Monitor Alerts</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.RestrictFeatureMappings" title="abacusai.api_class.RestrictFeatureMappings"><code class="xref py py-obj docutils literal notranslate"><span class="pre">RestrictFeatureMappings</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.RestrictFeatureMappings" title="abacusai.api_class.RestrictFeatureMappings"><code class="xref py py-obj docutils literal notranslate"><span class="pre">RestrictFeatureMappings</span></code></a></p></td>
 <td><p>Restrict Feature Mappings for Monitor Filtering</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.MonitorFilteringConfig" title="abacusai.api_class.MonitorFilteringConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">MonitorFilteringConfig</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.MonitorFilteringConfig" title="abacusai.api_class.MonitorFilteringConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">MonitorFilteringConfig</span></code></a></p></td>
 <td><p>Monitor Filtering Configuration</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#id216" title="abacusai.api_class.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiClass</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#id233" title="abacusai.api_class.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiClass</span></code></a></p></td>
 <td><p>Helper class that provides a standard way to create an ABC using</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#id230" title="abacusai.api_class._ApiClassFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_ApiClassFactory</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#id247" title="abacusai.api_class._ApiClassFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_ApiClassFactory</span></code></a></p></td>
 <td><p>Helper class that provides a standard way to create an ABC using</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.AlertConditionConfig" title="abacusai.api_class.AlertConditionConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AlertConditionConfig</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.AlertConditionConfig" title="abacusai.api_class.AlertConditionConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AlertConditionConfig</span></code></a></p></td>
 <td><p>An abstract class for alert condition configs</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.AccuracyBelowThresholdConditionConfig" title="abacusai.api_class.AccuracyBelowThresholdConditionConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AccuracyBelowThresholdConditionConfig</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.AccuracyBelowThresholdConditionConfig" title="abacusai.api_class.AccuracyBelowThresholdConditionConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AccuracyBelowThresholdConditionConfig</span></code></a></p></td>
 <td><p>Accuracy Below Threshold Condition Config for Monitor Alerts</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.FeatureDriftConditionConfig" title="abacusai.api_class.FeatureDriftConditionConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureDriftConditionConfig</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.FeatureDriftConditionConfig" title="abacusai.api_class.FeatureDriftConditionConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureDriftConditionConfig</span></code></a></p></td>
 <td><p>Feature Drift Condition Config for Monitor Alerts</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.TargetDriftConditionConfig" title="abacusai.api_class.TargetDriftConditionConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">TargetDriftConditionConfig</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.TargetDriftConditionConfig" title="abacusai.api_class.TargetDriftConditionConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">TargetDriftConditionConfig</span></code></a></p></td>
 <td><p>Target Drift Condition Config for Monitor Alerts</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.HistoryLengthDriftConditionConfig" title="abacusai.api_class.HistoryLengthDriftConditionConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">HistoryLengthDriftConditionConfig</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.HistoryLengthDriftConditionConfig" title="abacusai.api_class.HistoryLengthDriftConditionConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">HistoryLengthDriftConditionConfig</span></code></a></p></td>
 <td><p>History Length Drift Condition Config for Monitor Alerts</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.DataIntegrityViolationConditionConfig" title="abacusai.api_class.DataIntegrityViolationConditionConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataIntegrityViolationConditionConfig</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.DataIntegrityViolationConditionConfig" title="abacusai.api_class.DataIntegrityViolationConditionConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataIntegrityViolationConditionConfig</span></code></a></p></td>
 <td><p>Data Integrity Violation Condition Config for Monitor Alerts</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.BiasViolationConditionConfig" title="abacusai.api_class.BiasViolationConditionConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">BiasViolationConditionConfig</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.BiasViolationConditionConfig" title="abacusai.api_class.BiasViolationConditionConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">BiasViolationConditionConfig</span></code></a></p></td>
 <td><p>Bias Violation Condition Config for Monitor Alerts</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.PredictionCountConditionConfig" title="abacusai.api_class.PredictionCountConditionConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PredictionCountConditionConfig</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.PredictionCountConditionConfig" title="abacusai.api_class.PredictionCountConditionConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PredictionCountConditionConfig</span></code></a></p></td>
 <td><p>Deployment Prediction Condition Config for Deployment Alerts. By default we monitor if predictions made over a time window has reduced significantly.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class._AlertConditionConfigFactory" title="abacusai.api_class._AlertConditionConfigFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_AlertConditionConfigFactory</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class._AlertConditionConfigFactory" title="abacusai.api_class._AlertConditionConfigFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_AlertConditionConfigFactory</span></code></a></p></td>
 <td><p>Helper class that provides a standard way to create an ABC using</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.AlertActionConfig" title="abacusai.api_class.AlertActionConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AlertActionConfig</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.AlertActionConfig" title="abacusai.api_class.AlertActionConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AlertActionConfig</span></code></a></p></td>
 <td><p>An abstract class for alert action configs</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.EmailActionConfig" title="abacusai.api_class.EmailActionConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">EmailActionConfig</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.EmailActionConfig" title="abacusai.api_class.EmailActionConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">EmailActionConfig</span></code></a></p></td>
 <td><p>Email Action Config for Monitor Alerts</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class._AlertActionConfigFactory" title="abacusai.api_class._AlertActionConfigFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_AlertActionConfigFactory</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class._AlertActionConfigFactory" title="abacusai.api_class._AlertActionConfigFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_AlertActionConfigFactory</span></code></a></p></td>
 <td><p>Helper class that provides a standard way to create an ABC using</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.MonitorThresholdConfig" title="abacusai.api_class.MonitorThresholdConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">MonitorThresholdConfig</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.MonitorThresholdConfig" title="abacusai.api_class.MonitorThresholdConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">MonitorThresholdConfig</span></code></a></p></td>
 <td><p>Monitor Threshold Config for Monitor Alerts</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#id216" title="abacusai.api_class.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiClass</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#id233" title="abacusai.api_class.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiClass</span></code></a></p></td>
 <td><p>Helper class that provides a standard way to create an ABC using</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#id230" title="abacusai.api_class._ApiClassFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_ApiClassFactory</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#id247" title="abacusai.api_class._ApiClassFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_ApiClassFactory</span></code></a></p></td>
 <td><p>Helper class that provides a standard way to create an ABC using</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.FeatureMappingConfig" title="abacusai.api_class.FeatureMappingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureMappingConfig</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.FeatureMappingConfig" title="abacusai.api_class.FeatureMappingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureMappingConfig</span></code></a></p></td>
 <td><p>Feature mapping configuration for a feature group type.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.ProjectFeatureGroupTypeMappingsConfig" title="abacusai.api_class.ProjectFeatureGroupTypeMappingsConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ProjectFeatureGroupTypeMappingsConfig</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.ProjectFeatureGroupTypeMappingsConfig" title="abacusai.api_class.ProjectFeatureGroupTypeMappingsConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ProjectFeatureGroupTypeMappingsConfig</span></code></a></p></td>
 <td><p>Project feature group type mappings.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.ConstraintConfig" title="abacusai.api_class.ConstraintConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ConstraintConfig</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.ConstraintConfig" title="abacusai.api_class.ConstraintConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ConstraintConfig</span></code></a></p></td>
 <td><p>Constraint configuration.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.ProjectFeatureGroupConfig" title="abacusai.api_class.ProjectFeatureGroupConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ProjectFeatureGroupConfig</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.ProjectFeatureGroupConfig" title="abacusai.api_class.ProjectFeatureGroupConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ProjectFeatureGroupConfig</span></code></a></p></td>
 <td><p>An abstract class for project feature group configuration.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.ConstraintProjectFeatureGroupConfig" title="abacusai.api_class.ConstraintProjectFeatureGroupConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ConstraintProjectFeatureGroupConfig</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.ConstraintProjectFeatureGroupConfig" title="abacusai.api_class.ConstraintProjectFeatureGroupConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ConstraintProjectFeatureGroupConfig</span></code></a></p></td>
 <td><p>Constraint project feature group configuration.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.ReviewModeProjectFeatureGroupConfig" title="abacusai.api_class.ReviewModeProjectFeatureGroupConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ReviewModeProjectFeatureGroupConfig</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.ReviewModeProjectFeatureGroupConfig" title="abacusai.api_class.ReviewModeProjectFeatureGroupConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ReviewModeProjectFeatureGroupConfig</span></code></a></p></td>
 <td><p>Review mode project feature group configuration.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class._ProjectFeatureGroupConfigFactory" title="abacusai.api_class._ProjectFeatureGroupConfigFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_ProjectFeatureGroupConfigFactory</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class._ProjectFeatureGroupConfigFactory" title="abacusai.api_class._ProjectFeatureGroupConfigFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_ProjectFeatureGroupConfigFactory</span></code></a></p></td>
 <td><p>Helper class that provides a standard way to create an ABC using</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#id216" title="abacusai.api_class.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiClass</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#id233" title="abacusai.api_class.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiClass</span></code></a></p></td>
 <td><p>Helper class that provides a standard way to create an ABC using</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.PythonFunctionArgument" title="abacusai.api_class.PythonFunctionArgument"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PythonFunctionArgument</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.PythonFunctionArgument" title="abacusai.api_class.PythonFunctionArgument"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PythonFunctionArgument</span></code></a></p></td>
 <td><p>A config class for python function arguments</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.OutputVariableMapping" title="abacusai.api_class.OutputVariableMapping"><code class="xref py py-obj docutils literal notranslate"><span class="pre">OutputVariableMapping</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.OutputVariableMapping" title="abacusai.api_class.OutputVariableMapping"><code class="xref py py-obj docutils literal notranslate"><span class="pre">OutputVariableMapping</span></code></a></p></td>
 <td><p>A config class for python function arguments</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#id216" title="abacusai.api_class.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiClass</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#id233" title="abacusai.api_class.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiClass</span></code></a></p></td>
 <td><p>Helper class that provides a standard way to create an ABC using</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#id230" title="abacusai.api_class._ApiClassFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_ApiClassFactory</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#id247" title="abacusai.api_class._ApiClassFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_ApiClassFactory</span></code></a></p></td>
 <td><p>Helper class that provides a standard way to create an ABC using</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.FeatureGroupExportConfig" title="abacusai.api_class.FeatureGroupExportConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupExportConfig</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.FeatureGroupExportConfig" title="abacusai.api_class.FeatureGroupExportConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupExportConfig</span></code></a></p></td>
 <td><p>An abstract class for feature group exports.</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.FileConnectorExportConfig" title="abacusai.api_class.FileConnectorExportConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FileConnectorExportConfig</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.FileConnectorExportConfig" title="abacusai.api_class.FileConnectorExportConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FileConnectorExportConfig</span></code></a></p></td>
 <td><p>File connector export config for feature groups</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.DatabaseConnectorExportConfig" title="abacusai.api_class.DatabaseConnectorExportConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatabaseConnectorExportConfig</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.DatabaseConnectorExportConfig" title="abacusai.api_class.DatabaseConnectorExportConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatabaseConnectorExportConfig</span></code></a></p></td>
 <td><p>Database connector export config for feature groups</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class._FeatureGroupExportConfigFactory" title="abacusai.api_class._FeatureGroupExportConfigFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_FeatureGroupExportConfigFactory</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class._FeatureGroupExportConfigFactory" title="abacusai.api_class._FeatureGroupExportConfigFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_FeatureGroupExportConfigFactory</span></code></a></p></td>
 <td><p>Helper class that provides a standard way to create an ABC using</p></td>
 </tr>
 </tbody>
 </table>
 </section>
 <section id="functions">
-<h2>Functions<a class="headerlink" href="#functions" title="Link to this heading"></a></h2>
+<h3>Functions<a class="headerlink" href="#functions" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.get_clean_function_source_code" title="abacusai.api_class.get_clean_function_source_code"><code class="xref py py-obj docutils literal notranslate"><span class="pre">get_clean_function_source_code</span></code></a>(func)</p></td>
@@ -732,8 +768,15 @@ <h2>Functions<a class="headerlink" href="#functions" title="Link to this heading
 </tbody>
 </table>
 </section>
-<section id="package-contents">
-<h2>Package Contents<a class="headerlink" href="#package-contents" title="Link to this heading"></a></h2>
+<section id="attributes">
+<h3>Attributes<a class="headerlink" href="#attributes" title="Link to this heading"></a></h3>
+<table class="autosummary longtable docutils align-default">
+<tbody>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.DocumentRetrieverConfig" title="abacusai.api_class.DocumentRetrieverConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DocumentRetrieverConfig</span></code></a></p></td>
+<td><p></p></td>
+</tr>
+</tbody>
+</table>
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.api_class.ApiClass">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">ApiClass</span></span><a class="headerlink" href="#abacusai.api_class.ApiClass" title="Link to this definition"></a></dt>
@@ -905,7 +948,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
-<li><p><strong>json_schema</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The json schema for the input conformant to react-jsonschema-form specification. Must define keys like “title”, “type” and “properties”. Supported elements - Checkbox, Radio Button, Dropdown, Textarea, Number, Date, File Upload. Not supported - Nested elements, arrays and other complex types.</p></li>
+<li><p><strong>json_schema</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The json schema for the input conformant to react-jsonschema-form specification. Must define keys like “title”, “type” and “properties”. Supported elements - Checkbox, Radio Button, Dropdown, Textarea, Number, Date, file upload. Not supported - Nested elements, arrays and other complex types.</p></li>
 <li><p><strong>ui_schema</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The ui schema for the input conformant to react-jsonschema-form specification.</p></li>
 </ul>
 </dd>
@@ -1470,12 +1513,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 inheritance.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class._ApiClassFactory.config_abstract_class">
-<span class="sig-name descname"><span class="pre">config_abstract_class</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class._ApiClassFactory.config_abstract_class" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">config_abstract_class</span></span><a class="headerlink" href="#abacusai.api_class._ApiClassFactory.config_abstract_class" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class._ApiClassFactory.config_class_key">
-<span class="sig-name descname"><span class="pre">config_class_key</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class._ApiClassFactory.config_class_key" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">config_class_key</span></span><a class="headerlink" href="#abacusai.api_class._ApiClassFactory.config_class_key" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -1491,7 +1534,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-odd"><p><strong>config</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>)</p>
 </dd>
 <dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#id216" title="abacusai.api_class.ApiClass">ApiClass</a></p>
+<dd class="field-even"><p><a class="reference internal" href="#id233" title="abacusai.api_class.ApiClass">ApiClass</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -2045,10 +2088,10 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py class">
-<dt class="sig sig-object py" id="abacusai.api_class.BlobInput">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">BlobInput</span></span><a class="headerlink" href="#abacusai.api_class.BlobInput" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="abacusai.api_class.Blob">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">Blob</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">contents</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mime_type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">size</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.Blob" title="Link to this definition"></a></dt>
 <dd><p>Bases: <a class="reference internal" href="abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
-<p>Binary large object input data.</p>
+<p>Binary large object data.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
@@ -2060,41 +2103,41 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd>
 </dl>
 <dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.api_class.BlobInput.filename">
-<span class="sig-name descname"><span class="pre">filename</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.BlobInput.filename" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="abacusai.api_class.Blob.filename">
+<span class="sig-name descname"><span class="pre">filename</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.Blob.filename" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.api_class.BlobInput.contents">
-<span class="sig-name descname"><span class="pre">contents</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#bytes" title="(in Python v3.12)"><span class="pre">bytes</span></a></em><a class="headerlink" href="#abacusai.api_class.BlobInput.contents" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="abacusai.api_class.Blob.contents">
+<span class="sig-name descname"><span class="pre">contents</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#bytes" title="(in Python v3.12)"><span class="pre">bytes</span></a></em><a class="headerlink" href="#abacusai.api_class.Blob.contents" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.api_class.BlobInput.mime_type">
-<span class="sig-name descname"><span class="pre">mime_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.BlobInput.mime_type" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="abacusai.api_class.Blob.mime_type">
+<span class="sig-name descname"><span class="pre">mime_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.Blob.mime_type" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.api_class.BlobInput.size">
-<span class="sig-name descname"><span class="pre">size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.BlobInput.size" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="abacusai.api_class.Blob.size">
+<span class="sig-name descname"><span class="pre">size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.Blob.size" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="abacusai.api_class.BlobInput.from_local_file">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_local_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file_path</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.BlobInput.from_local_file" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="abacusai.api_class.Blob.from_local_file">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_local_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file_path</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.Blob.from_local_file" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>file_path</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p>
 </dd>
 <dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.api_class.BlobInput" title="abacusai.api_class.BlobInput">BlobInput</a></p>
+<dd class="field-even"><p><a class="reference internal" href="#abacusai.api_class.Blob" title="abacusai.api_class.Blob">Blob</a></p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="abacusai.api_class.BlobInput.from_contents">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_contents</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">contents</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mime_type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.BlobInput.from_contents" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="abacusai.api_class.Blob.from_contents">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_contents</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">contents</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mime_type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.Blob.from_contents" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
@@ -2104,53 +2147,191 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </ul>
 </dd>
 <dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.api_class.BlobInput" title="abacusai.api_class.BlobInput">BlobInput</a></p>
+<dd class="field-even"><p><a class="reference internal" href="#abacusai.api_class.Blob" title="abacusai.api_class.Blob">Blob</a></p>
 </dd>
 </dl>
 </dd></dl>
 
 </dd></dl>
 
+<dl class="py class">
+<dt class="sig sig-object py" id="abacusai.api_class.BlobInput">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">BlobInput</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">contents</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mime_type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">size</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.BlobInput" title="Link to this definition"></a></dt>
+<dd><p>Bases: <a class="reference internal" href="#abacusai.api_class.Blob" title="abacusai.api_class.Blob"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Blob</span></code></a></p>
+<p>Binary large object data.
+An alias for Blob, used to indicate that this is an input object.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>filename</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
+<li><p><strong>contents</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#bytes" title="(in Python v3.12)"><em>bytes</em></a>)</p></li>
+<li><p><strong>mime_type</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
+<li><p><strong>size</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>)</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
 <dl class="py class">
 <dt class="sig sig-object py" id="id42">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">ApiClass</span></span><a class="headerlink" href="#id42" title="Link to this definition"></a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">_ApiClassFactory</span></span><a class="headerlink" href="#id42" title="Link to this definition"></a></dt>
 <dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/abc.html#abc.ABC" title="(in Python v3.12)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abc.ABC</span></code></a></p>
 <p>Helper class that provides a standard way to create an ABC using
 inheritance.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="id43">
-<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id43" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">config_abstract_class</span></span><a class="headerlink" href="#id43" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="id44">
-<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id44" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">config_class_key</span></span><a class="headerlink" href="#id44" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
-<dl class="py method">
+<dl class="py attribute">
 <dt class="sig sig-object py" id="id45">
-<span class="sig-name descname"><span class="pre">__post_init__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id45" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">config_class_map</span></span><a class="headerlink" href="#id45" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="id46">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_get_builder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id46" title="Link to this definition"></a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id46" title="Link to this definition"></a></dt>
+<dd><dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>config</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>)</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p><a class="reference internal" href="#id233" title="abacusai.api_class.ApiClass">ApiClass</a></p>
+</dd>
+</dl>
+</dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="abacusai.api_class.DatasetConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">DatasetConfig</span></span><a class="headerlink" href="#abacusai.api_class.DatasetConfig" title="Link to this definition"></a></dt>
+<dd><p>Bases: <a class="reference internal" href="abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
+<p>An abstract class for dataset configs</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>is_documentset</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether the dataset is a document set</p>
+</dd>
+</dl>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.DatasetConfig.is_documentset">
+<span class="sig-name descname"><span class="pre">is_documentset</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.DatasetConfig.is_documentset" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="abacusai.api_class.StreamingConnectorDatasetConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">StreamingConnectorDatasetConfig</span></span><a class="headerlink" href="#abacusai.api_class.StreamingConnectorDatasetConfig" title="Link to this definition"></a></dt>
+<dd><p>Bases: <a class="reference internal" href="dataset/index.html#abacusai.api_class.dataset.DatasetConfig" title="abacusai.api_class.dataset.DatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.dataset.DatasetConfig</span></code></a></p>
+<p>An abstract class for dataset configs specific to streaming connectors.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>streaming_connector_type</strong> (<a class="reference internal" href="#abacusai.api_class.StreamingConnectorType" title="abacusai.api_class.StreamingConnectorType"><em>StreamingConnectorType</em></a>) – The type of streaming connector</p>
+</dd>
+</dl>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.StreamingConnectorDatasetConfig.streaming_connector_type">
+<span class="sig-name descname"><span class="pre">streaming_connector_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.StreamingConnectorType" title="abacusai.api_class.enums.StreamingConnectorType"><span class="pre">abacusai.api_class.enums.StreamingConnectorType</span></a></em><a class="headerlink" href="#abacusai.api_class.StreamingConnectorDatasetConfig.streaming_connector_type" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="abacusai.api_class.StreamingConnectorDatasetConfig._get_builder">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_get_builder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.StreamingConnectorDatasetConfig._get_builder" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="abacusai.api_class.KafkaDatasetConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">KafkaDatasetConfig</span></span><a class="headerlink" href="#abacusai.api_class.KafkaDatasetConfig" title="Link to this definition"></a></dt>
+<dd><p>Bases: <a class="reference internal" href="#abacusai.api_class.StreamingConnectorDatasetConfig" title="abacusai.api_class.StreamingConnectorDatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">StreamingConnectorDatasetConfig</span></code></a></p>
+<p>Dataset config for Kafka Streaming Connector</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>topic</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The kafka topic to consume</p>
+</dd>
+</dl>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.KafkaDatasetConfig.topic">
+<span class="sig-name descname"><span class="pre">topic</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.KafkaDatasetConfig.topic" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
+<dt class="sig sig-object py" id="abacusai.api_class.KafkaDatasetConfig.__post_init__">
+<span class="sig-name descname"><span class="pre">__post_init__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.KafkaDatasetConfig.__post_init__" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="abacusai.api_class._StreamingConnectorDatasetConfigFactory">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">_StreamingConnectorDatasetConfigFactory</span></span><a class="headerlink" href="#abacusai.api_class._StreamingConnectorDatasetConfigFactory" title="Link to this definition"></a></dt>
+<dd><p>Bases: <a class="reference internal" href="abstract/index.html#abacusai.api_class.abstract._ApiClassFactory" title="abacusai.api_class.abstract._ApiClassFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract._ApiClassFactory</span></code></a></p>
+<p>Helper class that provides a standard way to create an ABC using
+inheritance.</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class._StreamingConnectorDatasetConfigFactory.config_abstract_class">
+<span class="sig-name descname"><span class="pre">config_abstract_class</span></span><a class="headerlink" href="#abacusai.api_class._StreamingConnectorDatasetConfigFactory.config_abstract_class" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class._StreamingConnectorDatasetConfigFactory.config_class_key">
+<span class="sig-name descname"><span class="pre">config_class_key</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'streaming_connector_type'</span></em><a class="headerlink" href="#abacusai.api_class._StreamingConnectorDatasetConfigFactory.config_class_key" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class._StreamingConnectorDatasetConfigFactory.config_class_map">
+<span class="sig-name descname"><span class="pre">config_class_map</span></span><a class="headerlink" href="#abacusai.api_class._StreamingConnectorDatasetConfigFactory.config_class_map" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
 <dt class="sig sig-object py" id="id47">
-<span class="sig-name descname"><span class="pre">__str__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id47" title="Link to this definition"></a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">ApiClass</span></span><a class="headerlink" href="#id47" title="Link to this definition"></a></dt>
+<dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/abc.html#abc.ABC" title="(in Python v3.12)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abc.ABC</span></code></a></p>
+<p>Helper class that provides a standard way to create an ABC using
+inheritance.</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="id48">
+<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id48" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="id49">
+<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id49" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="id50">
+<span class="sig-name descname"><span class="pre">__post_init__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id50" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="id51">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_get_builder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id51" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="id52">
+<span class="sig-name descname"><span class="pre">__str__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id52" title="Link to this definition"></a></dt>
 <dd><p>Return str(self).</p>
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id48">
-<span class="sig-name descname"><span class="pre">_repr_html_</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id48" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id53">
+<span class="sig-name descname"><span class="pre">_repr_html_</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id53" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id49">
-<span class="sig-name descname"><span class="pre">__getitem__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id49" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id54">
+<span class="sig-name descname"><span class="pre">__getitem__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id54" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>item</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p>
@@ -2159,8 +2340,8 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id50">
-<span class="sig-name descname"><span class="pre">__setitem__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id50" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id55">
+<span class="sig-name descname"><span class="pre">__setitem__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id55" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
@@ -2172,8 +2353,8 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id51">
-<span class="sig-name descname"><span class="pre">_unset_item</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id51" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id56">
+<span class="sig-name descname"><span class="pre">_unset_item</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id56" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>item</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p>
@@ -2182,8 +2363,8 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id52">
-<span class="sig-name descname"><span class="pre">get</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id52" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id57">
+<span class="sig-name descname"><span class="pre">get</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id57" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
@@ -2195,8 +2376,8 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id53">
-<span class="sig-name descname"><span class="pre">pop</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">NotImplemented</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id53" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id58">
+<span class="sig-name descname"><span class="pre">pop</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">NotImplemented</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id58" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
@@ -2208,16 +2389,16 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id54">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id54" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id59">
+<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id59" title="Link to this definition"></a></dt>
 <dd><p>Standardizes converting an ApiClass to dictionary.
 Keys of response dictionary are converted to camel case.
 This also validates the fields ( type, value, etc ) received in the dictionary.</p>
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id55">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_dict</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id55" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id60">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_dict</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id60" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>input_dict</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>)</p>
@@ -2263,11 +2444,16 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <span class="sig-name descname"><span class="pre">COMPREHENSIVE_TABLE_MD</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'COMPREHENSIVE_TABLE_MD'</span></em><a class="headerlink" href="#abacusai.api_class.OcrMode.COMPREHENSIVE_TABLE_MD" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.OcrMode.TESSERACT_FAST">
+<span class="sig-name descname"><span class="pre">TESSERACT_FAST</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'TESSERACT_FAST'</span></em><a class="headerlink" href="#abacusai.api_class.OcrMode.TESSERACT_FAST" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
 </dd></dl>
 
 <dl class="py class">
-<dt class="sig sig-object py" id="abacusai.api_class.DatasetConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">DatasetConfig</span></span><a class="headerlink" href="#abacusai.api_class.DatasetConfig" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id61">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">DatasetConfig</span></span><a class="headerlink" href="#id61" title="Link to this definition"></a></dt>
 <dd><p>Bases: <a class="reference internal" href="abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
 <p>An abstract class for dataset configs</p>
 <dl class="field-list simple">
@@ -2276,8 +2462,8 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd>
 </dl>
 <dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.api_class.DatasetConfig.is_documentset">
-<span class="sig-name descname"><span class="pre">is_documentset</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.DatasetConfig.is_documentset" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id62">
+<span class="sig-name descname"><span class="pre">is_documentset</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id62" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 </dd></dl>
@@ -2322,11 +2508,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>extract_bounding_boxes</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to perform OCR and extract bounding boxes. If False, no OCR will be done but only the embedded text from digital documents will be extracted. Defaults to False.</p></li>
-<li><p><strong>ocr_mode</strong> (<a class="reference internal" href="#id101" title="abacusai.api_class.OcrMode"><em>OcrMode</em></a>) – OCR mode. There are different OCR modes available for different kinds of documents and use cases. This option only takes effect when extract_bounding_boxes is True.</p></li>
+<li><p><strong>ocr_mode</strong> (<a class="reference internal" href="#id109" title="abacusai.api_class.OcrMode"><em>OcrMode</em></a>) – OCR mode. There are different OCR modes available for different kinds of documents and use cases. This option only takes effect when extract_bounding_boxes is True.</p></li>
 <li><p><strong>use_full_ocr</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to perform full OCR. If True, OCR will be performed on the full page. If False, OCR will be performed on the non-text regions only. By default, it will be decided automatically based on the OCR mode and the document type. This option only takes effect when extract_bounding_boxes is True.</p></li>
 <li><p><strong>remove_header_footer</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to remove headers and footers. Defaults to False. This option only takes effect when extract_bounding_boxes is True.</p></li>
 <li><p><strong>remove_watermarks</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to remove watermarks. By default, it will be decided automatically based on the OCR mode and the document type. This option only takes effect when extract_bounding_boxes is True.</p></li>
 <li><p><strong>convert_to_markdown</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to convert extracted text to markdown. Defaults to False. This option only takes effect when extract_bounding_boxes is True.</p></li>
+<li><p><strong>return_links</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to augment the extracted text with embedded URLs in the PDF. Defaults to False. This option only takes effect when the document is a PDF.</p></li>
 </ul>
 </dd>
 </dl>
@@ -2342,7 +2529,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.DocumentProcessingConfig.use_full_ocr">
-<span class="sig-name descname"><span class="pre">use_full_ocr</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.DocumentProcessingConfig.use_full_ocr" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">use_full_ocr</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.DocumentProcessingConfig.use_full_ocr" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -2360,18 +2547,23 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <span class="sig-name descname"><span class="pre">convert_to_markdown</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.api_class.DocumentProcessingConfig.convert_to_markdown" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.DocumentProcessingConfig.return_links">
+<span class="sig-name descname"><span class="pre">return_links</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.api_class.DocumentProcessingConfig.return_links" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
 </dd></dl>
 
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.api_class.DatasetDocumentProcessingConfig">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">DatasetDocumentProcessingConfig</span></span><a class="headerlink" href="#abacusai.api_class.DatasetDocumentProcessingConfig" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="#abacusai.api_class.DocumentProcessingConfig" title="abacusai.api_class.DocumentProcessingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DocumentProcessingConfig</span></code></a></p>
+<dd><p>Bases: <a class="reference internal" href="#id136" title="abacusai.api_class.DocumentProcessingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DocumentProcessingConfig</span></code></a></p>
 <p>Document processing configuration for dataset imports.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>extract_bounding_boxes</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to perform OCR and extract bounding boxes. If False, no OCR will be done but only the embedded text from digital documents will be extracted. Defaults to False.</p></li>
-<li><p><strong>ocr_mode</strong> (<a class="reference internal" href="#id101" title="abacusai.api_class.OcrMode"><em>OcrMode</em></a>) – OCR mode. There are different OCR modes available for different kinds of documents and use cases. This option only takes effect when extract_bounding_boxes is True.</p></li>
+<li><p><strong>ocr_mode</strong> (<a class="reference internal" href="#id109" title="abacusai.api_class.OcrMode"><em>OcrMode</em></a>) – OCR mode. There are different OCR modes available for different kinds of documents and use cases. This option only takes effect when extract_bounding_boxes is True.</p></li>
 <li><p><strong>use_full_ocr</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to perform full OCR. If True, OCR will be performed on the full page. If False, OCR will be performed on the non-text regions only. By default, it will be decided automatically based on the OCR mode and the document type. This option only takes effect when extract_bounding_boxes is True.</p></li>
 <li><p><strong>remove_header_footer</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to remove headers and footers. Defaults to False. This option only takes effect when extract_bounding_boxes is True.</p></li>
 <li><p><strong>remove_watermarks</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to remove watermarks. By default, it will be decided automatically based on the OCR mode and the document type. This option only takes effect when extract_bounding_boxes is True.</p></li>
@@ -2382,7 +2574,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.DatasetDocumentProcessingConfig.page_text_column">
-<span class="sig-name descname"><span class="pre">page_text_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.DatasetDocumentProcessingConfig.page_text_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">page_text_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.DatasetDocumentProcessingConfig.page_text_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 </dd></dl>
@@ -2405,35 +2597,35 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py class">
-<dt class="sig sig-object py" id="id56">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">_ApiClassFactory</span></span><a class="headerlink" href="#id56" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id63">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">_ApiClassFactory</span></span><a class="headerlink" href="#id63" title="Link to this definition"></a></dt>
 <dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/abc.html#abc.ABC" title="(in Python v3.12)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abc.ABC</span></code></a></p>
 <p>Helper class that provides a standard way to create an ABC using
 inheritance.</p>
 <dl class="py attribute">
-<dt class="sig sig-object py" id="id57">
-<span class="sig-name descname"><span class="pre">config_abstract_class</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#id57" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id64">
+<span class="sig-name descname"><span class="pre">config_abstract_class</span></span><a class="headerlink" href="#id64" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
-<dt class="sig sig-object py" id="id58">
-<span class="sig-name descname"><span class="pre">config_class_key</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#id58" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id65">
+<span class="sig-name descname"><span class="pre">config_class_key</span></span><a class="headerlink" href="#id65" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
-<dt class="sig sig-object py" id="id59">
-<span class="sig-name descname"><span class="pre">config_class_map</span></span><a class="headerlink" href="#id59" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id66">
+<span class="sig-name descname"><span class="pre">config_class_map</span></span><a class="headerlink" href="#id66" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id60">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id60" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id67">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id67" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>config</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>)</p>
 </dd>
 <dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#id216" title="abacusai.api_class.ApiClass">ApiClass</a></p>
+<dd class="field-even"><p><a class="reference internal" href="#id233" title="abacusai.api_class.ApiClass">ApiClass</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -2441,8 +2633,8 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py class">
-<dt class="sig sig-object py" id="id61">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">DatasetConfig</span></span><a class="headerlink" href="#id61" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id68">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">DatasetConfig</span></span><a class="headerlink" href="#id68" title="Link to this definition"></a></dt>
 <dd><p>Bases: <a class="reference internal" href="abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
 <p>An abstract class for dataset configs</p>
 <dl class="field-list simple">
@@ -2451,8 +2643,8 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd>
 </dl>
 <dl class="py attribute">
-<dt class="sig sig-object py" id="id62">
-<span class="sig-name descname"><span class="pre">is_documentset</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id62" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id69">
+<span class="sig-name descname"><span class="pre">is_documentset</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id69" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 </dd></dl>
@@ -2811,45 +3003,45 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py class">
-<dt class="sig sig-object py" id="id63">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">ApiClass</span></span><a class="headerlink" href="#id63" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id70">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">ApiClass</span></span><a class="headerlink" href="#id70" title="Link to this definition"></a></dt>
 <dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/abc.html#abc.ABC" title="(in Python v3.12)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abc.ABC</span></code></a></p>
 <p>Helper class that provides a standard way to create an ABC using
 inheritance.</p>
 <dl class="py attribute">
-<dt class="sig sig-object py" id="id64">
-<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id64" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id71">
+<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id71" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
-<dt class="sig sig-object py" id="id65">
-<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id65" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id72">
+<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id72" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id66">
-<span class="sig-name descname"><span class="pre">__post_init__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id66" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id73">
+<span class="sig-name descname"><span class="pre">__post_init__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id73" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id67">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_get_builder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id67" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id74">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_get_builder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id74" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id68">
-<span class="sig-name descname"><span class="pre">__str__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id68" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id75">
+<span class="sig-name descname"><span class="pre">__str__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id75" title="Link to this definition"></a></dt>
 <dd><p>Return str(self).</p>
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id69">
-<span class="sig-name descname"><span class="pre">_repr_html_</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id69" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id76">
+<span class="sig-name descname"><span class="pre">_repr_html_</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id76" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id70">
-<span class="sig-name descname"><span class="pre">__getitem__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id70" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id77">
+<span class="sig-name descname"><span class="pre">__getitem__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id77" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>item</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p>
@@ -2858,8 +3050,8 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id71">
-<span class="sig-name descname"><span class="pre">__setitem__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id71" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id78">
+<span class="sig-name descname"><span class="pre">__setitem__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id78" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
@@ -2871,8 +3063,8 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id72">
-<span class="sig-name descname"><span class="pre">_unset_item</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id72" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id79">
+<span class="sig-name descname"><span class="pre">_unset_item</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id79" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>item</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p>
@@ -2881,8 +3073,8 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id73">
-<span class="sig-name descname"><span class="pre">get</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id73" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id80">
+<span class="sig-name descname"><span class="pre">get</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id80" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
@@ -2894,8 +3086,8 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id74">
-<span class="sig-name descname"><span class="pre">pop</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">NotImplemented</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id74" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id81">
+<span class="sig-name descname"><span class="pre">pop</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">NotImplemented</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id81" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
@@ -2907,16 +3099,16 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id75">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id75" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id82">
+<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id82" title="Link to this definition"></a></dt>
 <dd><p>Standardizes converting an ApiClass to dictionary.
 Keys of response dictionary are converted to camel case.
 This also validates the fields ( type, value, etc ) received in the dictionary.</p>
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id76">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_dict</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id76" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id83">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_dict</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id83" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>input_dict</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>)</p>
@@ -2927,35 +3119,35 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py class">
-<dt class="sig sig-object py" id="id77">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">_ApiClassFactory</span></span><a class="headerlink" href="#id77" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id84">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">_ApiClassFactory</span></span><a class="headerlink" href="#id84" title="Link to this definition"></a></dt>
 <dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/abc.html#abc.ABC" title="(in Python v3.12)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abc.ABC</span></code></a></p>
 <p>Helper class that provides a standard way to create an ABC using
 inheritance.</p>
 <dl class="py attribute">
-<dt class="sig sig-object py" id="id78">
-<span class="sig-name descname"><span class="pre">config_abstract_class</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#id78" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id85">
+<span class="sig-name descname"><span class="pre">config_abstract_class</span></span><a class="headerlink" href="#id85" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
-<dt class="sig sig-object py" id="id79">
-<span class="sig-name descname"><span class="pre">config_class_key</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#id79" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id86">
+<span class="sig-name descname"><span class="pre">config_class_key</span></span><a class="headerlink" href="#id86" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
-<dt class="sig sig-object py" id="id80">
-<span class="sig-name descname"><span class="pre">config_class_map</span></span><a class="headerlink" href="#id80" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id87">
+<span class="sig-name descname"><span class="pre">config_class_map</span></span><a class="headerlink" href="#id87" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id81">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id81" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id88">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id88" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>config</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>)</p>
 </dd>
 <dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#id216" title="abacusai.api_class.ApiClass">ApiClass</a></p>
+<dd class="field-even"><p><a class="reference internal" href="#id233" title="abacusai.api_class.ApiClass">ApiClass</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -3341,45 +3533,45 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py class">
-<dt class="sig sig-object py" id="id82">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">ApiClass</span></span><a class="headerlink" href="#id82" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id89">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">ApiClass</span></span><a class="headerlink" href="#id89" title="Link to this definition"></a></dt>
 <dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/abc.html#abc.ABC" title="(in Python v3.12)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abc.ABC</span></code></a></p>
 <p>Helper class that provides a standard way to create an ABC using
 inheritance.</p>
 <dl class="py attribute">
-<dt class="sig sig-object py" id="id83">
-<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id83" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id90">
+<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id90" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
-<dt class="sig sig-object py" id="id84">
-<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id84" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id91">
+<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id91" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id85">
-<span class="sig-name descname"><span class="pre">__post_init__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id85" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id92">
+<span class="sig-name descname"><span class="pre">__post_init__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id92" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id86">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_get_builder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id86" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id93">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_get_builder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id93" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id87">
-<span class="sig-name descname"><span class="pre">__str__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id87" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id94">
+<span class="sig-name descname"><span class="pre">__str__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id94" title="Link to this definition"></a></dt>
 <dd><p>Return str(self).</p>
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id88">
-<span class="sig-name descname"><span class="pre">_repr_html_</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id88" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id95">
+<span class="sig-name descname"><span class="pre">_repr_html_</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id95" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id89">
-<span class="sig-name descname"><span class="pre">__getitem__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id89" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id96">
+<span class="sig-name descname"><span class="pre">__getitem__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id96" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>item</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p>
@@ -3388,8 +3580,8 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id90">
-<span class="sig-name descname"><span class="pre">__setitem__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id90" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id97">
+<span class="sig-name descname"><span class="pre">__setitem__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id97" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
@@ -3401,8 +3593,8 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id91">
-<span class="sig-name descname"><span class="pre">_unset_item</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id91" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id98">
+<span class="sig-name descname"><span class="pre">_unset_item</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id98" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>item</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p>
@@ -3411,8 +3603,8 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id92">
-<span class="sig-name descname"><span class="pre">get</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id92" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id99">
+<span class="sig-name descname"><span class="pre">get</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id99" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
@@ -3424,8 +3616,8 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id93">
-<span class="sig-name descname"><span class="pre">pop</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">NotImplemented</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id93" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id100">
+<span class="sig-name descname"><span class="pre">pop</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">NotImplemented</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id100" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
@@ -3437,16 +3629,16 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id94">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id94" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id101">
+<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id101" title="Link to this definition"></a></dt>
 <dd><p>Standardizes converting an ApiClass to dictionary.
 Keys of response dictionary are converted to camel case.
 This also validates the fields ( type, value, etc ) received in the dictionary.</p>
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id95">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_dict</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id95" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id102">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_dict</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id102" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>input_dict</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>)</p>
@@ -3482,6 +3674,11 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <span class="sig-name descname"><span class="pre">E5_SMALL</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'E5_SMALL'</span></em><a class="headerlink" href="#abacusai.api_class.VectorStoreTextEncoder.E5_SMALL" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.VectorStoreTextEncoder.CODE_BERT">
+<span class="sig-name descname"><span class="pre">CODE_BERT</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'CODE_BERT'</span></em><a class="headerlink" href="#abacusai.api_class.VectorStoreTextEncoder.CODE_BERT" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
 </dd></dl>
 
 <dl class="py class">
@@ -3494,7 +3691,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>chunk_size</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The size of text chunks in the vector store.</p></li>
 <li><p><strong>chunk_overlap_fraction</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – The fraction of overlap between chunks.</p></li>
-<li><p><strong>text_encoder</strong> (<a class="reference internal" href="#id96" title="abacusai.api_class.VectorStoreTextEncoder"><em>VectorStoreTextEncoder</em></a>) – Encoder used to index texts from the documents.</p></li>
+<li><p><strong>text_encoder</strong> (<a class="reference internal" href="#id103" title="abacusai.api_class.VectorStoreTextEncoder"><em>VectorStoreTextEncoder</em></a>) – Encoder used to index texts from the documents.</p></li>
 <li><p><strong>chunk_size_factors</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Chunking data with multiple sizes. The specified list of factors are used to calculate more sizes, in addition to <cite>chunk_size</cite>.</p></li>
 <li><p><strong>score_multiplier_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If provided, will use the values in this metadata column to modify the relevance score of returned chunks for all queries.</p></li>
 <li><p><strong>prune_vectors</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Transform vectors using SVD so that the average component of vectors in the corpus are removed.</p></li>
@@ -4024,6 +4221,47 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 
 </dd></dl>
 
+<dl class="py class">
+<dt class="sig sig-object py" id="abacusai.api_class.OperatorType">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">OperatorType</span></span><a class="headerlink" href="#abacusai.api_class.OperatorType" title="Link to this definition"></a></dt>
+<dd><p>Bases: <a class="reference internal" href="#abacusai.api_class.ApiEnum" title="abacusai.api_class.ApiEnum"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiEnum</span></code></a></p>
+<p>Generic enumeration.</p>
+<p>Derive from this class to define new enumerations.</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.OperatorType.UNPIVOT">
+<span class="sig-name descname"><span class="pre">UNPIVOT</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'UNPIVOT'</span></em><a class="headerlink" href="#abacusai.api_class.OperatorType.UNPIVOT" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.OperatorType.MARKDOWN">
+<span class="sig-name descname"><span class="pre">MARKDOWN</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'MARKDOWN'</span></em><a class="headerlink" href="#abacusai.api_class.OperatorType.MARKDOWN" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.OperatorType.CRAWLER">
+<span class="sig-name descname"><span class="pre">CRAWLER</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'CRAWLER'</span></em><a class="headerlink" href="#abacusai.api_class.OperatorType.CRAWLER" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.OperatorType.EXTRACT_DOCUMENT_DATA">
+<span class="sig-name descname"><span class="pre">EXTRACT_DOCUMENT_DATA</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'EXTRACT_DOCUMENT_DATA'</span></em><a class="headerlink" href="#abacusai.api_class.OperatorType.EXTRACT_DOCUMENT_DATA" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="abacusai.api_class.MarkdownOperatorInputType">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">MarkdownOperatorInputType</span></span><a class="headerlink" href="#abacusai.api_class.MarkdownOperatorInputType" title="Link to this definition"></a></dt>
+<dd><p>Bases: <a class="reference internal" href="#abacusai.api_class.ApiEnum" title="abacusai.api_class.ApiEnum"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiEnum</span></code></a></p>
+<p>Generic enumeration.</p>
+<p>Derive from this class to define new enumerations.</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.MarkdownOperatorInputType.HTML">
+<span class="sig-name descname"><span class="pre">HTML</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'HTML'</span></em><a class="headerlink" href="#abacusai.api_class.MarkdownOperatorInputType.HTML" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.api_class.FillLogic">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">FillLogic</span></span><a class="headerlink" href="#abacusai.api_class.FillLogic" title="Link to this definition"></a></dt>
@@ -5151,29 +5389,34 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py class">
-<dt class="sig sig-object py" id="id96">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">VectorStoreTextEncoder</span></span><a class="headerlink" href="#id96" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id103">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">VectorStoreTextEncoder</span></span><a class="headerlink" href="#id103" title="Link to this definition"></a></dt>
 <dd><p>Bases: <a class="reference internal" href="#abacusai.api_class.ApiEnum" title="abacusai.api_class.ApiEnum"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiEnum</span></code></a></p>
 <p>Generic enumeration.</p>
 <p>Derive from this class to define new enumerations.</p>
 <dl class="py attribute">
-<dt class="sig sig-object py" id="id97">
-<span class="sig-name descname"><span class="pre">E5</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'E5'</span></em><a class="headerlink" href="#id97" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id104">
+<span class="sig-name descname"><span class="pre">E5</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'E5'</span></em><a class="headerlink" href="#id104" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
-<dt class="sig sig-object py" id="id98">
-<span class="sig-name descname"><span class="pre">OPENAI</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'OPENAI'</span></em><a class="headerlink" href="#id98" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id105">
+<span class="sig-name descname"><span class="pre">OPENAI</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'OPENAI'</span></em><a class="headerlink" href="#id105" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
-<dt class="sig sig-object py" id="id99">
-<span class="sig-name descname"><span class="pre">SENTENCE_BERT</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'SENTENCE_BERT'</span></em><a class="headerlink" href="#id99" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id106">
+<span class="sig-name descname"><span class="pre">SENTENCE_BERT</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'SENTENCE_BERT'</span></em><a class="headerlink" href="#id106" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
-<dt class="sig sig-object py" id="id100">
-<span class="sig-name descname"><span class="pre">E5_SMALL</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'E5_SMALL'</span></em><a class="headerlink" href="#id100" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id107">
+<span class="sig-name descname"><span class="pre">E5_SMALL</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'E5_SMALL'</span></em><a class="headerlink" href="#id107" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="id108">
+<span class="sig-name descname"><span class="pre">CODE_BERT</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'CODE_BERT'</span></em><a class="headerlink" href="#id108" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 </dd></dl>
@@ -5607,39 +5850,44 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py class">
-<dt class="sig sig-object py" id="id101">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">OcrMode</span></span><a class="headerlink" href="#id101" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id109">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">OcrMode</span></span><a class="headerlink" href="#id109" title="Link to this definition"></a></dt>
 <dd><p>Bases: <a class="reference internal" href="#abacusai.api_class.ApiEnum" title="abacusai.api_class.ApiEnum"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiEnum</span></code></a></p>
 <p>Generic enumeration.</p>
 <p>Derive from this class to define new enumerations.</p>
 <dl class="py attribute">
-<dt class="sig sig-object py" id="id102">
-<span class="sig-name descname"><span class="pre">DEFAULT</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'DEFAULT'</span></em><a class="headerlink" href="#id102" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id110">
+<span class="sig-name descname"><span class="pre">DEFAULT</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'DEFAULT'</span></em><a class="headerlink" href="#id110" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
-<dt class="sig sig-object py" id="id103">
-<span class="sig-name descname"><span class="pre">LAYOUT</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'LAYOUT'</span></em><a class="headerlink" href="#id103" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id111">
+<span class="sig-name descname"><span class="pre">LAYOUT</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'LAYOUT'</span></em><a class="headerlink" href="#id111" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
-<dt class="sig sig-object py" id="id104">
-<span class="sig-name descname"><span class="pre">SCANNED</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'SCANNED'</span></em><a class="headerlink" href="#id104" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id112">
+<span class="sig-name descname"><span class="pre">SCANNED</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'SCANNED'</span></em><a class="headerlink" href="#id112" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
-<dt class="sig sig-object py" id="id105">
-<span class="sig-name descname"><span class="pre">COMPREHENSIVE</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'COMPREHENSIVE'</span></em><a class="headerlink" href="#id105" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id113">
+<span class="sig-name descname"><span class="pre">COMPREHENSIVE</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'COMPREHENSIVE'</span></em><a class="headerlink" href="#id113" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
-<dt class="sig sig-object py" id="id106">
-<span class="sig-name descname"><span class="pre">COMPREHENSIVE_V2</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'COMPREHENSIVE_V2'</span></em><a class="headerlink" href="#id106" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id114">
+<span class="sig-name descname"><span class="pre">COMPREHENSIVE_V2</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'COMPREHENSIVE_V2'</span></em><a class="headerlink" href="#id114" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
-<dt class="sig sig-object py" id="id107">
-<span class="sig-name descname"><span class="pre">COMPREHENSIVE_TABLE_MD</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'COMPREHENSIVE_TABLE_MD'</span></em><a class="headerlink" href="#id107" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id115">
+<span class="sig-name descname"><span class="pre">COMPREHENSIVE_TABLE_MD</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'COMPREHENSIVE_TABLE_MD'</span></em><a class="headerlink" href="#id115" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="id116">
+<span class="sig-name descname"><span class="pre">TESSERACT_FAST</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'TESSERACT_FAST'</span></em><a class="headerlink" href="#id116" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 </dd></dl>
@@ -5718,6 +5966,11 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <span class="sig-name descname"><span class="pre">NULL</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'null'</span></em><a class="headerlink" href="#abacusai.api_class.DataType.NULL" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.DataType.BINARY">
+<span class="sig-name descname"><span class="pre">BINARY</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'binary'</span></em><a class="headerlink" href="#abacusai.api_class.DataType.BINARY" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
 </dd></dl>
 
 <dl class="py class">
@@ -5749,6 +6002,11 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <span class="sig-name descname"><span class="pre">CONSTRAINTS</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'CONSTRAINTS'</span></em><a class="headerlink" href="#abacusai.api_class.ProjectConfigType.CONSTRAINTS" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.ProjectConfigType.CHAT_FEEDBACK">
+<span class="sig-name descname"><span class="pre">CHAT_FEEDBACK</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'CHAT_FEEDBACK'</span></em><a class="headerlink" href="#abacusai.api_class.ProjectConfigType.CHAT_FEEDBACK" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.ProjectConfigType.REVIEW_MODE">
 <span class="sig-name descname"><span class="pre">REVIEW_MODE</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'REVIEW_MODE'</span></em><a class="headerlink" href="#abacusai.api_class.ProjectConfigType.REVIEW_MODE" title="Link to this definition"></a></dt>
@@ -5757,45 +6015,101 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py class">
-<dt class="sig sig-object py" id="id108">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">ApiClass</span></span><a class="headerlink" href="#id108" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="abacusai.api_class.CPUSize">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">CPUSize</span></span><a class="headerlink" href="#abacusai.api_class.CPUSize" title="Link to this definition"></a></dt>
+<dd><p>Bases: <a class="reference internal" href="#abacusai.api_class.ApiEnum" title="abacusai.api_class.ApiEnum"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiEnum</span></code></a></p>
+<p>Generic enumeration.</p>
+<p>Derive from this class to define new enumerations.</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.CPUSize.SMALL">
+<span class="sig-name descname"><span class="pre">SMALL</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'small'</span></em><a class="headerlink" href="#abacusai.api_class.CPUSize.SMALL" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.CPUSize.MEDIUM">
+<span class="sig-name descname"><span class="pre">MEDIUM</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'medium'</span></em><a class="headerlink" href="#abacusai.api_class.CPUSize.MEDIUM" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.CPUSize.LARGE">
+<span class="sig-name descname"><span class="pre">LARGE</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'large'</span></em><a class="headerlink" href="#abacusai.api_class.CPUSize.LARGE" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="abacusai.api_class.MemorySize">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">MemorySize</span></span><a class="headerlink" href="#abacusai.api_class.MemorySize" title="Link to this definition"></a></dt>
+<dd><p>Bases: <a class="reference internal" href="#abacusai.api_class.ApiEnum" title="abacusai.api_class.ApiEnum"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiEnum</span></code></a></p>
+<p>Generic enumeration.</p>
+<p>Derive from this class to define new enumerations.</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.MemorySize.SMALL">
+<span class="sig-name descname"><span class="pre">SMALL</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">16</span></em><a class="headerlink" href="#abacusai.api_class.MemorySize.SMALL" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.MemorySize.MEDIUM">
+<span class="sig-name descname"><span class="pre">MEDIUM</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">32</span></em><a class="headerlink" href="#abacusai.api_class.MemorySize.MEDIUM" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.MemorySize.LARGE">
+<span class="sig-name descname"><span class="pre">LARGE</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">64</span></em><a class="headerlink" href="#abacusai.api_class.MemorySize.LARGE" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.MemorySize.XLARGE">
+<span class="sig-name descname"><span class="pre">XLARGE</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">128</span></em><a class="headerlink" href="#abacusai.api_class.MemorySize.XLARGE" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="abacusai.api_class.MemorySize.from_value">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_value</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.MemorySize.from_value" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="id117">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">ApiClass</span></span><a class="headerlink" href="#id117" title="Link to this definition"></a></dt>
 <dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/abc.html#abc.ABC" title="(in Python v3.12)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abc.ABC</span></code></a></p>
 <p>Helper class that provides a standard way to create an ABC using
 inheritance.</p>
 <dl class="py attribute">
-<dt class="sig sig-object py" id="id109">
-<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id109" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id118">
+<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id118" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
-<dt class="sig sig-object py" id="id110">
-<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id110" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id119">
+<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id119" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id111">
-<span class="sig-name descname"><span class="pre">__post_init__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id111" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id120">
+<span class="sig-name descname"><span class="pre">__post_init__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id120" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id112">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_get_builder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id112" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id121">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_get_builder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id121" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id113">
-<span class="sig-name descname"><span class="pre">__str__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id113" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id122">
+<span class="sig-name descname"><span class="pre">__str__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id122" title="Link to this definition"></a></dt>
 <dd><p>Return str(self).</p>
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id114">
-<span class="sig-name descname"><span class="pre">_repr_html_</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id114" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id123">
+<span class="sig-name descname"><span class="pre">_repr_html_</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id123" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id115">
-<span class="sig-name descname"><span class="pre">__getitem__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id115" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id124">
+<span class="sig-name descname"><span class="pre">__getitem__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id124" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>item</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p>
@@ -5804,8 +6118,8 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id116">
-<span class="sig-name descname"><span class="pre">__setitem__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id116" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id125">
+<span class="sig-name descname"><span class="pre">__setitem__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id125" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
@@ -5817,8 +6131,8 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id117">
-<span class="sig-name descname"><span class="pre">_unset_item</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id117" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id126">
+<span class="sig-name descname"><span class="pre">_unset_item</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id126" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>item</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p>
@@ -5827,8 +6141,8 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id118">
-<span class="sig-name descname"><span class="pre">get</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id118" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id127">
+<span class="sig-name descname"><span class="pre">get</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id127" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
@@ -5840,8 +6154,8 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id119">
-<span class="sig-name descname"><span class="pre">pop</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">NotImplemented</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id119" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id128">
+<span class="sig-name descname"><span class="pre">pop</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">NotImplemented</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id128" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
@@ -5853,16 +6167,16 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id120">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id120" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id129">
+<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id129" title="Link to this definition"></a></dt>
 <dd><p>Standardizes converting an ApiClass to dictionary.
 Keys of response dictionary are converted to camel case.
 This also validates the fields ( type, value, etc ) received in the dictionary.</p>
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id121">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_dict</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id121" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id130">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_dict</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id130" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>input_dict</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>)</p>
@@ -5873,41 +6187,96 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py class">
-<dt class="sig sig-object py" id="id122">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">_ApiClassFactory</span></span><a class="headerlink" href="#id122" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id131">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">_ApiClassFactory</span></span><a class="headerlink" href="#id131" title="Link to this definition"></a></dt>
 <dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/abc.html#abc.ABC" title="(in Python v3.12)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abc.ABC</span></code></a></p>
 <p>Helper class that provides a standard way to create an ABC using
 inheritance.</p>
 <dl class="py attribute">
-<dt class="sig sig-object py" id="id123">
-<span class="sig-name descname"><span class="pre">config_abstract_class</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#id123" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id132">
+<span class="sig-name descname"><span class="pre">config_abstract_class</span></span><a class="headerlink" href="#id132" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
-<dt class="sig sig-object py" id="id124">
-<span class="sig-name descname"><span class="pre">config_class_key</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#id124" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id133">
+<span class="sig-name descname"><span class="pre">config_class_key</span></span><a class="headerlink" href="#id133" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
-<dt class="sig sig-object py" id="id125">
-<span class="sig-name descname"><span class="pre">config_class_map</span></span><a class="headerlink" href="#id125" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id134">
+<span class="sig-name descname"><span class="pre">config_class_map</span></span><a class="headerlink" href="#id134" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id126">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id126" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id135">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id135" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>config</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>)</p>
 </dd>
 <dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#id216" title="abacusai.api_class.ApiClass">ApiClass</a></p>
+<dd class="field-even"><p><a class="reference internal" href="#id233" title="abacusai.api_class.ApiClass">ApiClass</a></p>
 </dd>
 </dl>
 </dd></dl>
 
 </dd></dl>
 
+<dl class="py class">
+<dt class="sig sig-object py" id="id136">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">DocumentProcessingConfig</span></span><a class="headerlink" href="#id136" title="Link to this definition"></a></dt>
+<dd><p>Bases: <a class="reference internal" href="abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
+<p>Document processing configuration.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>extract_bounding_boxes</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to perform OCR and extract bounding boxes. If False, no OCR will be done but only the embedded text from digital documents will be extracted. Defaults to False.</p></li>
+<li><p><strong>ocr_mode</strong> (<a class="reference internal" href="#id109" title="abacusai.api_class.OcrMode"><em>OcrMode</em></a>) – OCR mode. There are different OCR modes available for different kinds of documents and use cases. This option only takes effect when extract_bounding_boxes is True.</p></li>
+<li><p><strong>use_full_ocr</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to perform full OCR. If True, OCR will be performed on the full page. If False, OCR will be performed on the non-text regions only. By default, it will be decided automatically based on the OCR mode and the document type. This option only takes effect when extract_bounding_boxes is True.</p></li>
+<li><p><strong>remove_header_footer</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to remove headers and footers. Defaults to False. This option only takes effect when extract_bounding_boxes is True.</p></li>
+<li><p><strong>remove_watermarks</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to remove watermarks. By default, it will be decided automatically based on the OCR mode and the document type. This option only takes effect when extract_bounding_boxes is True.</p></li>
+<li><p><strong>convert_to_markdown</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to convert extracted text to markdown. Defaults to False. This option only takes effect when extract_bounding_boxes is True.</p></li>
+<li><p><strong>return_links</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to augment the extracted text with embedded URLs in the PDF. Defaults to False. This option only takes effect when the document is a PDF.</p></li>
+</ul>
+</dd>
+</dl>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="id137">
+<span class="sig-name descname"><span class="pre">extract_bounding_boxes</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#id137" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="id138">
+<span class="sig-name descname"><span class="pre">ocr_mode</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.OcrMode" title="abacusai.api_class.enums.OcrMode"><span class="pre">abacusai.api_class.enums.OcrMode</span></a></em><a class="headerlink" href="#id138" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="id139">
+<span class="sig-name descname"><span class="pre">use_full_ocr</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id139" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="id140">
+<span class="sig-name descname"><span class="pre">remove_header_footer</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#id140" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="id141">
+<span class="sig-name descname"><span class="pre">remove_watermarks</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#id141" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="id142">
+<span class="sig-name descname"><span class="pre">convert_to_markdown</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#id142" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="id143">
+<span class="sig-name descname"><span class="pre">return_links</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#id143" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.api_class.SamplingConfig">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">SamplingConfig</span></span><a class="headerlink" href="#abacusai.api_class.SamplingConfig" title="Link to this definition"></a></dt>
@@ -5938,7 +6307,6 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
-<li><p><strong>sampling_method</strong> (<a class="reference internal" href="#abacusai.api_class.SamplingMethodType" title="abacusai.api_class.SamplingMethodType"><em>SamplingMethodType</em></a>) – N_SAMPLING</p></li>
 <li><p><strong>sample_count</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The number of rows to include in the sample</p></li>
 <li><p><strong>key_columns</strong> (<em>List</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – The feature(s) to use as the key(s) when sampling</p></li>
 </ul>
@@ -5969,7 +6337,6 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
-<li><p><strong>sampling_method</strong> (<a class="reference internal" href="#abacusai.api_class.SamplingMethodType" title="abacusai.api_class.SamplingMethodType"><em>SamplingMethodType</em></a>) – PERCENT_SAMPLING</p></li>
 <li><p><strong>sample_percent</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – The percentage of the rows to sample</p></li>
 <li><p><strong>key_columns</strong> (<em>List</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – The feature(s) to use as the key(s) when sampling</p></li>
 </ul>
@@ -6045,129 +6412,349 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
-<li><p><strong>merge_mode</strong> (<a class="reference internal" href="#abacusai.api_class.MergeMode" title="abacusai.api_class.MergeMode"><em>MergeMode</em></a>) – LAST_N</p></li>
-<li><p><strong>num_versions</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The number of versions to merge. num_versions == 0 means merge all versions.</p></li>
-<li><p><strong>include_version_timestamp_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If set, include a column with the creation timestamp of source FG versions.</p></li>
+<li><p><strong>num_versions</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The number of versions to merge. num_versions == 0 means merge all versions.</p></li>
+<li><p><strong>include_version_timestamp_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If set, include a column with the creation timestamp of source FG versions.</p></li>
+</ul>
+</dd>
+</dl>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.LastNMergeConfig.num_versions">
+<span class="sig-name descname"><span class="pre">num_versions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.LastNMergeConfig.num_versions" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.LastNMergeConfig.include_version_timestamp_column">
+<span class="sig-name descname"><span class="pre">include_version_timestamp_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.LastNMergeConfig.include_version_timestamp_column" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="abacusai.api_class.LastNMergeConfig.__post_init__">
+<span class="sig-name descname"><span class="pre">__post_init__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.LastNMergeConfig.__post_init__" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="abacusai.api_class.TimeWindowMergeConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">TimeWindowMergeConfig</span></span><a class="headerlink" href="#abacusai.api_class.TimeWindowMergeConfig" title="Link to this definition"></a></dt>
+<dd><p>Bases: <a class="reference internal" href="#abacusai.api_class.MergeConfig" title="abacusai.api_class.MergeConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">MergeConfig</span></code></a></p>
+<p>Merge rows within a given timewindow of the most recent timestamp</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Time based column to index on</p></li>
+<li><p><strong>time_window_size_ms</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Range of merged rows will be [MAX_TIME - time_window_size_ms, MAX_TIME]</p></li>
+<li><p><strong>include_version_timestamp_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If set, include a column with the creation timestamp of source FG versions.</p></li>
+</ul>
+</dd>
+</dl>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.TimeWindowMergeConfig.feature_name">
+<span class="sig-name descname"><span class="pre">feature_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.TimeWindowMergeConfig.feature_name" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.TimeWindowMergeConfig.time_window_size_ms">
+<span class="sig-name descname"><span class="pre">time_window_size_ms</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.TimeWindowMergeConfig.time_window_size_ms" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.TimeWindowMergeConfig.include_version_timestamp_column">
+<span class="sig-name descname"><span class="pre">include_version_timestamp_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.TimeWindowMergeConfig.include_version_timestamp_column" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="abacusai.api_class.TimeWindowMergeConfig.__post_init__">
+<span class="sig-name descname"><span class="pre">__post_init__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.TimeWindowMergeConfig.__post_init__" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="abacusai.api_class._MergeConfigFactory">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">_MergeConfigFactory</span></span><a class="headerlink" href="#abacusai.api_class._MergeConfigFactory" title="Link to this definition"></a></dt>
+<dd><p>Bases: <a class="reference internal" href="abstract/index.html#abacusai.api_class.abstract._ApiClassFactory" title="abacusai.api_class.abstract._ApiClassFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract._ApiClassFactory</span></code></a></p>
+<p>Helper class that provides a standard way to create an ABC using
+inheritance.</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class._MergeConfigFactory.config_class_key">
+<span class="sig-name descname"><span class="pre">config_class_key</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'merge_mode'</span></em><a class="headerlink" href="#abacusai.api_class._MergeConfigFactory.config_class_key" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class._MergeConfigFactory.config_abstract_class">
+<span class="sig-name descname"><span class="pre">config_abstract_class</span></span><a class="headerlink" href="#abacusai.api_class._MergeConfigFactory.config_abstract_class" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class._MergeConfigFactory.config_class_map">
+<span class="sig-name descname"><span class="pre">config_class_map</span></span><a class="headerlink" href="#abacusai.api_class._MergeConfigFactory.config_class_map" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="abacusai.api_class.OperatorConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">OperatorConfig</span></span><a class="headerlink" href="#abacusai.api_class.OperatorConfig" title="Link to this definition"></a></dt>
+<dd><p>Bases: <a class="reference internal" href="abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
+<p>Configuration for a template Feature Group Operation</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.OperatorConfig.operator_type">
+<span class="sig-name descname"><span class="pre">operator_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.OperatorType" title="abacusai.api_class.enums.OperatorType"><span class="pre">abacusai.api_class.enums.OperatorType</span></a></em><a class="headerlink" href="#abacusai.api_class.OperatorConfig.operator_type" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="abacusai.api_class.OperatorConfig._get_builder">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_get_builder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.OperatorConfig._get_builder" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="abacusai.api_class.OperatorConfig.__post_init__">
+<span class="sig-name descname"><span class="pre">__post_init__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.OperatorConfig.__post_init__" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="abacusai.api_class.UnpivotConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">UnpivotConfig</span></span><a class="headerlink" href="#abacusai.api_class.UnpivotConfig" title="Link to this definition"></a></dt>
+<dd><p>Bases: <a class="reference internal" href="#abacusai.api_class.OperatorConfig" title="abacusai.api_class.OperatorConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">OperatorConfig</span></code></a></p>
+<p>Unpivot Columns in a FeatureGroup.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>columns</strong> (<em>List</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – Which columns to unpivot.</p></li>
+<li><p><strong>index_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of new column containing the unpivoted column names as its values</p></li>
+<li><p><strong>value_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of new column containing the row values that were unpivoted.</p></li>
+<li><p><strong>exclude</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If True, the unpivoted columns are all the columns EXCEPT the ones in the columns argument. Default is False.</p></li>
+</ul>
+</dd>
+</dl>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.UnpivotConfig.columns">
+<span class="sig-name descname"><span class="pre">columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.api_class.UnpivotConfig.columns" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.UnpivotConfig.index_column">
+<span class="sig-name descname"><span class="pre">index_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.UnpivotConfig.index_column" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.UnpivotConfig.value_column">
+<span class="sig-name descname"><span class="pre">value_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.UnpivotConfig.value_column" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.UnpivotConfig.exclude">
+<span class="sig-name descname"><span class="pre">exclude</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.UnpivotConfig.exclude" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="abacusai.api_class.UnpivotConfig.__post_init__">
+<span class="sig-name descname"><span class="pre">__post_init__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.UnpivotConfig.__post_init__" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="abacusai.api_class.MarkdownConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">MarkdownConfig</span></span><a class="headerlink" href="#abacusai.api_class.MarkdownConfig" title="Link to this definition"></a></dt>
+<dd><p>Bases: <a class="reference internal" href="#abacusai.api_class.OperatorConfig" title="abacusai.api_class.OperatorConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">OperatorConfig</span></code></a></p>
+<p>Transform a input column to a markdown column.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>input_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of input column to transform.</p></li>
+<li><p><strong>output_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of output column to store transformed data.</p></li>
+<li><p><strong>input_column_type</strong> (<a class="reference internal" href="#abacusai.api_class.MarkdownOperatorInputType" title="abacusai.api_class.MarkdownOperatorInputType"><em>MarkdownOperatorInputType</em></a>) – Type of input column to transform.</p></li>
+</ul>
+</dd>
+</dl>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.MarkdownConfig.input_column">
+<span class="sig-name descname"><span class="pre">input_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.MarkdownConfig.input_column" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.MarkdownConfig.output_column">
+<span class="sig-name descname"><span class="pre">output_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.MarkdownConfig.output_column" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.MarkdownConfig.input_column_type">
+<span class="sig-name descname"><span class="pre">input_column_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.MarkdownOperatorInputType" title="abacusai.api_class.enums.MarkdownOperatorInputType"><span class="pre">abacusai.api_class.enums.MarkdownOperatorInputType</span></a></em><a class="headerlink" href="#abacusai.api_class.MarkdownConfig.input_column_type" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="abacusai.api_class.MarkdownConfig.__post_init__">
+<span class="sig-name descname"><span class="pre">__post_init__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.MarkdownConfig.__post_init__" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="abacusai.api_class.CrawlerTransformConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">CrawlerTransformConfig</span></span><a class="headerlink" href="#abacusai.api_class.CrawlerTransformConfig" title="Link to this definition"></a></dt>
+<dd><p>Bases: <a class="reference internal" href="#abacusai.api_class.OperatorConfig" title="abacusai.api_class.OperatorConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">OperatorConfig</span></code></a></p>
+<p>Transform a input column of urls to html text</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>input_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of input column to transform.</p></li>
+<li><p><strong>output_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of output column to store transformed data.</p></li>
+<li><p><strong>depth_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Increasing depth explores more links, capturing more content</p></li>
+<li><p><strong>disable_host_restriction</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If True, will not restrict crawling to the same host.</p></li>
+<li><p><strong>honour_website_rules</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If True, will respect robots.txt rules.</p></li>
+<li><p><strong>user_agent</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If provided, will use this user agent instead of randomly selecting one.</p></li>
 </ul>
 </dd>
 </dl>
 <dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.api_class.LastNMergeConfig.num_versions">
-<span class="sig-name descname"><span class="pre">num_versions</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.LastNMergeConfig.num_versions" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="abacusai.api_class.CrawlerTransformConfig.input_column">
+<span class="sig-name descname"><span class="pre">input_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.CrawlerTransformConfig.input_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.api_class.LastNMergeConfig.include_version_timestamp_column">
-<span class="sig-name descname"><span class="pre">include_version_timestamp_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.LastNMergeConfig.include_version_timestamp_column" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="abacusai.api_class.CrawlerTransformConfig.output_column">
+<span class="sig-name descname"><span class="pre">output_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.CrawlerTransformConfig.output_column" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.CrawlerTransformConfig.depth_column">
+<span class="sig-name descname"><span class="pre">depth_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.CrawlerTransformConfig.depth_column" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.CrawlerTransformConfig.input_column_type">
+<span class="sig-name descname"><span class="pre">input_column_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.CrawlerTransformConfig.input_column_type" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.CrawlerTransformConfig.crawl_depth">
+<span class="sig-name descname"><span class="pre">crawl_depth</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.CrawlerTransformConfig.crawl_depth" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.CrawlerTransformConfig.disable_host_restriction">
+<span class="sig-name descname"><span class="pre">disable_host_restriction</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.CrawlerTransformConfig.disable_host_restriction" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.CrawlerTransformConfig.honour_website_rules">
+<span class="sig-name descname"><span class="pre">honour_website_rules</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.CrawlerTransformConfig.honour_website_rules" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.CrawlerTransformConfig.user_agent">
+<span class="sig-name descname"><span class="pre">user_agent</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.CrawlerTransformConfig.user_agent" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="abacusai.api_class.LastNMergeConfig.__post_init__">
-<span class="sig-name descname"><span class="pre">__post_init__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.LastNMergeConfig.__post_init__" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="abacusai.api_class.CrawlerTransformConfig.__post_init__">
+<span class="sig-name descname"><span class="pre">__post_init__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.CrawlerTransformConfig.__post_init__" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 </dd></dl>
 
 <dl class="py class">
-<dt class="sig sig-object py" id="abacusai.api_class.TimeWindowMergeConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">TimeWindowMergeConfig</span></span><a class="headerlink" href="#abacusai.api_class.TimeWindowMergeConfig" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="#abacusai.api_class.MergeConfig" title="abacusai.api_class.MergeConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">MergeConfig</span></code></a></p>
-<p>Merge rows within a given timewindow of the most recent timestamp</p>
+<dt class="sig sig-object py" id="abacusai.api_class.ExtractDocumentDataConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">ExtractDocumentDataConfig</span></span><a class="headerlink" href="#abacusai.api_class.ExtractDocumentDataConfig" title="Link to this definition"></a></dt>
+<dd><p>Bases: <a class="reference internal" href="#abacusai.api_class.OperatorConfig" title="abacusai.api_class.OperatorConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">OperatorConfig</span></code></a></p>
+<p>Extracts data from documents.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
-<li><p><strong>merge_mode</strong> (<a class="reference internal" href="#abacusai.api_class.MergeMode" title="abacusai.api_class.MergeMode"><em>MergeMode</em></a>) – TIME_WINDOW</p></li>
-<li><p><strong>feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Time based column to index on</p></li>
-<li><p><strong>time_window_size_ms</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Range of merged rows will be [MAX_TIME - time_window_size_ms, MAX_TIME]</p></li>
-<li><p><strong>include_version_timestamp_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If set, include a column with the creation timestamp of source FG versions.</p></li>
+<li><p><strong>doc_id_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of input document ID column.</p></li>
+<li><p><strong>document_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the input document column which contains the page infos. This column will be transformed to include the document processing config in the output feature group.</p></li>
+<li><p><strong>document_processing_config</strong> (<a class="reference internal" href="#id136" title="abacusai.api_class.DocumentProcessingConfig"><em>DocumentProcessingConfig</em></a>) – Document processing configuration.</p></li>
 </ul>
 </dd>
 </dl>
 <dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.api_class.TimeWindowMergeConfig.feature_name">
-<span class="sig-name descname"><span class="pre">feature_name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.TimeWindowMergeConfig.feature_name" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="abacusai.api_class.ExtractDocumentDataConfig.doc_id_column">
+<span class="sig-name descname"><span class="pre">doc_id_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.ExtractDocumentDataConfig.doc_id_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.api_class.TimeWindowMergeConfig.time_window_size_ms">
-<span class="sig-name descname"><span class="pre">time_window_size_ms</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.TimeWindowMergeConfig.time_window_size_ms" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="abacusai.api_class.ExtractDocumentDataConfig.document_column">
+<span class="sig-name descname"><span class="pre">document_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.ExtractDocumentDataConfig.document_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.api_class.TimeWindowMergeConfig.include_version_timestamp_column">
-<span class="sig-name descname"><span class="pre">include_version_timestamp_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.TimeWindowMergeConfig.include_version_timestamp_column" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="abacusai.api_class.ExtractDocumentDataConfig.document_processing_config">
+<span class="sig-name descname"><span class="pre">document_processing_config</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="dataset/index.html#abacusai.api_class.dataset.DocumentProcessingConfig" title="abacusai.api_class.dataset.DocumentProcessingConfig"><span class="pre">abacusai.api_class.dataset.DocumentProcessingConfig</span></a></em><a class="headerlink" href="#abacusai.api_class.ExtractDocumentDataConfig.document_processing_config" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="abacusai.api_class.TimeWindowMergeConfig.__post_init__">
-<span class="sig-name descname"><span class="pre">__post_init__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.TimeWindowMergeConfig.__post_init__" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="abacusai.api_class.ExtractDocumentDataConfig.__post_init__">
+<span class="sig-name descname"><span class="pre">__post_init__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_class.ExtractDocumentDataConfig.__post_init__" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 </dd></dl>
 
 <dl class="py class">
-<dt class="sig sig-object py" id="abacusai.api_class._MergeConfigFactory">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">_MergeConfigFactory</span></span><a class="headerlink" href="#abacusai.api_class._MergeConfigFactory" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="abacusai.api_class._OperatorConfigFactory">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">_OperatorConfigFactory</span></span><a class="headerlink" href="#abacusai.api_class._OperatorConfigFactory" title="Link to this definition"></a></dt>
 <dd><p>Bases: <a class="reference internal" href="abstract/index.html#abacusai.api_class.abstract._ApiClassFactory" title="abacusai.api_class.abstract._ApiClassFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract._ApiClassFactory</span></code></a></p>
-<p>Helper class that provides a standard way to create an ABC using
-inheritance.</p>
+<p>A class to select and return the the correct type of Operator Config based on a serialized OperatorConfig instance.</p>
 <dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.api_class._MergeConfigFactory.config_class_key">
-<span class="sig-name descname"><span class="pre">config_class_key</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'merge_mode'</span></em><a class="headerlink" href="#abacusai.api_class._MergeConfigFactory.config_class_key" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="abacusai.api_class._OperatorConfigFactory.config_abstract_class">
+<span class="sig-name descname"><span class="pre">config_abstract_class</span></span><a class="headerlink" href="#abacusai.api_class._OperatorConfigFactory.config_abstract_class" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.api_class._MergeConfigFactory.config_abstract_class">
-<span class="sig-name descname"><span class="pre">config_abstract_class</span></span><a class="headerlink" href="#abacusai.api_class._MergeConfigFactory.config_abstract_class" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="abacusai.api_class._OperatorConfigFactory.config_class_key">
+<span class="sig-name descname"><span class="pre">config_class_key</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'operator_type'</span></em><a class="headerlink" href="#abacusai.api_class._OperatorConfigFactory.config_class_key" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.api_class._MergeConfigFactory.config_class_map">
-<span class="sig-name descname"><span class="pre">config_class_map</span></span><a class="headerlink" href="#abacusai.api_class._MergeConfigFactory.config_class_map" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="abacusai.api_class._OperatorConfigFactory.config_class_map">
+<span class="sig-name descname"><span class="pre">config_class_map</span></span><a class="headerlink" href="#abacusai.api_class._OperatorConfigFactory.config_class_map" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 </dd></dl>
 
 <dl class="py class">
-<dt class="sig sig-object py" id="id127">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">ApiClass</span></span><a class="headerlink" href="#id127" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id144">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">ApiClass</span></span><a class="headerlink" href="#id144" title="Link to this definition"></a></dt>
 <dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/abc.html#abc.ABC" title="(in Python v3.12)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abc.ABC</span></code></a></p>
 <p>Helper class that provides a standard way to create an ABC using
 inheritance.</p>
 <dl class="py attribute">
-<dt class="sig sig-object py" id="id128">
-<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id128" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id145">
+<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id145" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
-<dt class="sig sig-object py" id="id129">
-<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id129" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id146">
+<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id146" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id130">
-<span class="sig-name descname"><span class="pre">__post_init__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id130" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id147">
+<span class="sig-name descname"><span class="pre">__post_init__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id147" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id131">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_get_builder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id131" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id148">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_get_builder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id148" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id132">
-<span class="sig-name descname"><span class="pre">__str__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id132" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id149">
+<span class="sig-name descname"><span class="pre">__str__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id149" title="Link to this definition"></a></dt>
 <dd><p>Return str(self).</p>
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id133">
-<span class="sig-name descname"><span class="pre">_repr_html_</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id133" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id150">
+<span class="sig-name descname"><span class="pre">_repr_html_</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id150" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id134">
-<span class="sig-name descname"><span class="pre">__getitem__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id134" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id151">
+<span class="sig-name descname"><span class="pre">__getitem__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id151" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>item</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p>
@@ -6176,8 +6763,8 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id135">
-<span class="sig-name descname"><span class="pre">__setitem__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id135" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id152">
+<span class="sig-name descname"><span class="pre">__setitem__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id152" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
@@ -6189,8 +6776,8 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id136">
-<span class="sig-name descname"><span class="pre">_unset_item</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id136" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id153">
+<span class="sig-name descname"><span class="pre">_unset_item</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id153" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>item</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p>
@@ -6199,8 +6786,8 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id137">
-<span class="sig-name descname"><span class="pre">get</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id137" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id154">
+<span class="sig-name descname"><span class="pre">get</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id154" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
@@ -6212,8 +6799,8 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id138">
-<span class="sig-name descname"><span class="pre">pop</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">NotImplemented</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id138" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id155">
+<span class="sig-name descname"><span class="pre">pop</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">NotImplemented</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id155" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
@@ -6225,16 +6812,16 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id139">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id139" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id156">
+<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id156" title="Link to this definition"></a></dt>
 <dd><p>Standardizes converting an ApiClass to dictionary.
 Keys of response dictionary are converted to camel case.
 This also validates the fields ( type, value, etc ) received in the dictionary.</p>
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id140">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_dict</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id140" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id157">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_dict</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id157" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>input_dict</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>)</p>
@@ -6245,35 +6832,35 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py class">
-<dt class="sig sig-object py" id="id141">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">_ApiClassFactory</span></span><a class="headerlink" href="#id141" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id158">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">_ApiClassFactory</span></span><a class="headerlink" href="#id158" title="Link to this definition"></a></dt>
 <dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/abc.html#abc.ABC" title="(in Python v3.12)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abc.ABC</span></code></a></p>
 <p>Helper class that provides a standard way to create an ABC using
 inheritance.</p>
 <dl class="py attribute">
-<dt class="sig sig-object py" id="id142">
-<span class="sig-name descname"><span class="pre">config_abstract_class</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#id142" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id159">
+<span class="sig-name descname"><span class="pre">config_abstract_class</span></span><a class="headerlink" href="#id159" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
-<dt class="sig sig-object py" id="id143">
-<span class="sig-name descname"><span class="pre">config_class_key</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#id143" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id160">
+<span class="sig-name descname"><span class="pre">config_class_key</span></span><a class="headerlink" href="#id160" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
-<dt class="sig sig-object py" id="id144">
-<span class="sig-name descname"><span class="pre">config_class_map</span></span><a class="headerlink" href="#id144" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id161">
+<span class="sig-name descname"><span class="pre">config_class_map</span></span><a class="headerlink" href="#id161" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id145">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id145" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id162">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id162" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>config</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>)</p>
 </dd>
 <dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#id216" title="abacusai.api_class.ApiClass">ApiClass</a></p>
+<dd class="field-even"><p><a class="reference internal" href="#id233" title="abacusai.api_class.ApiClass">ApiClass</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -6607,6 +7194,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <li><p><strong>custom_loss_functions</strong> (<em>List</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – Registered custom losses available for selection.</p></li>
 <li><p><strong>custom_metrics</strong> (<em>List</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – Registered custom metrics available for selection.</p></li>
 <li><p><strong>partial_dependence_analysis</strong> (<a class="reference internal" href="#abacusai.api_class.PartialDependenceAnalysis" title="abacusai.api_class.PartialDependenceAnalysis"><em>PartialDependenceAnalysis</em></a>) – Specify whether to run partial dependence plots for all features or only some features.</p></li>
+<li><p><strong>do_masked_language_model_pretraining</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Specify whether to run a masked language model unsupervised pretraining step before supervized training in certain supported algorithms which use BERT-like backbones.</p></li>
 </ul>
 </dd>
 </dl>
@@ -6770,6 +7358,11 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <span class="sig-name descname"><span class="pre">is_multilingual</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.RegressionTrainingConfig.is_multilingual" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.api_class.RegressionTrainingConfig.do_masked_language_model_pretraining">
+<span class="sig-name descname"><span class="pre">do_masked_language_model_pretraining</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.api_class.RegressionTrainingConfig.do_masked_language_model_pretraining" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.RegressionTrainingConfig.loss_function">
 <span class="sig-name descname"><span class="pre">loss_function</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.RegressionLossFunction" title="abacusai.api_class.enums.RegressionLossFunction"><span class="pre">abacusai.api_class.enums.RegressionLossFunction</span></a></em><a class="headerlink" href="#abacusai.api_class.RegressionTrainingConfig.loss_function" title="Link to this definition"></a></dt>
@@ -7233,27 +7826,27 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.NamedEntityExtractionTrainingConfig.llm_for_ner">
-<span class="sig-name descname"><span class="pre">llm_for_ner</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.LLMName" title="abacusai.api_class.enums.LLMName"><span class="pre">abacusai.api_class.enums.LLMName</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.NamedEntityExtractionTrainingConfig.llm_for_ner" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">llm_for_ner</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.LLMName" title="abacusai.api_class.enums.LLMName"><span class="pre">abacusai.api_class.enums.LLMName</span></a></em><a class="headerlink" href="#abacusai.api_class.NamedEntityExtractionTrainingConfig.llm_for_ner" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.NamedEntityExtractionTrainingConfig.test_split">
-<span class="sig-name descname"><span class="pre">test_split</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.NamedEntityExtractionTrainingConfig.test_split" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">test_split</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.NamedEntityExtractionTrainingConfig.test_split" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.NamedEntityExtractionTrainingConfig.test_row_indicator">
-<span class="sig-name descname"><span class="pre">test_row_indicator</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.NamedEntityExtractionTrainingConfig.test_row_indicator" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">test_row_indicator</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.NamedEntityExtractionTrainingConfig.test_row_indicator" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.NamedEntityExtractionTrainingConfig.active_labels_column">
-<span class="sig-name descname"><span class="pre">active_labels_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.NamedEntityExtractionTrainingConfig.active_labels_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">active_labels_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.NamedEntityExtractionTrainingConfig.active_labels_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.NamedEntityExtractionTrainingConfig.document_format">
-<span class="sig-name descname"><span class="pre">document_format</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.NLPDocumentFormat" title="abacusai.api_class.enums.NLPDocumentFormat"><span class="pre">abacusai.api_class.enums.NLPDocumentFormat</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.api_class.NamedEntityExtractionTrainingConfig.document_format" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">document_format</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="enums/index.html#abacusai.api_class.enums.NLPDocumentFormat" title="abacusai.api_class.enums.NLPDocumentFormat"><span class="pre">abacusai.api_class.enums.NLPDocumentFormat</span></a></em><a class="headerlink" href="#abacusai.api_class.NamedEntityExtractionTrainingConfig.document_format" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -8120,45 +8713,45 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py class">
-<dt class="sig sig-object py" id="id146">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">ApiClass</span></span><a class="headerlink" href="#id146" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id163">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">ApiClass</span></span><a class="headerlink" href="#id163" title="Link to this definition"></a></dt>
 <dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/abc.html#abc.ABC" title="(in Python v3.12)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abc.ABC</span></code></a></p>
 <p>Helper class that provides a standard way to create an ABC using
 inheritance.</p>
 <dl class="py attribute">
-<dt class="sig sig-object py" id="id147">
-<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id147" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id164">
+<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id164" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
-<dt class="sig sig-object py" id="id148">
-<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id148" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id165">
+<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id165" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id149">
-<span class="sig-name descname"><span class="pre">__post_init__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id149" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id166">
+<span class="sig-name descname"><span class="pre">__post_init__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id166" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id150">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_get_builder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id150" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id167">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_get_builder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id167" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id151">
-<span class="sig-name descname"><span class="pre">__str__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id151" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id168">
+<span class="sig-name descname"><span class="pre">__str__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id168" title="Link to this definition"></a></dt>
 <dd><p>Return str(self).</p>
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id152">
-<span class="sig-name descname"><span class="pre">_repr_html_</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id152" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id169">
+<span class="sig-name descname"><span class="pre">_repr_html_</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id169" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id153">
-<span class="sig-name descname"><span class="pre">__getitem__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id153" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id170">
+<span class="sig-name descname"><span class="pre">__getitem__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id170" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>item</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p>
@@ -8167,8 +8760,8 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id154">
-<span class="sig-name descname"><span class="pre">__setitem__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id154" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id171">
+<span class="sig-name descname"><span class="pre">__setitem__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id171" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
@@ -8180,8 +8773,8 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id155">
-<span class="sig-name descname"><span class="pre">_unset_item</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id155" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id172">
+<span class="sig-name descname"><span class="pre">_unset_item</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id172" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>item</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p>
@@ -8190,8 +8783,8 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id156">
-<span class="sig-name descname"><span class="pre">get</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id156" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id173">
+<span class="sig-name descname"><span class="pre">get</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id173" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
@@ -8203,8 +8796,8 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id157">
-<span class="sig-name descname"><span class="pre">pop</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">NotImplemented</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id157" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id174">
+<span class="sig-name descname"><span class="pre">pop</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">NotImplemented</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id174" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
@@ -8216,16 +8809,16 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id158">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id158" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id175">
+<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id175" title="Link to this definition"></a></dt>
 <dd><p>Standardizes converting an ApiClass to dictionary.
 Keys of response dictionary are converted to camel case.
 This also validates the fields ( type, value, etc ) received in the dictionary.</p>
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id159">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_dict</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id159" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id176">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_dict</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id176" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>input_dict</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>)</p>
@@ -8236,24 +8829,24 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py class">
-<dt class="sig sig-object py" id="id160">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">StdDevThresholdType</span></span><a class="headerlink" href="#id160" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id177">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">StdDevThresholdType</span></span><a class="headerlink" href="#id177" title="Link to this definition"></a></dt>
 <dd><p>Bases: <a class="reference internal" href="#abacusai.api_class.ApiEnum" title="abacusai.api_class.ApiEnum"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiEnum</span></code></a></p>
 <p>Generic enumeration.</p>
 <p>Derive from this class to define new enumerations.</p>
 <dl class="py attribute">
-<dt class="sig sig-object py" id="id161">
-<span class="sig-name descname"><span class="pre">ABSOLUTE</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'ABSOLUTE'</span></em><a class="headerlink" href="#id161" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id178">
+<span class="sig-name descname"><span class="pre">ABSOLUTE</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'ABSOLUTE'</span></em><a class="headerlink" href="#id178" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
-<dt class="sig sig-object py" id="id162">
-<span class="sig-name descname"><span class="pre">PERCENTILE</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'PERCENTILE'</span></em><a class="headerlink" href="#id162" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id179">
+<span class="sig-name descname"><span class="pre">PERCENTILE</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'PERCENTILE'</span></em><a class="headerlink" href="#id179" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
-<dt class="sig sig-object py" id="id163">
-<span class="sig-name descname"><span class="pre">STDDEV</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'STDDEV'</span></em><a class="headerlink" href="#id163" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id180">
+<span class="sig-name descname"><span class="pre">STDDEV</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'STDDEV'</span></em><a class="headerlink" href="#id180" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 </dd></dl>
@@ -8356,7 +8949,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
-<li><p><strong>threshold_type</strong> (<a class="reference internal" href="#id160" title="abacusai.api_class.StdDevThresholdType"><em>StdDevThresholdType</em></a>) – Type of threshold to apply to the item attributes.</p></li>
+<li><p><strong>threshold_type</strong> (<a class="reference internal" href="#id177" title="abacusai.api_class.StdDevThresholdType"><em>StdDevThresholdType</em></a>) – Type of threshold to apply to the item attributes.</p></li>
 <li><p><strong>value</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – Value to use for the threshold.</p></li>
 </ul>
 </dd>
@@ -8529,45 +9122,45 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py class">
-<dt class="sig sig-object py" id="id164">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">ApiClass</span></span><a class="headerlink" href="#id164" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id181">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">ApiClass</span></span><a class="headerlink" href="#id181" title="Link to this definition"></a></dt>
 <dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/abc.html#abc.ABC" title="(in Python v3.12)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abc.ABC</span></code></a></p>
 <p>Helper class that provides a standard way to create an ABC using
 inheritance.</p>
 <dl class="py attribute">
-<dt class="sig sig-object py" id="id165">
-<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id165" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id182">
+<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id182" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
-<dt class="sig sig-object py" id="id166">
-<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id166" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id183">
+<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id183" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id167">
-<span class="sig-name descname"><span class="pre">__post_init__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id167" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id184">
+<span class="sig-name descname"><span class="pre">__post_init__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id184" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id168">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_get_builder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id168" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id185">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_get_builder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id185" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id169">
-<span class="sig-name descname"><span class="pre">__str__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id169" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id186">
+<span class="sig-name descname"><span class="pre">__str__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id186" title="Link to this definition"></a></dt>
 <dd><p>Return str(self).</p>
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id170">
-<span class="sig-name descname"><span class="pre">_repr_html_</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id170" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id187">
+<span class="sig-name descname"><span class="pre">_repr_html_</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id187" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id171">
-<span class="sig-name descname"><span class="pre">__getitem__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id171" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id188">
+<span class="sig-name descname"><span class="pre">__getitem__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id188" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>item</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p>
@@ -8576,8 +9169,8 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id172">
-<span class="sig-name descname"><span class="pre">__setitem__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id172" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id189">
+<span class="sig-name descname"><span class="pre">__setitem__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id189" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
@@ -8589,8 +9182,8 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id173">
-<span class="sig-name descname"><span class="pre">_unset_item</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id173" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id190">
+<span class="sig-name descname"><span class="pre">_unset_item</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id190" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>item</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p>
@@ -8599,8 +9192,8 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id174">
-<span class="sig-name descname"><span class="pre">get</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id174" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id191">
+<span class="sig-name descname"><span class="pre">get</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id191" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
@@ -8612,8 +9205,8 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id175">
-<span class="sig-name descname"><span class="pre">pop</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">NotImplemented</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id175" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id192">
+<span class="sig-name descname"><span class="pre">pop</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">NotImplemented</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id192" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
@@ -8625,16 +9218,16 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id176">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id176" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id193">
+<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id193" title="Link to this definition"></a></dt>
 <dd><p>Standardizes converting an ApiClass to dictionary.
 Keys of response dictionary are converted to camel case.
 This also validates the fields ( type, value, etc ) received in the dictionary.</p>
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id177">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_dict</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id177" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id194">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_dict</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id194" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>input_dict</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>)</p>
@@ -8645,35 +9238,35 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py class">
-<dt class="sig sig-object py" id="id178">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">_ApiClassFactory</span></span><a class="headerlink" href="#id178" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id195">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">_ApiClassFactory</span></span><a class="headerlink" href="#id195" title="Link to this definition"></a></dt>
 <dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/abc.html#abc.ABC" title="(in Python v3.12)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abc.ABC</span></code></a></p>
 <p>Helper class that provides a standard way to create an ABC using
 inheritance.</p>
 <dl class="py attribute">
-<dt class="sig sig-object py" id="id179">
-<span class="sig-name descname"><span class="pre">config_abstract_class</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#id179" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id196">
+<span class="sig-name descname"><span class="pre">config_abstract_class</span></span><a class="headerlink" href="#id196" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
-<dt class="sig sig-object py" id="id180">
-<span class="sig-name descname"><span class="pre">config_class_key</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#id180" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id197">
+<span class="sig-name descname"><span class="pre">config_class_key</span></span><a class="headerlink" href="#id197" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
-<dt class="sig sig-object py" id="id181">
-<span class="sig-name descname"><span class="pre">config_class_map</span></span><a class="headerlink" href="#id181" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id198">
+<span class="sig-name descname"><span class="pre">config_class_map</span></span><a class="headerlink" href="#id198" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id182">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id182" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id199">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id199" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>config</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>)</p>
 </dd>
 <dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#id216" title="abacusai.api_class.ApiClass">ApiClass</a></p>
+<dd class="field-even"><p><a class="reference internal" href="#id233" title="abacusai.api_class.ApiClass">ApiClass</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -9057,45 +9650,45 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py class">
-<dt class="sig sig-object py" id="id183">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">ApiClass</span></span><a class="headerlink" href="#id183" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id200">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">ApiClass</span></span><a class="headerlink" href="#id200" title="Link to this definition"></a></dt>
 <dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/abc.html#abc.ABC" title="(in Python v3.12)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abc.ABC</span></code></a></p>
 <p>Helper class that provides a standard way to create an ABC using
 inheritance.</p>
 <dl class="py attribute">
-<dt class="sig sig-object py" id="id184">
-<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id184" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id201">
+<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id201" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
-<dt class="sig sig-object py" id="id185">
-<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id185" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id202">
+<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id202" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id186">
-<span class="sig-name descname"><span class="pre">__post_init__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id186" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id203">
+<span class="sig-name descname"><span class="pre">__post_init__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id203" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id187">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_get_builder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id187" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id204">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_get_builder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id204" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id188">
-<span class="sig-name descname"><span class="pre">__str__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id188" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id205">
+<span class="sig-name descname"><span class="pre">__str__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id205" title="Link to this definition"></a></dt>
 <dd><p>Return str(self).</p>
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id189">
-<span class="sig-name descname"><span class="pre">_repr_html_</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id189" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id206">
+<span class="sig-name descname"><span class="pre">_repr_html_</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id206" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id190">
-<span class="sig-name descname"><span class="pre">__getitem__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id190" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id207">
+<span class="sig-name descname"><span class="pre">__getitem__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id207" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>item</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p>
@@ -9104,8 +9697,8 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id191">
-<span class="sig-name descname"><span class="pre">__setitem__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id191" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id208">
+<span class="sig-name descname"><span class="pre">__setitem__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id208" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
@@ -9117,8 +9710,8 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id192">
-<span class="sig-name descname"><span class="pre">_unset_item</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id192" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id209">
+<span class="sig-name descname"><span class="pre">_unset_item</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id209" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>item</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p>
@@ -9127,8 +9720,8 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id193">
-<span class="sig-name descname"><span class="pre">get</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id193" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id210">
+<span class="sig-name descname"><span class="pre">get</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id210" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
@@ -9140,8 +9733,8 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id194">
-<span class="sig-name descname"><span class="pre">pop</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">NotImplemented</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id194" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id211">
+<span class="sig-name descname"><span class="pre">pop</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">NotImplemented</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id211" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
@@ -9153,16 +9746,16 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id195">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id195" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id212">
+<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id212" title="Link to this definition"></a></dt>
 <dd><p>Standardizes converting an ApiClass to dictionary.
 Keys of response dictionary are converted to camel case.
 This also validates the fields ( type, value, etc ) received in the dictionary.</p>
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id196">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_dict</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id196" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id213">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_dict</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id213" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>input_dict</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>)</p>
@@ -9173,35 +9766,35 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py class">
-<dt class="sig sig-object py" id="id197">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">_ApiClassFactory</span></span><a class="headerlink" href="#id197" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id214">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">_ApiClassFactory</span></span><a class="headerlink" href="#id214" title="Link to this definition"></a></dt>
 <dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/abc.html#abc.ABC" title="(in Python v3.12)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abc.ABC</span></code></a></p>
 <p>Helper class that provides a standard way to create an ABC using
 inheritance.</p>
 <dl class="py attribute">
-<dt class="sig sig-object py" id="id198">
-<span class="sig-name descname"><span class="pre">config_abstract_class</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#id198" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id215">
+<span class="sig-name descname"><span class="pre">config_abstract_class</span></span><a class="headerlink" href="#id215" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
-<dt class="sig sig-object py" id="id199">
-<span class="sig-name descname"><span class="pre">config_class_key</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#id199" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id216">
+<span class="sig-name descname"><span class="pre">config_class_key</span></span><a class="headerlink" href="#id216" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
-<dt class="sig sig-object py" id="id200">
-<span class="sig-name descname"><span class="pre">config_class_map</span></span><a class="headerlink" href="#id200" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id217">
+<span class="sig-name descname"><span class="pre">config_class_map</span></span><a class="headerlink" href="#id217" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id201">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id201" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id218">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">config</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id218" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>config</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>)</p>
 </dd>
 <dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#id216" title="abacusai.api_class.ApiClass">ApiClass</a></p>
+<dd class="field-even"><p><a class="reference internal" href="#id233" title="abacusai.api_class.ApiClass">ApiClass</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -9408,45 +10001,45 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py class">
-<dt class="sig sig-object py" id="id202">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">ApiClass</span></span><a class="headerlink" href="#id202" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id219">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">ApiClass</span></span><a class="headerlink" href="#id219" title="Link to this definition"></a></dt>
 <dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/abc.html#abc.ABC" title="(in Python v3.12)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abc.ABC</span></code></a></p>
 <p>Helper class that provides a standard way to create an ABC using
 inheritance.</p>
 <dl class="py attribute">
-<dt class="sig sig-object py" id="id203">
-<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id203" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id220">
+<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id220" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
-<dt class="sig sig-object py" id="id204">
-<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id204" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id221">
+<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id221" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id205">
-<span class="sig-name descname"><span class="pre">__post_init__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id205" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id222">
+<span class="sig-name descname"><span class="pre">__post_init__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id222" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id206">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_get_builder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id206" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id223">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_get_builder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id223" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id207">
-<span class="sig-name descname"><span class="pre">__str__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id207" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id224">
+<span class="sig-name descname"><span class="pre">__str__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id224" title="Link to this definition"></a></dt>
 <dd><p>Return str(self).</p>
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id208">
-<span class="sig-name descname"><span class="pre">_repr_html_</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id208" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id225">
+<span class="sig-name descname"><span class="pre">_repr_html_</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id225" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id209">
-<span class="sig-name descname"><span class="pre">__getitem__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id209" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id226">
+<span class="sig-name descname"><span class="pre">__getitem__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id226" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>item</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p>
@@ -9455,8 +10048,8 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id210">
-<span class="sig-name descname"><span class="pre">__setitem__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id210" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id227">
+<span class="sig-name descname"><span class="pre">__setitem__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id227" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
@@ -9468,8 +10061,8 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id211">
-<span class="sig-name descname"><span class="pre">_unset_item</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id211" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id228">
+<span class="sig-name descname"><span class="pre">_unset_item</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id228" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>item</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p>
@@ -9478,8 +10071,8 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id212">
-<span class="sig-name descname"><span class="pre">get</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id212" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id229">
+<span class="sig-name descname"><span class="pre">get</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id229" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
@@ -9491,8 +10084,8 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id213">
-<span class="sig-name descname"><span class="pre">pop</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">NotImplemented</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id213" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id230">
+<span class="sig-name descname"><span class="pre">pop</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">NotImplemented</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id230" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
@@ -9504,16 +10097,16 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id214">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id214" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id231">
+<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id231" title="Link to this definition"></a></dt>
 <dd><p>Standardizes converting an ApiClass to dictionary.
 Keys of response dictionary are converted to camel case.
 This also validates the fields ( type, value, etc ) received in the dictionary.</p>
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id215">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_dict</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id215" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id232">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_dict</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id232" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>input_dict</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>)</p>
@@ -9592,45 +10185,45 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py class">
-<dt class="sig sig-object py" id="id216">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">ApiClass</span></span><a class="headerlink" href="#id216" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id233">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">ApiClass</span></span><a class="headerlink" href="#id233" title="Link to this definition"></a></dt>
 <dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/abc.html#abc.ABC" title="(in Python v3.12)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abc.ABC</span></code></a></p>
 <p>Helper class that provides a standard way to create an ABC using
 inheritance.</p>
 <dl class="py attribute">
-<dt class="sig sig-object py" id="id217">
-<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id217" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id234">
+<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id234" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
-<dt class="sig sig-object py" id="id218">
-<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id218" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id235">
+<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#id235" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id219">
-<span class="sig-name descname"><span class="pre">__post_init__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id219" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id236">
+<span class="sig-name descname"><span class="pre">__post_init__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id236" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id220">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_get_builder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id220" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id237">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_get_builder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id237" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id221">
-<span class="sig-name descname"><span class="pre">__str__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id221" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id238">
+<span class="sig-name descname"><span class="pre">__str__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id238" title="Link to this definition"></a></dt>
 <dd><p>Return str(self).</p>
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id222">
-<span class="sig-name descname"><span class="pre">_repr_html_</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id222" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id239">
+<span class="sig-name descname"><span class="pre">_repr_html_</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#id239" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id223">
-<span class="sig-name descname"><span class="pre">__getitem__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id223" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id240">
+<span class="sig-name descname"><span class="pre">__getitem__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id240" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><p><strong>item</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p>
@@ -9639,8 +10232,8 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id224">
-<span class="sig-name descname"><span class="pre">__setitem__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id224" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="id241">
+<span class="sig-name descname"><span class="pre">__setitem__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#id241" title="Link to this definition"></a></dt>
 <dd><dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
@@ -9652,8 +10245,8 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py method">
-<dt class="sig sig-object py" id="id225">
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+<dt class="sig sig-object py" id="id245">
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+<dt class="sig sig-object py" id="id247">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.</span></span><span class="sig-name descname"><span class="pre">_ApiClassFactory</span></span><a class="headerlink" href="#id247" title="Link to this definition"></a></dt>
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+<dt class="sig sig-object py" id="id248">
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+<dt class="sig sig-object py" id="id249">
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@@ -9883,6 +10476,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 
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 </section>
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-<td><p>Helper class that provides a standard way to create an ABC using</p></td>
-</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.model.TrainingConfig" title="abacusai.api_class.model.TrainingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">TrainingConfig</span></code></a></p></td>
 <td><p>An abstract class for the training config options used to train the model.</p></td>
 </tr>
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-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
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-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
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-<dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/abc.html#abc.ABC" title="(in Python v3.12)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abc.ABC</span></code></a></p>
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-<dd></dd></dl>
-
-<dl class="py attribute">
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-
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-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.api_class.model._ApiClassFactory.from_dict">
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 <dd></dd></dl>
 
+<dl class="py attribute">
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+<dd></dd></dl>
+
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.api_class.model.RegressionTrainingConfig.loss_function">
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+<span class="sig-name descname"><span class="pre">llm_for_ner</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.LLMName" title="abacusai.api_class.enums.LLMName"><span class="pre">abacusai.api_class.enums.LLMName</span></a></em><a class="headerlink" href="#abacusai.api_class.model.NamedEntityExtractionTrainingConfig.llm_for_ner" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">test_split</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.api_class.model.NamedEntityExtractionTrainingConfig.test_split" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">test_row_indicator</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.model.NamedEntityExtractionTrainingConfig.test_row_indicator" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">active_labels_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.api_class.model.NamedEntityExtractionTrainingConfig.active_labels_column" title="Link to this definition"></a></dt>
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+<span class="sig-name descname"><span class="pre">document_format</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../enums/index.html#abacusai.api_class.enums.NLPDocumentFormat" title="abacusai.api_class.enums.NLPDocumentFormat"><span class="pre">abacusai.api_class.enums.NLPDocumentFormat</span></a></em><a class="headerlink" href="#abacusai.api_class.model.NamedEntityExtractionTrainingConfig.document_format" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -2174,6 +2014,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/api_class/monitor/index.html b/docs/autoapi/abacusai/api_class/monitor/index.html
index 537aed708..304754067 100644
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+<li class="toctree-l3 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class</span></code></a><ul class="current">
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       <li><a href="../../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
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-          <li class="breadcrumb-item"><a href="../index.html">abacusai.api_class</a></li>
-      <li class="breadcrumb-item active">abacusai.api_class.monitor</li>
+          <li class="breadcrumb-item"><a href="../../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class</span></code></a></li>
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       <li class="wy-breadcrumbs-aside">
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@@ -95,17 +88,13 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.api_class.monitor">
-<span id="abacusai-api-class-monitor"></span><h1>abacusai.api_class.monitor<a class="headerlink" href="#module-abacusai.api_class.monitor" title="Link to this heading"></a></h1>
+<span id="abacusai-api-class-monitor"></span><h1><a class="reference internal" href="#module-abacusai.api_class.monitor" title="abacusai.api_class.monitor"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class.monitor</span></code></a><a class="headerlink" href="#module-abacusai.api_class.monitor" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
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+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.monitor.ApiClass" title="abacusai.api_class.monitor.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiClass</span></code></a></p></td>
-<td><p>Helper class that provides a standard way to create an ABC using</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.monitor.StdDevThresholdType" title="abacusai.api_class.monitor.StdDevThresholdType"><code class="xref py py-obj docutils literal notranslate"><span class="pre">StdDevThresholdType</span></code></a></p></td>
-<td><p>Generic enumeration.</p></td>
-</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.monitor.TimeWindowConfig" title="abacusai.api_class.monitor.TimeWindowConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">TimeWindowConfig</span></code></a></p></td>
 <td><p>Time Window Configuration</p></td>
 </tr>
@@ -126,148 +115,6 @@ <h2>Classes<a class="headerlink" href="#classes" title="Link to this heading">
 </tr>
 </tbody>
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-<section id="module-contents">
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-<dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/abc.html#abc.ABC" title="(in Python v3.12)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abc.ABC</span></code></a></p>
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-<dd></dd></dl>
-
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-<dd></dd></dl>
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-<dd></dd></dl>
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@@ -366,7 +213,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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 </ul>
 </dd>
@@ -538,6 +385,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
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 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/api_class/monitor_alert/index.html b/docs/autoapi/abacusai/api_class/monitor_alert/index.html
index 344c4c51c..4642b10ea 100644
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   <section id="module-abacusai.api_class.monitor_alert">
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+<span id="abacusai-api-class-monitor-alert"></span><h1><a class="reference internal" href="#module-abacusai.api_class.monitor_alert" title="abacusai.api_class.monitor_alert"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class.monitor_alert</span></code></a><a class="headerlink" href="#module-abacusai.api_class.monitor_alert" title="Link to this heading"></a></h1>
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-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.monitor_alert._ApiClassFactory" title="abacusai.api_class.monitor_alert._ApiClassFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_ApiClassFactory</span></code></a></p></td>
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-</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.monitor_alert.AlertConditionConfig" title="abacusai.api_class.monitor_alert.AlertConditionConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AlertConditionConfig</span></code></a></p></td>
 <td><p>An abstract class for alert condition configs</p></td>
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-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
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-<dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/abc.html#abc.ABC" title="(in Python v3.12)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abc.ABC</span></code></a></p>
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@@ -678,6 +512,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
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-<td><p>Helper class that provides a standard way to create an ABC using</p></td>
-</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.project.FeatureMappingConfig" title="abacusai.api_class.project.FeatureMappingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureMappingConfig</span></code></a></p></td>
 <td><p>Feature mapping configuration for a feature group type.</p></td>
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-<dd></dd></dl>
-
-<dl class="py attribute">
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-<dl class="py method">
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-<dd><dl class="field-list simple">
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-<dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/abc.html#abc.ABC" title="(in Python v3.12)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abc.ABC</span></code></a></p>
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@@ -483,6 +317,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
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diff --git a/docs/autoapi/abacusai/api_class/python_functions/index.html b/docs/autoapi/abacusai/api_class/python_functions/index.html
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@@ -95,141 +88,21 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.api_class.python_functions">
-<span id="abacusai-api-class-python-functions"></span><h1>abacusai.api_class.python_functions<a class="headerlink" href="#module-abacusai.api_class.python_functions" title="Link to this heading"></a></h1>
+<span id="abacusai-api-class-python-functions"></span><h1><a class="reference internal" href="#module-abacusai.api_class.python_functions" title="abacusai.api_class.python_functions"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class.python_functions</span></code></a><a class="headerlink" href="#module-abacusai.api_class.python_functions" title="Link to this heading"></a></h1>
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 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.python_functions.ApiClass" title="abacusai.api_class.python_functions.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiClass</span></code></a></p></td>
-<td><p>Helper class that provides a standard way to create an ABC using</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.python_functions.PythonFunctionArgument" title="abacusai.api_class.python_functions.PythonFunctionArgument"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PythonFunctionArgument</span></code></a></p></td>
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 <td><p>A config class for python function arguments</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.python_functions.OutputVariableMapping" title="abacusai.api_class.python_functions.OutputVariableMapping"><code class="xref py py-obj docutils literal notranslate"><span class="pre">OutputVariableMapping</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_class.python_functions.OutputVariableMapping" title="abacusai.api_class.python_functions.OutputVariableMapping"><code class="xref py py-obj docutils literal notranslate"><span class="pre">OutputVariableMapping</span></code></a></p></td>
 <td><p>A config class for python function arguments</p></td>
 </tr>
 </tbody>
 </table>
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-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.api_class.python_functions.ApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_class.python_functions.</span></span><span class="sig-name descname"><span class="pre">ApiClass</span></span><a class="headerlink" href="#abacusai.api_class.python_functions.ApiClass" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/abc.html#abc.ABC" title="(in Python v3.12)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abc.ABC</span></code></a></p>
-<p>Helper class that provides a standard way to create an ABC using
-inheritance.</p>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.api_class.python_functions.ApiClass._upper_snake_case_keys">
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-<dd></dd></dl>
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-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.api_class.python_functions.ApiClass._support_kwargs">
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-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.api_class.python_functions.ApiClass._get_builder">
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-<dd></dd></dl>
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-<dl class="py method">
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-<dd></dd></dl>
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-<dl class="py method">
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-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
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-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
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-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
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-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
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-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
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@@ -298,6 +171,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
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-          <li class="breadcrumb-item"><a href="../index.html">abacusai.api_class</a></li>
-      <li class="breadcrumb-item active">abacusai.api_class.refresh</li>
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+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class</span></code></a></li>
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+<span id="abacusai-api-class-refresh"></span><h1><a class="reference internal" href="#module-abacusai.api_class.refresh" title="abacusai.api_class.refresh"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class.refresh</span></code></a><a class="headerlink" href="#module-abacusai.api_class.refresh" title="Link to this heading"></a></h1>
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-</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_class.refresh.FeatureGroupExportConfig" title="abacusai.api_class.refresh.FeatureGroupExportConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupExportConfig</span></code></a></p></td>
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-<dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/abc.html#abc.ABC" title="(in Python v3.12)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abc.ABC</span></code></a></p>
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-<dd></dd></dl>
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-<dd><dl class="field-list simple">
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-<dd><p>Standardizes converting an ApiClass to dictionary.
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-<dd><dl class="field-list simple">
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-<dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/abc.html#abc.ABC" title="(in Python v3.12)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abc.ABC</span></code></a></p>
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-<dd></dd></dl>
-
-<dl class="py attribute">
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-<dd></dd></dl>
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-<dl class="py attribute">
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-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.api_class.refresh._ApiClassFactory.from_dict">
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-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
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@@ -415,6 +249,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
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 <li class="toctree-l2 current"><a class="reference internal" href="../index.html#submodules">Submodules</a><ul class="current">
-<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html">abacusai.abacus_api</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
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-      <li class="breadcrumb-item active">abacusai.api_client_utils</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></li>
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@@ -295,19 +288,11 @@
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   <section id="module-abacusai.api_client_utils">
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-<td><p></p></td>
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-</section>
+<span id="abacusai-api-client-utils"></span><h1><a class="reference internal" href="#module-abacusai.api_client_utils" title="abacusai.api_client_utils"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a><a class="headerlink" href="#module-abacusai.api_client_utils" title="Link to this heading"></a></h1>
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 <section id="functions">
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 <table class="autosummary longtable docutils align-default">
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 </table>
 </section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
+<section id="attributes">
+<h3>Attributes<a class="headerlink" href="#attributes" title="Link to this heading"></a></h3>
+<table class="autosummary longtable docutils align-default">
+<tbody>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_client_utils.INVALID_PANDAS_COLUMN_NAME_CHARACTERS" title="abacusai.api_client_utils.INVALID_PANDAS_COLUMN_NAME_CHARACTERS"><code class="xref py py-obj docutils literal notranslate"><span class="pre">INVALID_PANDAS_COLUMN_NAME_CHARACTERS</span></code></a></p></td>
+<td><p></p></td>
+</tr>
+</tbody>
+</table>
 <dl class="py data">
 <dt class="sig sig-object py" id="abacusai.api_client_utils.INVALID_PANDAS_COLUMN_NAME_CHARACTERS">
 <span class="sig-prename descclassname"><span class="pre">abacusai.api_client_utils.</span></span><span class="sig-name descname"><span class="pre">INVALID_PANDAS_COLUMN_NAME_CHARACTERS</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'[^A-Za-z0-9_]'</span></em><a class="headerlink" href="#abacusai.api_client_utils.INVALID_PANDAS_COLUMN_NAME_CHARACTERS" title="Link to this definition"></a></dt>
@@ -599,6 +591,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd><p>Retuns true if the file was copied, false otherwise</p>
 </dd></dl>
 
+</section>
 </section>
 </section>
 
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+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
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@@ -281,8 +276,8 @@
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-      <li class="breadcrumb-item active">abacusai.api_endpoint</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></li>
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             <a href="../../../_sources/autoapi/abacusai/api_endpoint/index.rst.txt" rel="nofollow"> View page source</a>
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@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.api_endpoint">
-<span id="abacusai-api-endpoint"></span><h1>abacusai.api_endpoint<a class="headerlink" href="#module-abacusai.api_endpoint" title="Link to this heading"></a></h1>
+<span id="abacusai-api-endpoint"></span><h1><a class="reference internal" href="#module-abacusai.api_endpoint" title="abacusai.api_endpoint"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a><a class="headerlink" href="#module-abacusai.api_endpoint" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_endpoint.AbstractApiClass" title="abacusai.api_endpoint.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_endpoint.ApiEndpoint" title="abacusai.api_endpoint.ApiEndpoint"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiEndpoint</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_endpoint.ApiEndpoint" title="abacusai.api_endpoint.ApiEndpoint"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiEndpoint</span></code></a></p></td>
 <td><p>An collection of endpoints which can be used to make requests to, such as api calls or predict calls</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.api_endpoint.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_endpoint.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_endpoint.AbstractApiClass" title="Link to this definition"></a></dt>
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-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.api_endpoint.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_endpoint.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.api_endpoint.ApiEndpoint">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_endpoint.</span></span><span class="sig-name descname"><span class="pre">ApiEndpoint</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">apiEndpoint</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictEndpoint</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">proxyEndpoint</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">llmEndpoint</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">externalChatEndpoint</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dashboardEndpoint</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_endpoint.ApiEndpoint" title="Link to this definition"></a></dt>
@@ -365,6 +340,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/api_key/index.html b/docs/autoapi/abacusai/api_key/index.html
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-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.api_key</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/api_key/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.api_key">
-<span id="abacusai-api-key"></span><h1>abacusai.api_key<a class="headerlink" href="#module-abacusai.api_key" title="Link to this heading"></a></h1>
+<span id="abacusai-api-key"></span><h1><a class="reference internal" href="#module-abacusai.api_key" title="abacusai.api_key"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a><a class="headerlink" href="#module-abacusai.api_key" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_key.AbstractApiClass" title="abacusai.api_key.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.api_key.ApiKey" title="abacusai.api_key.ApiKey"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiKey</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.api_key.ApiKey" title="abacusai.api_key.ApiKey"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiKey</span></code></a></p></td>
 <td><p>An API Key to authenticate requests to the Abacus.AI API</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.api_key.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_key.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_key.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.api_key.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_key.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.api_key.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_key.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.api_key.ApiKey">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.api_key.</span></span><span class="sig-name descname"><span class="pre">ApiKey</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">apiKeyId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">apiKey</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tag</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.api_key.ApiKey" title="Link to this definition"></a></dt>
@@ -374,6 +349,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/app_user_group/index.html b/docs/autoapi/abacusai/app_user_group/index.html
index 224169653..a68ee5d01 100644
--- a/docs/autoapi/abacusai/app_user_group/index.html
+++ b/docs/autoapi/abacusai/app_user_group/index.html
@@ -46,222 +46,217 @@
 </div>
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-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.app_user_group</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/app_user_group/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,80 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.app_user_group">
-<span id="abacusai-app-user-group"></span><h1>abacusai.app_user_group<a class="headerlink" href="#module-abacusai.app_user_group" title="Link to this heading"></a></h1>
+<span id="abacusai-app-user-group"></span><h1><a class="reference internal" href="#module-abacusai.app_user_group" title="abacusai.app_user_group"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a><a class="headerlink" href="#module-abacusai.app_user_group" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.app_user_group.AbstractApiClass" title="abacusai.app_user_group.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.app_user_group.User" title="abacusai.app_user_group.User"><code class="xref py py-obj docutils literal notranslate"><span class="pre">User</span></code></a></p></td>
-<td><p>An Abacus.AI User</p></td>
-</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.app_user_group.AppUserGroup" title="abacusai.app_user_group.AppUserGroup"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AppUserGroup</span></code></a></p></td>
 <td><p>An app user group. This is used to determine which users have permissions for external chatbots.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.app_user_group.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.app_user_group.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.app_user_group.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.app_user_group.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.app_user_group.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.app_user_group.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.app_user_group.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.app_user_group.User">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.app_user_group.</span></span><span class="sig-name descname"><span class="pre">User</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">email</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">organizationGroups</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.app_user_group.User" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>An Abacus.AI User</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The User’s name.</p></li>
-<li><p><strong>email</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The User’s primary email address.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The date and time when the user joined Abacus.AI.</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – <cite>ACTIVE</cite> when the user has accepted an invite to join the organization, else <cite>INVITED</cite>.</p></li>
-<li><p><strong>organizationGroups</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.OrganizationGroup" title="abacusai.client.OrganizationGroup"><em>OrganizationGroup</em></a>) – List of Organization Groups this user belongs to.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.app_user_group.User.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.app_user_group.User.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.app_user_group.User.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.app_user_group.User.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.app_user_group.AppUserGroup">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.app_user_group.</span></span><span class="sig-name descname"><span class="pre">AppUserGroup</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">userGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">externalApplicationIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">invitedUserEmails</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">publicUserGroup</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hasExternalApplicationReporting</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">isExternalServiceGroup</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">externalServiceGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">users</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.app_user_group.AppUserGroup" title="Link to this definition"></a></dt>
@@ -384,7 +317,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>hasExternalApplicationReporting</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether users in the App User Group have permission to view all reports in their organization.</p></li>
 <li><p><strong>isExternalServiceGroup</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether the App User Group corresponds to a user group that’s defined in an external service (i.e Microsft Active Directory or Okta) or not</p></li>
 <li><p><strong>externalServiceGroupId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The identifier that corresponds to the app user group’s external service group representation</p></li>
-<li><p><strong>users</strong> (<a class="reference internal" href="#abacusai.app_user_group.User" title="abacusai.app_user_group.User"><em>User</em></a>) – The users in the user group.</p></li>
+<li><p><strong>users</strong> (<a class="reference internal" href="../user/index.html#abacusai.user.User" title="abacusai.user.User"><em>User</em></a>) – The users in the user group.</p></li>
 </ul>
 </dd>
 </dl>
@@ -410,6 +343,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/application_connector/index.html b/docs/autoapi/abacusai/application_connector/index.html
index 486ec2e94..3915a37f6 100644
--- a/docs/autoapi/abacusai/application_connector/index.html
+++ b/docs/autoapi/abacusai/application_connector/index.html
@@ -46,222 +46,217 @@
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
               <ul class="current">
-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
 <li class="toctree-l2 current"><a class="reference internal" href="../index.html#submodules">Submodules</a><ul class="current">
-<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html">abacusai.abacus_api</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent/index.html">abacusai.agent</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html">abacusai.agent_data_document_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html">abacusai.agent_data_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html">abacusai.agent_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html">abacusai.ai_building_task</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html">abacusai.algorithm</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html">abacusai.annotation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html">abacusai.annotation_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html">abacusai.annotation_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html">abacusai.annotation_entry</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html">abacusai.annotations_status</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html">abacusai.api_client_utils</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html">abacusai.api_endpoint</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html">abacusai.api_key</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html">abacusai.app_user_group</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.application_connector</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html">abacusai.batch_prediction</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html">abacusai.batch_prediction_version</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.application_connector</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/application_connector/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.application_connector">
-<span id="abacusai-application-connector"></span><h1>abacusai.application_connector<a class="headerlink" href="#module-abacusai.application_connector" title="Link to this heading"></a></h1>
+<span id="abacusai-application-connector"></span><h1><a class="reference internal" href="#module-abacusai.application_connector" title="abacusai.application_connector"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a><a class="headerlink" href="#module-abacusai.application_connector" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.application_connector.AbstractApiClass" title="abacusai.application_connector.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.application_connector.ApplicationConnector" title="abacusai.application_connector.ApplicationConnector"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApplicationConnector</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.application_connector.ApplicationConnector" title="abacusai.application_connector.ApplicationConnector"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApplicationConnector</span></code></a></p></td>
 <td><p>A connector to an external service</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.application_connector.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.application_connector.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.application_connector.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.application_connector.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.application_connector.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.application_connector.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.application_connector.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.application_connector.ApplicationConnector">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.application_connector.</span></span><span class="sig-name descname"><span class="pre">ApplicationConnector</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">applicationConnectorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">service</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">auth</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.application_connector.ApplicationConnector" title="Link to this definition"></a></dt>
@@ -409,6 +384,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/batch_prediction/index.html b/docs/autoapi/abacusai/batch_prediction/index.html
index e20f3c747..69c8f4299 100644
--- a/docs/autoapi/abacusai/batch_prediction/index.html
+++ b/docs/autoapi/abacusai/batch_prediction/index.html
@@ -46,222 +46,217 @@
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-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
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-      <li class="breadcrumb-item active">abacusai.batch_prediction</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></li>
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@@ -293,408 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.batch_prediction">
-<span id="abacusai-batch-prediction"></span><h1>abacusai.batch_prediction<a class="headerlink" href="#module-abacusai.batch_prediction" title="Link to this heading"></a></h1>
+<span id="abacusai-batch-prediction"></span><h1><a class="reference internal" href="#module-abacusai.batch_prediction" title="abacusai.batch_prediction"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a><a class="headerlink" href="#module-abacusai.batch_prediction" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.batch_prediction.BatchPredictionArgs" title="abacusai.batch_prediction.BatchPredictionArgs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">BatchPredictionArgs</span></code></a></p></td>
-<td><p>An abstract class for Batch Prediction args specific to problem type.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.batch_prediction.BatchPredictionVersion" title="abacusai.batch_prediction.BatchPredictionVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">BatchPredictionVersion</span></code></a></p></td>
-<td><p>Batch Prediction Version</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.batch_prediction.PredictionFeatureGroup" title="abacusai.batch_prediction.PredictionFeatureGroup"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PredictionFeatureGroup</span></code></a></p></td>
-<td><p>Batch Input Feature Group</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.batch_prediction.PredictionInput" title="abacusai.batch_prediction.PredictionInput"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PredictionInput</span></code></a></p></td>
-<td><p>Batch inputs</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.batch_prediction.RefreshSchedule" title="abacusai.batch_prediction.RefreshSchedule"><code class="xref py py-obj docutils literal notranslate"><span class="pre">RefreshSchedule</span></code></a></p></td>
-<td><p>A refresh schedule for an object. Defines when the next version of the object will be created</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.batch_prediction.AbstractApiClass" title="abacusai.batch_prediction.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.batch_prediction.BatchPrediction" title="abacusai.batch_prediction.BatchPrediction"><code class="xref py py-obj docutils literal notranslate"><span class="pre">BatchPrediction</span></code></a></p></td>
 <td><p>Make batch predictions.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.batch_prediction.BatchPredictionArgs">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.batch_prediction.</span></span><span class="sig-name descname"><span class="pre">BatchPredictionArgs</span></span><a class="headerlink" href="#abacusai.batch_prediction.BatchPredictionArgs" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
-<p>An abstract class for Batch Prediction args specific to problem type.</p>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.batch_prediction.BatchPredictionArgs._support_kwargs">
-<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.batch_prediction.BatchPredictionArgs._support_kwargs" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.batch_prediction.BatchPredictionArgs.kwargs">
-<span class="sig-name descname"><span class="pre">kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><span class="pre">dict</span></a></em><a class="headerlink" href="#abacusai.batch_prediction.BatchPredictionArgs.kwargs" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.batch_prediction.BatchPredictionArgs.problem_type">
-<span class="sig-name descname"><span class="pre">problem_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../api_class/enums/index.html#abacusai.api_class.enums.ProblemType" title="abacusai.api_class.enums.ProblemType"><span class="pre">abacusai.api_class.enums.ProblemType</span></a></em><a class="headerlink" href="#abacusai.batch_prediction.BatchPredictionArgs.problem_type" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.batch_prediction.BatchPredictionArgs._get_builder">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_get_builder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.batch_prediction.BatchPredictionArgs._get_builder" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.batch_prediction.BatchPredictionVersion">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.batch_prediction.</span></span><span class="sig-name descname"><span class="pre">BatchPredictionVersion</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batchPredictionVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batchPredictionId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">driftMonitorStatus</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deploymentId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionsStartedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionsCompletedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">databaseOutputError</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">totalPredictions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">failedPredictions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">databaseConnectorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">databaseOutputConfiguration</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fileConnectorOutputLocation</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fileOutputFormat</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">connectorType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">legacyInputLocation</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">driftMonitorError</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">monitorWarnings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">csvInputPrefix</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">csvPredictionPrefix</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">csvExplanationsPrefix</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">databaseOutputTotalWrites</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">databaseOutputFailedWrites</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">outputIncludesMetadata</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">resultInputColumns</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelMonitorVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">algoName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">algorithm</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">outputFeatureGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">outputFeatureGroupVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">outputFeatureGroupTableName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batchPredictionWarnings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bpAcrossVersionsMonitorVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batchPredictionArgsType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batchInputs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">inputFeatureGroups</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">globalPredictionArgs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batchPredictionArgs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.batch_prediction.BatchPredictionVersion" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Batch Prediction Version</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>batchPredictionVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the batch prediction version</p></li>
-<li><p><strong>batchPredictionId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the batch prediction</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The current status of the batch prediction</p></li>
-<li><p><strong>driftMonitorStatus</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The status of the drift monitor for this batch prediction version</p></li>
-<li><p><strong>deploymentId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The deployment used to make the predictions</p></li>
-<li><p><strong>modelId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The model used to make the predictions</p></li>
-<li><p><strong>modelVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The model version used to make the predictions</p></li>
-<li><p><strong>predictionsStartedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Predictions start date and time</p></li>
-<li><p><strong>predictionsCompletedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Predictions completion date and time</p></li>
-<li><p><strong>databaseOutputError</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, there were errors reported by the database connector while writing</p></li>
-<li><p><strong>totalPredictions</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Number of predictions performed in this batch prediction job</p></li>
-<li><p><strong>failedPredictions</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Number of predictions that failed</p></li>
-<li><p><strong>databaseConnectorId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The database connector to write the results to</p></li>
-<li><p><strong>databaseOutputConfiguration</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Contains information about where the batch predictions are written to</p></li>
-<li><p><strong>fileConnectorOutputLocation</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Contains information about where the batch predictions are written to</p></li>
-<li><p><strong>fileOutputFormat</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The format of the batch prediction output (CSV or JSON)</p></li>
-<li><p><strong>connectorType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Null if writing to internal console, else FEATURE_GROUP | FILE_CONNECTOR | DATABASE_CONNECTOR</p></li>
-<li><p><strong>legacyInputLocation</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The location of the input data</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Relevant error if the status is FAILED</p></li>
-<li><p><strong>driftMonitorError</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Error message for the drift monitor of this batch predcition</p></li>
-<li><p><strong>monitorWarnings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Relevant warning if there are issues found in drift or data integrity</p></li>
-<li><p><strong>csvInputPrefix</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A prefix to prepend to the input columns, only applies when output format is CSV</p></li>
-<li><p><strong>csvPredictionPrefix</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A prefix to prepend to the prediction columns, only applies when output format is CSV</p></li>
-<li><p><strong>csvExplanationsPrefix</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A prefix to prepend to the explanation columns, only applies when output format is CSV</p></li>
-<li><p><strong>databaseOutputTotalWrites</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The total number of rows attempted to write (may be less than total_predictions if write mode is UPSERT and multiple rows share the same ID)</p></li>
-<li><p><strong>databaseOutputFailedWrites</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The number of failed writes to the Database Connector</p></li>
-<li><p><strong>outputIncludesMetadata</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, output will contain columns including prediction start time, batch prediction version, and model version</p></li>
-<li><p><strong>resultInputColumns</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – If present, will limit result files or feature groups to only include columns present in this list</p></li>
-<li><p><strong>modelMonitorVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The version of the model monitor</p></li>
-<li><p><strong>algoName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the algorithm used to train the model</p></li>
-<li><p><strong>algorithm</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The algorithm that is currently deployed.</p></li>
-<li><p><strong>outputFeatureGroupId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The Batch Prediction output feature group ID if applicable</p></li>
-<li><p><strong>outputFeatureGroupVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The Batch Prediction output feature group version if applicable</p></li>
-<li><p><strong>outputFeatureGroupTableName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The Batch Prediction output feature group name if applicable</p></li>
-<li><p><strong>batchPredictionWarnings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Relevant warnings if any issues are found</p></li>
-<li><p><strong>bpAcrossVersionsMonitorVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The version of the batch prediction across versions monitor</p></li>
-<li><p><strong>batchPredictionArgsType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of the batch prediction args</p></li>
-<li><p><strong>batchInputs</strong> (<a class="reference internal" href="#abacusai.batch_prediction.PredictionInput" title="abacusai.batch_prediction.PredictionInput"><em>PredictionInput</em></a>) – Inputs to the batch prediction</p></li>
-<li><p><strong>inputFeatureGroups</strong> (<a class="reference internal" href="#abacusai.batch_prediction.PredictionFeatureGroup" title="abacusai.batch_prediction.PredictionFeatureGroup"><em>PredictionFeatureGroup</em></a>) – List of prediction feature groups</p></li>
-<li><p><strong>globalPredictionArgs</strong> (<a class="reference internal" href="#abacusai.batch_prediction.BatchPredictionArgs" title="abacusai.batch_prediction.BatchPredictionArgs"><em>BatchPredictionArgs</em></a>)</p></li>
-<li><p><strong>batchPredictionArgs</strong> (<a class="reference internal" href="#abacusai.batch_prediction.BatchPredictionArgs" title="abacusai.batch_prediction.BatchPredictionArgs"><em>BatchPredictionArgs</em></a>) – Argument(s) passed to every prediction call</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.batch_prediction.BatchPredictionVersion.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.batch_prediction.BatchPredictionVersion.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.batch_prediction.BatchPredictionVersion.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.batch_prediction.BatchPredictionVersion.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.batch_prediction.BatchPredictionVersion.download_batch_prediction_result_chunk">
-<span class="sig-name descname"><span class="pre">download_batch_prediction_result_chunk</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">offset</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">chunk_size</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">10485760</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.batch_prediction.BatchPredictionVersion.download_batch_prediction_result_chunk" title="Link to this definition"></a></dt>
-<dd><p>Returns a stream containing the batch prediction results.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>offset</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The offset to read from.</p></li>
-<li><p><strong>chunk_size</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The maximum amount of data to read.</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.batch_prediction.BatchPredictionVersion.get_batch_prediction_connector_errors">
-<span class="sig-name descname"><span class="pre">get_batch_prediction_connector_errors</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.batch_prediction.BatchPredictionVersion.get_batch_prediction_connector_errors" title="Link to this definition"></a></dt>
-<dd><p>Returns a stream containing the batch prediction database connection write errors, if any writes failed for the specified batch prediction job.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>batch_prediction_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier of the batch prediction job to get the errors for.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.batch_prediction.BatchPredictionVersion.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.batch_prediction.BatchPredictionVersion.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.batch_prediction.BatchPredictionVersion" title="abacusai.batch_prediction.BatchPredictionVersion">BatchPredictionVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.batch_prediction.BatchPredictionVersion.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.batch_prediction.BatchPredictionVersion.describe" title="Link to this definition"></a></dt>
-<dd><p>Describes a Batch Prediction Version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>batch_prediction_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier of the Batch Prediction Version.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The Batch Prediction Version.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.batch_prediction.BatchPredictionVersion" title="abacusai.batch_prediction.BatchPredictionVersion">BatchPredictionVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.batch_prediction.BatchPredictionVersion.get_logs">
-<span class="sig-name descname"><span class="pre">get_logs</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.batch_prediction.BatchPredictionVersion.get_logs" title="Link to this definition"></a></dt>
-<dd><p>Retrieves the batch prediction logs.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>batch_prediction_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique version ID of the batch prediction version.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The logs for the specified batch prediction version.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../batch_prediction_version_logs/index.html#abacusai.batch_prediction_version_logs.BatchPredictionVersionLogs" title="abacusai.batch_prediction_version_logs.BatchPredictionVersionLogs">BatchPredictionVersionLogs</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.batch_prediction.BatchPredictionVersion.download_result_to_file">
-<span class="sig-name descname"><span class="pre">download_result_to_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.batch_prediction.BatchPredictionVersion.download_result_to_file" title="Link to this definition"></a></dt>
-<dd><p>Downloads the batch prediction version in a local file.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>file</strong> (<em>file object</em>) – A file object opened in a binary mode e.g., file=open(‘/tmp/output’, ‘wb’).</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.batch_prediction.BatchPredictionVersion.wait_for_predictions">
-<span class="sig-name descname"><span class="pre">wait_for_predictions</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">86400</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.batch_prediction.BatchPredictionVersion.wait_for_predictions" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until batch prediction version is ready.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.batch_prediction.BatchPredictionVersion.wait_for_drift_monitor">
-<span class="sig-name descname"><span class="pre">wait_for_drift_monitor</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">86400</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.batch_prediction.BatchPredictionVersion.wait_for_drift_monitor" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until batch prediction drift monitor calculations are ready.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.batch_prediction.BatchPredictionVersion.get_status">
-<span class="sig-name descname"><span class="pre">get_status</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">drift_monitor_status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.batch_prediction.BatchPredictionVersion.get_status" title="Link to this definition"></a></dt>
-<dd><p>Gets the status of the batch prediction version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A string describing the status of the batch prediction version, for e.g., pending, complete, etc.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)">str</a></p>
-</dd>
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>drift_monitor_status</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>)</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.batch_prediction.BatchPredictionVersion.load_results_as_pandas">
-<span class="sig-name descname"><span class="pre">load_results_as_pandas</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.batch_prediction.BatchPredictionVersion.load_results_as_pandas" title="Link to this definition"></a></dt>
-<dd><p>Loads the output feature groups into a python pandas dataframe.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A pandas dataframe with annotations and text_snippet columns.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p>DataFrame</p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.batch_prediction.PredictionFeatureGroup">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.batch_prediction.</span></span><span class="sig-name descname"><span class="pre">PredictionFeatureGroup</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">datasetType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">required</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.batch_prediction.PredictionFeatureGroup" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Batch Input Feature Group</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>featureGroupId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the feature group</p></li>
-<li><p><strong>featureGroupVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the feature group version used for predictions</p></li>
-<li><p><strong>datasetType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – dataset type</p></li>
-<li><p><strong>default</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, this feature group is the default feature group in the model</p></li>
-<li><p><strong>required</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, this feature group is required for the batch prediction</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.batch_prediction.PredictionFeatureGroup.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.batch_prediction.PredictionFeatureGroup.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.batch_prediction.PredictionFeatureGroup.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.batch_prediction.PredictionFeatureGroup.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.batch_prediction.PredictionInput">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.batch_prediction.</span></span><span class="sig-name descname"><span class="pre">PredictionInput</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupDatasetIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">datasetIdRemap</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroups</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">datasets</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.batch_prediction.PredictionInput" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Batch inputs</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>featureGroupDatasetIds</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The list of dataset IDs to use as input</p></li>
-<li><p><strong>datasetIdRemap</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Replacement datasets to swap as prediction input</p></li>
-<li><p><strong>featureGroups</strong> (<a class="reference internal" href="#abacusai.batch_prediction.PredictionFeatureGroup" title="abacusai.batch_prediction.PredictionFeatureGroup"><em>PredictionFeatureGroup</em></a>) – List of prediction feature groups</p></li>
-<li><p><strong>datasets</strong> (<a class="reference internal" href="../prediction_dataset/index.html#abacusai.prediction_dataset.PredictionDataset" title="abacusai.prediction_dataset.PredictionDataset"><em>PredictionDataset</em></a>) – List of prediction datasets</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.batch_prediction.PredictionInput.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.batch_prediction.PredictionInput.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.batch_prediction.PredictionInput.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.batch_prediction.PredictionInput.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.batch_prediction.RefreshSchedule">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.batch_prediction.</span></span><span class="sig-name descname"><span class="pre">RefreshSchedule</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refreshPolicyId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nextRunTime</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cron</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refreshType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.batch_prediction.RefreshSchedule" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A refresh schedule for an object. Defines when the next version of the object will be created</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>refreshPolicyId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the refresh policy</p></li>
-<li><p><strong>nextRunTime</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The next run time of the refresh policy. If null, the policy is paused.</p></li>
-<li><p><strong>cron</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A cron-style string that describes the when this refresh policy is to be executed in UTC</p></li>
-<li><p><strong>refreshType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of refresh that will be run</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – An error message for the last pipeline run of a policy</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.batch_prediction.RefreshSchedule.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.batch_prediction.RefreshSchedule.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.batch_prediction.RefreshSchedule.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.batch_prediction.RefreshSchedule.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.batch_prediction.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.batch_prediction.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.batch_prediction.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.batch_prediction.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.batch_prediction.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.batch_prediction.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.batch_prediction.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.batch_prediction.BatchPrediction">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.batch_prediction.</span></span><span class="sig-name descname"><span class="pre">BatchPrediction</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batchPredictionId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deploymentId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fileConnectorOutputLocation</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">databaseConnectorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">databaseOutputConfiguration</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fileOutputFormat</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">connectorType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">legacyInputLocation</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">outputFeatureGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupTableName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">outputFeatureGroupTableName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">summaryFeatureGroupTableName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">csvInputPrefix</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">csvPredictionPrefix</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">csvExplanationsPrefix</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">outputIncludesMetadata</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">resultInputColumns</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelMonitorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bpAcrossVersionsMonitorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">algorithm</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batchPredictionArgsType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batchInputs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">latestBatchPredictionVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refreshSchedules</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">inputFeatureGroups</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">globalPredictionArgs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batchPredictionArgs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.batch_prediction.BatchPrediction" title="Link to this definition"></a></dt>
@@ -728,12 +333,12 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>bpAcrossVersionsMonitorId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The model monitor for this batch prediction across versions.</p></li>
 <li><p><strong>algorithm</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The algorithm that is currently deployed.</p></li>
 <li><p><strong>batchPredictionArgsType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of batch prediction arguments used for this batch prediction.</p></li>
-<li><p><strong>batchInputs</strong> (<a class="reference internal" href="#abacusai.batch_prediction.PredictionInput" title="abacusai.batch_prediction.PredictionInput"><em>PredictionInput</em></a>) – Inputs to the batch prediction.</p></li>
-<li><p><strong>latestBatchPredictionVersion</strong> (<a class="reference internal" href="#abacusai.batch_prediction.BatchPredictionVersion" title="abacusai.batch_prediction.BatchPredictionVersion"><em>BatchPredictionVersion</em></a>) – The latest batch prediction version.</p></li>
-<li><p><strong>refreshSchedules</strong> (<a class="reference internal" href="#abacusai.batch_prediction.RefreshSchedule" title="abacusai.batch_prediction.RefreshSchedule"><em>RefreshSchedule</em></a>) – List of refresh schedules that dictate the next time the batch prediction will be run.</p></li>
-<li><p><strong>inputFeatureGroups</strong> (<a class="reference internal" href="#abacusai.batch_prediction.PredictionFeatureGroup" title="abacusai.batch_prediction.PredictionFeatureGroup"><em>PredictionFeatureGroup</em></a>) – List of prediction feature groups.</p></li>
-<li><p><strong>globalPredictionArgs</strong> (<a class="reference internal" href="#abacusai.batch_prediction.BatchPredictionArgs" title="abacusai.batch_prediction.BatchPredictionArgs"><em>BatchPredictionArgs</em></a>)</p></li>
-<li><p><strong>batchPredictionArgs</strong> (<a class="reference internal" href="#abacusai.batch_prediction.BatchPredictionArgs" title="abacusai.batch_prediction.BatchPredictionArgs"><em>BatchPredictionArgs</em></a>) – Argument(s) passed to every prediction call.</p></li>
+<li><p><strong>batchInputs</strong> (<a class="reference internal" href="../prediction_input/index.html#abacusai.prediction_input.PredictionInput" title="abacusai.prediction_input.PredictionInput"><em>PredictionInput</em></a>) – Inputs to the batch prediction.</p></li>
+<li><p><strong>latestBatchPredictionVersion</strong> (<a class="reference internal" href="../batch_prediction_version/index.html#abacusai.batch_prediction_version.BatchPredictionVersion" title="abacusai.batch_prediction_version.BatchPredictionVersion"><em>BatchPredictionVersion</em></a>) – The latest batch prediction version.</p></li>
+<li><p><strong>refreshSchedules</strong> (<a class="reference internal" href="../refresh_schedule/index.html#abacusai.refresh_schedule.RefreshSchedule" title="abacusai.refresh_schedule.RefreshSchedule"><em>RefreshSchedule</em></a>) – List of refresh schedules that dictate the next time the batch prediction will be run.</p></li>
+<li><p><strong>inputFeatureGroups</strong> (<a class="reference internal" href="../prediction_feature_group/index.html#abacusai.prediction_feature_group.PredictionFeatureGroup" title="abacusai.prediction_feature_group.PredictionFeatureGroup"><em>PredictionFeatureGroup</em></a>) – List of prediction feature groups.</p></li>
+<li><p><strong>globalPredictionArgs</strong> (<a class="reference internal" href="../api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.BatchPredictionArgs" title="abacusai.api_class.batch_prediction.BatchPredictionArgs"><em>BatchPredictionArgs</em></a>)</p></li>
+<li><p><strong>batchPredictionArgs</strong> (<a class="reference internal" href="../api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.BatchPredictionArgs" title="abacusai.api_class.batch_prediction.BatchPredictionArgs"><em>BatchPredictionArgs</em></a>) – Argument(s) passed to every prediction call.</p></li>
 </ul>
 </dd>
 </dl>
@@ -769,7 +374,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The batch prediction version started by this method call.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.batch_prediction.BatchPredictionVersion" title="abacusai.batch_prediction.BatchPredictionVersion">BatchPredictionVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../batch_prediction_version/index.html#abacusai.batch_prediction_version.BatchPredictionVersion" title="abacusai.batch_prediction_version.BatchPredictionVersion">BatchPredictionVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -820,7 +425,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>List of batch prediction versions.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.batch_prediction.BatchPredictionVersion" title="abacusai.batch_prediction.BatchPredictionVersion">BatchPredictionVersion</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../batch_prediction_version/index.html#abacusai.batch_prediction_version.BatchPredictionVersion" title="abacusai.batch_prediction_version.BatchPredictionVersion">BatchPredictionVersion</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -833,7 +438,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>deployment_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique identifier of the deployment.</p></li>
-<li><p><strong>batch_prediction_args</strong> (<a class="reference internal" href="#abacusai.batch_prediction.BatchPredictionArgs" title="abacusai.batch_prediction.BatchPredictionArgs"><em>BatchPredictionArgs</em></a>) – Batch Prediction args specific to problem type.</p></li>
+<li><p><strong>batch_prediction_args</strong> (<a class="reference internal" href="../api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.BatchPredictionArgs" title="abacusai.api_class.batch_prediction.BatchPredictionArgs"><em>BatchPredictionArgs</em></a>) – Batch Prediction args specific to problem type.</p></li>
 <li><p><strong>output_format</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If specified, sets the format of the batch prediction output (CSV or JSON).</p></li>
 <li><p><strong>csv_input_prefix</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Prefix to prepend to the input columns, only applies when output format is CSV.</p></li>
 <li><p><strong>csv_prediction_prefix</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Prefix to prepend to the prediction columns, only applies when output format is CSV.</p></li>
@@ -1024,7 +629,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The refresh policy object.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.RefreshPolicy" title="abacusai.client.RefreshPolicy">RefreshPolicy</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../refresh_policy/index.html#abacusai.refresh_policy.RefreshPolicy" title="abacusai.refresh_policy.RefreshPolicy">RefreshPolicy</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -1038,7 +643,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-odd"><p>A list of refresh policy objects.</p>
 </dd>
 <dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p>List[<a class="reference internal" href="../client/index.html#abacusai.client.RefreshPolicy" title="abacusai.client.RefreshPolicy">RefreshPolicy</a>]</p>
+<dd class="field-even"><p>List[<a class="reference internal" href="../refresh_policy/index.html#abacusai.refresh_policy.RefreshPolicy" title="abacusai.refresh_policy.RefreshPolicy">RefreshPolicy</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -1052,7 +657,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-odd"><p>A feature group object.</p>
 </dd>
 <dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="../client/index.html#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-even"><p><a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -1073,6 +678,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/batch_prediction_version/index.html b/docs/autoapi/abacusai/batch_prediction_version/index.html
index 51d27a806..40c13736a 100644
--- a/docs/autoapi/abacusai/batch_prediction_version/index.html
+++ b/docs/autoapi/abacusai/batch_prediction_version/index.html
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+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
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-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
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-      <li class="breadcrumb-item active">abacusai.batch_prediction_version</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></li>
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@@ -293,277 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.batch_prediction_version">
-<span id="abacusai-batch-prediction-version"></span><h1>abacusai.batch_prediction_version<a class="headerlink" href="#module-abacusai.batch_prediction_version" title="Link to this heading"></a></h1>
+<span id="abacusai-batch-prediction-version"></span><h1><a class="reference internal" href="#module-abacusai.batch_prediction_version" title="abacusai.batch_prediction_version"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a><a class="headerlink" href="#module-abacusai.batch_prediction_version" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.batch_prediction_version.BatchPredictionArgs" title="abacusai.batch_prediction_version.BatchPredictionArgs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">BatchPredictionArgs</span></code></a></p></td>
-<td><p>An abstract class for Batch Prediction args specific to problem type.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.batch_prediction_version.FileFormat" title="abacusai.batch_prediction_version.FileFormat"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FileFormat</span></code></a></p></td>
-<td><p>Generic enumeration.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.batch_prediction_version.PredictionFeatureGroup" title="abacusai.batch_prediction_version.PredictionFeatureGroup"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PredictionFeatureGroup</span></code></a></p></td>
-<td><p>Batch Input Feature Group</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.batch_prediction_version.PredictionInput" title="abacusai.batch_prediction_version.PredictionInput"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PredictionInput</span></code></a></p></td>
-<td><p>Batch inputs</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.batch_prediction_version.AbstractApiClass" title="abacusai.batch_prediction_version.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.batch_prediction_version.BatchPredictionVersion" title="abacusai.batch_prediction_version.BatchPredictionVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">BatchPredictionVersion</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.batch_prediction_version.BatchPredictionVersion" title="abacusai.batch_prediction_version.BatchPredictionVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">BatchPredictionVersion</span></code></a></p></td>
 <td><p>Batch Prediction Version</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.batch_prediction_version.BatchPredictionArgs">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.batch_prediction_version.</span></span><span class="sig-name descname"><span class="pre">BatchPredictionArgs</span></span><a class="headerlink" href="#abacusai.batch_prediction_version.BatchPredictionArgs" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
-<p>An abstract class for Batch Prediction args specific to problem type.</p>
-<dl class="py attribute">
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-<dd></dd></dl>
-
-<dl class="py attribute">
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-<dd></dd></dl>
-
-<dl class="py attribute">
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-<dd></dd></dl>
-
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-<dd></dd></dl>
-
-</dd></dl>
-
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-<dt class="sig sig-object py" id="abacusai.batch_prediction_version.FileFormat">
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-<dd><p>Bases: <code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiEnum</span></code></p>
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-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.batch_prediction_version.FileFormat.PPT">
-<span class="sig-name descname"><span class="pre">PPT</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'PPT'</span></em><a class="headerlink" href="#abacusai.batch_prediction_version.FileFormat.PPT" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.batch_prediction_version.FileFormat.HTML">
-<span class="sig-name descname"><span class="pre">HTML</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'HTML'</span></em><a class="headerlink" href="#abacusai.batch_prediction_version.FileFormat.HTML" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.batch_prediction_version.FileFormat.TXT">
-<span class="sig-name descname"><span class="pre">TXT</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'txt'</span></em><a class="headerlink" href="#abacusai.batch_prediction_version.FileFormat.TXT" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.batch_prediction_version.PredictionFeatureGroup">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.batch_prediction_version.</span></span><span class="sig-name descname"><span class="pre">PredictionFeatureGroup</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">datasetType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">required</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.batch_prediction_version.PredictionFeatureGroup" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Batch Input Feature Group</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>featureGroupId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the feature group</p></li>
-<li><p><strong>featureGroupVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the feature group version used for predictions</p></li>
-<li><p><strong>datasetType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – dataset type</p></li>
-<li><p><strong>default</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, this feature group is the default feature group in the model</p></li>
-<li><p><strong>required</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, this feature group is required for the batch prediction</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.batch_prediction_version.PredictionFeatureGroup.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.batch_prediction_version.PredictionFeatureGroup.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.batch_prediction_version.PredictionFeatureGroup.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.batch_prediction_version.PredictionFeatureGroup.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.batch_prediction_version.PredictionInput">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.batch_prediction_version.</span></span><span class="sig-name descname"><span class="pre">PredictionInput</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupDatasetIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">datasetIdRemap</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroups</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">datasets</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.batch_prediction_version.PredictionInput" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Batch inputs</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>featureGroupDatasetIds</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The list of dataset IDs to use as input</p></li>
-<li><p><strong>datasetIdRemap</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Replacement datasets to swap as prediction input</p></li>
-<li><p><strong>featureGroups</strong> (<a class="reference internal" href="#abacusai.batch_prediction_version.PredictionFeatureGroup" title="abacusai.batch_prediction_version.PredictionFeatureGroup"><em>PredictionFeatureGroup</em></a>) – List of prediction feature groups</p></li>
-<li><p><strong>datasets</strong> (<a class="reference internal" href="../prediction_dataset/index.html#abacusai.prediction_dataset.PredictionDataset" title="abacusai.prediction_dataset.PredictionDataset"><em>PredictionDataset</em></a>) – List of prediction datasets</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.batch_prediction_version.PredictionInput.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.batch_prediction_version.PredictionInput.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.batch_prediction_version.PredictionInput.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.batch_prediction_version.PredictionInput.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.batch_prediction_version.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.batch_prediction_version.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.batch_prediction_version.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.batch_prediction_version.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.batch_prediction_version.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.batch_prediction_version.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.batch_prediction_version.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.batch_prediction_version.BatchPredictionVersion">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.batch_prediction_version.</span></span><span class="sig-name descname"><span class="pre">BatchPredictionVersion</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batchPredictionVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batchPredictionId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">driftMonitorStatus</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deploymentId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionsStartedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionsCompletedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">databaseOutputError</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">totalPredictions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">failedPredictions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">databaseConnectorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">databaseOutputConfiguration</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fileConnectorOutputLocation</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fileOutputFormat</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">connectorType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">legacyInputLocation</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">driftMonitorError</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">monitorWarnings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">csvInputPrefix</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">csvPredictionPrefix</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">csvExplanationsPrefix</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">databaseOutputTotalWrites</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">databaseOutputFailedWrites</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">outputIncludesMetadata</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">resultInputColumns</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelMonitorVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">algoName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">algorithm</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">outputFeatureGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">outputFeatureGroupVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">outputFeatureGroupTableName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batchPredictionWarnings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bpAcrossVersionsMonitorVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batchPredictionArgsType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batchInputs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">inputFeatureGroups</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">globalPredictionArgs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batchPredictionArgs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.batch_prediction_version.BatchPredictionVersion" title="Link to this definition"></a></dt>
@@ -610,10 +346,10 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>batchPredictionWarnings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Relevant warnings if any issues are found</p></li>
 <li><p><strong>bpAcrossVersionsMonitorVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The version of the batch prediction across versions monitor</p></li>
 <li><p><strong>batchPredictionArgsType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of the batch prediction args</p></li>
-<li><p><strong>batchInputs</strong> (<a class="reference internal" href="#abacusai.batch_prediction_version.PredictionInput" title="abacusai.batch_prediction_version.PredictionInput"><em>PredictionInput</em></a>) – Inputs to the batch prediction</p></li>
-<li><p><strong>inputFeatureGroups</strong> (<a class="reference internal" href="#abacusai.batch_prediction_version.PredictionFeatureGroup" title="abacusai.batch_prediction_version.PredictionFeatureGroup"><em>PredictionFeatureGroup</em></a>) – List of prediction feature groups</p></li>
-<li><p><strong>globalPredictionArgs</strong> (<a class="reference internal" href="#abacusai.batch_prediction_version.BatchPredictionArgs" title="abacusai.batch_prediction_version.BatchPredictionArgs"><em>BatchPredictionArgs</em></a>)</p></li>
-<li><p><strong>batchPredictionArgs</strong> (<a class="reference internal" href="#abacusai.batch_prediction_version.BatchPredictionArgs" title="abacusai.batch_prediction_version.BatchPredictionArgs"><em>BatchPredictionArgs</em></a>) – Argument(s) passed to every prediction call</p></li>
+<li><p><strong>batchInputs</strong> (<a class="reference internal" href="../prediction_input/index.html#abacusai.prediction_input.PredictionInput" title="abacusai.prediction_input.PredictionInput"><em>PredictionInput</em></a>) – Inputs to the batch prediction</p></li>
+<li><p><strong>inputFeatureGroups</strong> (<a class="reference internal" href="../prediction_feature_group/index.html#abacusai.prediction_feature_group.PredictionFeatureGroup" title="abacusai.prediction_feature_group.PredictionFeatureGroup"><em>PredictionFeatureGroup</em></a>) – List of prediction feature groups</p></li>
+<li><p><strong>globalPredictionArgs</strong> (<a class="reference internal" href="../api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.BatchPredictionArgs" title="abacusai.api_class.batch_prediction.BatchPredictionArgs"><em>BatchPredictionArgs</em></a>)</p></li>
+<li><p><strong>batchPredictionArgs</strong> (<a class="reference internal" href="../api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.BatchPredictionArgs" title="abacusai.api_class.batch_prediction.BatchPredictionArgs"><em>BatchPredictionArgs</em></a>) – Argument(s) passed to every prediction call</p></li>
 </ul>
 </dd>
 </dl>
@@ -776,6 +512,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
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-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
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-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.batch_prediction_version_logs</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
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@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.batch_prediction_version_logs">
-<span id="abacusai-batch-prediction-version-logs"></span><h1>abacusai.batch_prediction_version_logs<a class="headerlink" href="#module-abacusai.batch_prediction_version_logs" title="Link to this heading"></a></h1>
+<span id="abacusai-batch-prediction-version-logs"></span><h1><a class="reference internal" href="#module-abacusai.batch_prediction_version_logs" title="abacusai.batch_prediction_version_logs"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a><a class="headerlink" href="#module-abacusai.batch_prediction_version_logs" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
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 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.batch_prediction_version_logs.AbstractApiClass" title="abacusai.batch_prediction_version_logs.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.batch_prediction_version_logs.BatchPredictionVersionLogs" title="abacusai.batch_prediction_version_logs.BatchPredictionVersionLogs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">BatchPredictionVersionLogs</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.batch_prediction_version_logs.BatchPredictionVersionLogs" title="abacusai.batch_prediction_version_logs.BatchPredictionVersionLogs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">BatchPredictionVersionLogs</span></code></a></p></td>
 <td><p>Logs from batch prediction version.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
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-<dt class="sig sig-object py" id="abacusai.batch_prediction_version_logs.AbstractApiClass">
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-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.batch_prediction_version_logs.AbstractApiClass._get_attribute_as_dict">
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-<dd></dd></dl>
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-</dd></dl>
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 <dl class="py class">
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@@ -361,6 +336,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
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+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
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@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
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-      <li class="breadcrumb-item active">abacusai.categorical_range_violation</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></li>
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@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.categorical_range_violation">
-<span id="abacusai-categorical-range-violation"></span><h1>abacusai.categorical_range_violation<a class="headerlink" href="#module-abacusai.categorical_range_violation" title="Link to this heading"></a></h1>
+<span id="abacusai-categorical-range-violation"></span><h1><a class="reference internal" href="#module-abacusai.categorical_range_violation" title="abacusai.categorical_range_violation"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a><a class="headerlink" href="#module-abacusai.categorical_range_violation" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.categorical_range_violation.AbstractApiClass" title="abacusai.categorical_range_violation.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.categorical_range_violation.CategoricalRangeViolation" title="abacusai.categorical_range_violation.CategoricalRangeViolation"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CategoricalRangeViolation</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.categorical_range_violation.CategoricalRangeViolation" title="abacusai.categorical_range_violation.CategoricalRangeViolation"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CategoricalRangeViolation</span></code></a></p></td>
 <td><p>Summary of important range mismatches for a numerical feature discovered by a model monitoring instance</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.categorical_range_violation.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.categorical_range_violation.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.categorical_range_violation.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.categorical_range_violation.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.categorical_range_violation.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.categorical_range_violation.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.categorical_range_violation.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.categorical_range_violation.CategoricalRangeViolation">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.categorical_range_violation.</span></span><span class="sig-name descname"><span class="pre">CategoricalRangeViolation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mostCommonValues</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">freqOutsideTrainingRange</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.categorical_range_violation.CategoricalRangeViolation" title="Link to this definition"></a></dt>
@@ -362,6 +337,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
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index 3269e60bf..d0cd42eaa 100644
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+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a><ul>
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-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.chat_message</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/chat_message/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,41 +288,21 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.chat_message">
-<span id="abacusai-chat-message"></span><h1>abacusai.chat_message<a class="headerlink" href="#module-abacusai.chat_message" title="Link to this heading"></a></h1>
+<span id="abacusai-chat-message"></span><h1><a class="reference internal" href="#module-abacusai.chat_message" title="abacusai.chat_message"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a><a class="headerlink" href="#module-abacusai.chat_message" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.chat_message.AbstractApiClass" title="abacusai.chat_message.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.chat_message.ChatMessage" title="abacusai.chat_message.ChatMessage"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ChatMessage</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.chat_message.ChatMessage" title="abacusai.chat_message.ChatMessage"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ChatMessage</span></code></a></p></td>
 <td><p>A single chat message with Abacus Chat.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.chat_message.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.chat_message.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.chat_message.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.chat_message.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.chat_message.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.chat_message.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.chat_message.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.chat_message.ChatMessage">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.chat_message.</span></span><span class="sig-name descname"><span class="pre">ChatMessage</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">role</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">text</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">timestamp</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">isUseful</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feedback</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">docIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hotkeyTitle</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tasks</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.chat_message.ChatMessage" title="Link to this definition"></a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.chat_message.</span></span><span class="sig-name descname"><span class="pre">ChatMessage</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">role</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">text</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">timestamp</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">isUseful</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feedback</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">docIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hotkeyTitle</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tasks</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">keywordArguments</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.chat_message.ChatMessage" title="Link to this definition"></a></dt>
 <dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
 <p>A single chat message with Abacus Chat.</p>
 <dl class="field-list simple">
@@ -342,6 +317,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>docIds</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – A list of IDs of the uploaded document if the message has</p></li>
 <li><p><strong>hotkeyTitle</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The title of the hotkey prompt if the message has one</p></li>
 <li><p><strong>tasks</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – The list of spawned tasks, if the message was broken down into smaller sub-tasks.</p></li>
+<li><p><strong>keywordArguments</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – A dict of kwargs used to generate the response.</p></li>
 </ul>
 </dd>
 </dl>
@@ -367,6 +343,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/chat_session/index.html b/docs/autoapi/abacusai/chat_session/index.html
index 3c7865b3a..6f3da74e9 100644
--- a/docs/autoapi/abacusai/chat_session/index.html
+++ b/docs/autoapi/abacusai/chat_session/index.html
@@ -46,222 +46,217 @@
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
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 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a><ul>
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+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.chat_session</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/chat_session/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,122 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.chat_session">
-<span id="abacusai-chat-session"></span><h1>abacusai.chat_session<a class="headerlink" href="#module-abacusai.chat_session" title="Link to this heading"></a></h1>
+<span id="abacusai-chat-session"></span><h1><a class="reference internal" href="#module-abacusai.chat_session" title="abacusai.chat_session"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a><a class="headerlink" href="#module-abacusai.chat_session" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.chat_session.AiBuildingTask" title="abacusai.chat_session.AiBuildingTask"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AiBuildingTask</span></code></a></p></td>
-<td><p>A task for Data Science Co-pilot to help build AI.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.chat_session.ChatMessage" title="abacusai.chat_session.ChatMessage"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ChatMessage</span></code></a></p></td>
-<td><p>A single chat message with Abacus Chat.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.chat_session.AbstractApiClass" title="abacusai.chat_session.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.chat_session.ChatSession" title="abacusai.chat_session.ChatSession"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ChatSession</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.chat_session.ChatSession" title="abacusai.chat_session.ChatSession"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ChatSession</span></code></a></p></td>
 <td><p>A chat session with Abacus Data Science Co-pilot.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.chat_session.AiBuildingTask">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.chat_session.</span></span><span class="sig-name descname"><span class="pre">AiBuildingTask</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">task</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">taskType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.chat_session.AiBuildingTask" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A task for Data Science Co-pilot to help build AI.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>task</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The task to be performed</p></li>
-<li><p><strong>taskType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of task</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.chat_session.AiBuildingTask.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.chat_session.AiBuildingTask.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.chat_session.AiBuildingTask.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.chat_session.AiBuildingTask.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.chat_session.ChatMessage">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.chat_session.</span></span><span class="sig-name descname"><span class="pre">ChatMessage</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">role</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">text</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">timestamp</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">isUseful</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feedback</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">docIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hotkeyTitle</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tasks</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.chat_session.ChatMessage" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A single chat message with Abacus Chat.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>role</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The role of the message sender</p></li>
-<li><p><strong>text</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a><em>]</em>) – A list of text segments for the message</p></li>
-<li><p><strong>timestamp</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The timestamp at which the message was sent</p></li>
-<li><p><strong>isUseful</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether this message was marked as useful or not</p></li>
-<li><p><strong>feedback</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The feedback provided for the message</p></li>
-<li><p><strong>docIds</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – A list of IDs of the uploaded document if the message has</p></li>
-<li><p><strong>hotkeyTitle</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The title of the hotkey prompt if the message has one</p></li>
-<li><p><strong>tasks</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – The list of spawned tasks, if the message was broken down into smaller sub-tasks.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.chat_session.ChatMessage.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.chat_session.ChatMessage.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.chat_session.ChatMessage.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.chat_session.ChatMessage.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.chat_session.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.chat_session.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.chat_session.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.chat_session.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.chat_session.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.chat_session.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.chat_session.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.chat_session.ChatSession">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.chat_session.</span></span><span class="sig-name descname"><span class="pre">ChatSession</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">answer</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">chatSessionId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">projectId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">aiBuildingInProgress</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">notification</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">whiteboard</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">chatHistory</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nextAiBuildingTask</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.chat_session.ChatSession" title="Link to this definition"></a></dt>
@@ -427,8 +318,8 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>aiBuildingInProgress</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether the AI building is in progress or not</p></li>
 <li><p><strong>notification</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A warn/info message about the chat session. For example, a suggestion to create a new session if the current one is too old</p></li>
 <li><p><strong>whiteboard</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A set of whiteboard notes associated with the chat session</p></li>
-<li><p><strong>chatHistory</strong> (<a class="reference internal" href="#abacusai.chat_session.ChatMessage" title="abacusai.chat_session.ChatMessage"><em>ChatMessage</em></a>) – The chat history for the conversation</p></li>
-<li><p><strong>nextAiBuildingTask</strong> (<a class="reference internal" href="#abacusai.chat_session.AiBuildingTask" title="abacusai.chat_session.AiBuildingTask"><em>AiBuildingTask</em></a>) – The next AI building task for the chat session</p></li>
+<li><p><strong>chatHistory</strong> (<a class="reference internal" href="../chat_message/index.html#abacusai.chat_message.ChatMessage" title="abacusai.chat_message.ChatMessage"><em>ChatMessage</em></a>) – The chat history for the conversation</p></li>
+<li><p><strong>nextAiBuildingTask</strong> (<a class="reference internal" href="../ai_building_task/index.html#abacusai.ai_building_task.AiBuildingTask" title="abacusai.ai_building_task.AiBuildingTask"><em>AiBuildingTask</em></a>) – The next AI building task for the chat session</p></li>
 </ul>
 </dd>
 </dl>
@@ -504,6 +395,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/client/index.html b/docs/autoapi/abacusai/client/index.html
index a66fde96d..d720882a6 100644
--- a/docs/autoapi/abacusai/client/index.html
+++ b/docs/autoapi/abacusai/client/index.html
@@ -46,225 +46,217 @@
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 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a><ul>
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+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -284,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
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-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.client</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></li>
       <li class="wy-breadcrumbs-aside">
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@@ -296,15250 +288,77 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.client">
-<span id="abacusai-client"></span><h1>abacusai.client<a class="headerlink" href="#module-abacusai.client" title="Link to this heading"></a></h1>
-<section id="attributes">
-<h2>Attributes<a class="headerlink" href="#attributes" title="Link to this heading"></a></h2>
-<table class="autosummary longtable docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.INVALID_PANDAS_COLUMN_NAME_CHARACTERS" title="abacusai.client.INVALID_PANDAS_COLUMN_NAME_CHARACTERS"><code class="xref py py-obj docutils literal notranslate"><span class="pre">INVALID_PANDAS_COLUMN_NAME_CHARACTERS</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.DEFAULT_SERVER" title="abacusai.client.DEFAULT_SERVER"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DEFAULT_SERVER</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client._request_context" title="abacusai.client._request_context"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_request_context</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client._cached_endpoints" title="abacusai.client._cached_endpoints"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_cached_endpoints</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-</tbody>
-</table>
-</section>
-<section id="exceptions">
-<h2>Exceptions<a class="headerlink" href="#exceptions" title="Link to this heading"></a></h2>
-<table class="autosummary longtable docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.ApiException" title="abacusai.client.ApiException"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiException</span></code></a></p></td>
-<td><p>Default ApiException raised by APIs</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.MissingParameterError" title="abacusai.client.MissingParameterError"><code class="xref py py-obj docutils literal notranslate"><span class="pre">MissingParameterError</span></code></a></p></td>
-<td><p>Missing parameter error raised by APIs. This is usually raised when a required parameter is missing in the request.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.InvalidParameterError" title="abacusai.client.InvalidParameterError"><code class="xref py py-obj docutils literal notranslate"><span class="pre">InvalidParameterError</span></code></a></p></td>
-<td><p>Raised when an invalid parameter is provided.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.InvalidEnumParameterError" title="abacusai.client.InvalidEnumParameterError"><code class="xref py py-obj docutils literal notranslate"><span class="pre">InvalidEnumParameterError</span></code></a></p></td>
-<td><p>Raised when an invalid enumeration parameter is provided.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.PaymentMethodRequired" title="abacusai.client.PaymentMethodRequired"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PaymentMethodRequired</span></code></a></p></td>
-<td><p>Raised when a payment method is required.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.InvalidRequest" title="abacusai.client.InvalidRequest"><code class="xref py py-obj docutils literal notranslate"><span class="pre">InvalidRequest</span></code></a></p></td>
-<td><p>Invalid request error raised by APIs. This is usually raised when the request is invalid or malformed.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.GenericPermissionDeniedError" title="abacusai.client.GenericPermissionDeniedError"><code class="xref py py-obj docutils literal notranslate"><span class="pre">GenericPermissionDeniedError</span></code></a></p></td>
-<td><p>Generic permission denied error raised by APIs. This is usually raised when permission is denied.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.PermissionDeniedError" title="abacusai.client.PermissionDeniedError"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PermissionDeniedError</span></code></a></p></td>
-<td><p>Permission denied error raised by APIs. This is usually raised when a specific operation is not permitted.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.PaidPlanRequired" title="abacusai.client.PaidPlanRequired"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PaidPlanRequired</span></code></a></p></td>
-<td><p>Paid plan required error raised by APIs. This is usually raised when a paid plan is required for an operation.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.Generic404Error" title="abacusai.client.Generic404Error"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Generic404Error</span></code></a></p></td>
-<td><p>Generic 404 error raised by APIs. This is usually raised when a resource is not found.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.DataNotFoundError" title="abacusai.client.DataNotFoundError"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataNotFoundError</span></code></a></p></td>
-<td><p>Data not found error raised by APIs. This is usually raised when specific data is not found.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.MethodNotAllowed" title="abacusai.client.MethodNotAllowed"><code class="xref py py-obj docutils literal notranslate"><span class="pre">MethodNotAllowed</span></code></a></p></td>
-<td><p>Method not allowed error raised by APIs. This is usually raised when a specific http method is not allowed for a resource.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.RequestTimeoutError" title="abacusai.client.RequestTimeoutError"><code class="xref py py-obj docutils literal notranslate"><span class="pre">RequestTimeoutError</span></code></a></p></td>
-<td><p>Exception raised when a timeout occurs during API request.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.ConflictError" title="abacusai.client.ConflictError"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ConflictError</span></code></a></p></td>
-<td><p>Exception raised when a conflict occurs during API request.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.AlreadyExistsError" title="abacusai.client.AlreadyExistsError"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AlreadyExistsError</span></code></a></p></td>
-<td><p>Exception raised when the entity being created already exists.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.NotReadyError" title="abacusai.client.NotReadyError"><code class="xref py py-obj docutils literal notranslate"><span class="pre">NotReadyError</span></code></a></p></td>
-<td><p>Not ready exception raised by APIs. This is usually raised when the operation requested is not ready.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.FailedDependencyError" title="abacusai.client.FailedDependencyError"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FailedDependencyError</span></code></a></p></td>
-<td><p>Failed dependency exception raised by APIs. This is usually raised when the operation failed due to a dependency error.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.TooManyRequestsError" title="abacusai.client.TooManyRequestsError"><code class="xref py py-obj docutils literal notranslate"><span class="pre">TooManyRequestsError</span></code></a></p></td>
-<td><p>Too many requests exception raised by APIs. This is usually raised when the rate limit for requests has been exceeded.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.InstanceNotModifiedError" title="abacusai.client.InstanceNotModifiedError"><code class="xref py py-obj docutils literal notranslate"><span class="pre">InstanceNotModifiedError</span></code></a></p></td>
-<td><p>InstanceNotModifiedError exception raised by APIs. This is usually raised when an instance is not modified.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.GatewayTimeoutError" title="abacusai.client.GatewayTimeoutError"><code class="xref py py-obj docutils literal notranslate"><span class="pre">GatewayTimeoutError</span></code></a></p></td>
-<td><p>Gateway timeout error raised by APIs. This is usually raised when a request</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.InternalServerError" title="abacusai.client.InternalServerError"><code class="xref py py-obj docutils literal notranslate"><span class="pre">InternalServerError</span></code></a></p></td>
-<td><p>Internal server error raised by APIs. This is usually raised when the server</p></td>
-</tr>
-</tbody>
-</table>
-</section>
-<section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
-<table class="autosummary longtable docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.AbacusApi" title="abacusai.client.AbacusApi"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbacusApi</span></code></a></p></td>
-<td><p>An Abacus API.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.Agent" title="abacusai.client.Agent"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Agent</span></code></a></p></td>
-<td><p>An AI agent.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.AgentDataExecutionResult" title="abacusai.client.AgentDataExecutionResult"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AgentDataExecutionResult</span></code></a></p></td>
-<td><p>Results of agent execution with uploaded data.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.AgentVersion" title="abacusai.client.AgentVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AgentVersion</span></code></a></p></td>
-<td><p>A version of an AI agent.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.Algorithm" title="abacusai.client.Algorithm"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Algorithm</span></code></a></p></td>
-<td><p>Customer created algorithm</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.AnnotationConfig" title="abacusai.client.AnnotationConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AnnotationConfig</span></code></a></p></td>
-<td><p>Annotation config for a feature group</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.AnnotationDocument" title="abacusai.client.AnnotationDocument"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AnnotationDocument</span></code></a></p></td>
-<td><p>Document to be annotated.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.AnnotationEntry" title="abacusai.client.AnnotationEntry"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AnnotationEntry</span></code></a></p></td>
-<td><p>An Annotation Store entry for an Annotation</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.AnnotationsStatus" title="abacusai.client.AnnotationsStatus"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AnnotationsStatus</span></code></a></p></td>
-<td><p>The status of annotations for a feature group</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.AgentInterface" title="abacusai.client.AgentInterface"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AgentInterface</span></code></a></p></td>
-<td><p>Generic enumeration.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.AlertActionConfig" title="abacusai.client.AlertActionConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AlertActionConfig</span></code></a></p></td>
-<td><p>An abstract class for alert action configs</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.AlertConditionConfig" title="abacusai.client.AlertConditionConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AlertConditionConfig</span></code></a></p></td>
-<td><p>An abstract class for alert condition configs</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.ApiClass" title="abacusai.client.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiClass</span></code></a></p></td>
-<td><p>Helper class that provides a standard way to create an ABC using</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.ApiEnum" title="abacusai.client.ApiEnum"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiEnum</span></code></a></p></td>
-<td><p>Generic enumeration.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.ApplicationConnectorDatasetConfig" title="abacusai.client.ApplicationConnectorDatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApplicationConnectorDatasetConfig</span></code></a></p></td>
-<td><p>An abstract class for dataset configs specific to application connectors.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.BatchPredictionArgs" title="abacusai.client.BatchPredictionArgs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">BatchPredictionArgs</span></code></a></p></td>
-<td><p>An abstract class for Batch Prediction args specific to problem type.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.BlobInput" title="abacusai.client.BlobInput"><code class="xref py py-obj docutils literal notranslate"><span class="pre">BlobInput</span></code></a></p></td>
-<td><p>Binary large object input data.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.DatasetDocumentProcessingConfig" title="abacusai.client.DatasetDocumentProcessingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatasetDocumentProcessingConfig</span></code></a></p></td>
-<td><p>Document processing configuration for dataset imports.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.DataType" title="abacusai.client.DataType"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataType</span></code></a></p></td>
-<td><p>Generic enumeration.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.DocumentProcessingConfig" title="abacusai.client.DocumentProcessingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DocumentProcessingConfig</span></code></a></p></td>
-<td><p>Document processing configuration.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.EvalArtifactType" title="abacusai.client.EvalArtifactType"><code class="xref py py-obj docutils literal notranslate"><span class="pre">EvalArtifactType</span></code></a></p></td>
-<td><p>Generic enumeration.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.ForecastingMonitorConfig" title="abacusai.client.ForecastingMonitorConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ForecastingMonitorConfig</span></code></a></p></td>
-<td><p>Forecasting Monitor Configuration</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.IncrementalDatabaseConnectorConfig" title="abacusai.client.IncrementalDatabaseConnectorConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">IncrementalDatabaseConnectorConfig</span></code></a></p></td>
-<td><p>Config information for incremental datasets from database connectors</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.LLMName" title="abacusai.client.LLMName"><code class="xref py py-obj docutils literal notranslate"><span class="pre">LLMName</span></code></a></p></td>
-<td><p>Generic enumeration.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.MergeConfig" title="abacusai.client.MergeConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">MergeConfig</span></code></a></p></td>
-<td><p>An abstract class for the merge config of a feature group</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.ParsingConfig" title="abacusai.client.ParsingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ParsingConfig</span></code></a></p></td>
-<td><p>Custom config for dataset parsing.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.PredictionArguments" title="abacusai.client.PredictionArguments"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PredictionArguments</span></code></a></p></td>
-<td><p>An abstract class for prediction arguments specific to problem type.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.ProjectFeatureGroupConfig" title="abacusai.client.ProjectFeatureGroupConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ProjectFeatureGroupConfig</span></code></a></p></td>
-<td><p>An abstract class for project feature group configuration.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.PythonFunctionType" title="abacusai.client.PythonFunctionType"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PythonFunctionType</span></code></a></p></td>
-<td><p>Generic enumeration.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.SamplingConfig" title="abacusai.client.SamplingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SamplingConfig</span></code></a></p></td>
-<td><p>An abstract class for the sampling config of a feature group</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.TrainingConfig" title="abacusai.client.TrainingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">TrainingConfig</span></code></a></p></td>
-<td><p>An abstract class for the training config options used to train the model.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.VectorStoreConfig" title="abacusai.client.VectorStoreConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">VectorStoreConfig</span></code></a></p></td>
-<td><p>Config for indexing options of a document retriever. Default values of optional arguments are heuristically selected by the Abacus.AI platform based on the underlying data.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.WorkflowGraph" title="abacusai.client.WorkflowGraph"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowGraph</span></code></a></p></td>
-<td><p>An Agent workflow graph. The edges define the node invokation order. The workflow must follow linear invokation order.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.StreamingHandler" title="abacusai.client.StreamingHandler"><code class="xref py py-obj docutils literal notranslate"><span class="pre">StreamingHandler</span></code></a></p></td>
-<td><p>str(object='') -&gt; str</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.StreamType" title="abacusai.client.StreamType"><code class="xref py py-obj docutils literal notranslate"><span class="pre">StreamType</span></code></a></p></td>
-<td><p>Generic enumeration.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.ApiEndpoint" title="abacusai.client.ApiEndpoint"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiEndpoint</span></code></a></p></td>
-<td><p>An collection of endpoints which can be used to make requests to, such as api calls or predict calls</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.ApiKey" title="abacusai.client.ApiKey"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiKey</span></code></a></p></td>
-<td><p>An API Key to authenticate requests to the Abacus.AI API</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.AppUserGroup" title="abacusai.client.AppUserGroup"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AppUserGroup</span></code></a></p></td>
-<td><p>An app user group. This is used to determine which users have permissions for external chatbots.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.ApplicationConnector" title="abacusai.client.ApplicationConnector"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApplicationConnector</span></code></a></p></td>
-<td><p>A connector to an external service</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.BatchPrediction" title="abacusai.client.BatchPrediction"><code class="xref py py-obj docutils literal notranslate"><span class="pre">BatchPrediction</span></code></a></p></td>
-<td><p>Make batch predictions.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.BatchPredictionVersion" title="abacusai.client.BatchPredictionVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">BatchPredictionVersion</span></code></a></p></td>
-<td><p>Batch Prediction Version</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.BatchPredictionVersionLogs" title="abacusai.client.BatchPredictionVersionLogs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">BatchPredictionVersionLogs</span></code></a></p></td>
-<td><p>Logs from batch prediction version.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.ChatMessage" title="abacusai.client.ChatMessage"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ChatMessage</span></code></a></p></td>
-<td><p>A single chat message with Abacus Chat.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.ChatSession" title="abacusai.client.ChatSession"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ChatSession</span></code></a></p></td>
-<td><p>A chat session with Abacus Data Science Co-pilot.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.CustomLossFunction" title="abacusai.client.CustomLossFunction"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CustomLossFunction</span></code></a></p></td>
-<td><p>Custom Loss Function</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.CustomMetric" title="abacusai.client.CustomMetric"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CustomMetric</span></code></a></p></td>
-<td><p>Custom metric.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.CustomMetricVersion" title="abacusai.client.CustomMetricVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CustomMetricVersion</span></code></a></p></td>
-<td><p>Custom metric version</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.CustomTrainFunctionInfo" title="abacusai.client.CustomTrainFunctionInfo"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CustomTrainFunctionInfo</span></code></a></p></td>
-<td><p>Information about how to call the customer provided train function.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.DataMetrics" title="abacusai.client.DataMetrics"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataMetrics</span></code></a></p></td>
-<td><p>Processed Metrics and Schema for a dataset version or feature group version</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.DataPrepLogs" title="abacusai.client.DataPrepLogs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataPrepLogs</span></code></a></p></td>
-<td><p>Logs from data preparation.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.DatabaseConnector" title="abacusai.client.DatabaseConnector"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatabaseConnector</span></code></a></p></td>
-<td><p>A connector to an external service</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.DatabaseConnectorSchema" title="abacusai.client.DatabaseConnectorSchema"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatabaseConnectorSchema</span></code></a></p></td>
-<td><p>A schema description for a table from a database connector</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.Dataset" title="abacusai.client.Dataset"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Dataset</span></code></a></p></td>
-<td><p>A dataset reference</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.DatasetColumn" title="abacusai.client.DatasetColumn"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatasetColumn</span></code></a></p></td>
-<td><p>A schema description for a column</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.DatasetVersion" title="abacusai.client.DatasetVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatasetVersion</span></code></a></p></td>
-<td><p>A specific version of a dataset</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.DatasetVersionLogs" title="abacusai.client.DatasetVersionLogs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatasetVersionLogs</span></code></a></p></td>
-<td><p>Logs from dataset version.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.Deployment" title="abacusai.client.Deployment"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Deployment</span></code></a></p></td>
-<td><p>A model deployment</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.DeploymentAuthToken" title="abacusai.client.DeploymentAuthToken"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DeploymentAuthToken</span></code></a></p></td>
-<td><p>A deployment authentication token that is used to authenticate prediction requests</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.DeploymentConversation" title="abacusai.client.DeploymentConversation"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DeploymentConversation</span></code></a></p></td>
-<td><p>A deployment conversation.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.DeploymentConversationExport" title="abacusai.client.DeploymentConversationExport"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DeploymentConversationExport</span></code></a></p></td>
-<td><p>A deployment conversation html export, to be used for downloading the conversation.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.DocumentData" title="abacusai.client.DocumentData"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DocumentData</span></code></a></p></td>
-<td><p>Data extracted from a docstore document.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.DocumentRetriever" title="abacusai.client.DocumentRetriever"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DocumentRetriever</span></code></a></p></td>
-<td><p>A vector store that stores embeddings for a list of document trunks.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.DocumentRetrieverLookupResult" title="abacusai.client.DocumentRetrieverLookupResult"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DocumentRetrieverLookupResult</span></code></a></p></td>
-<td><p>Result of a document retriever lookup.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.DocumentRetrieverVersion" title="abacusai.client.DocumentRetrieverVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DocumentRetrieverVersion</span></code></a></p></td>
-<td><p>A version of document retriever.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.DriftDistributions" title="abacusai.client.DriftDistributions"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DriftDistributions</span></code></a></p></td>
-<td><p>For either actuals or predicted values, how it has changed in the training data versus some specified window</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.Eda" title="abacusai.client.Eda"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Eda</span></code></a></p></td>
-<td><p>A exploratory data analysis object</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.EdaCollinearity" title="abacusai.client.EdaCollinearity"><code class="xref py py-obj docutils literal notranslate"><span class="pre">EdaCollinearity</span></code></a></p></td>
-<td><p>Eda Collinearity of the latest version of the data between all the features.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.EdaDataConsistency" title="abacusai.client.EdaDataConsistency"><code class="xref py py-obj docutils literal notranslate"><span class="pre">EdaDataConsistency</span></code></a></p></td>
-<td><p>Eda Data Consistency, contained the duplicates in the base version, Comparison version, Deletions between the base and comparison and feature transformations between the base and comparison data.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.EdaFeatureAssociation" title="abacusai.client.EdaFeatureAssociation"><code class="xref py py-obj docutils literal notranslate"><span class="pre">EdaFeatureAssociation</span></code></a></p></td>
-<td><p>Eda Feature Association between two features in the data.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.EdaFeatureCollinearity" title="abacusai.client.EdaFeatureCollinearity"><code class="xref py py-obj docutils literal notranslate"><span class="pre">EdaFeatureCollinearity</span></code></a></p></td>
-<td><p>Eda Collinearity of the latest version of the data for a given feature.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.EdaForecastingAnalysis" title="abacusai.client.EdaForecastingAnalysis"><code class="xref py py-obj docutils literal notranslate"><span class="pre">EdaForecastingAnalysis</span></code></a></p></td>
-<td><p>Eda Forecasting Analysis of the latest version of the data.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.EdaVersion" title="abacusai.client.EdaVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">EdaVersion</span></code></a></p></td>
-<td><p>A version of an eda object</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.ExecuteFeatureGroupOperation" title="abacusai.client.ExecuteFeatureGroupOperation"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ExecuteFeatureGroupOperation</span></code></a></p></td>
-<td><p>The result of executing a SQL query</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.ExternalApplication" title="abacusai.client.ExternalApplication"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ExternalApplication</span></code></a></p></td>
-<td><p>An external application.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.ExternalInvite" title="abacusai.client.ExternalInvite"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ExternalInvite</span></code></a></p></td>
-<td><p>The response of the invites for different emails</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.ExtractedFields" title="abacusai.client.ExtractedFields"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ExtractedFields</span></code></a></p></td>
-<td><p>The fields extracted from a document.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.Feature" title="abacusai.client.Feature"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Feature</span></code></a></p></td>
-<td><p>A feature in a feature group</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.FeatureDistribution" title="abacusai.client.FeatureDistribution"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureDistribution</span></code></a></p></td>
-<td><p>For a single feature, how it has changed in the training data versus some specified window</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroup</span></code></a></p></td>
-<td><p>A feature group.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.FeatureGroupExport" title="abacusai.client.FeatureGroupExport"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupExport</span></code></a></p></td>
-<td><p>A feature Group Export Job</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.FeatureGroupExportConfig" title="abacusai.client.FeatureGroupExportConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupExportConfig</span></code></a></p></td>
-<td><p>Export configuration (file connector or database connector information) for feature group exports.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.FeatureGroupExportDownloadUrl" title="abacusai.client.FeatureGroupExportDownloadUrl"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupExportDownloadUrl</span></code></a></p></td>
-<td><p>A Feature Group Export Download Url, which is used to download the feature group version</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.FeatureGroupRow" title="abacusai.client.FeatureGroupRow"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupRow</span></code></a></p></td>
-<td><p>A row of a feature group.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.FeatureGroupRowProcess" title="abacusai.client.FeatureGroupRowProcess"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupRowProcess</span></code></a></p></td>
-<td><p>A feature group row process</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.FeatureGroupRowProcessLogs" title="abacusai.client.FeatureGroupRowProcessLogs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupRowProcessLogs</span></code></a></p></td>
-<td><p>Logs for the feature group row process.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.FeatureGroupRowProcessSummary" title="abacusai.client.FeatureGroupRowProcessSummary"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupRowProcessSummary</span></code></a></p></td>
-<td><p>A summary of the feature group processes for a deployment.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.FeatureGroupTemplate" title="abacusai.client.FeatureGroupTemplate"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupTemplate</span></code></a></p></td>
-<td><p>A template for creating feature groups.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.FeatureGroupVersion" title="abacusai.client.FeatureGroupVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupVersion</span></code></a></p></td>
-<td><p>A materialized version of a feature group</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.FeatureGroupVersionLogs" title="abacusai.client.FeatureGroupVersionLogs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupVersionLogs</span></code></a></p></td>
-<td><p>Logs from feature group version.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.FeatureImportance" title="abacusai.client.FeatureImportance"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureImportance</span></code></a></p></td>
-<td><p>Feature importance for a specified model monitor</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.FileConnector" title="abacusai.client.FileConnector"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FileConnector</span></code></a></p></td>
-<td><p>Verification result for an external storage service</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.FileConnectorInstructions" title="abacusai.client.FileConnectorInstructions"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FileConnectorInstructions</span></code></a></p></td>
-<td><p>An object with a full description of the cloud storage bucket authentication options and bucket policy. Returns an error message if the parameters are invalid.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.FileConnectorVerification" title="abacusai.client.FileConnectorVerification"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FileConnectorVerification</span></code></a></p></td>
-<td><p>To verify the file connector</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.FunctionLogs" title="abacusai.client.FunctionLogs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FunctionLogs</span></code></a></p></td>
-<td><p>Logs from an invocation of a function.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.GeneratedPitFeatureConfigOption" title="abacusai.client.GeneratedPitFeatureConfigOption"><code class="xref py py-obj docutils literal notranslate"><span class="pre">GeneratedPitFeatureConfigOption</span></code></a></p></td>
-<td><p>The options to display for possible generated PIT aggregation functions</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.GraphDashboard" title="abacusai.client.GraphDashboard"><code class="xref py py-obj docutils literal notranslate"><span class="pre">GraphDashboard</span></code></a></p></td>
-<td><p>A Graph Dashboard</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.HoldoutAnalysis" title="abacusai.client.HoldoutAnalysis"><code class="xref py py-obj docutils literal notranslate"><span class="pre">HoldoutAnalysis</span></code></a></p></td>
-<td><p>A holdout analysis object.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.HoldoutAnalysisVersion" title="abacusai.client.HoldoutAnalysisVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">HoldoutAnalysisVersion</span></code></a></p></td>
-<td><p>A holdout analysis version object.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.InferredFeatureMappings" title="abacusai.client.InferredFeatureMappings"><code class="xref py py-obj docutils literal notranslate"><span class="pre">InferredFeatureMappings</span></code></a></p></td>
-<td><p>A description of the data use for a feature</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.LlmApp" title="abacusai.client.LlmApp"><code class="xref py py-obj docutils literal notranslate"><span class="pre">LlmApp</span></code></a></p></td>
-<td><p>An LLM App that can be used for generation. LLM Apps are specifically crafted to help with certain tasks like code generation or question answering.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.LlmExecutionResult" title="abacusai.client.LlmExecutionResult"><code class="xref py py-obj docutils literal notranslate"><span class="pre">LlmExecutionResult</span></code></a></p></td>
-<td><p>Results of executing queries using LLM.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.LlmGeneratedCode" title="abacusai.client.LlmGeneratedCode"><code class="xref py py-obj docutils literal notranslate"><span class="pre">LlmGeneratedCode</span></code></a></p></td>
-<td><p>Code generated by LLM.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.LlmInput" title="abacusai.client.LlmInput"><code class="xref py py-obj docutils literal notranslate"><span class="pre">LlmInput</span></code></a></p></td>
-<td><p>The result of encoding an object as input for a language model.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.LlmResponse" title="abacusai.client.LlmResponse"><code class="xref py py-obj docutils literal notranslate"><span class="pre">LlmResponse</span></code></a></p></td>
-<td><p>The response returned by LLM</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.Model" title="abacusai.client.Model"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Model</span></code></a></p></td>
-<td><p>A model</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.ModelArtifactsExport" title="abacusai.client.ModelArtifactsExport"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelArtifactsExport</span></code></a></p></td>
-<td><p>A Model Artifacts Export Job</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.ModelMetrics" title="abacusai.client.ModelMetrics"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelMetrics</span></code></a></p></td>
-<td><p>Metrics of the trained model.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.ModelMonitor" title="abacusai.client.ModelMonitor"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelMonitor</span></code></a></p></td>
-<td><p>A model monitor</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.ModelMonitorOrgSummary" title="abacusai.client.ModelMonitorOrgSummary"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelMonitorOrgSummary</span></code></a></p></td>
-<td><p>A summary of an organization's model monitors</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.ModelMonitorSummary" title="abacusai.client.ModelMonitorSummary"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelMonitorSummary</span></code></a></p></td>
-<td><p>A summary of model monitor</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.ModelMonitorSummaryFromOrg" title="abacusai.client.ModelMonitorSummaryFromOrg"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelMonitorSummaryFromOrg</span></code></a></p></td>
-<td><p>A summary of model monitor given an organization</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.ModelMonitorVersion" title="abacusai.client.ModelMonitorVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelMonitorVersion</span></code></a></p></td>
-<td><p>A version of a model monitor</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.ModelMonitorVersionMetricData" title="abacusai.client.ModelMonitorVersionMetricData"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelMonitorVersionMetricData</span></code></a></p></td>
-<td><p>Data for displaying model monitor version metric data</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.ModelTrainingTypeForDeployment" title="abacusai.client.ModelTrainingTypeForDeployment"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelTrainingTypeForDeployment</span></code></a></p></td>
-<td><p>Model training types for deployment.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.ModelUpload" title="abacusai.client.ModelUpload"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelUpload</span></code></a></p></td>
-<td><p>A model version that includes the upload identifiers for the various required files.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.ModelVersion" title="abacusai.client.ModelVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelVersion</span></code></a></p></td>
-<td><p>A version of a model</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.ModelVersionFeatureGroupSchema" title="abacusai.client.ModelVersionFeatureGroupSchema"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelVersionFeatureGroupSchema</span></code></a></p></td>
-<td><p>Schema for a feature group used in model version</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.ModificationLockInfo" title="abacusai.client.ModificationLockInfo"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModificationLockInfo</span></code></a></p></td>
-<td><p>Information about a modification lock for a certain object</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.Module" title="abacusai.client.Module"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Module</span></code></a></p></td>
-<td><p>Customer created python module</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.MonitorAlert" title="abacusai.client.MonitorAlert"><code class="xref py py-obj docutils literal notranslate"><span class="pre">MonitorAlert</span></code></a></p></td>
-<td><p>A Monitor Alert</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.MonitorAlertVersion" title="abacusai.client.MonitorAlertVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">MonitorAlertVersion</span></code></a></p></td>
-<td><p>A monitor alert version</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.NaturalLanguageExplanation" title="abacusai.client.NaturalLanguageExplanation"><code class="xref py py-obj docutils literal notranslate"><span class="pre">NaturalLanguageExplanation</span></code></a></p></td>
-<td><p>Natural language explanation of an artifact/object</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.OrganizationGroup" title="abacusai.client.OrganizationGroup"><code class="xref py py-obj docutils literal notranslate"><span class="pre">OrganizationGroup</span></code></a></p></td>
-<td><p>An Organization Group. Defines the permissions available to the users who are members of the group.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.OrganizationSearchResult" title="abacusai.client.OrganizationSearchResult"><code class="xref py py-obj docutils literal notranslate"><span class="pre">OrganizationSearchResult</span></code></a></p></td>
-<td><p>A search result object which contains the retrieved artifact and its relevance score</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.OrganizationSecret" title="abacusai.client.OrganizationSecret"><code class="xref py py-obj docutils literal notranslate"><span class="pre">OrganizationSecret</span></code></a></p></td>
-<td><p>Organization secret</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.PageData" title="abacusai.client.PageData"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PageData</span></code></a></p></td>
-<td><p>Data extracted from a docstore page.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.Pipeline" title="abacusai.client.Pipeline"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Pipeline</span></code></a></p></td>
-<td><p>A Pipeline For Steps.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.PipelineStep" title="abacusai.client.PipelineStep"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PipelineStep</span></code></a></p></td>
-<td><p>A step in a pipeline.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.PipelineStepVersion" title="abacusai.client.PipelineStepVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PipelineStepVersion</span></code></a></p></td>
-<td><p>A version of a pipeline step.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.PipelineStepVersionLogs" title="abacusai.client.PipelineStepVersionLogs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PipelineStepVersionLogs</span></code></a></p></td>
-<td><p>Logs for a given pipeline step version.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.PipelineVersion" title="abacusai.client.PipelineVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PipelineVersion</span></code></a></p></td>
-<td><p>A version of a pipeline.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.PipelineVersionLogs" title="abacusai.client.PipelineVersionLogs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PipelineVersionLogs</span></code></a></p></td>
-<td><p>Logs for a given pipeline version.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.PredictionOperator" title="abacusai.client.PredictionOperator"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PredictionOperator</span></code></a></p></td>
-<td><p>A prediction operator.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.PredictionOperatorVersion" title="abacusai.client.PredictionOperatorVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PredictionOperatorVersion</span></code></a></p></td>
-<td><p>A prediction operator version.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.ProblemType" title="abacusai.client.ProblemType"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ProblemType</span></code></a></p></td>
-<td><p>Description of a problem type which is the common underlying problem for different use cases.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.Project" title="abacusai.client.Project"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Project</span></code></a></p></td>
-<td><p>A project is a container which holds datasets, models and deployments</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.ProjectConfig" title="abacusai.client.ProjectConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ProjectConfig</span></code></a></p></td>
-<td><p>Project-specific config for a feature group</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.ProjectFeatureGroup" title="abacusai.client.ProjectFeatureGroup"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ProjectFeatureGroup</span></code></a></p></td>
-<td><p>A feature group along with project specific mappings</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.ProjectValidation" title="abacusai.client.ProjectValidation"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ProjectValidation</span></code></a></p></td>
-<td><p>A validation result for a project</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.PythonFunction" title="abacusai.client.PythonFunction"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PythonFunction</span></code></a></p></td>
-<td><p>Customer created python function</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.PythonPlotFunction" title="abacusai.client.PythonPlotFunction"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PythonPlotFunction</span></code></a></p></td>
-<td><p>Create a Plot for a Dashboard</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.RealtimeMonitor" title="abacusai.client.RealtimeMonitor"><code class="xref py py-obj docutils literal notranslate"><span class="pre">RealtimeMonitor</span></code></a></p></td>
-<td><p>A real-time monitor</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.RefreshPipelineRun" title="abacusai.client.RefreshPipelineRun"><code class="xref py py-obj docutils literal notranslate"><span class="pre">RefreshPipelineRun</span></code></a></p></td>
-<td><p>This keeps track of the overall status of a refresh. A refresh can span multiple resources such as the creation of new dataset versions and the training of a new model version based on them.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.RefreshPolicy" title="abacusai.client.RefreshPolicy"><code class="xref py py-obj docutils literal notranslate"><span class="pre">RefreshPolicy</span></code></a></p></td>
-<td><p>A Refresh Policy describes the frequency at which one or more datasets/models/deployments/batch_predictions can be updated.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.ResolvedFeatureGroupTemplate" title="abacusai.client.ResolvedFeatureGroupTemplate"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ResolvedFeatureGroupTemplate</span></code></a></p></td>
-<td><p>Final SQL from resolving a feature group template.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.AbstractApiClass" title="abacusai.client.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.Schema" title="abacusai.client.Schema"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Schema</span></code></a></p></td>
-<td><p>A schema description for a feature</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.StreamingAuthToken" title="abacusai.client.StreamingAuthToken"><code class="xref py py-obj docutils literal notranslate"><span class="pre">StreamingAuthToken</span></code></a></p></td>
-<td><p>A streaming authentication token that is used to authenticate requests to append data to streaming datasets</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.StreamingConnector" title="abacusai.client.StreamingConnector"><code class="xref py py-obj docutils literal notranslate"><span class="pre">StreamingConnector</span></code></a></p></td>
-<td><p>A connector to an external service</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.TrainingConfigOptions" title="abacusai.client.TrainingConfigOptions"><code class="xref py py-obj docutils literal notranslate"><span class="pre">TrainingConfigOptions</span></code></a></p></td>
-<td><p>Training options for a model</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.Upload" title="abacusai.client.Upload"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Upload</span></code></a></p></td>
-<td><p>A Upload Reference for uploading file parts</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.UploadPart" title="abacusai.client.UploadPart"><code class="xref py py-obj docutils literal notranslate"><span class="pre">UploadPart</span></code></a></p></td>
-<td><p>Unique identifiers for a part</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.UseCase" title="abacusai.client.UseCase"><code class="xref py py-obj docutils literal notranslate"><span class="pre">UseCase</span></code></a></p></td>
-<td><p>A Project Use Case</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.UseCaseRequirements" title="abacusai.client.UseCaseRequirements"><code class="xref py py-obj docutils literal notranslate"><span class="pre">UseCaseRequirements</span></code></a></p></td>
-<td><p>Use Case Requirements</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.User" title="abacusai.client.User"><code class="xref py py-obj docutils literal notranslate"><span class="pre">User</span></code></a></p></td>
-<td><p>An Abacus.AI User</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.WebSearchResponse" title="abacusai.client.WebSearchResponse"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WebSearchResponse</span></code></a></p></td>
-<td><p>Result of running a web search with optional content fetching.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.Webhook" title="abacusai.client.Webhook"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Webhook</span></code></a></p></td>
-<td><p>A Abacus.AI Webhook attached to an endpoint and event trigger for a given object.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.Blob" title="abacusai.client.Blob"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Blob</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.AgentResponse" title="abacusai.client.AgentResponse"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AgentResponse</span></code></a></p></td>
-<td><p>Response object for agent to support attachments, section data and normal data</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.ClientOptions" title="abacusai.client.ClientOptions"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ClientOptions</span></code></a></p></td>
-<td><p>Options for configuring the ApiClient</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client._ApiExceptionFactory" title="abacusai.client._ApiExceptionFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_ApiExceptionFactory</span></code></a></p></td>
-<td><p>Factory class to build exceptions raised by APIs</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.BaseApiClient" title="abacusai.client.BaseApiClient"><code class="xref py py-obj docutils literal notranslate"><span class="pre">BaseApiClient</span></code></a></p></td>
-<td><p>Abstract Base API Client</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.ReadOnlyClient" title="abacusai.client.ReadOnlyClient"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ReadOnlyClient</span></code></a></p></td>
-<td><p>Abacus.AI Read Only API Client. Only contains GET methods</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiClient</span></code></a></p></td>
-<td><p>Abacus.AI API Client</p></td>
-</tr>
-</tbody>
-</table>
-</section>
-<section id="functions">
-<h2>Functions<a class="headerlink" href="#functions" title="Link to this heading"></a></h2>
-<table class="autosummary longtable docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.get_clean_function_source_code" title="abacusai.client.get_clean_function_source_code"><code class="xref py py-obj docutils literal notranslate"><span class="pre">get_clean_function_source_code</span></code></a>(func)</p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.snake_case" title="abacusai.client.snake_case"><code class="xref py py-obj docutils literal notranslate"><span class="pre">snake_case</span></code></a>(value)</p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.clean_column_name" title="abacusai.client.clean_column_name"><code class="xref py py-obj docutils literal notranslate"><span class="pre">clean_column_name</span></code></a>(column)</p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.get_object_from_context" title="abacusai.client.get_object_from_context"><code class="xref py py-obj docutils literal notranslate"><span class="pre">get_object_from_context</span></code></a>(client, context, ...)</p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client._is_json_serializable" title="abacusai.client._is_json_serializable"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_is_json_serializable</span></code></a>(object)</p></td>
-<td><p>Tests if an object is JSON serializable.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.sse_asynchronous_generator" title="abacusai.client.sse_asynchronous_generator"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sse_asynchronous_generator</span></code></a>(endpoint, body)</p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client._requests_retry_session" title="abacusai.client._requests_retry_session"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_requests_retry_session</span></code></a>([retries, backoff_factor, ...])</p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client._discover_service_url" title="abacusai.client._discover_service_url"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_discover_service_url</span></code></a>(service_discovery_url, ...)</p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.get_source_code_info" title="abacusai.client.get_source_code_info"><code class="xref py py-obj docutils literal notranslate"><span class="pre">get_source_code_info</span></code></a>(train_function[, ...])</p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.get_module_code_from_notebook" title="abacusai.client.get_module_code_from_notebook"><code class="xref py py-obj docutils literal notranslate"><span class="pre">get_module_code_from_notebook</span></code></a>(file_path)</p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.include_modules" title="abacusai.client.include_modules"><code class="xref py py-obj docutils literal notranslate"><span class="pre">include_modules</span></code></a>(source_code, included_modules)</p></td>
-<td><p></p></td>
-</tr>
-</tbody>
-</table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.AbacusApi">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">AbacusApi</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">method</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">docstring</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">score</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.AbacusApi" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>An Abacus API.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>method</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of of the API method.</p></li>
-<li><p><strong>docstring</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The docstring of the API method.</p></li>
-<li><p><strong>score</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The relevance score of the API method.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.AbacusApi.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.AbacusApi.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.AbacusApi.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.AbacusApi.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.Agent">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">Agent</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">agentId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">projectId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">notebookId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictFunctionName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceCode</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">agentConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">memory</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingRequired</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">agentExecutionConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">codeSource</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">latestAgentVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">workflowGraph</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Agent" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>An AI agent.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The user-friendly name for the agent.</p></li>
-<li><p><strong>agentId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the agent.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Date and time at which the agent was created.</p></li>
-<li><p><strong>projectId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The project this agent belongs to.</p></li>
-<li><p><strong>notebookId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The notebook associated with the agent.</p></li>
-<li><p><strong>predictFunctionName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the function found in the source code that will be executed run predictions through agent. It is not executed when this function is run.</p></li>
-<li><p><strong>sourceCode</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Python code used to make the agent.</p></li>
-<li><p><strong>agentConfig</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The config options used to create this agent.</p></li>
-<li><p><strong>memory</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Memory in GB specified for the deployment resources for the agent.</p></li>
-<li><p><strong>trainingRequired</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether training is required to deploy the latest agent code.</p></li>
-<li><p><strong>agentExecutionConfig</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The config for arguments used to execute the agent.</p></li>
-<li><p><strong>latestAgentVersion</strong> (<a class="reference internal" href="#abacusai.client.AgentVersion" title="abacusai.client.AgentVersion"><em>AgentVersion</em></a>) – The latest agent version.</p></li>
-<li><p><strong>codeSource</strong> (<a class="reference internal" href="../agent/index.html#abacusai.agent.CodeSource" title="abacusai.agent.CodeSource"><em>CodeSource</em></a>) – If a python model, information on the source code</p></li>
-<li><p><strong>workflowGraph</strong> (<a class="reference internal" href="#abacusai.client.WorkflowGraph" title="abacusai.client.WorkflowGraph"><em>WorkflowGraph</em></a>) – The workflow graph for the agent.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Agent.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Agent.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Agent.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Agent.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Agent.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Agent.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.client.Agent" title="abacusai.client.Agent">Agent</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Agent.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Agent.describe" title="Link to this definition"></a></dt>
-<dd><p>Retrieves a full description of the specified model.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>agent_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier associated with the model.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Description of the agent.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Agent" title="abacusai.client.Agent">Agent</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Agent.list_versions">
-<span class="sig-name descname"><span class="pre">list_versions</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">limit</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">100</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">start_after_version</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Agent.list_versions" title="Link to this definition"></a></dt>
-<dd><p>List all versions of an agent.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>limit</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – If provided, limits the number of agent versions returned.</p></li>
-<li><p><strong>start_after_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier of the version after which the list starts.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array of Agent versions.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.AgentVersion" title="abacusai.client.AgentVersion">AgentVersion</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Agent.wait_for_publish">
-<span class="sig-name descname"><span class="pre">wait_for_publish</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Agent.wait_for_publish" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until agent is published.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Agent.get_status">
-<span class="sig-name descname"><span class="pre">get_status</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Agent.get_status" title="Link to this definition"></a></dt>
-<dd><p>Gets the status of the agent publishing.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A string describing the status of a agent publishing (pending, complete, etc.).</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)">str</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.AgentDataExecutionResult">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">AgentDataExecutionResult</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">response</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deploymentConversationId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">docInfos</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.AgentDataExecutionResult" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Results of agent execution with uploaded data.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>response</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The result of agent conversation execution.</p></li>
-<li><p><strong>deploymentConversationId</strong> (<em>id</em>) – The unique identifier of the deployment conversation.</p></li>
-<li><p><strong>docInfos</strong> (<a class="reference internal" href="../agent_data_document_info/index.html#abacusai.agent_data_document_info.AgentDataDocumentInfo" title="abacusai.agent_data_document_info.AgentDataDocumentInfo"><em>AgentDataDocumentInfo</em></a>) – A list of dict containing information on documents uploaded to agent.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.AgentDataExecutionResult.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.AgentDataExecutionResult.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.AgentDataExecutionResult.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.AgentDataExecutionResult.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.AgentVersion">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">AgentVersion</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">agentVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">agentId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">agentConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">publishingStartedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">publishingCompletedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pendingDeploymentIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">failedDeploymentIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">agentExecutionConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">codeSource</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">workflowGraph</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.AgentVersion" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A version of an AI agent.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>agentVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of an agent version.</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The current status of the model.</p></li>
-<li><p><strong>agentId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A reference to the agent this version belongs to.</p></li>
-<li><p><strong>agentConfig</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The config options used to create this agent.</p></li>
-<li><p><strong>publishingStartedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The start time and date of the training process in ISO-8601 format.</p></li>
-<li><p><strong>publishingCompletedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The end time and date of the training process in ISO-8601 format.</p></li>
-<li><p><strong>pendingDeploymentIds</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of deployment IDs where deployment is pending.</p></li>
-<li><p><strong>failedDeploymentIds</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of failed deployment IDs.</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Relevant error if the status is FAILED.</p></li>
-<li><p><strong>agentExecutionConfig</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The config for arguments used to execute the agent.</p></li>
-<li><p><strong>codeSource</strong> (<a class="reference internal" href="../agent/index.html#abacusai.agent.CodeSource" title="abacusai.agent.CodeSource"><em>CodeSource</em></a>) – If a python model, information on where the source code is located.</p></li>
-<li><p><strong>workflowGraph</strong> (<a class="reference internal" href="#abacusai.client.WorkflowGraph" title="abacusai.client.WorkflowGraph"><em>WorkflowGraph</em></a>) – The workflow graph for the agent.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.AgentVersion.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.AgentVersion.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.AgentVersion.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.AgentVersion.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.AgentVersion.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.AgentVersion.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.client.AgentVersion" title="abacusai.client.AgentVersion">AgentVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.AgentVersion.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.AgentVersion.describe" title="Link to this definition"></a></dt>
-<dd><p>Retrieves a full description of the specified agent version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>agent_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier of the agent version.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A agent version.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.AgentVersion" title="abacusai.client.AgentVersion">AgentVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.AgentVersion.wait_for_publish">
-<span class="sig-name descname"><span class="pre">wait_for_publish</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.AgentVersion.wait_for_publish" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until agent gets published.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.AgentVersion.get_status">
-<span class="sig-name descname"><span class="pre">get_status</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.AgentVersion.get_status" title="Link to this definition"></a></dt>
-<dd><p>Gets the status of the model version under training.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A string describing the status of a model training (pending, complete, etc.).</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)">str</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.Algorithm">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">Algorithm</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">problemType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">updatedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">isDefaultEnabled</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingInputMappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainFunctionName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictFunctionName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictManyFunctionName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">initializeFunctionName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">configOptions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">algorithmId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">useGpu</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">algorithmTrainingConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">onlyOfflineDeployable</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">codeSource</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Algorithm" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Customer created algorithm</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the algorithm</p></li>
-<li><p><strong>problemType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of the problem this algorithm will work on</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – When the algorithm was created</p></li>
-<li><p><strong>updatedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – When the algorithm was last updated</p></li>
-<li><p><strong>isDefaultEnabled</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether train with the algorithm by default</p></li>
-<li><p><strong>trainingInputMappings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The mappings for train function parameters’ names, e.g. names for training data, name for training config</p></li>
-<li><p><strong>trainFunctionName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the function found in the source code that will be executed to train the model. It is not executed when this function is run.</p></li>
-<li><p><strong>predictFunctionName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the function found in the source code that will be executed run predictions through model. It is not executed when this function is run.</p></li>
-<li><p><strong>predictManyFunctionName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the function found in the source code that will be executed for batch prediction of the model. It is not executed when this function is run.</p></li>
-<li><p><strong>initializeFunctionName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the function found in the source code to initialize the trained model before using it to make predictions using the model</p></li>
-<li><p><strong>configOptions</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Map dataset types and configs to train function parameter names</p></li>
-<li><p><strong>algorithmId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the algorithm</p></li>
-<li><p><strong>useGpu</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to use gpu for model training</p></li>
-<li><p><strong>algorithmTrainingConfig</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The algorithm specific training config</p></li>
-<li><p><strong>onlyOfflineDeployable</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether or not the algorithm is only allowed to be deployed offline</p></li>
-<li><p><strong>codeSource</strong> (<a class="reference internal" href="../agent/index.html#abacusai.agent.CodeSource" title="abacusai.agent.CodeSource"><em>CodeSource</em></a>) – Info about the source code of the algorithm</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Algorithm.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Algorithm.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Algorithm.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Algorithm.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.AnnotationConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">AnnotationConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureAnnotationConfigs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">statusFeature</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">commentsFeatures</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">metadataFeature</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.AnnotationConfig" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Annotation config for a feature group</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>featureAnnotationConfigs</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of feature annotation configs</p></li>
-<li><p><strong>labels</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of labels</p></li>
-<li><p><strong>statusFeature</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the feature that contains the status of the annotation (Optional)</p></li>
-<li><p><strong>commentsFeatures</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Features that contain comments for the annotation (Optional)</p></li>
-<li><p><strong>metadataFeature</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the feature that contains the metadata for the annotation (Optional)</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.AnnotationConfig.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.AnnotationConfig.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.AnnotationConfig.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.AnnotationConfig.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.AnnotationDocument">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">AnnotationDocument</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">docId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupRowIdentifier</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupRowIndex</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">totalRows</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">isAnnotationPresent</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.AnnotationDocument" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Document to be annotated.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>docId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The docstore Document ID of the document.</p></li>
-<li><p><strong>featureGroupRowIdentifier</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The key value of the feature group row the annotation is on. Usually the primary key value.</p></li>
-<li><p><strong>featureGroupRowIndex</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The index of the document row in the feature group.</p></li>
-<li><p><strong>totalRows</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The total number of rows in the feature group.</p></li>
-<li><p><strong>isAnnotationPresent</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether the document already has an annotation. Returns None if feature group is not under annotations review mode.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.AnnotationDocument.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.AnnotationDocument.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.AnnotationDocument.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.AnnotationDocument.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.AnnotationEntry">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">AnnotationEntry</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">docId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupRowIdentifier</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">updatedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">annotationEntryMarker</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lockedUntil</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">verificationInfo</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">annotation</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.AnnotationEntry" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>An Annotation Store entry for an Annotation</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>featureGroupId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The ID of the feature group this annotation belongs to.</p></li>
-<li><p><strong>featureName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – name of the feature this annotation is on.</p></li>
-<li><p><strong>docId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The ID of the primary document the annotation is on.</p></li>
-<li><p><strong>featureGroupRowIdentifier</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The key value of the feature group row the annotation is on (cast to string). Usually the primary key value.</p></li>
-<li><p><strong>updatedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Most recent time the annotation entry was modified, e.g. creation or update time.</p></li>
-<li><p><strong>annotationEntryMarker</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The entry marker for the annotation.</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The status of labeling the document.</p></li>
-<li><p><strong>lockedUntil</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The time until which the document is locked for editing,  in ISO-8601 format.</p></li>
-<li><p><strong>verificationInfo</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The verification info for the annotation.</p></li>
-<li><p><strong>annotation</strong> (<a class="reference internal" href="../annotation/index.html#abacusai.annotation.Annotation" title="abacusai.annotation.Annotation"><em>Annotation</em></a>) – json-compatible structure holding the type and value of the annotation.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.AnnotationEntry.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.AnnotationEntry.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.AnnotationEntry.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.AnnotationEntry.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.AnnotationsStatus">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">AnnotationsStatus</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">total</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">done</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">inProgress</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">todo</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">latestUpdatedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">isMaterializationNeeded</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">latestMaterializedAnnotationConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.AnnotationsStatus" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>The status of annotations for a feature group</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>total</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The total number of documents annotated</p></li>
-<li><p><strong>done</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The number of documents annotated</p></li>
-<li><p><strong>inProgress</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The number of documents currently being annotated</p></li>
-<li><p><strong>todo</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The number of documents that need to be annotated</p></li>
-<li><p><strong>latestUpdatedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The latest time an annotation was updated (ISO-8601 format)</p></li>
-<li><p><strong>isMaterializationNeeded</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether feature group needs to be materialized before using for annotations</p></li>
-<li><p><strong>latestMaterializedAnnotationConfig</strong> (<a class="reference internal" href="#abacusai.client.AnnotationConfig" title="abacusai.client.AnnotationConfig"><em>AnnotationConfig</em></a>) – The annotation config corresponding to the latest materialized feature group</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.AnnotationsStatus.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.AnnotationsStatus.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.AnnotationsStatus.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.AnnotationsStatus.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.AgentInterface">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">AgentInterface</span></span><a class="headerlink" href="#abacusai.client.AgentInterface" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="#abacusai.client.ApiEnum" title="abacusai.client.ApiEnum"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiEnum</span></code></a></p>
-<p>Generic enumeration.</p>
-<p>Derive from this class to define new enumerations.</p>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.AgentInterface.DEFAULT">
-<span class="sig-name descname"><span class="pre">DEFAULT</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'DEFAULT'</span></em><a class="headerlink" href="#abacusai.client.AgentInterface.DEFAULT" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.AgentInterface.CHAT">
-<span class="sig-name descname"><span class="pre">CHAT</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'CHAT'</span></em><a class="headerlink" href="#abacusai.client.AgentInterface.CHAT" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.AlertActionConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">AlertActionConfig</span></span><a class="headerlink" href="#abacusai.client.AlertActionConfig" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
-<p>An abstract class for alert action configs</p>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.AlertActionConfig.action_type">
-<span class="sig-name descname"><span class="pre">action_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../api_class/enums/index.html#abacusai.api_class.enums.AlertActionType" title="abacusai.api_class.enums.AlertActionType"><span class="pre">abacusai.api_class.enums.AlertActionType</span></a></em><a class="headerlink" href="#abacusai.client.AlertActionConfig.action_type" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.AlertActionConfig._get_builder">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_get_builder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.AlertActionConfig._get_builder" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.AlertConditionConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">AlertConditionConfig</span></span><a class="headerlink" href="#abacusai.client.AlertConditionConfig" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
-<p>An abstract class for alert condition configs</p>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.AlertConditionConfig.alert_type">
-<span class="sig-name descname"><span class="pre">alert_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../api_class/enums/index.html#abacusai.api_class.enums.MonitorAlertType" title="abacusai.api_class.enums.MonitorAlertType"><span class="pre">abacusai.api_class.enums.MonitorAlertType</span></a></em><a class="headerlink" href="#abacusai.client.AlertConditionConfig.alert_type" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.AlertConditionConfig._get_builder">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_get_builder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.AlertConditionConfig._get_builder" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.ApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">ApiClass</span></span><a class="headerlink" href="#abacusai.client.ApiClass" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/abc.html#abc.ABC" title="(in Python v3.12)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abc.ABC</span></code></a></p>
-<p>Helper class that provides a standard way to create an ABC using
-inheritance.</p>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.ApiClass._upper_snake_case_keys">
-<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.client.ApiClass._upper_snake_case_keys" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.ApiClass._support_kwargs">
-<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.client.ApiClass._support_kwargs" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ApiClass.__post_init__">
-<span class="sig-name descname"><span class="pre">__post_init__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ApiClass.__post_init__" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ApiClass._get_builder">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_get_builder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ApiClass._get_builder" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ApiClass.__str__">
-<span class="sig-name descname"><span class="pre">__str__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ApiClass.__str__" title="Link to this definition"></a></dt>
-<dd><p>Return str(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ApiClass._repr_html_">
-<span class="sig-name descname"><span class="pre">_repr_html_</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ApiClass._repr_html_" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ApiClass.__getitem__">
-<span class="sig-name descname"><span class="pre">__getitem__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ApiClass.__getitem__" title="Link to this definition"></a></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>item</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ApiClass.__setitem__">
-<span class="sig-name descname"><span class="pre">__setitem__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ApiClass.__setitem__" title="Link to this definition"></a></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>item</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
-<li><p><strong>value</strong> (<em>Any</em>)</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ApiClass._unset_item">
-<span class="sig-name descname"><span class="pre">_unset_item</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ApiClass._unset_item" title="Link to this definition"></a></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>item</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ApiClass.get">
-<span class="sig-name descname"><span class="pre">get</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ApiClass.get" title="Link to this definition"></a></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>item</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
-<li><p><strong>default</strong> (<em>Any</em>)</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ApiClass.pop">
-<span class="sig-name descname"><span class="pre">pop</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">item</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">NotImplemented</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ApiClass.pop" title="Link to this definition"></a></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>item</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
-<li><p><strong>default</strong> (<em>Any</em>)</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ApiClass.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ApiClass.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Standardizes converting an ApiClass to dictionary.
-Keys of response dictionary are converted to camel case.
-This also validates the fields ( type, value, etc ) received in the dictionary.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ApiClass.from_dict">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">input_dict</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ApiClass.from_dict" title="Link to this definition"></a></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>input_dict</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>)</p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.ApiEnum">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">ApiEnum</span></span><a class="headerlink" href="#abacusai.client.ApiEnum" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/enum.html#enum.Enum" title="(in Python v3.12)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">enum.Enum</span></code></a></p>
-<p>Generic enumeration.</p>
-<p>Derive from this class to define new enumerations.</p>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ApiEnum.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ApiEnum.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ApiEnum.__hash__">
-<span class="sig-name descname"><span class="pre">__hash__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ApiEnum.__hash__" title="Link to this definition"></a></dt>
-<dd><p>Return hash(self).</p>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.ApplicationConnectorDatasetConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">ApplicationConnectorDatasetConfig</span></span><a class="headerlink" href="#abacusai.client.ApplicationConnectorDatasetConfig" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../api_class/dataset/index.html#abacusai.api_class.dataset.DatasetConfig" title="abacusai.api_class.dataset.DatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.dataset.DatasetConfig</span></code></a></p>
-<p>An abstract class for dataset configs specific to application connectors.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>application_connector_type</strong> (<a class="reference internal" href="../api_class/enums/index.html#abacusai.api_class.enums.ApplicationConnectorType" title="abacusai.api_class.enums.ApplicationConnectorType"><em>enums.ApplicationConnectorType</em></a>) – The type of application connector</p>
-</dd>
-</dl>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.ApplicationConnectorDatasetConfig.application_connector_type">
-<span class="sig-name descname"><span class="pre">application_connector_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../api_class/enums/index.html#abacusai.api_class.enums.ApplicationConnectorType" title="abacusai.api_class.enums.ApplicationConnectorType"><span class="pre">abacusai.api_class.enums.ApplicationConnectorType</span></a></em><a class="headerlink" href="#abacusai.client.ApplicationConnectorDatasetConfig.application_connector_type" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ApplicationConnectorDatasetConfig._get_builder">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_get_builder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ApplicationConnectorDatasetConfig._get_builder" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.BatchPredictionArgs">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">BatchPredictionArgs</span></span><a class="headerlink" href="#abacusai.client.BatchPredictionArgs" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
-<p>An abstract class for Batch Prediction args specific to problem type.</p>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.BatchPredictionArgs._support_kwargs">
-<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.client.BatchPredictionArgs._support_kwargs" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.BatchPredictionArgs.kwargs">
-<span class="sig-name descname"><span class="pre">kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><span class="pre">dict</span></a></em><a class="headerlink" href="#abacusai.client.BatchPredictionArgs.kwargs" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.BatchPredictionArgs.problem_type">
-<span class="sig-name descname"><span class="pre">problem_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../api_class/enums/index.html#abacusai.api_class.enums.ProblemType" title="abacusai.api_class.enums.ProblemType"><span class="pre">abacusai.api_class.enums.ProblemType</span></a></em><a class="headerlink" href="#abacusai.client.BatchPredictionArgs.problem_type" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.BatchPredictionArgs._get_builder">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_get_builder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.BatchPredictionArgs._get_builder" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.BlobInput">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">BlobInput</span></span><a class="headerlink" href="#abacusai.client.BlobInput" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
-<p>Binary large object input data.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>filename</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The original filename of the blob.</p></li>
-<li><p><strong>contents</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#bytes" title="(in Python v3.12)"><em>bytes</em></a>) – The binary contents of the blob.</p></li>
-<li><p><strong>mime_type</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The mime type of the blob.</p></li>
-<li><p><strong>size</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The size of the blob in bytes.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.BlobInput.filename">
-<span class="sig-name descname"><span class="pre">filename</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.client.BlobInput.filename" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.BlobInput.contents">
-<span class="sig-name descname"><span class="pre">contents</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#bytes" title="(in Python v3.12)"><span class="pre">bytes</span></a></em><a class="headerlink" href="#abacusai.client.BlobInput.contents" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.BlobInput.mime_type">
-<span class="sig-name descname"><span class="pre">mime_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.client.BlobInput.mime_type" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.BlobInput.size">
-<span class="sig-name descname"><span class="pre">size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.client.BlobInput.size" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.BlobInput.from_local_file">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_local_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file_path</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.BlobInput.from_local_file" title="Link to this definition"></a></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>file_path</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.client.BlobInput" title="abacusai.client.BlobInput">BlobInput</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.BlobInput.from_contents">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_contents</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">contents</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mime_type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.BlobInput.from_contents" title="Link to this definition"></a></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>contents</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#bytes" title="(in Python v3.12)"><em>bytes</em></a>)</p></li>
-<li><p><strong>filename</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
-<li><p><strong>mime_type</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
-</ul>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.client.BlobInput" title="abacusai.client.BlobInput">BlobInput</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.DatasetDocumentProcessingConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">DatasetDocumentProcessingConfig</span></span><a class="headerlink" href="#abacusai.client.DatasetDocumentProcessingConfig" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="#abacusai.client.DocumentProcessingConfig" title="abacusai.client.DocumentProcessingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DocumentProcessingConfig</span></code></a></p>
-<p>Document processing configuration for dataset imports.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>extract_bounding_boxes</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to perform OCR and extract bounding boxes. If False, no OCR will be done but only the embedded text from digital documents will be extracted. Defaults to False.</p></li>
-<li><p><strong>ocr_mode</strong> (<a class="reference internal" href="../api_class/dataset/index.html#abacusai.api_class.dataset.OcrMode" title="abacusai.api_class.dataset.OcrMode"><em>OcrMode</em></a>) – OCR mode. There are different OCR modes available for different kinds of documents and use cases. This option only takes effect when extract_bounding_boxes is True.</p></li>
-<li><p><strong>use_full_ocr</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to perform full OCR. If True, OCR will be performed on the full page. If False, OCR will be performed on the non-text regions only. By default, it will be decided automatically based on the OCR mode and the document type. This option only takes effect when extract_bounding_boxes is True.</p></li>
-<li><p><strong>remove_header_footer</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to remove headers and footers. Defaults to False. This option only takes effect when extract_bounding_boxes is True.</p></li>
-<li><p><strong>remove_watermarks</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to remove watermarks. By default, it will be decided automatically based on the OCR mode and the document type. This option only takes effect when extract_bounding_boxes is True.</p></li>
-<li><p><strong>convert_to_markdown</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to convert extracted text to markdown. Defaults to False. This option only takes effect when extract_bounding_boxes is True.</p></li>
-<li><p><strong>page_text_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the output column which contains the extracted text for each page. If not provided, no column will be created.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.DatasetDocumentProcessingConfig.page_text_column">
-<span class="sig-name descname"><span class="pre">page_text_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.client.DatasetDocumentProcessingConfig.page_text_column" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.DataType">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">DataType</span></span><a class="headerlink" href="#abacusai.client.DataType" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="#abacusai.client.ApiEnum" title="abacusai.client.ApiEnum"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiEnum</span></code></a></p>
-<p>Generic enumeration.</p>
-<p>Derive from this class to define new enumerations.</p>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.DataType.INTEGER">
-<span class="sig-name descname"><span class="pre">INTEGER</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'integer'</span></em><a class="headerlink" href="#abacusai.client.DataType.INTEGER" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.DataType.FLOAT">
-<span class="sig-name descname"><span class="pre">FLOAT</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'float'</span></em><a class="headerlink" href="#abacusai.client.DataType.FLOAT" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.DataType.STRING">
-<span class="sig-name descname"><span class="pre">STRING</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'string'</span></em><a class="headerlink" href="#abacusai.client.DataType.STRING" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.DataType.DATE">
-<span class="sig-name descname"><span class="pre">DATE</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'date'</span></em><a class="headerlink" href="#abacusai.client.DataType.DATE" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.DataType.DATETIME">
-<span class="sig-name descname"><span class="pre">DATETIME</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'datetime'</span></em><a class="headerlink" href="#abacusai.client.DataType.DATETIME" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.DataType.BOOLEAN">
-<span class="sig-name descname"><span class="pre">BOOLEAN</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'boolean'</span></em><a class="headerlink" href="#abacusai.client.DataType.BOOLEAN" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.DataType.LIST">
-<span class="sig-name descname"><span class="pre">LIST</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'list'</span></em><a class="headerlink" href="#abacusai.client.DataType.LIST" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.DataType.STRUCT">
-<span class="sig-name descname"><span class="pre">STRUCT</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'struct'</span></em><a class="headerlink" href="#abacusai.client.DataType.STRUCT" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.DataType.NULL">
-<span class="sig-name descname"><span class="pre">NULL</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'null'</span></em><a class="headerlink" href="#abacusai.client.DataType.NULL" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.DocumentProcessingConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">DocumentProcessingConfig</span></span><a class="headerlink" href="#abacusai.client.DocumentProcessingConfig" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
-<p>Document processing configuration.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>extract_bounding_boxes</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to perform OCR and extract bounding boxes. If False, no OCR will be done but only the embedded text from digital documents will be extracted. Defaults to False.</p></li>
-<li><p><strong>ocr_mode</strong> (<a class="reference internal" href="../api_class/dataset/index.html#abacusai.api_class.dataset.OcrMode" title="abacusai.api_class.dataset.OcrMode"><em>OcrMode</em></a>) – OCR mode. There are different OCR modes available for different kinds of documents and use cases. This option only takes effect when extract_bounding_boxes is True.</p></li>
-<li><p><strong>use_full_ocr</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to perform full OCR. If True, OCR will be performed on the full page. If False, OCR will be performed on the non-text regions only. By default, it will be decided automatically based on the OCR mode and the document type. This option only takes effect when extract_bounding_boxes is True.</p></li>
-<li><p><strong>remove_header_footer</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to remove headers and footers. Defaults to False. This option only takes effect when extract_bounding_boxes is True.</p></li>
-<li><p><strong>remove_watermarks</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to remove watermarks. By default, it will be decided automatically based on the OCR mode and the document type. This option only takes effect when extract_bounding_boxes is True.</p></li>
-<li><p><strong>convert_to_markdown</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to convert extracted text to markdown. Defaults to False. This option only takes effect when extract_bounding_boxes is True.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.DocumentProcessingConfig.extract_bounding_boxes">
-<span class="sig-name descname"><span class="pre">extract_bounding_boxes</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.client.DocumentProcessingConfig.extract_bounding_boxes" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.DocumentProcessingConfig.ocr_mode">
-<span class="sig-name descname"><span class="pre">ocr_mode</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../api_class/enums/index.html#abacusai.api_class.enums.OcrMode" title="abacusai.api_class.enums.OcrMode"><span class="pre">abacusai.api_class.enums.OcrMode</span></a></em><a class="headerlink" href="#abacusai.client.DocumentProcessingConfig.ocr_mode" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.DocumentProcessingConfig.use_full_ocr">
-<span class="sig-name descname"><span class="pre">use_full_ocr</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.client.DocumentProcessingConfig.use_full_ocr" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.DocumentProcessingConfig.remove_header_footer">
-<span class="sig-name descname"><span class="pre">remove_header_footer</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.client.DocumentProcessingConfig.remove_header_footer" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.DocumentProcessingConfig.remove_watermarks">
-<span class="sig-name descname"><span class="pre">remove_watermarks</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#abacusai.client.DocumentProcessingConfig.remove_watermarks" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.DocumentProcessingConfig.convert_to_markdown">
-<span class="sig-name descname"><span class="pre">convert_to_markdown</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.client.DocumentProcessingConfig.convert_to_markdown" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.EvalArtifactType">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">EvalArtifactType</span></span><a class="headerlink" href="#abacusai.client.EvalArtifactType" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="#abacusai.client.ApiEnum" title="abacusai.client.ApiEnum"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiEnum</span></code></a></p>
-<p>Generic enumeration.</p>
-<p>Derive from this class to define new enumerations.</p>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.EvalArtifactType.FORECASTING_ACCURACY">
-<span class="sig-name descname"><span class="pre">FORECASTING_ACCURACY</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'bar_chart'</span></em><a class="headerlink" href="#abacusai.client.EvalArtifactType.FORECASTING_ACCURACY" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.EvalArtifactType.FORECASTING_VOLUME">
-<span class="sig-name descname"><span class="pre">FORECASTING_VOLUME</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'bar_chart_volume'</span></em><a class="headerlink" href="#abacusai.client.EvalArtifactType.FORECASTING_VOLUME" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.EvalArtifactType.FORECASTING_HISTORY_LENGTH_ACCURACY">
-<span class="sig-name descname"><span class="pre">FORECASTING_HISTORY_LENGTH_ACCURACY</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'bar_chart_accuracy_by_history'</span></em><a class="headerlink" href="#abacusai.client.EvalArtifactType.FORECASTING_HISTORY_LENGTH_ACCURACY" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.ForecastingMonitorConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">ForecastingMonitorConfig</span></span><a class="headerlink" href="#abacusai.client.ForecastingMonitorConfig" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
-<p>Forecasting Monitor Configuration</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>id_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the column that contains the unique identifier for the time series.</p></li>
-<li><p><strong>timestamp_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the column that contains the timestamp for the time series.</p></li>
-<li><p><strong>target_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the column that contains the target value for the time series.</p></li>
-<li><p><strong>start_time</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The start time of the time series data.</p></li>
-<li><p><strong>end_time</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The end time of the time series data.</p></li>
-<li><p><strong>window_config</strong> (<a class="reference internal" href="../api_class/index.html#abacusai.api_class.TimeWindowConfig" title="abacusai.api_class.TimeWindowConfig"><em>TimeWindowConfig</em></a>) – The windowing configuration for the time series data.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.ForecastingMonitorConfig.id_column">
-<span class="sig-name descname"><span class="pre">id_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.client.ForecastingMonitorConfig.id_column" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.ForecastingMonitorConfig.timestamp_column">
-<span class="sig-name descname"><span class="pre">timestamp_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.client.ForecastingMonitorConfig.timestamp_column" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.ForecastingMonitorConfig.target_column">
-<span class="sig-name descname"><span class="pre">target_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.client.ForecastingMonitorConfig.target_column" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.ForecastingMonitorConfig.start_time">
-<span class="sig-name descname"><span class="pre">start_time</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.client.ForecastingMonitorConfig.start_time" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.ForecastingMonitorConfig.end_time">
-<span class="sig-name descname"><span class="pre">end_time</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.client.ForecastingMonitorConfig.end_time" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.ForecastingMonitorConfig.window_config">
-<span class="sig-name descname"><span class="pre">window_config</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../api_class/index.html#abacusai.api_class.TimeWindowConfig" title="abacusai.api_class.TimeWindowConfig"><span class="pre">TimeWindowConfig</span></a></em><a class="headerlink" href="#abacusai.client.ForecastingMonitorConfig.window_config" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ForecastingMonitorConfig.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ForecastingMonitorConfig.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Standardizes converting an ApiClass to dictionary.
-Keys of response dictionary are converted to camel case.
-This also validates the fields ( type, value, etc ) received in the dictionary.</p>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.IncrementalDatabaseConnectorConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">IncrementalDatabaseConnectorConfig</span></span><a class="headerlink" href="#abacusai.client.IncrementalDatabaseConnectorConfig" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
-<p>Config information for incremental datasets from database connectors</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timestamp_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If dataset is incremental, this is the column name of the required column in the dataset. This column must contain timestamps in descending order which are used to determine the increments of the incremental dataset.</p>
-</dd>
-</dl>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.IncrementalDatabaseConnectorConfig.timestamp_column">
-<span class="sig-name descname"><span class="pre">timestamp_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.client.IncrementalDatabaseConnectorConfig.timestamp_column" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.LLMName">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">LLMName</span></span><a class="headerlink" href="#abacusai.client.LLMName" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="#abacusai.client.ApiEnum" title="abacusai.client.ApiEnum"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiEnum</span></code></a></p>
-<p>Generic enumeration.</p>
-<p>Derive from this class to define new enumerations.</p>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.LLMName.OPENAI_GPT4">
-<span class="sig-name descname"><span class="pre">OPENAI_GPT4</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'OPENAI_GPT4'</span></em><a class="headerlink" href="#abacusai.client.LLMName.OPENAI_GPT4" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.LLMName.OPENAI_GPT4_32K">
-<span class="sig-name descname"><span class="pre">OPENAI_GPT4_32K</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'OPENAI_GPT4_32K'</span></em><a class="headerlink" href="#abacusai.client.LLMName.OPENAI_GPT4_32K" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.LLMName.OPENAI_GPT4_128K">
-<span class="sig-name descname"><span class="pre">OPENAI_GPT4_128K</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'OPENAI_GPT4_128K'</span></em><a class="headerlink" href="#abacusai.client.LLMName.OPENAI_GPT4_128K" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.LLMName.OPENAI_GPT4_128K_LATEST">
-<span class="sig-name descname"><span class="pre">OPENAI_GPT4_128K_LATEST</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'OPENAI_GPT4_128K_LATEST'</span></em><a class="headerlink" href="#abacusai.client.LLMName.OPENAI_GPT4_128K_LATEST" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.LLMName.OPENAI_GPT4_VISION">
-<span class="sig-name descname"><span class="pre">OPENAI_GPT4_VISION</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'OPENAI_GPT4_VISION'</span></em><a class="headerlink" href="#abacusai.client.LLMName.OPENAI_GPT4_VISION" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.LLMName.OPENAI_GPT4O">
-<span class="sig-name descname"><span class="pre">OPENAI_GPT4O</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'OPENAI_GPT4O'</span></em><a class="headerlink" href="#abacusai.client.LLMName.OPENAI_GPT4O" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.LLMName.OPENAI_GPT3_5">
-<span class="sig-name descname"><span class="pre">OPENAI_GPT3_5</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'OPENAI_GPT3_5'</span></em><a class="headerlink" href="#abacusai.client.LLMName.OPENAI_GPT3_5" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.LLMName.OPENAI_GPT3_5_TEXT">
-<span class="sig-name descname"><span class="pre">OPENAI_GPT3_5_TEXT</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'OPENAI_GPT3_5_TEXT'</span></em><a class="headerlink" href="#abacusai.client.LLMName.OPENAI_GPT3_5_TEXT" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.LLMName.LLAMA3_LARGE_CHAT">
-<span class="sig-name descname"><span class="pre">LLAMA3_LARGE_CHAT</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'LLAMA3_LARGE_CHAT'</span></em><a class="headerlink" href="#abacusai.client.LLMName.LLAMA3_LARGE_CHAT" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.LLMName.GROQ_LLAMA3_LARGE_CHAT">
-<span class="sig-name descname"><span class="pre">GROQ_LLAMA3_LARGE_CHAT</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'GROQ_LLAMA3_LARGE_CHAT'</span></em><a class="headerlink" href="#abacusai.client.LLMName.GROQ_LLAMA3_LARGE_CHAT" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.LLMName.CLAUDE_V2_1">
-<span class="sig-name descname"><span class="pre">CLAUDE_V2_1</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'CLAUDE_V2_1'</span></em><a class="headerlink" href="#abacusai.client.LLMName.CLAUDE_V2_1" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.LLMName.CLAUDE_V3_OPUS">
-<span class="sig-name descname"><span class="pre">CLAUDE_V3_OPUS</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'CLAUDE_V3_OPUS'</span></em><a class="headerlink" href="#abacusai.client.LLMName.CLAUDE_V3_OPUS" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.LLMName.CLAUDE_V3_SONNET">
-<span class="sig-name descname"><span class="pre">CLAUDE_V3_SONNET</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'CLAUDE_V3_SONNET'</span></em><a class="headerlink" href="#abacusai.client.LLMName.CLAUDE_V3_SONNET" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.LLMName.CLAUDE_V3_HAIKU">
-<span class="sig-name descname"><span class="pre">CLAUDE_V3_HAIKU</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'CLAUDE_V3_HAIKU'</span></em><a class="headerlink" href="#abacusai.client.LLMName.CLAUDE_V3_HAIKU" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.LLMName.ABACUS_GIRAFFE">
-<span class="sig-name descname"><span class="pre">ABACUS_GIRAFFE</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'ABACUS_GIRAFFE'</span></em><a class="headerlink" href="#abacusai.client.LLMName.ABACUS_GIRAFFE" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.LLMName.ABACUS_GIRAFFE_LARGE">
-<span class="sig-name descname"><span class="pre">ABACUS_GIRAFFE_LARGE</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'ABACUS_GIRAFFE_LARGE'</span></em><a class="headerlink" href="#abacusai.client.LLMName.ABACUS_GIRAFFE_LARGE" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.LLMName.LLAMA2_CHAT">
-<span class="sig-name descname"><span class="pre">LLAMA2_CHAT</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'LLAMA2_CHAT'</span></em><a class="headerlink" href="#abacusai.client.LLMName.LLAMA2_CHAT" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.LLMName.PALM">
-<span class="sig-name descname"><span class="pre">PALM</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'PALM'</span></em><a class="headerlink" href="#abacusai.client.LLMName.PALM" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.LLMName.PALM_TEXT">
-<span class="sig-name descname"><span class="pre">PALM_TEXT</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'PALM_TEXT'</span></em><a class="headerlink" href="#abacusai.client.LLMName.PALM_TEXT" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.LLMName.GEMINI_PRO">
-<span class="sig-name descname"><span class="pre">GEMINI_PRO</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'GEMINI_PRO'</span></em><a class="headerlink" href="#abacusai.client.LLMName.GEMINI_PRO" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.LLMName.GEMINI_1_5_PRO">
-<span class="sig-name descname"><span class="pre">GEMINI_1_5_PRO</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'GEMINI_1_5_PRO'</span></em><a class="headerlink" href="#abacusai.client.LLMName.GEMINI_1_5_PRO" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.LLMName.MIXTRAL_CHAT">
-<span class="sig-name descname"><span class="pre">MIXTRAL_CHAT</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'MIXTRAL_CHAT'</span></em><a class="headerlink" href="#abacusai.client.LLMName.MIXTRAL_CHAT" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.LLMName.MISTRAL_MEDIUM">
-<span class="sig-name descname"><span class="pre">MISTRAL_MEDIUM</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'MISTRAL_MEDIUM'</span></em><a class="headerlink" href="#abacusai.client.LLMName.MISTRAL_MEDIUM" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.LLMName.ABACUS_SMAUG3">
-<span class="sig-name descname"><span class="pre">ABACUS_SMAUG3</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'ABACUS_SMAUG3'</span></em><a class="headerlink" href="#abacusai.client.LLMName.ABACUS_SMAUG3" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.MergeConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">MergeConfig</span></span><a class="headerlink" href="#abacusai.client.MergeConfig" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
-<p>An abstract class for the merge config of a feature group</p>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.MergeConfig.merge_mode">
-<span class="sig-name descname"><span class="pre">merge_mode</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../api_class/enums/index.html#abacusai.api_class.enums.MergeMode" title="abacusai.api_class.enums.MergeMode"><span class="pre">abacusai.api_class.enums.MergeMode</span></a></em><a class="headerlink" href="#abacusai.client.MergeConfig.merge_mode" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.MergeConfig._get_builder">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_get_builder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.MergeConfig._get_builder" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.MergeConfig.__post_init__">
-<span class="sig-name descname"><span class="pre">__post_init__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.MergeConfig.__post_init__" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.ParsingConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">ParsingConfig</span></span><a class="headerlink" href="#abacusai.client.ParsingConfig" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
-<p>Custom config for dataset parsing.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>escape</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Escape character for CSV files. Defaults to ‘”’.</p></li>
-<li><p><strong>csv_delimiter</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Delimiter for CSV files. Defaults to None.</p></li>
-<li><p><strong>file_path_with_schema</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Path to the file with schema. Defaults to None.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.ParsingConfig.escape">
-<span class="sig-name descname"><span class="pre">escape</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.client.ParsingConfig.escape" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.ParsingConfig.csv_delimiter">
-<span class="sig-name descname"><span class="pre">csv_delimiter</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.client.ParsingConfig.csv_delimiter" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.ParsingConfig.file_path_with_schema">
-<span class="sig-name descname"><span class="pre">file_path_with_schema</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.client.ParsingConfig.file_path_with_schema" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.PredictionArguments">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">PredictionArguments</span></span><a class="headerlink" href="#abacusai.client.PredictionArguments" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
-<p>An abstract class for prediction arguments specific to problem type.</p>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.PredictionArguments._support_kwargs">
-<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.client.PredictionArguments._support_kwargs" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.PredictionArguments.kwargs">
-<span class="sig-name descname"><span class="pre">kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><span class="pre">dict</span></a></em><a class="headerlink" href="#abacusai.client.PredictionArguments.kwargs" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.PredictionArguments.problem_type">
-<span class="sig-name descname"><span class="pre">problem_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../api_class/enums/index.html#abacusai.api_class.enums.ProblemType" title="abacusai.api_class.enums.ProblemType"><span class="pre">abacusai.api_class.enums.ProblemType</span></a></em><a class="headerlink" href="#abacusai.client.PredictionArguments.problem_type" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.PredictionArguments._get_builder">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_get_builder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.PredictionArguments._get_builder" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.ProjectFeatureGroupConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">ProjectFeatureGroupConfig</span></span><a class="headerlink" href="#abacusai.client.ProjectFeatureGroupConfig" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
-<p>An abstract class for project feature group configuration.</p>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.ProjectFeatureGroupConfig.type">
-<span class="sig-name descname"><span class="pre">type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../api_class/enums/index.html#abacusai.api_class.enums.ProjectConfigType" title="abacusai.api_class.enums.ProjectConfigType"><span class="pre">abacusai.api_class.enums.ProjectConfigType</span></a></em><a class="headerlink" href="#abacusai.client.ProjectFeatureGroupConfig.type" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ProjectFeatureGroupConfig._get_builder">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_get_builder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ProjectFeatureGroupConfig._get_builder" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.PythonFunctionType">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">PythonFunctionType</span></span><a class="headerlink" href="#abacusai.client.PythonFunctionType" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="#abacusai.client.ApiEnum" title="abacusai.client.ApiEnum"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiEnum</span></code></a></p>
-<p>Generic enumeration.</p>
-<p>Derive from this class to define new enumerations.</p>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.PythonFunctionType.FEATURE_GROUP">
-<span class="sig-name descname"><span class="pre">FEATURE_GROUP</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'FEATURE_GROUP'</span></em><a class="headerlink" href="#abacusai.client.PythonFunctionType.FEATURE_GROUP" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.PythonFunctionType.PLOTLY_FIG">
-<span class="sig-name descname"><span class="pre">PLOTLY_FIG</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'PLOTLY_FIG'</span></em><a class="headerlink" href="#abacusai.client.PythonFunctionType.PLOTLY_FIG" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.PythonFunctionType.STEP_FUNCTION">
-<span class="sig-name descname"><span class="pre">STEP_FUNCTION</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'STEP_FUNCTION'</span></em><a class="headerlink" href="#abacusai.client.PythonFunctionType.STEP_FUNCTION" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.SamplingConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">SamplingConfig</span></span><a class="headerlink" href="#abacusai.client.SamplingConfig" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
-<p>An abstract class for the sampling config of a feature group</p>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.SamplingConfig.sampling_method">
-<span class="sig-name descname"><span class="pre">sampling_method</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../api_class/enums/index.html#abacusai.api_class.enums.SamplingMethodType" title="abacusai.api_class.enums.SamplingMethodType"><span class="pre">abacusai.api_class.enums.SamplingMethodType</span></a></em><a class="headerlink" href="#abacusai.client.SamplingConfig.sampling_method" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.SamplingConfig._get_builder">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_get_builder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.SamplingConfig._get_builder" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.SamplingConfig.__post_init__">
-<span class="sig-name descname"><span class="pre">__post_init__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.SamplingConfig.__post_init__" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.TrainingConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">TrainingConfig</span></span><a class="headerlink" href="#abacusai.client.TrainingConfig" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
-<p>An abstract class for the training config options used to train the model.</p>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.TrainingConfig._upper_snake_case_keys">
-<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.client.TrainingConfig._upper_snake_case_keys" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.TrainingConfig._support_kwargs">
-<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.client.TrainingConfig._support_kwargs" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.TrainingConfig.kwargs">
-<span class="sig-name descname"><span class="pre">kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><span class="pre">dict</span></a></em><a class="headerlink" href="#abacusai.client.TrainingConfig.kwargs" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.TrainingConfig.problem_type">
-<span class="sig-name descname"><span class="pre">problem_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../api_class/enums/index.html#abacusai.api_class.enums.ProblemType" title="abacusai.api_class.enums.ProblemType"><span class="pre">abacusai.api_class.enums.ProblemType</span></a></em><a class="headerlink" href="#abacusai.client.TrainingConfig.problem_type" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.TrainingConfig.algorithm">
-<span class="sig-name descname"><span class="pre">algorithm</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.client.TrainingConfig.algorithm" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.TrainingConfig._get_builder">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_get_builder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.TrainingConfig._get_builder" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.VectorStoreConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">VectorStoreConfig</span></span><a class="headerlink" href="#abacusai.client.VectorStoreConfig" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
-<p>Config for indexing options of a document retriever. Default values of optional arguments are heuristically selected by the Abacus.AI platform based on the underlying data.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>chunk_size</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The size of text chunks in the vector store.</p></li>
-<li><p><strong>chunk_overlap_fraction</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – The fraction of overlap between chunks.</p></li>
-<li><p><strong>text_encoder</strong> (<a class="reference internal" href="../api_class/document_retriever/index.html#abacusai.api_class.document_retriever.VectorStoreTextEncoder" title="abacusai.api_class.document_retriever.VectorStoreTextEncoder"><em>VectorStoreTextEncoder</em></a>) – Encoder used to index texts from the documents.</p></li>
-<li><p><strong>chunk_size_factors</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Chunking data with multiple sizes. The specified list of factors are used to calculate more sizes, in addition to <cite>chunk_size</cite>.</p></li>
-<li><p><strong>score_multiplier_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If provided, will use the values in this metadata column to modify the relevance score of returned chunks for all queries.</p></li>
-<li><p><strong>prune_vectors</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Transform vectors using SVD so that the average component of vectors in the corpus are removed.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.VectorStoreConfig.chunk_size">
-<span class="sig-name descname"><span class="pre">chunk_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.client.VectorStoreConfig.chunk_size" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.VectorStoreConfig.chunk_overlap_fraction">
-<span class="sig-name descname"><span class="pre">chunk_overlap_fraction</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.client.VectorStoreConfig.chunk_overlap_fraction" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.VectorStoreConfig.text_encoder">
-<span class="sig-name descname"><span class="pre">text_encoder</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../api_class/enums/index.html#abacusai.api_class.enums.VectorStoreTextEncoder" title="abacusai.api_class.enums.VectorStoreTextEncoder"><span class="pre">abacusai.api_class.enums.VectorStoreTextEncoder</span></a></em><a class="headerlink" href="#abacusai.client.VectorStoreConfig.text_encoder" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.VectorStoreConfig.chunk_size_factors">
-<span class="sig-name descname"><span class="pre">chunk_size_factors</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><span class="pre">list</span></a></em><a class="headerlink" href="#abacusai.client.VectorStoreConfig.chunk_size_factors" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.VectorStoreConfig.score_multiplier_column">
-<span class="sig-name descname"><span class="pre">score_multiplier_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.client.VectorStoreConfig.score_multiplier_column" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.VectorStoreConfig.prune_vectors">
-<span class="sig-name descname"><span class="pre">prune_vectors</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.client.VectorStoreConfig.prune_vectors" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="py function">
-<dt class="sig sig-object py" id="abacusai.client.get_clean_function_source_code">
-<span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">get_clean_function_source_code</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">func</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.get_clean_function_source_code" title="Link to this definition"></a></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>func</strong> (<em>Callable</em>)</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py function">
-<dt class="sig sig-object py" id="abacusai.client.snake_case">
-<span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">snake_case</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.snake_case" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.WorkflowGraph">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">WorkflowGraph</span></span><a class="headerlink" href="#abacusai.client.WorkflowGraph" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
-<p>An Agent workflow graph. The edges define the node invokation order. The workflow must follow linear invokation order.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>nodes</strong> (<em>List</em><em>[</em><a class="reference internal" href="../api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowGraphNode" title="abacusai.api_class.ai_agents.WorkflowGraphNode"><em>WorkflowGraphNode</em></a><em>]</em>) – A list of nodes in the workflow graph.</p></li>
-<li><p><strong>edges</strong> (<em>List</em><em>[</em><a class="reference internal" href="../api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowGraphEdge" title="abacusai.api_class.ai_agents.WorkflowGraphEdge"><em>WorkflowGraphEdge</em></a><em>]</em>) – A list of edges in the workflow graph, where each edge is a tuple of source, target and details.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.WorkflowGraph.nodes">
-<span class="sig-name descname"><span class="pre">nodes</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="../api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowGraphNode" title="abacusai.api_class.ai_agents.WorkflowGraphNode"><span class="pre">WorkflowGraphNode</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.client.WorkflowGraph.nodes" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.WorkflowGraph.edges">
-<span class="sig-name descname"><span class="pre">edges</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="../api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowGraphEdge" title="abacusai.api_class.ai_agents.WorkflowGraphEdge"><span class="pre">WorkflowGraphEdge</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.client.WorkflowGraph.edges" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.WorkflowGraph.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.WorkflowGraph.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Standardizes converting an ApiClass to dictionary.
-Keys of response dictionary are converted to camel case.
-This also validates the fields ( type, value, etc ) received in the dictionary.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.WorkflowGraph.from_dict">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">graph</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.WorkflowGraph.from_dict" title="Link to this definition"></a></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>graph</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>)</p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py data">
-<dt class="sig sig-object py" id="abacusai.client.INVALID_PANDAS_COLUMN_NAME_CHARACTERS">
-<span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">INVALID_PANDAS_COLUMN_NAME_CHARACTERS</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'[^A-Za-z0-9_]'</span></em><a class="headerlink" href="#abacusai.client.INVALID_PANDAS_COLUMN_NAME_CHARACTERS" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.StreamingHandler">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">StreamingHandler</span></span><a class="headerlink" href="#abacusai.client.StreamingHandler" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">str</span></code></a></p>
-<p>str(object=’’) -&gt; str
-str(bytes_or_buffer[, encoding[, errors]]) -&gt; str</p>
-<p>Create a new string object from the given object. If encoding or
-errors is specified, then the object must expose a data buffer
-that will be decoded using the given encoding and error handler.
-Otherwise, returns the result of object.__str__() (if defined)
-or repr(object).
-encoding defaults to sys.getdefaultencoding().
-errors defaults to ‘strict’.</p>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.StreamingHandler.process_streaming_data">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">process_streaming_data</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">value</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">context</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">section_key</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">data_type</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.StreamingHandler.process_streaming_data" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.StreamType">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">StreamType</span></span><a class="headerlink" href="#abacusai.client.StreamType" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/enum.html#enum.Enum" title="(in Python v3.12)"><code class="xref py py-obj docutils literal notranslate"><span class="pre">enum.Enum</span></code></a></p>
-<p>Generic enumeration.</p>
-<p>Derive from this class to define new enumerations.</p>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.StreamType.MESSAGE">
-<span class="sig-name descname"><span class="pre">MESSAGE</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'message'</span></em><a class="headerlink" href="#abacusai.client.StreamType.MESSAGE" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.client.StreamType.SECTION_OUTPUT">
-<span class="sig-name descname"><span class="pre">SECTION_OUTPUT</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'section_output'</span></em><a class="headerlink" href="#abacusai.client.StreamType.SECTION_OUTPUT" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="py function">
-<dt class="sig sig-object py" id="abacusai.client.clean_column_name">
-<span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">clean_column_name</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">column</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.clean_column_name" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py function">
-<dt class="sig sig-object py" id="abacusai.client.get_object_from_context">
-<span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">get_object_from_context</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">context</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">variable_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">return_type</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.get_object_from_context" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.ApiEndpoint">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">ApiEndpoint</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">apiEndpoint</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictEndpoint</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">proxyEndpoint</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">llmEndpoint</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">externalChatEndpoint</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dashboardEndpoint</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ApiEndpoint" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>An collection of endpoints which can be used to make requests to, such as api calls or predict calls</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>apiEndpoint</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The URI that can be used to make API calls</p></li>
-<li><p><strong>predictEndpoint</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The URI that can be used to make predict calls against Deployments</p></li>
-<li><p><strong>proxyEndpoint</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The URI that can be used to make proxy server calls</p></li>
-<li><p><strong>llmEndpoint</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The URI that can be used to make llm api calls</p></li>
-<li><p><strong>externalChatEndpoint</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The URI that can be used to access the external chat</p></li>
-<li><p><strong>dashboardEndpoint</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The URI that the external chat will use to go back to the dashboard</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ApiEndpoint.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ApiEndpoint.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ApiEndpoint.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ApiEndpoint.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.ApiKey">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">ApiKey</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">apiKeyId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">apiKey</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tag</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ApiKey" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>An API Key to authenticate requests to the Abacus.AI API</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>apiKeyId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique ID for the API key</p></li>
-<li><p><strong>apiKey</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique API key scoped to a specific organization. Value will be partially obscured.</p></li>
-<li><p><strong>tag</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A user-friendly tag for the API key.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The timestamp when the API key was created.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ApiKey.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ApiKey.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ApiKey.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ApiKey.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ApiKey.delete">
-<span class="sig-name descname"><span class="pre">delete</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ApiKey.delete" title="Link to this definition"></a></dt>
-<dd><p>Delete a specified API key.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>api_key_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The ID of the API key to delete.</p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.AppUserGroup">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">AppUserGroup</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">userGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">externalApplicationIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">invitedUserEmails</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">publicUserGroup</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hasExternalApplicationReporting</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">isExternalServiceGroup</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">externalServiceGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">users</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.AppUserGroup" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>An app user group. This is used to determine which users have permissions for external chatbots.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the user group.</p></li>
-<li><p><strong>userGroupId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the user group.</p></li>
-<li><p><strong>externalApplicationIds</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – The ids of the external applications the group has access to.</p></li>
-<li><p><strong>invitedUserEmails</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – The emails of the users invited to the user group who have not yet accepted the invite.</p></li>
-<li><p><strong>publicUserGroup</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Boolean flag whether the app user group is the public user group of the org or not.</p></li>
-<li><p><strong>hasExternalApplicationReporting</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether users in the App User Group have permission to view all reports in their organization.</p></li>
-<li><p><strong>isExternalServiceGroup</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether the App User Group corresponds to a user group that’s defined in an external service (i.e Microsft Active Directory or Okta) or not</p></li>
-<li><p><strong>externalServiceGroupId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The identifier that corresponds to the app user group’s external service group representation</p></li>
-<li><p><strong>users</strong> (<a class="reference internal" href="#abacusai.client.User" title="abacusai.client.User"><em>User</em></a>) – The users in the user group.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.AppUserGroup.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.AppUserGroup.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.AppUserGroup.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.AppUserGroup.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.ApplicationConnector">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">ApplicationConnector</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">applicationConnectorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">service</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">auth</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ApplicationConnector" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A connector to an external service</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>applicationConnectorId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique ID for the connection.</p></li>
-<li><p><strong>service</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The service this connection connects to</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A user-friendly name for the service</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – When the API key was created</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The status of the Application Connector</p></li>
-<li><p><strong>auth</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Non-secret connection information for this connector</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ApplicationConnector.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ApplicationConnector.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ApplicationConnector.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ApplicationConnector.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ApplicationConnector.rename">
-<span class="sig-name descname"><span class="pre">rename</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ApplicationConnector.rename" title="Link to this definition"></a></dt>
-<dd><p>Renames a Application Connector</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A new name for the application connector.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ApplicationConnector.delete">
-<span class="sig-name descname"><span class="pre">delete</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ApplicationConnector.delete" title="Link to this definition"></a></dt>
-<dd><p>Delete an application connector.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>application_connector_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier for the application connector.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ApplicationConnector.list_objects">
-<span class="sig-name descname"><span class="pre">list_objects</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ApplicationConnector.list_objects" title="Link to this definition"></a></dt>
-<dd><p>Lists querable objects in the application connector.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>application_connector_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier for the application connector.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ApplicationConnector.verify">
-<span class="sig-name descname"><span class="pre">verify</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ApplicationConnector.verify" title="Link to this definition"></a></dt>
-<dd><p>Checks if Abacus.AI can access the application using the provided application connector ID.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>application_connector_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier for the application connector.</p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.BatchPrediction">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">BatchPrediction</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batchPredictionId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deploymentId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fileConnectorOutputLocation</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">databaseConnectorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">databaseOutputConfiguration</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fileOutputFormat</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">connectorType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">legacyInputLocation</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">outputFeatureGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupTableName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">outputFeatureGroupTableName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">summaryFeatureGroupTableName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">csvInputPrefix</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">csvPredictionPrefix</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">csvExplanationsPrefix</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">outputIncludesMetadata</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">resultInputColumns</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelMonitorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bpAcrossVersionsMonitorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">algorithm</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batchPredictionArgsType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batchInputs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">latestBatchPredictionVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refreshSchedules</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">inputFeatureGroups</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">globalPredictionArgs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batchPredictionArgs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.BatchPrediction" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Make batch predictions.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>batchPredictionId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the batch prediction request.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – When the batch prediction was created, in ISO-8601 format.</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name given to the batch prediction object.</p></li>
-<li><p><strong>deploymentId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The deployment used to make the predictions.</p></li>
-<li><p><strong>fileConnectorOutputLocation</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Contains information about where the batch predictions are written to.</p></li>
-<li><p><strong>databaseConnectorId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The database connector to write the results to.</p></li>
-<li><p><strong>databaseOutputConfiguration</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Contains information about where the batch predictions are written to.</p></li>
-<li><p><strong>fileOutputFormat</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The format of the batch prediction output (CSV or JSON).</p></li>
-<li><p><strong>connectorType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Null if writing to internal console, else FEATURE_GROUP | FILE_CONNECTOR | DATABASE_CONNECTOR.</p></li>
-<li><p><strong>legacyInputLocation</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The location of the input data.</p></li>
-<li><p><strong>outputFeatureGroupId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The Batch Prediction output feature group ID if applicable</p></li>
-<li><p><strong>featureGroupTableName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The table name of the Batch Prediction output feature group.</p></li>
-<li><p><strong>outputFeatureGroupTableName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The table name of the Batch Prediction output feature group.</p></li>
-<li><p><strong>summaryFeatureGroupTableName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The table name of the metrics summary feature group output by Batch Prediction.</p></li>
-<li><p><strong>csvInputPrefix</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A prefix to prepend to the input columns, only applies when output format is CSV.</p></li>
-<li><p><strong>csvPredictionPrefix</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A prefix to prepend to the prediction columns, only applies when output format is CSV.</p></li>
-<li><p><strong>csvExplanationsPrefix</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A prefix to prepend to the explanation columns, only applies when output format is CSV.</p></li>
-<li><p><strong>outputIncludesMetadata</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, output will contain columns including prediction start time, batch prediction version, and model version.</p></li>
-<li><p><strong>resultInputColumns</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – If present, will limit result files or feature groups to only include columns present in this list.</p></li>
-<li><p><strong>modelMonitorId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The model monitor for this batch prediction.</p></li>
-<li><p><strong>modelVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The model instance used in the deployment for the batch prediction.</p></li>
-<li><p><strong>bpAcrossVersionsMonitorId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The model monitor for this batch prediction across versions.</p></li>
-<li><p><strong>algorithm</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The algorithm that is currently deployed.</p></li>
-<li><p><strong>batchPredictionArgsType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of batch prediction arguments used for this batch prediction.</p></li>
-<li><p><strong>batchInputs</strong> (<a class="reference internal" href="../batch_prediction/index.html#abacusai.batch_prediction.PredictionInput" title="abacusai.batch_prediction.PredictionInput"><em>PredictionInput</em></a>) – Inputs to the batch prediction.</p></li>
-<li><p><strong>latestBatchPredictionVersion</strong> (<a class="reference internal" href="#abacusai.client.BatchPredictionVersion" title="abacusai.client.BatchPredictionVersion"><em>BatchPredictionVersion</em></a>) – The latest batch prediction version.</p></li>
-<li><p><strong>refreshSchedules</strong> (<a class="reference internal" href="../batch_prediction/index.html#abacusai.batch_prediction.RefreshSchedule" title="abacusai.batch_prediction.RefreshSchedule"><em>RefreshSchedule</em></a>) – List of refresh schedules that dictate the next time the batch prediction will be run.</p></li>
-<li><p><strong>inputFeatureGroups</strong> (<a class="reference internal" href="../batch_prediction/index.html#abacusai.batch_prediction.PredictionFeatureGroup" title="abacusai.batch_prediction.PredictionFeatureGroup"><em>PredictionFeatureGroup</em></a>) – List of prediction feature groups.</p></li>
-<li><p><strong>globalPredictionArgs</strong> (<a class="reference internal" href="#abacusai.client.BatchPredictionArgs" title="abacusai.client.BatchPredictionArgs"><em>BatchPredictionArgs</em></a>)</p></li>
-<li><p><strong>batchPredictionArgs</strong> (<a class="reference internal" href="#abacusai.client.BatchPredictionArgs" title="abacusai.client.BatchPredictionArgs"><em>BatchPredictionArgs</em></a>) – Argument(s) passed to every prediction call.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.BatchPrediction.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.BatchPrediction.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.BatchPrediction.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.BatchPrediction.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.BatchPrediction.start">
-<span class="sig-name descname"><span class="pre">start</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.BatchPrediction.start" title="Link to this definition"></a></dt>
-<dd><p>Creates a new batch prediction version job for a given batch prediction job description.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>batch_prediction_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the batch prediction to create a new version of.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The batch prediction version started by this method call.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.BatchPredictionVersion" title="abacusai.client.BatchPredictionVersion">BatchPredictionVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.BatchPrediction.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.BatchPrediction.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.client.BatchPrediction" title="abacusai.client.BatchPrediction">BatchPrediction</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.BatchPrediction.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.BatchPrediction.describe" title="Link to this definition"></a></dt>
-<dd><p>Describe the batch prediction.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>batch_prediction_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier associated with the batch prediction.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The batch prediction description.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.BatchPrediction" title="abacusai.client.BatchPrediction">BatchPrediction</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.BatchPrediction.list_versions">
-<span class="sig-name descname"><span class="pre">list_versions</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">limit</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">100</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">start_after_version</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.BatchPrediction.list_versions" title="Link to this definition"></a></dt>
-<dd><p>Retrieves a list of versions of a given batch prediction</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>limit</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Number of versions to list.</p></li>
-<li><p><strong>start_after_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Version to start after.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>List of batch prediction versions.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.BatchPredictionVersion" title="abacusai.client.BatchPredictionVersion">BatchPredictionVersion</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.BatchPrediction.update">
-<span class="sig-name descname"><span class="pre">update</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">deployment_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">global_prediction_args</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_prediction_args</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">explanations</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_format</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">csv_input_prefix</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">csv_prediction_prefix</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">csv_explanations_prefix</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_includes_metadata</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">result_input_columns</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.BatchPrediction.update" title="Link to this definition"></a></dt>
-<dd><p>Update a batch prediction job description.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>deployment_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique identifier of the deployment.</p></li>
-<li><p><strong>batch_prediction_args</strong> (<a class="reference internal" href="#abacusai.client.BatchPredictionArgs" title="abacusai.client.BatchPredictionArgs"><em>BatchPredictionArgs</em></a>) – Batch Prediction args specific to problem type.</p></li>
-<li><p><strong>output_format</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If specified, sets the format of the batch prediction output (CSV or JSON).</p></li>
-<li><p><strong>csv_input_prefix</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Prefix to prepend to the input columns, only applies when output format is CSV.</p></li>
-<li><p><strong>csv_prediction_prefix</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Prefix to prepend to the prediction columns, only applies when output format is CSV.</p></li>
-<li><p><strong>csv_explanations_prefix</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Prefix to prepend to the explanation columns, only applies when output format is CSV.</p></li>
-<li><p><strong>output_includes_metadata</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If True, output will contain columns including prediction start time, batch prediction version, and model version.</p></li>
-<li><p><strong>result_input_columns</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – If present, will limit result files or feature groups to only include columns present in this list.</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If present, will rename the batch prediction.</p></li>
-<li><p><strong>global_prediction_args</strong> (<em>Union</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a><em>, </em><a class="reference internal" href="../api_class/index.html#abacusai.api_class.BatchPredictionArgs" title="abacusai.api_class.BatchPredictionArgs"><em>abacusai.api_class.BatchPredictionArgs</em></a><em>]</em>)</p></li>
-<li><p><strong>explanations</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>)</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The batch prediction.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.BatchPrediction" title="abacusai.client.BatchPrediction">BatchPrediction</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.BatchPrediction.set_file_connector_output">
-<span class="sig-name descname"><span class="pre">set_file_connector_output</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">output_format</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_location</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.BatchPrediction.set_file_connector_output" title="Link to this definition"></a></dt>
-<dd><p>Updates the file connector output configuration of the batch prediction</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>output_format</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The format of the batch prediction output (CSV or JSON). If not specified, the default format will be used.</p></li>
-<li><p><strong>output_location</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The location to write the prediction results. If not specified, results will be stored in Abacus.AI.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The batch prediction description.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.BatchPrediction" title="abacusai.client.BatchPrediction">BatchPrediction</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.BatchPrediction.set_database_connector_output">
-<span class="sig-name descname"><span class="pre">set_database_connector_output</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">database_connector_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">database_output_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.BatchPrediction.set_database_connector_output" title="Link to this definition"></a></dt>
-<dd><p>Updates the database connector output configuration of the batch prediction</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>database_connector_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier of an Database Connection to write predictions to.</p></li>
-<li><p><strong>database_output_config</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Key-value pair of columns/values to write to the database connector.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Description of the batch prediction.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.BatchPrediction" title="abacusai.client.BatchPrediction">BatchPrediction</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.BatchPrediction.set_feature_group_output">
-<span class="sig-name descname"><span class="pre">set_feature_group_output</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">table_name</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.BatchPrediction.set_feature_group_output" title="Link to this definition"></a></dt>
-<dd><p>Creates a feature group and sets it as the batch prediction output.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>table_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the feature group table to create.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Batch prediction after the output has been applied.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.BatchPrediction" title="abacusai.client.BatchPrediction">BatchPrediction</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.BatchPrediction.set_output_to_console">
-<span class="sig-name descname"><span class="pre">set_output_to_console</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.BatchPrediction.set_output_to_console" title="Link to this definition"></a></dt>
-<dd><p>Sets the batch prediction output to the console, clearing both the file connector and database connector configurations.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>batch_prediction_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the batch prediction.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The batch prediction description.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.BatchPrediction" title="abacusai.client.BatchPrediction">BatchPrediction</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.BatchPrediction.set_feature_group">
-<span class="sig-name descname"><span class="pre">set_feature_group</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature_group_type</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_group_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.BatchPrediction.set_feature_group" title="Link to this definition"></a></dt>
-<dd><p>Sets the batch prediction input feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>feature_group_type</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Enum string representing the feature group type to set. The type is based on the use case under which the feature group is being created (e.g. Catalog Attributes for personalized recommendation use case).</p></li>
-<li><p><strong>feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique identifier of the feature group to set as input to the batch prediction.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Description of the batch prediction.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.BatchPrediction" title="abacusai.client.BatchPrediction">BatchPrediction</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.BatchPrediction.set_dataset_remap">
-<span class="sig-name descname"><span class="pre">set_dataset_remap</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">dataset_id_remap</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.BatchPrediction.set_dataset_remap" title="Link to this definition"></a></dt>
-<dd><p>For the purpose of this batch prediction, will swap out datasets in the training feature groups</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>dataset_id_remap</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Key/value pairs of dataset ids to be replaced during the batch prediction.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Batch prediction object.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.BatchPrediction" title="abacusai.client.BatchPrediction">BatchPrediction</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.BatchPrediction.delete">
-<span class="sig-name descname"><span class="pre">delete</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.BatchPrediction.delete" title="Link to this definition"></a></dt>
-<dd><p>Deletes a batch prediction and associated data, such as associated monitors.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>batch_prediction_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier of the batch prediction.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.BatchPrediction.wait_for_predictions">
-<span class="sig-name descname"><span class="pre">wait_for_predictions</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">86400</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.BatchPrediction.wait_for_predictions" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until batch predictions are ready.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.BatchPrediction.wait_for_drift_monitor">
-<span class="sig-name descname"><span class="pre">wait_for_drift_monitor</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">86400</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.BatchPrediction.wait_for_drift_monitor" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until batch prediction drift monitor calculations are ready.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.BatchPrediction.get_status">
-<span class="sig-name descname"><span class="pre">get_status</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.BatchPrediction.get_status" title="Link to this definition"></a></dt>
-<dd><p>Gets the status of the latest batch prediction version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A string describing the status of the latest batch prediction version e.g., pending, complete, etc.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)">str</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.BatchPrediction.create_refresh_policy">
-<span class="sig-name descname"><span class="pre">create_refresh_policy</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">cron</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.BatchPrediction.create_refresh_policy" title="Link to this definition"></a></dt>
-<dd><p>To create a refresh policy for a batch prediction.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>cron</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A cron style string to set the refresh time.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The refresh policy object.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.RefreshPolicy" title="abacusai.client.RefreshPolicy">RefreshPolicy</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.BatchPrediction.list_refresh_policies">
-<span class="sig-name descname"><span class="pre">list_refresh_policies</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.BatchPrediction.list_refresh_policies" title="Link to this definition"></a></dt>
-<dd><p>Gets the refresh policies in a list.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A list of refresh policy objects.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p>List[<a class="reference internal" href="#abacusai.client.RefreshPolicy" title="abacusai.client.RefreshPolicy">RefreshPolicy</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.BatchPrediction.describe_output_feature_group">
-<span class="sig-name descname"><span class="pre">describe_output_feature_group</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.BatchPrediction.describe_output_feature_group" title="Link to this definition"></a></dt>
-<dd><p>Gets the results feature group for this batch prediction</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A feature group object.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.BatchPrediction.load_results_as_pandas">
-<span class="sig-name descname"><span class="pre">load_results_as_pandas</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.BatchPrediction.load_results_as_pandas" title="Link to this definition"></a></dt>
-<dd><p>Loads the output feature groups into a python pandas dataframe.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A pandas dataframe with annotations and text_snippet columns.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p>DataFrame</p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.BatchPredictionVersion">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">BatchPredictionVersion</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batchPredictionVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batchPredictionId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">driftMonitorStatus</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deploymentId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionsStartedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionsCompletedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">databaseOutputError</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">totalPredictions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">failedPredictions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">databaseConnectorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">databaseOutputConfiguration</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fileConnectorOutputLocation</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fileOutputFormat</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">connectorType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">legacyInputLocation</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">driftMonitorError</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">monitorWarnings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">csvInputPrefix</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">csvPredictionPrefix</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">csvExplanationsPrefix</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">databaseOutputTotalWrites</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">databaseOutputFailedWrites</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">outputIncludesMetadata</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">resultInputColumns</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelMonitorVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">algoName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">algorithm</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">outputFeatureGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">outputFeatureGroupVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">outputFeatureGroupTableName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batchPredictionWarnings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bpAcrossVersionsMonitorVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batchPredictionArgsType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batchInputs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">inputFeatureGroups</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">globalPredictionArgs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batchPredictionArgs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.BatchPredictionVersion" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Batch Prediction Version</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>batchPredictionVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the batch prediction version</p></li>
-<li><p><strong>batchPredictionId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the batch prediction</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The current status of the batch prediction</p></li>
-<li><p><strong>driftMonitorStatus</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The status of the drift monitor for this batch prediction version</p></li>
-<li><p><strong>deploymentId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The deployment used to make the predictions</p></li>
-<li><p><strong>modelId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The model used to make the predictions</p></li>
-<li><p><strong>modelVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The model version used to make the predictions</p></li>
-<li><p><strong>predictionsStartedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Predictions start date and time</p></li>
-<li><p><strong>predictionsCompletedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Predictions completion date and time</p></li>
-<li><p><strong>databaseOutputError</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, there were errors reported by the database connector while writing</p></li>
-<li><p><strong>totalPredictions</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Number of predictions performed in this batch prediction job</p></li>
-<li><p><strong>failedPredictions</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Number of predictions that failed</p></li>
-<li><p><strong>databaseConnectorId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The database connector to write the results to</p></li>
-<li><p><strong>databaseOutputConfiguration</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Contains information about where the batch predictions are written to</p></li>
-<li><p><strong>fileConnectorOutputLocation</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Contains information about where the batch predictions are written to</p></li>
-<li><p><strong>fileOutputFormat</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The format of the batch prediction output (CSV or JSON)</p></li>
-<li><p><strong>connectorType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Null if writing to internal console, else FEATURE_GROUP | FILE_CONNECTOR | DATABASE_CONNECTOR</p></li>
-<li><p><strong>legacyInputLocation</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The location of the input data</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Relevant error if the status is FAILED</p></li>
-<li><p><strong>driftMonitorError</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Error message for the drift monitor of this batch predcition</p></li>
-<li><p><strong>monitorWarnings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Relevant warning if there are issues found in drift or data integrity</p></li>
-<li><p><strong>csvInputPrefix</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A prefix to prepend to the input columns, only applies when output format is CSV</p></li>
-<li><p><strong>csvPredictionPrefix</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A prefix to prepend to the prediction columns, only applies when output format is CSV</p></li>
-<li><p><strong>csvExplanationsPrefix</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A prefix to prepend to the explanation columns, only applies when output format is CSV</p></li>
-<li><p><strong>databaseOutputTotalWrites</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The total number of rows attempted to write (may be less than total_predictions if write mode is UPSERT and multiple rows share the same ID)</p></li>
-<li><p><strong>databaseOutputFailedWrites</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The number of failed writes to the Database Connector</p></li>
-<li><p><strong>outputIncludesMetadata</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, output will contain columns including prediction start time, batch prediction version, and model version</p></li>
-<li><p><strong>resultInputColumns</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – If present, will limit result files or feature groups to only include columns present in this list</p></li>
-<li><p><strong>modelMonitorVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The version of the model monitor</p></li>
-<li><p><strong>algoName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the algorithm used to train the model</p></li>
-<li><p><strong>algorithm</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The algorithm that is currently deployed.</p></li>
-<li><p><strong>outputFeatureGroupId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The Batch Prediction output feature group ID if applicable</p></li>
-<li><p><strong>outputFeatureGroupVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The Batch Prediction output feature group version if applicable</p></li>
-<li><p><strong>outputFeatureGroupTableName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The Batch Prediction output feature group name if applicable</p></li>
-<li><p><strong>batchPredictionWarnings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Relevant warnings if any issues are found</p></li>
-<li><p><strong>bpAcrossVersionsMonitorVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The version of the batch prediction across versions monitor</p></li>
-<li><p><strong>batchPredictionArgsType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of the batch prediction args</p></li>
-<li><p><strong>batchInputs</strong> (<a class="reference internal" href="../batch_prediction/index.html#abacusai.batch_prediction.PredictionInput" title="abacusai.batch_prediction.PredictionInput"><em>PredictionInput</em></a>) – Inputs to the batch prediction</p></li>
-<li><p><strong>inputFeatureGroups</strong> (<a class="reference internal" href="../batch_prediction/index.html#abacusai.batch_prediction.PredictionFeatureGroup" title="abacusai.batch_prediction.PredictionFeatureGroup"><em>PredictionFeatureGroup</em></a>) – List of prediction feature groups</p></li>
-<li><p><strong>globalPredictionArgs</strong> (<a class="reference internal" href="#abacusai.client.BatchPredictionArgs" title="abacusai.client.BatchPredictionArgs"><em>BatchPredictionArgs</em></a>)</p></li>
-<li><p><strong>batchPredictionArgs</strong> (<a class="reference internal" href="#abacusai.client.BatchPredictionArgs" title="abacusai.client.BatchPredictionArgs"><em>BatchPredictionArgs</em></a>) – Argument(s) passed to every prediction call</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.BatchPredictionVersion.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.BatchPredictionVersion.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.BatchPredictionVersion.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.BatchPredictionVersion.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.BatchPredictionVersion.download_batch_prediction_result_chunk">
-<span class="sig-name descname"><span class="pre">download_batch_prediction_result_chunk</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">offset</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">chunk_size</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">10485760</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.BatchPredictionVersion.download_batch_prediction_result_chunk" title="Link to this definition"></a></dt>
-<dd><p>Returns a stream containing the batch prediction results.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>offset</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The offset to read from.</p></li>
-<li><p><strong>chunk_size</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The maximum amount of data to read.</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.BatchPredictionVersion.get_batch_prediction_connector_errors">
-<span class="sig-name descname"><span class="pre">get_batch_prediction_connector_errors</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.BatchPredictionVersion.get_batch_prediction_connector_errors" title="Link to this definition"></a></dt>
-<dd><p>Returns a stream containing the batch prediction database connection write errors, if any writes failed for the specified batch prediction job.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>batch_prediction_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier of the batch prediction job to get the errors for.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.BatchPredictionVersion.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.BatchPredictionVersion.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.client.BatchPredictionVersion" title="abacusai.client.BatchPredictionVersion">BatchPredictionVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.BatchPredictionVersion.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.BatchPredictionVersion.describe" title="Link to this definition"></a></dt>
-<dd><p>Describes a Batch Prediction Version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>batch_prediction_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier of the Batch Prediction Version.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The Batch Prediction Version.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.BatchPredictionVersion" title="abacusai.client.BatchPredictionVersion">BatchPredictionVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.BatchPredictionVersion.get_logs">
-<span class="sig-name descname"><span class="pre">get_logs</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.BatchPredictionVersion.get_logs" title="Link to this definition"></a></dt>
-<dd><p>Retrieves the batch prediction logs.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>batch_prediction_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique version ID of the batch prediction version.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The logs for the specified batch prediction version.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.BatchPredictionVersionLogs" title="abacusai.client.BatchPredictionVersionLogs">BatchPredictionVersionLogs</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.BatchPredictionVersion.download_result_to_file">
-<span class="sig-name descname"><span class="pre">download_result_to_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.BatchPredictionVersion.download_result_to_file" title="Link to this definition"></a></dt>
-<dd><p>Downloads the batch prediction version in a local file.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>file</strong> (<em>file object</em>) – A file object opened in a binary mode e.g., file=open(‘/tmp/output’, ‘wb’).</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.BatchPredictionVersion.wait_for_predictions">
-<span class="sig-name descname"><span class="pre">wait_for_predictions</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">86400</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.BatchPredictionVersion.wait_for_predictions" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until batch prediction version is ready.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.BatchPredictionVersion.wait_for_drift_monitor">
-<span class="sig-name descname"><span class="pre">wait_for_drift_monitor</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">86400</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.BatchPredictionVersion.wait_for_drift_monitor" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until batch prediction drift monitor calculations are ready.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.BatchPredictionVersion.get_status">
-<span class="sig-name descname"><span class="pre">get_status</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">drift_monitor_status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.BatchPredictionVersion.get_status" title="Link to this definition"></a></dt>
-<dd><p>Gets the status of the batch prediction version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A string describing the status of the batch prediction version, for e.g., pending, complete, etc.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)">str</a></p>
-</dd>
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>drift_monitor_status</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>)</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.BatchPredictionVersion.load_results_as_pandas">
-<span class="sig-name descname"><span class="pre">load_results_as_pandas</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.BatchPredictionVersion.load_results_as_pandas" title="Link to this definition"></a></dt>
-<dd><p>Loads the output feature groups into a python pandas dataframe.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A pandas dataframe with annotations and text_snippet columns.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p>DataFrame</p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.BatchPredictionVersionLogs">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">BatchPredictionVersionLogs</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">logs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">warnings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.BatchPredictionVersionLogs" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Logs from batch prediction version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>logs</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – List of logs from batch prediction version.</p></li>
-<li><p><strong>warnings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – List of warnings from batch prediction version.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.BatchPredictionVersionLogs.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.BatchPredictionVersionLogs.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.BatchPredictionVersionLogs.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.BatchPredictionVersionLogs.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.ChatMessage">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">ChatMessage</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">role</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">text</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">timestamp</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">isUseful</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feedback</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">docIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hotkeyTitle</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tasks</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ChatMessage" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A single chat message with Abacus Chat.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>role</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The role of the message sender</p></li>
-<li><p><strong>text</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a><em>]</em>) – A list of text segments for the message</p></li>
-<li><p><strong>timestamp</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The timestamp at which the message was sent</p></li>
-<li><p><strong>isUseful</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether this message was marked as useful or not</p></li>
-<li><p><strong>feedback</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The feedback provided for the message</p></li>
-<li><p><strong>docIds</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – A list of IDs of the uploaded document if the message has</p></li>
-<li><p><strong>hotkeyTitle</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The title of the hotkey prompt if the message has one</p></li>
-<li><p><strong>tasks</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – The list of spawned tasks, if the message was broken down into smaller sub-tasks.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ChatMessage.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ChatMessage.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ChatMessage.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ChatMessage.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.ChatSession">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">ChatSession</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">answer</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">chatSessionId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">projectId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">aiBuildingInProgress</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">notification</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">whiteboard</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">chatHistory</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nextAiBuildingTask</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ChatSession" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A chat session with Abacus Data Science Co-pilot.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>answer</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The response from the chatbot</p></li>
-<li><p><strong>chatSessionId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The chat session id</p></li>
-<li><p><strong>projectId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The project id associated with the chat session</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the chat session</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The timestamp at which the chat session was created</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The status of the chat sessions</p></li>
-<li><p><strong>aiBuildingInProgress</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether the AI building is in progress or not</p></li>
-<li><p><strong>notification</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A warn/info message about the chat session. For example, a suggestion to create a new session if the current one is too old</p></li>
-<li><p><strong>whiteboard</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A set of whiteboard notes associated with the chat session</p></li>
-<li><p><strong>chatHistory</strong> (<a class="reference internal" href="#abacusai.client.ChatMessage" title="abacusai.client.ChatMessage"><em>ChatMessage</em></a>) – The chat history for the conversation</p></li>
-<li><p><strong>nextAiBuildingTask</strong> (<a class="reference internal" href="../ai_building_task/index.html#abacusai.ai_building_task.AiBuildingTask" title="abacusai.ai_building_task.AiBuildingTask"><em>AiBuildingTask</em></a>) – The next AI building task for the chat session</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ChatSession.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ChatSession.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ChatSession.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ChatSession.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ChatSession.get">
-<span class="sig-name descname"><span class="pre">get</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ChatSession.get" title="Link to this definition"></a></dt>
-<dd><p>Gets a chat session from Data Science Co-pilot.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>chat_session_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique ID of the chat session.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The chat session with Data Science Co-pilot</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.ChatSession" title="abacusai.client.ChatSession">ChatSession</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ChatSession.delete_chat_message">
-<span class="sig-name descname"><span class="pre">delete_chat_message</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">message_index</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ChatSession.delete_chat_message" title="Link to this definition"></a></dt>
-<dd><p>Deletes a message in a chat session and its associated response.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>message_index</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The index of the chat message within the UI.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ChatSession.export">
-<span class="sig-name descname"><span class="pre">export</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ChatSession.export" title="Link to this definition"></a></dt>
-<dd><p>Exports a chat session to an HTML file</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>chat_session_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique ID of the chat session.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ChatSession.rename">
-<span class="sig-name descname"><span class="pre">rename</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ChatSession.rename" title="Link to this definition"></a></dt>
-<dd><p>Renames a chat session with Data Science Co-pilot.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The new name of the chat session.</p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.CustomLossFunction">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">CustomLossFunction</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">notebookId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lossFunctionName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lossFunctionType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">codeSource</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.CustomLossFunction" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Custom Loss Function</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>notebookId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the notebook used to create/edit the loss function.</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name assigned to the custom loss function.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – When the loss function was created.</p></li>
-<li><p><strong>lossFunctionName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the function defined in the source code.</p></li>
-<li><p><strong>lossFunctionType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The category of problems that this loss would be applicable to, e.g. regression, multi-label classification, etc.</p></li>
-<li><p><strong>codeSource</strong> (<a class="reference internal" href="../agent/index.html#abacusai.agent.CodeSource" title="abacusai.agent.CodeSource"><em>CodeSource</em></a>) – Information about the source code of the loss function.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.CustomLossFunction.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.CustomLossFunction.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.CustomLossFunction.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.CustomLossFunction.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.CustomMetric">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">CustomMetric</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">customMetricId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">problemType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">notebookId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">latestCustomMetricVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.CustomMetric" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Custom metric.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>customMetricId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier of the custom metric.</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name assigned to the custom metric.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Date and time when the custom metric was created (ISO 8601 format).</p></li>
-<li><p><strong>problemType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Problem type that this custom metric is applicable to (e.g. regression).</p></li>
-<li><p><strong>notebookId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier of the notebook used to create/edit the custom metric.</p></li>
-<li><p><strong>latestCustomMetricVersion</strong> (<a class="reference internal" href="#abacusai.client.CustomMetricVersion" title="abacusai.client.CustomMetricVersion"><em>CustomMetricVersion</em></a>) – Latest version of the custom metric.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.CustomMetric.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.CustomMetric.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.CustomMetric.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.CustomMetric.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.CustomMetricVersion">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">CustomMetricVersion</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">customMetricVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">customMetricFunctionName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">codeSource</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.CustomMetricVersion" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Custom metric version</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>customMetricVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier for the custom metric version.</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name assigned to the custom metric.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – ISO-8601 string indicating when the custom metric was created.</p></li>
-<li><p><strong>customMetricFunctionName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the function defined in the source code.</p></li>
-<li><p><strong>codeSource</strong> (<a class="reference internal" href="../agent/index.html#abacusai.agent.CodeSource" title="abacusai.agent.CodeSource"><em>CodeSource</em></a>) – Information about the source code of the custom metric.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.CustomMetricVersion.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.CustomMetricVersion.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.CustomMetricVersion.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.CustomMetricVersion.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.CustomMetricVersion.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.CustomMetricVersion.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.client.CustomMetricVersion" title="abacusai.client.CustomMetricVersion">CustomMetricVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.CustomMetricVersion.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.CustomMetricVersion.describe" title="Link to this definition"></a></dt>
-<dd><p>Describes a given custom metric version</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>custom_metric_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A unique string identifier for the custom metric version.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An object describing the custom metric version.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.CustomMetricVersion" title="abacusai.client.CustomMetricVersion">CustomMetricVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.CustomTrainFunctionInfo">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">CustomTrainFunctionInfo</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingDataParameterNameMapping</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">schemaMappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainDataParameterToFeatureGroupIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.CustomTrainFunctionInfo" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Information about how to call the customer provided train function.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>trainingDataParameterNameMapping</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The mapping from feature group type to the dataframe parameter name</p></li>
-<li><p><strong>schemaMappings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The feature type to feature name mapping for each dataframe</p></li>
-<li><p><strong>trainDataParameterToFeatureGroupIds</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The mapping from the dataframe parameter name to the feature group id backing the data</p></li>
-<li><p><strong>trainingConfig</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The configs for training</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.CustomTrainFunctionInfo.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.CustomTrainFunctionInfo.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.CustomTrainFunctionInfo.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.CustomTrainFunctionInfo.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.DataMetrics">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">DataMetrics</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">metrics</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">schema</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">numRows</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">numCols</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">numDuplicateRows</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DataMetrics" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Processed Metrics and Schema for a dataset version or feature group version</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>metrics</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a><em>]</em>) – A list of dicts with metrics for each columns</p></li>
-<li><p><strong>schema</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a><em>]</em>) – A list of dicts with the schema for each metric</p></li>
-<li><p><strong>numRows</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The number of rows</p></li>
-<li><p><strong>numCols</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The number of columns</p></li>
-<li><p><strong>numDuplicateRows</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The number of duplicate rows</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DataMetrics.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DataMetrics.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DataMetrics.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DataMetrics.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.DataPrepLogs">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">DataPrepLogs</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">logs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DataPrepLogs" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Logs from data preparation.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>logs</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – List of logs from data preparation during model training.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DataPrepLogs.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DataPrepLogs.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DataPrepLogs.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DataPrepLogs.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.DatabaseConnector">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">DatabaseConnector</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">databaseConnectorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">service</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">auth</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DatabaseConnector" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A connector to an external service</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>databaseConnectorId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A unique string identifier for the connection.</p></li>
-<li><p><strong>service</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – An enum string indicating the service this connection connects to.</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A user-friendly name for the service.</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The status of the database connector.</p></li>
-<li><p><strong>auth</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Non-secret connection information for this connector.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The ISO-8601 string indicating when the API key was created.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DatabaseConnector.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DatabaseConnector.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DatabaseConnector.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DatabaseConnector.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DatabaseConnector.list_objects">
-<span class="sig-name descname"><span class="pre">list_objects</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">fetch_raw_data</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DatabaseConnector.list_objects" title="Link to this definition"></a></dt>
-<dd><p>Lists querable objects in the database connector.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>fetch_raw_data</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, return unfiltered objects.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DatabaseConnector.get_object_schema">
-<span class="sig-name descname"><span class="pre">get_object_schema</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">object_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fetch_raw_data</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DatabaseConnector.get_object_schema" title="Link to this definition"></a></dt>
-<dd><p>Get the schema of an object in an database connector.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>object_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique identifier for the object in the external system.</p></li>
-<li><p><strong>fetch_raw_data</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, return unfiltered list of columns.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The schema of the object.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.DatabaseConnectorSchema" title="abacusai.client.DatabaseConnectorSchema">DatabaseConnectorSchema</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DatabaseConnector.rename">
-<span class="sig-name descname"><span class="pre">rename</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DatabaseConnector.rename" title="Link to this definition"></a></dt>
-<dd><p>Renames a Database Connector</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The new name for the Database Connector.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DatabaseConnector.verify">
-<span class="sig-name descname"><span class="pre">verify</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DatabaseConnector.verify" title="Link to this definition"></a></dt>
-<dd><p>Checks if Abacus.AI can access the specified database.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>database_connector_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier for the database connector.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DatabaseConnector.delete">
-<span class="sig-name descname"><span class="pre">delete</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DatabaseConnector.delete" title="Link to this definition"></a></dt>
-<dd><p>Delete a database connector.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>database_connector_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier for the database connector.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DatabaseConnector.query">
-<span class="sig-name descname"><span class="pre">query</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">query</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DatabaseConnector.query" title="Link to this definition"></a></dt>
-<dd><p>Runs a query in the specified database connector.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>query</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The query to be run in the database connector.</p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.DatabaseConnectorSchema">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">DatabaseConnectorSchema</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tableName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">columns</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DatabaseConnectorSchema" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A schema description for a table from a database connector</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>tableName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique name of the table.</p></li>
-<li><p><strong>columns</strong> (<a class="reference internal" href="../database_connector_column/index.html#abacusai.database_connector_column.DatabaseConnectorColumn" title="abacusai.database_connector_column.DatabaseConnectorColumn"><em>DatabaseConnectorColumn</em></a>) – List of columns in the table.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DatabaseConnectorSchema.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DatabaseConnectorSchema.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DatabaseConnectorSchema.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DatabaseConnectorSchema.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.Dataset">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">Dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">datasetId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dataSource</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ignoreBefore</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ephemeral</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookbackDays</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">databaseConnectorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">databaseConnectorConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">connectorType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupTableName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">applicationConnectorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">applicationConnectorConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">incremental</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">isDocumentset</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">extractBoundingBoxes</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mergeFileSchemas</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">referenceOnlyDocumentset</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">schema</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refreshSchedules</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">latestDatasetVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">parsingConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">documentProcessingConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Dataset" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A dataset reference</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>datasetId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the dataset.</p></li>
-<li><p><strong>sourceType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The source of the Dataset. EXTERNAL_SERVICE, UPLOAD, or STREAMING.</p></li>
-<li><p><strong>dataSource</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Location of data. It may be a URI such as an s3 bucket or the database table.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The timestamp at which this dataset was created.</p></li>
-<li><p><strong>ignoreBefore</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The timestamp at which all previous events are ignored when training.</p></li>
-<li><p><strong>ephemeral</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – The dataset is ephemeral and not used for training.</p></li>
-<li><p><strong>lookbackDays</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Specific to streaming datasets, this specifies how many days worth of data to include when generating a snapshot. Value of 0 indicates leaves this selection to the system.</p></li>
-<li><p><strong>databaseConnectorId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The Database Connector used.</p></li>
-<li><p><strong>databaseConnectorConfig</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The database connector query used to retrieve data.</p></li>
-<li><p><strong>connectorType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of connector used to get this dataset FILE or DATABASE.</p></li>
-<li><p><strong>featureGroupTableName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The table name of the dataset’s feature group</p></li>
-<li><p><strong>applicationConnectorId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The Application Connector used.</p></li>
-<li><p><strong>applicationConnectorConfig</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The application connector query used to retrieve data.</p></li>
-<li><p><strong>incremental</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If dataset is an incremental dataset.</p></li>
-<li><p><strong>isDocumentset</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If dataset is a documentset.</p></li>
-<li><p><strong>extractBoundingBoxes</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Signifies whether to extract bounding boxes out of the documents. Only valid if is_documentset if True.</p></li>
-<li><p><strong>mergeFileSchemas</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If the merge file schemas policy is enabled.</p></li>
-<li><p><strong>referenceOnlyDocumentset</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Signifies whether to save the data reference only. Only valid if is_documentset if True.</p></li>
-<li><p><strong>latestDatasetVersion</strong> (<a class="reference internal" href="#abacusai.client.DatasetVersion" title="abacusai.client.DatasetVersion"><em>DatasetVersion</em></a>) – The latest version of this dataset.</p></li>
-<li><p><strong>schema</strong> (<a class="reference internal" href="#abacusai.client.DatasetColumn" title="abacusai.client.DatasetColumn"><em>DatasetColumn</em></a>) – List of resolved columns.</p></li>
-<li><p><strong>refreshSchedules</strong> (<a class="reference internal" href="../batch_prediction/index.html#abacusai.batch_prediction.RefreshSchedule" title="abacusai.batch_prediction.RefreshSchedule"><em>RefreshSchedule</em></a>) – List of schedules that determines when the next version of the dataset will be created.</p></li>
-<li><p><strong>parsingConfig</strong> (<a class="reference internal" href="#abacusai.client.ParsingConfig" title="abacusai.client.ParsingConfig"><em>ParsingConfig</em></a>) – The parsing config used for dataset.</p></li>
-<li><p><strong>documentProcessingConfig</strong> (<a class="reference internal" href="#abacusai.client.DocumentProcessingConfig" title="abacusai.client.DocumentProcessingConfig"><em>DocumentProcessingConfig</em></a>) – The document processing config used for dataset (when is_documentset is True).</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Dataset.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Dataset.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Dataset.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Dataset.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Dataset.create_version_from_file_connector">
-<span class="sig-name descname"><span class="pre">create_version_from_file_connector</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">location</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">file_format</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">csv_delimiter</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">merge_file_schemas</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">parsing_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Dataset.create_version_from_file_connector" title="Link to this definition"></a></dt>
-<dd><p>Creates a new version of the specified dataset.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>location</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – External URI to import the dataset from. If not specified, the last location will be used.</p></li>
-<li><p><strong>file_format</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – File format to be used. If not specified, the service will try to detect the file format.</p></li>
-<li><p><strong>csv_delimiter</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If the file format is CSV, use a specific CSV delimiter.</p></li>
-<li><p><strong>merge_file_schemas</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Signifies if the merge file schema policy is enabled.</p></li>
-<li><p><strong>parsing_config</strong> (<a class="reference internal" href="#abacusai.client.ParsingConfig" title="abacusai.client.ParsingConfig"><em>ParsingConfig</em></a>) – Custom config for dataset parsing.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The new Dataset Version created.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.DatasetVersion" title="abacusai.client.DatasetVersion">DatasetVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Dataset.create_version_from_database_connector">
-<span class="sig-name descname"><span class="pre">create_version_from_database_connector</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">object_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">columns</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">query_arguments</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sql_query</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Dataset.create_version_from_database_connector" title="Link to this definition"></a></dt>
-<dd><p>Creates a new version of the specified dataset.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>object_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name/ID of the object in the service to query. If not specified, the last name will be used.</p></li>
-<li><p><strong>columns</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The columns to query from the external service object. If not specified, the last columns will be used.</p></li>
-<li><p><strong>query_arguments</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Additional query arguments to filter the data. If not specified, the last arguments will be used.</p></li>
-<li><p><strong>sql_query</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The full SQL query to use when fetching data. If present, this parameter will override object_name, columns, and query_arguments.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The new Dataset Version created.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.DatasetVersion" title="abacusai.client.DatasetVersion">DatasetVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Dataset.create_version_from_application_connector">
-<span class="sig-name descname"><span class="pre">create_version_from_application_connector</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">dataset_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Dataset.create_version_from_application_connector" title="Link to this definition"></a></dt>
-<dd><p>Creates a new version of the specified dataset.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>dataset_config</strong> (<a class="reference internal" href="#abacusai.client.ApplicationConnectorDatasetConfig" title="abacusai.client.ApplicationConnectorDatasetConfig"><em>ApplicationConnectorDatasetConfig</em></a>) – Dataset config for the application connector. If any of the fields are not specified, the last values will be used.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The new Dataset Version created.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.DatasetVersion" title="abacusai.client.DatasetVersion">DatasetVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Dataset.create_version_from_upload">
-<span class="sig-name descname"><span class="pre">create_version_from_upload</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file_format</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Dataset.create_version_from_upload" title="Link to this definition"></a></dt>
-<dd><p>Creates a new version of the specified dataset using a local file upload.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>file_format</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – File format to be used. If not specified, the service will attempt to detect the file format.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Token to be used when uploading file parts.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Upload" title="abacusai.client.Upload">Upload</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Dataset.create_version_from_document_reprocessing">
-<span class="sig-name descname"><span class="pre">create_version_from_document_reprocessing</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">document_processing_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Dataset.create_version_from_document_reprocessing" title="Link to this definition"></a></dt>
-<dd><p>Creates a new dataset version for a source docstore dataset with the provided document processing configuration. This does not re-import the data but uses the same data which is imported in the latest dataset version and only performs document processing on it.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>document_processing_config</strong> (<a class="reference internal" href="#abacusai.client.DatasetDocumentProcessingConfig" title="abacusai.client.DatasetDocumentProcessingConfig"><em>DatasetDocumentProcessingConfig</em></a>) – The document processing configuration to use for the new dataset version. If not specified, the document processing configuration from the source dataset will be used.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The new dataset version created.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.DatasetVersion" title="abacusai.client.DatasetVersion">DatasetVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Dataset.snapshot_streaming_data">
-<span class="sig-name descname"><span class="pre">snapshot_streaming_data</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Dataset.snapshot_streaming_data" title="Link to this definition"></a></dt>
-<dd><p>Snapshots the current data in the streaming dataset.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>dataset_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique ID associated with the dataset.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The new Dataset Version created by taking a snapshot of the current data in the streaming dataset.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.DatasetVersion" title="abacusai.client.DatasetVersion">DatasetVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Dataset.set_column_data_type">
-<span class="sig-name descname"><span class="pre">set_column_data_type</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">column</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">data_type</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Dataset.set_column_data_type" title="Link to this definition"></a></dt>
-<dd><p>Set a Dataset’s column type.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the column.</p></li>
-<li><p><strong>data_type</strong> (<a class="reference internal" href="#abacusai.client.DataType" title="abacusai.client.DataType"><em>DataType</em></a>) – The type of the data in the column. Note: Some ColumnMappings may restrict the options or explicitly set the DataType.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The dataset and schema after the data type has been set.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Dataset" title="abacusai.client.Dataset">Dataset</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Dataset.set_streaming_retention_policy">
-<span class="sig-name descname"><span class="pre">set_streaming_retention_policy</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">retention_hours</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">retention_row_count</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ignore_records_before_timestamp</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Dataset.set_streaming_retention_policy" title="Link to this definition"></a></dt>
-<dd><p>Sets the streaming retention policy.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>retention_hours</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Number of hours to retain streamed data in memory.</p></li>
-<li><p><strong>retention_row_count</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Number of rows to retain streamed data in memory.</p></li>
-<li><p><strong>ignore_records_before_timestamp</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The Unix timestamp (in seconds) to use as a cutoff to ignore all entries sent before it</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Dataset.get_schema">
-<span class="sig-name descname"><span class="pre">get_schema</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Dataset.get_schema" title="Link to this definition"></a></dt>
-<dd><p>Retrieves the column schema of a dataset.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>dataset_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier of the dataset schema to look up.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>List of column schema definitions.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.DatasetColumn" title="abacusai.client.DatasetColumn">DatasetColumn</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Dataset.set_database_connector_config">
-<span class="sig-name descname"><span class="pre">set_database_connector_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">database_connector_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">object_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">columns</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">query_arguments</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sql_query</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Dataset.set_database_connector_config" title="Link to this definition"></a></dt>
-<dd><p>Sets database connector config for a dataset. This method is currently only supported for streaming datasets.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>database_connector_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique String Identifier of the Database Connector to import the dataset from.</p></li>
-<li><p><strong>object_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If applicable, the name/ID of the object in the service to query.</p></li>
-<li><p><strong>columns</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The columns to query from the external service object.</p></li>
-<li><p><strong>query_arguments</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Additional query arguments to filter the data.</p></li>
-<li><p><strong>sql_query</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The full SQL query to use when fetching data. If present, this parameter will override <cite>object_name</cite>, <cite>columns</cite> and <cite>query_arguments</cite>.</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Dataset.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Dataset.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.client.Dataset" title="abacusai.client.Dataset">Dataset</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Dataset.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Dataset.describe" title="Link to this definition"></a></dt>
-<dd><p>Retrieves a full description of the specified dataset, with attributes such as its ID, name, source type, etc.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>dataset_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique ID associated with the dataset.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The dataset.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Dataset" title="abacusai.client.Dataset">Dataset</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Dataset.list_versions">
-<span class="sig-name descname"><span class="pre">list_versions</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">limit</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">100</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">start_after_version</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Dataset.list_versions" title="Link to this definition"></a></dt>
-<dd><p>Retrieves a list of all dataset versions for the specified dataset.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>limit</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The maximum length of the list of all dataset versions.</p></li>
-<li><p><strong>start_after_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The ID of the version after which the list starts.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A list of dataset versions.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.DatasetVersion" title="abacusai.client.DatasetVersion">DatasetVersion</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Dataset.delete">
-<span class="sig-name descname"><span class="pre">delete</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Dataset.delete" title="Link to this definition"></a></dt>
-<dd><p>Deletes the specified dataset from the organization.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>dataset_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier of the dataset to delete.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Dataset.wait_for_import">
-<span class="sig-name descname"><span class="pre">wait_for_import</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">900</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Dataset.wait_for_import" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until dataset is imported.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Dataset.wait_for_inspection">
-<span class="sig-name descname"><span class="pre">wait_for_inspection</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Dataset.wait_for_inspection" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until dataset is completely inspected.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Dataset.get_status">
-<span class="sig-name descname"><span class="pre">get_status</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Dataset.get_status" title="Link to this definition"></a></dt>
-<dd><p>Gets the status of the latest dataset version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A string describing the status of a dataset (importing, inspecting, complete, etc.).</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)">str</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Dataset.describe_feature_group">
-<span class="sig-name descname"><span class="pre">describe_feature_group</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Dataset.describe_feature_group" title="Link to this definition"></a></dt>
-<dd><p>Gets the feature group attached to the dataset.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A feature group object.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Dataset.create_refresh_policy">
-<span class="sig-name descname"><span class="pre">create_refresh_policy</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">cron</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Dataset.create_refresh_policy" title="Link to this definition"></a></dt>
-<dd><p>To create a refresh policy for a dataset.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>cron</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A cron style string to set the refresh time.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The refresh policy object.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.RefreshPolicy" title="abacusai.client.RefreshPolicy">RefreshPolicy</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Dataset.list_refresh_policies">
-<span class="sig-name descname"><span class="pre">list_refresh_policies</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Dataset.list_refresh_policies" title="Link to this definition"></a></dt>
-<dd><p>Gets the refresh policies in a list.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A list of refresh policy objects.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p>List[<a class="reference internal" href="#abacusai.client.RefreshPolicy" title="abacusai.client.RefreshPolicy">RefreshPolicy</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.DatasetColumn">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">DatasetColumn</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dataType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">detectedDataType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">detectedFeatureType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">originalName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">validDataTypes</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">timeFormat</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">timestampFrequency</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DatasetColumn" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A schema description for a column</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique name of the column.</p></li>
-<li><p><strong>dataType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The underlying data type of each column.</p></li>
-<li><p><strong>detectedDataType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The detected data type of the column.</p></li>
-<li><p><strong>featureType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Feature type of the column.</p></li>
-<li><p><strong>detectedFeatureType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The detected feature type of the column.</p></li>
-<li><p><strong>originalName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The original name of the column.</p></li>
-<li><p><strong>validDataTypes</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – The valid data type options for this column.</p></li>
-<li><p><strong>timeFormat</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The detected time format of the column.</p></li>
-<li><p><strong>timestampFrequency</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The detected frequency of the timestamps in the dataset.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DatasetColumn.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DatasetColumn.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DatasetColumn.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DatasetColumn.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.DatasetVersion">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">DatasetVersion</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">datasetVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">datasetId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">size</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">rowCount</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fileInspectMetadata</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">incrementalQueriedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">uploadId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mergeFileSchemas</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">databaseConnectorConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">applicationConnectorConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">invalidRecords</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DatasetVersion" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A specific version of a dataset</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>datasetVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the dataset version.</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The current status of the dataset version</p></li>
-<li><p><strong>datasetId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A reference to the Dataset this dataset version belongs to.</p></li>
-<li><p><strong>size</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The size in bytes of the file.</p></li>
-<li><p><strong>rowCount</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Number of rows in the dataset version.</p></li>
-<li><p><strong>fileInspectMetadata</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Metadata information about file’s inspection. For example - the detected delimiter for CSV files.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The timestamp this dataset version was created.</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If status is FAILED, this field will be populated with an error.</p></li>
-<li><p><strong>incrementalQueriedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If the dataset version is from an incremental dataset, this is the last entry of timestamp column when the dataset version was created.</p></li>
-<li><p><strong>uploadId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If the dataset version is being uploaded, this the reference to the Upload</p></li>
-<li><p><strong>mergeFileSchemas</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If the merge file schemas policy is enabled.</p></li>
-<li><p><strong>databaseConnectorConfig</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The database connector query used to retrieve data for this version.</p></li>
-<li><p><strong>applicationConnectorConfig</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The application connector used to retrieve data for this version.</p></li>
-<li><p><strong>invalidRecords</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Invalid records in the dataset version</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DatasetVersion.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DatasetVersion.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DatasetVersion.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DatasetVersion.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DatasetVersion.get_metrics">
-<span class="sig-name descname"><span class="pre">get_metrics</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">selected_columns</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">include_charts</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">include_statistics</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DatasetVersion.get_metrics" title="Link to this definition"></a></dt>
-<dd><p>Get metrics for a specific dataset version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>selected_columns</strong> (<em>List</em>) – A list of columns to order first.</p></li>
-<li><p><strong>include_charts</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – A flag indicating whether charts should be included in the response. Default is false.</p></li>
-<li><p><strong>include_statistics</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – A flag indicating whether statistics should be included in the response. Default is true.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The metrics for the specified Dataset version.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.DataMetrics" title="abacusai.client.DataMetrics">DataMetrics</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DatasetVersion.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DatasetVersion.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.client.DatasetVersion" title="abacusai.client.DatasetVersion">DatasetVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DatasetVersion.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DatasetVersion.describe" title="Link to this definition"></a></dt>
-<dd><p>Retrieves a full description of the specified dataset version, including its ID, name, source type, and other attributes.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>dataset_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier associated with the dataset version.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The dataset version.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.DatasetVersion" title="abacusai.client.DatasetVersion">DatasetVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DatasetVersion.get_logs">
-<span class="sig-name descname"><span class="pre">get_logs</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DatasetVersion.get_logs" title="Link to this definition"></a></dt>
-<dd><p>Retrieves the dataset import logs.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>dataset_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique version ID of the dataset version.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The logs for the specified dataset version.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.DatasetVersionLogs" title="abacusai.client.DatasetVersionLogs">DatasetVersionLogs</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DatasetVersion.wait_for_import">
-<span class="sig-name descname"><span class="pre">wait_for_import</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">900</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DatasetVersion.wait_for_import" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until dataset version is imported.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DatasetVersion.wait_for_inspection">
-<span class="sig-name descname"><span class="pre">wait_for_inspection</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DatasetVersion.wait_for_inspection" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until dataset version is completely inspected.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DatasetVersion.get_status">
-<span class="sig-name descname"><span class="pre">get_status</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DatasetVersion.get_status" title="Link to this definition"></a></dt>
-<dd><p>Gets the status of the dataset version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A string describing the status of a dataset version (importing, inspecting, complete, etc.).</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)">str</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.DatasetVersionLogs">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">DatasetVersionLogs</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">logs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DatasetVersionLogs" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Logs from dataset version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>logs</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – List of logs from dataset version.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DatasetVersionLogs.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DatasetVersionLogs.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DatasetVersionLogs.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DatasetVersionLogs.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.Deployment">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">Deployment</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deploymentId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deployedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">projectId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">callsPerSecond</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">autoDeploy</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skipMetricsCheck</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">algoName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">regions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batchStreamingUpdates</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">algorithm</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pendingModelVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelDeploymentConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionOperatorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionOperatorVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pendingPredictionOperatorVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">onlineFeatureGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">outputOnlineFeatureGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">realtimeMonitorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refreshSchedules</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupExportConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">defaultPredictionArguments</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Deployment" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A model deployment</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>deploymentId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A unique identifier for the deployment.</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A user-friendly name for the deployment.</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The status of the deployment.</p></li>
-<li><p><strong>description</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A description of the deployment.</p></li>
-<li><p><strong>deployedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The date and time when the deployment became active, in ISO-8601 format.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The date and time when the deployment was created, in ISO-8601 format.</p></li>
-<li><p><strong>projectId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A unique identifier for the project this deployment belongs to.</p></li>
-<li><p><strong>modelId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The model that is currently deployed.</p></li>
-<li><p><strong>modelVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The model version ID that is currently deployed.</p></li>
-<li><p><strong>featureGroupId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The feature group that is currently deployed.</p></li>
-<li><p><strong>featureGroupVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The feature group version ID that is currently deployed.</p></li>
-<li><p><strong>callsPerSecond</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The number of calls per second the deployment can handle.</p></li>
-<li><p><strong>autoDeploy</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – A flag marking the deployment as eligible for auto deployments whenever any model in the project finishes training.</p></li>
-<li><p><strong>skipMetricsCheck</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – A flag to skip metric regression with this current deployment. This field is only relevant when auto_deploy is on</p></li>
-<li><p><strong>algoName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the algorithm that is currently deployed.</p></li>
-<li><p><strong>regions</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – A list of regions that the deployment has been deployed to.</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The relevant error, if the status is FAILED.</p></li>
-<li><p><strong>batchStreamingUpdates</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – A flag marking the feature group deployment as having enabled a background process which caches streamed-in rows for quicker lookup.</p></li>
-<li><p><strong>algorithm</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The algorithm that is currently deployed.</p></li>
-<li><p><strong>pendingModelVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The model that the deployment is switching to, or being stopped.</p></li>
-<li><p><strong>modelDeploymentConfig</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The config for which model to be deployed.</p></li>
-<li><p><strong>predictionOperatorId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The prediction operator ID that is currently deployed.</p></li>
-<li><p><strong>predictionOperatorVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The prediction operator version ID that is currently deployed.</p></li>
-<li><p><strong>pendingPredictionOperatorVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The prediction operator version ID that the deployment is switching to, or being stopped.</p></li>
-<li><p><strong>onlineFeatureGroupId</strong> (<em>id</em>) – The online feature group ID that the deployment is running on</p></li>
-<li><p><strong>outputOnlineFeatureGroupId</strong> (<em>id</em>) – The online feature group ID that the deployment is outputting results to</p></li>
-<li><p><strong>realtimeMonitorId</strong> (<em>id</em>) – The realtime monitor ID of the realtime-monitor that is associated with the deployment</p></li>
-<li><p><strong>refreshSchedules</strong> (<a class="reference internal" href="../batch_prediction/index.html#abacusai.batch_prediction.RefreshSchedule" title="abacusai.batch_prediction.RefreshSchedule"><em>RefreshSchedule</em></a>) – A list of refresh schedules that indicate when the deployment will be updated to the latest model version.</p></li>
-<li><p><strong>featureGroupExportConfig</strong> (<a class="reference internal" href="#abacusai.client.FeatureGroupExportConfig" title="abacusai.client.FeatureGroupExportConfig"><em>FeatureGroupExportConfig</em></a>) – The export config (file connector or database connector information) for feature group deployment exports.</p></li>
-<li><p><strong>defaultPredictionArguments</strong> (<a class="reference internal" href="#abacusai.client.PredictionArguments" title="abacusai.client.PredictionArguments"><em>PredictionArguments</em></a>) – The default prediction arguments for prediction APIs</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Deployment.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Deployment.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Deployment.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Deployment.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Deployment.create_webhook">
-<span class="sig-name descname"><span class="pre">create_webhook</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">endpoint</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">webhook_event_type</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">payload_template</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Deployment.create_webhook" title="Link to this definition"></a></dt>
-<dd><p>Create a webhook attached to a given deployment ID.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>endpoint</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – URI that the webhook will send HTTP POST requests to.</p></li>
-<li><p><strong>webhook_event_type</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – One of ‘DEPLOYMENT_START’, ‘DEPLOYMENT_SUCCESS’, or ‘DEPLOYMENT_FAILED’.</p></li>
-<li><p><strong>payload_template</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Template for the body of the HTTP POST requests. Defaults to {}.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The webhook attached to the deployment.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Webhook" title="abacusai.client.Webhook">Webhook</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Deployment.list_webhooks">
-<span class="sig-name descname"><span class="pre">list_webhooks</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Deployment.list_webhooks" title="Link to this definition"></a></dt>
-<dd><p>List all the webhooks attached to a given deployment.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>deployment_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique identifier of the target deployment.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>List of the webhooks attached to the given deployment ID.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.Webhook" title="abacusai.client.Webhook">Webhook</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Deployment.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Deployment.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.client.Deployment" title="abacusai.client.Deployment">Deployment</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Deployment.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Deployment.describe" title="Link to this definition"></a></dt>
-<dd><p>Retrieves a full description of the specified deployment.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>deployment_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier associated with the deployment.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Description of the deployment.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Deployment" title="abacusai.client.Deployment">Deployment</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Deployment.update">
-<span class="sig-name descname"><span class="pre">update</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">auto_deploy</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skip_metrics_check</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Deployment.update" title="Link to this definition"></a></dt>
-<dd><p>Updates a deployment’s properties.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>description</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The new description for the deployment.</p></li>
-<li><p><strong>auto_deploy</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Flag to enable the automatic deployment when a new Model Version finishes training.</p></li>
-<li><p><strong>skip_metrics_check</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Flag to skip metric regression with this current deployment. This field is only relevant when auto_deploy is on</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Deployment.rename">
-<span class="sig-name descname"><span class="pre">rename</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Deployment.rename" title="Link to this definition"></a></dt>
-<dd><p>Updates a deployment’s name</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The new deployment name.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Deployment.set_auto">
-<span class="sig-name descname"><span class="pre">set_auto</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">enable</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Deployment.set_auto" title="Link to this definition"></a></dt>
-<dd><p>Enable or disable auto deployment for the specified deployment.</p>
-<p>When a model is scheduled to retrain, deployments with auto deployment enabled will be marked to automatically promote the new model version. After the newly trained model completes, a check on its metrics in comparison to the currently deployed model version will be performed. If the metrics are comparable or better, the newly trained model version is automatically promoted. If not, it will be marked as a failed model version promotion with an error indicating poor metrics performance.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>enable</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Enable or disable the autoDeploy property of the deployment.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Deployment.set_model_version">
-<span class="sig-name descname"><span class="pre">set_model_version</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model_version</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">algorithm</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_deployment_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Deployment.set_model_version" title="Link to this definition"></a></dt>
-<dd><p>Promotes a model version and/or algorithm to be the active served deployment version</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>model_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A unique identifier for the model version.</p></li>
-<li><p><strong>algorithm</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The algorithm to use for the model version. If not specified, the algorithm will be inferred from the model version.</p></li>
-<li><p><strong>model_deployment_config</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The deployment configuration for the model to deploy.</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Deployment.set_feature_group_version">
-<span class="sig-name descname"><span class="pre">set_feature_group_version</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature_group_version</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Deployment.set_feature_group_version" title="Link to this definition"></a></dt>
-<dd><p>Promotes a feature group version to be served in the deployment.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>feature_group_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier for the feature group version.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Deployment.set_prediction_operator_version">
-<span class="sig-name descname"><span class="pre">set_prediction_operator_version</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">prediction_operator_version</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Deployment.set_prediction_operator_version" title="Link to this definition"></a></dt>
-<dd><p>Promotes a prediction operator version to be served in the deployment.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>prediction_operator_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier for the prediction operator version.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Deployment.start">
-<span class="sig-name descname"><span class="pre">start</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Deployment.start" title="Link to this definition"></a></dt>
-<dd><p>Restarts the specified deployment that was previously suspended.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>deployment_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A unique string identifier associated with the deployment.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Deployment.stop">
-<span class="sig-name descname"><span class="pre">stop</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Deployment.stop" title="Link to this definition"></a></dt>
-<dd><p>Stops the specified deployment.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>deployment_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier of the deployment to be stopped.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Deployment.delete">
-<span class="sig-name descname"><span class="pre">delete</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Deployment.delete" title="Link to this definition"></a></dt>
-<dd><p>Deletes the specified deployment. The deployment’s models will not be affected. Note that the deployments are not recoverable after they are deleted.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>deployment_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier of the deployment to delete.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Deployment.set_feature_group_export_file_connector_output">
-<span class="sig-name descname"><span class="pre">set_feature_group_export_file_connector_output</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file_format</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_location</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Deployment.set_feature_group_export_file_connector_output" title="Link to this definition"></a></dt>
-<dd><p>Sets the export output for the Feature Group Deployment to be a file connector.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>file_format</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of export output, either CSV or JSON.</p></li>
-<li><p><strong>output_location</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The file connector (cloud) location where the output should be exported.</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Deployment.set_feature_group_export_database_connector_output">
-<span class="sig-name descname"><span class="pre">set_feature_group_export_database_connector_output</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">database_connector_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">object_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">write_mode</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">database_feature_mapping</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id_column</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">additional_id_columns</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Deployment.set_feature_group_export_database_connector_output" title="Link to this definition"></a></dt>
-<dd><p>Sets the export output for the Feature Group Deployment to a Database connector.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>database_connector_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique string identifier of the database connector used.</p></li>
-<li><p><strong>object_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The object of the database connector to write to.</p></li>
-<li><p><strong>write_mode</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The write mode to use when writing to the database connector, either UPSERT or INSERT.</p></li>
-<li><p><strong>database_feature_mapping</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The column/feature pairs mapping the features to the database columns.</p></li>
-<li><p><strong>id_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The id column to use as the upsert key.</p></li>
-<li><p><strong>additional_id_columns</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – For database connectors which support it, a list of additional ID columns to use as a complex key for upserting.</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Deployment.remove_feature_group_export_output">
-<span class="sig-name descname"><span class="pre">remove_feature_group_export_output</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Deployment.remove_feature_group_export_output" title="Link to this definition"></a></dt>
-<dd><p>Removes the export type that is set for the Feature Group Deployment</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>deployment_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The ID of the deployment for which the export type is set.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Deployment.set_default_prediction_arguments">
-<span class="sig-name descname"><span class="pre">set_default_prediction_arguments</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">prediction_arguments</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">set_as_override</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Deployment.set_default_prediction_arguments" title="Link to this definition"></a></dt>
-<dd><p>Sets the deployment config.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>prediction_arguments</strong> (<a class="reference internal" href="#abacusai.client.PredictionArguments" title="abacusai.client.PredictionArguments"><em>PredictionArguments</em></a>) – The prediction arguments to set.</p></li>
-<li><p><strong>set_as_override</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If True, use these arguments as overrides instead of defaults for predict calls</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>description of the updated deployment.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Deployment" title="abacusai.client.Deployment">Deployment</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Deployment.create_alert">
-<span class="sig-name descname"><span class="pre">create_alert</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">alert_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">condition_config</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">action_config</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Deployment.create_alert" title="Link to this definition"></a></dt>
-<dd><p>Create a deployment alert for the given conditions.</p>
-<p>Only support batch prediction usage now.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>alert_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the alert.</p></li>
-<li><p><strong>condition_config</strong> (<a class="reference internal" href="#abacusai.client.AlertConditionConfig" title="abacusai.client.AlertConditionConfig"><em>AlertConditionConfig</em></a>) – Condition to run the actions for the alert.</p></li>
-<li><p><strong>action_config</strong> (<a class="reference internal" href="#abacusai.client.AlertActionConfig" title="abacusai.client.AlertActionConfig"><em>AlertActionConfig</em></a>) – Configuration for the action of the alert.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Object describing the deployment alert.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.MonitorAlert" title="abacusai.client.MonitorAlert">MonitorAlert</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Deployment.list_alerts">
-<span class="sig-name descname"><span class="pre">list_alerts</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Deployment.list_alerts" title="Link to this definition"></a></dt>
-<dd><p>List the monitor alerts associated with the deployment id.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>deployment_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier for the deployment.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array of deployment alerts.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.MonitorAlert" title="abacusai.client.MonitorAlert">MonitorAlert</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Deployment.create_realtime_monitor">
-<span class="sig-name descname"><span class="pre">create_realtime_monitor</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">realtime_monitor_schedule</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookback_time</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Deployment.create_realtime_monitor" title="Link to this definition"></a></dt>
-<dd><p>Real time monitors compute and monitor metrics of real time prediction data.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>realtime_monitor_schedule</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The cron expression for triggering monitor.</p></li>
-<li><p><strong>lookback_time</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Lookback time (in seconds) for each monitor trigger</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Object describing the real-time monitor.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.RealtimeMonitor" title="abacusai.client.RealtimeMonitor">RealtimeMonitor</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Deployment.get_conversation_response">
-<span class="sig-name descname"><span class="pre">get_conversation_response</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">message</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deployment_conversation_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">external_session_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">llm_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_completion_tokens</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">system_message</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">temperature</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filter_key_values</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">search_score_cutoff</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">chat_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ignore_documents</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deployment_token</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">doc_infos</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Deployment.get_conversation_response" title="Link to this definition"></a></dt>
-<dd><p>Return a conversation response which continues the conversation based on the input message and deployment conversation id (if exists).</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>message</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A message from the user</p></li>
-<li><p><strong>deployment_conversation_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of a deployment conversation to continue. If not specified, a new one will be created.</p></li>
-<li><p><strong>external_session_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The user supplied unique identifier of a deployment conversation to continue. If specified, we will use this instead of a internal deployment conversation id.</p></li>
-<li><p><strong>llm_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the specific LLM backend to use to power the chat experience</p></li>
-<li><p><strong>num_completion_tokens</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Default for maximum number of tokens for chat answers</p></li>
-<li><p><strong>system_message</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The generative LLM system message</p></li>
-<li><p><strong>temperature</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – The generative LLM temperature</p></li>
-<li><p><strong>filter_key_values</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – A dictionary mapping column names to a list of values to restrict the retrived search results.</p></li>
-<li><p><strong>search_score_cutoff</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – Cutoff for the document retriever score. Matching search results below this score will be ignored.</p></li>
-<li><p><strong>chat_config</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – A dictionary specifiying the query chat config override.</p></li>
-<li><p><strong>ignore_documents</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If True, will ignore any documents and search results, and only use the message and past conversation to generate a response.</p></li>
-<li><p><strong>deployment_token</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A token used to authenticate access to deployments created in this project. This token is only authorized to predict on deployments in this project, so it is safe to embed this model inside of an application or website.</p></li>
-<li><p><strong>doc_infos</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – An optional list of documents use for the conversation. A keyword ‘doc_id’ is expected to be present in each document for retrieving contents from docstore.</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Deployment.get_conversation_response_with_binary_data">
-<span class="sig-name descname"><span class="pre">get_conversation_response_with_binary_data</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">deployment_token</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">message</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deployment_conversation_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">external_session_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">llm_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_completion_tokens</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">system_message</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">temperature</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filter_key_values</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">search_score_cutoff</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">chat_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ignore_documents</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">attachments</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Deployment.get_conversation_response_with_binary_data" title="Link to this definition"></a></dt>
-<dd><p>Return a conversation response which continues the conversation based on the input message and deployment conversation id (if exists).</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>deployment_token</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A token used to authenticate access to deployments created in this project. This token is only authorized to predict on deployments in this project, so it is safe to embed this model inside of an application or website.</p></li>
-<li><p><strong>message</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A message from the user</p></li>
-<li><p><strong>deployment_conversation_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of a deployment conversation to continue. If not specified, a new one will be created.</p></li>
-<li><p><strong>external_session_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The user supplied unique identifier of a deployment conversation to continue. If specified, we will use this instead of a internal deployment conversation id.</p></li>
-<li><p><strong>llm_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the specific LLM backend to use to power the chat experience</p></li>
-<li><p><strong>num_completion_tokens</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Default for maximum number of tokens for chat answers</p></li>
-<li><p><strong>system_message</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The generative LLM system message</p></li>
-<li><p><strong>temperature</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – The generative LLM temperature</p></li>
-<li><p><strong>filter_key_values</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – A dictionary mapping column names to a list of values to restrict the retrived search results.</p></li>
-<li><p><strong>search_score_cutoff</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – Cutoff for the document retriever score. Matching search results below this score will be ignored.</p></li>
-<li><p><strong>chat_config</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – A dictionary specifiying the query chat config override.</p></li>
-<li><p><strong>ignore_documents</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If True, will ignore any documents and search results, and only use the message and past conversation to generate a response.</p></li>
-<li><p><strong>attachments</strong> (<em>None</em>) – A dictionary of binary data to use to answer the queries.</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Deployment.create_batch_prediction">
-<span class="sig-name descname"><span class="pre">create_batch_prediction</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">table_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">global_prediction_args</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_prediction_args</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">explanations</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_format</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_location</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">database_connector_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">database_output_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refresh_schedule</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">csv_input_prefix</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">csv_prediction_prefix</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">csv_explanations_prefix</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_includes_metadata</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">result_input_columns</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">input_feature_groups</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Deployment.create_batch_prediction" title="Link to this definition"></a></dt>
-<dd><p>Creates a batch prediction job description for the given deployment.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>table_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the feature group table to write the results of the batch prediction. Can only be specified if outputLocation and databaseConnectorId are not specified. If tableName is specified, the outputType will be enforced as CSV.</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the batch prediction job.</p></li>
-<li><p><strong>batch_prediction_args</strong> (<a class="reference internal" href="#abacusai.client.BatchPredictionArgs" title="abacusai.client.BatchPredictionArgs"><em>BatchPredictionArgs</em></a>) – Batch Prediction args specific to problem type.</p></li>
-<li><p><strong>output_format</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Format of the batch prediction output (CSV or JSON).</p></li>
-<li><p><strong>output_location</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Location to write the prediction results. Otherwise, results will be stored in Abacus.AI.</p></li>
-<li><p><strong>database_connector_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique identifier of a Database Connection to write predictions to. Cannot be specified in conjunction with outputLocation.</p></li>
-<li><p><strong>database_output_config</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Key-value pair of columns/values to write to the database connector. Only available if databaseConnectorId is specified.</p></li>
-<li><p><strong>refresh_schedule</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Cron-style string that describes a schedule in UTC to automatically run the batch prediction.</p></li>
-<li><p><strong>csv_input_prefix</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Prefix to prepend to the input columns, only applies when output format is CSV.</p></li>
-<li><p><strong>csv_prediction_prefix</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Prefix to prepend to the prediction columns, only applies when output format is CSV.</p></li>
-<li><p><strong>csv_explanations_prefix</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Prefix to prepend to the explanation columns, only applies when output format is CSV.</p></li>
-<li><p><strong>output_includes_metadata</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, output will contain columns including prediction start time, batch prediction version, and model version.</p></li>
-<li><p><strong>result_input_columns</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – If present, will limit result files or feature groups to only include columns present in this list.</p></li>
-<li><p><strong>input_feature_groups</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – A dict of {‘&lt;feature_group_type&gt;’: ‘&lt;feature_group_id&gt;’} which overrides the default input data of that type for the Batch Prediction. Default input data is the training data that was used for training the deployed model.</p></li>
-<li><p><strong>global_prediction_args</strong> (<em>Union</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a><em>, </em><a class="reference internal" href="../api_class/index.html#abacusai.api_class.BatchPredictionArgs" title="abacusai.api_class.BatchPredictionArgs"><em>abacusai.api_class.BatchPredictionArgs</em></a><em>]</em>)</p></li>
-<li><p><strong>explanations</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>)</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The batch prediction description.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.BatchPrediction" title="abacusai.client.BatchPrediction">BatchPrediction</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Deployment.describe_feature_group_row_process_by_key">
-<span class="sig-name descname"><span class="pre">describe_feature_group_row_process_by_key</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">primary_key_value</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Deployment.describe_feature_group_row_process_by_key" title="Link to this definition"></a></dt>
-<dd><p>Gets the feature group row process.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>primary_key_value</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The primary key value</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An object representing the feature group row process</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroupRowProcess" title="abacusai.client.FeatureGroupRowProcess">FeatureGroupRowProcess</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Deployment.list_feature_group_row_processes">
-<span class="sig-name descname"><span class="pre">list_feature_group_row_processes</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">limit</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Deployment.list_feature_group_row_processes" title="Link to this definition"></a></dt>
-<dd><p>Gets a list of feature group row processes.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>limit</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The maximum number of processes to return. Defaults to None.</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The status of the processes to return. Defaults to None.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A list of object representing the feature group row process</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.FeatureGroupRowProcess" title="abacusai.client.FeatureGroupRowProcess">FeatureGroupRowProcess</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Deployment.get_feature_group_row_process_summary">
-<span class="sig-name descname"><span class="pre">get_feature_group_row_process_summary</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Deployment.get_feature_group_row_process_summary" title="Link to this definition"></a></dt>
-<dd><p>Gets a summary of the statuses of the individual feature group processes.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>deployment_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The deployment id for the process</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An object representing the summary of the statuses of the individual feature group processes</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroupRowProcessSummary" title="abacusai.client.FeatureGroupRowProcessSummary">FeatureGroupRowProcessSummary</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Deployment.reset_feature_group_row_process_by_key">
-<span class="sig-name descname"><span class="pre">reset_feature_group_row_process_by_key</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">primary_key_value</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Deployment.reset_feature_group_row_process_by_key" title="Link to this definition"></a></dt>
-<dd><p>Resets a feature group row process so that it can be reprocessed</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>primary_key_value</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The primary key value</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An object representing the feature group row process.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroupRowProcess" title="abacusai.client.FeatureGroupRowProcess">FeatureGroupRowProcess</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Deployment.get_feature_group_row_process_logs_by_key">
-<span class="sig-name descname"><span class="pre">get_feature_group_row_process_logs_by_key</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">primary_key_value</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Deployment.get_feature_group_row_process_logs_by_key" title="Link to this definition"></a></dt>
-<dd><p>Gets the logs for a feature group row process</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>primary_key_value</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The primary key value</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An object representing the logs for the feature group row process</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroupRowProcessLogs" title="abacusai.client.FeatureGroupRowProcessLogs">FeatureGroupRowProcessLogs</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Deployment.create_conversation">
-<span class="sig-name descname"><span class="pre">create_conversation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deployment_token</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">external_application_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Deployment.create_conversation" title="Link to this definition"></a></dt>
-<dd><p>Creates a deployment conversation.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the conversation.</p></li>
-<li><p><strong>deployment_token</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The deployment token to authenticate access to the deployment. This is required if not logged in.</p></li>
-<li><p><strong>external_application_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The external application id associated with the deployment conversation.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The deployment conversation.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.DeploymentConversation" title="abacusai.client.DeploymentConversation">DeploymentConversation</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Deployment.list_conversations">
-<span class="sig-name descname"><span class="pre">list_conversations</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">external_application_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Deployment.list_conversations" title="Link to this definition"></a></dt>
-<dd><p>Lists all conversations for the given deployment and current user.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>external_application_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The external application id associated with the deployment conversation. If specified, only conversations created on that application will be listed.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The deployment conversations.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.DeploymentConversation" title="abacusai.client.DeploymentConversation">DeploymentConversation</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Deployment.create_external_application">
-<span class="sig-name descname"><span class="pre">create_external_application</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">logo</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">theme</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Deployment.create_external_application" title="Link to this definition"></a></dt>
-<dd><p>Creates a new External Application from an existing ChatLLM Deployment.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the External Application. If not provided, the name of the deployment will be used.</p></li>
-<li><p><strong>description</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The description of the External Application. This will be shown to users when they access the External Application. If not provided, the description of the deployment will be used.</p></li>
-<li><p><strong>logo</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The logo to be displayed.</p></li>
-<li><p><strong>theme</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The visual theme of the External Application.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The newly created External Application.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.ExternalApplication" title="abacusai.client.ExternalApplication">ExternalApplication</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Deployment.download_agent_attachment">
-<span class="sig-name descname"><span class="pre">download_agent_attachment</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attachment_id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Deployment.download_agent_attachment" title="Link to this definition"></a></dt>
-<dd><p>Return an agent attachment.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>attachment_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The attachment ID.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Deployment.wait_for_deployment">
-<span class="sig-name descname"><span class="pre">wait_for_deployment</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">wait_states</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{'PENDING',</span> <span class="pre">'DEPLOYING'}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">900</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Deployment.wait_for_deployment" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until deployment is completed.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Deployment.wait_for_pending_deployment_update">
-<span class="sig-name descname"><span class="pre">wait_for_pending_deployment_update</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">900</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Deployment.wait_for_pending_deployment_update" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until deployment is in a stable state, that pending model switch is completed and previous model is stopped.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>the latest deployment object.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Deployment" title="abacusai.client.Deployment">Deployment</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Deployment.get_status">
-<span class="sig-name descname"><span class="pre">get_status</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Deployment.get_status" title="Link to this definition"></a></dt>
-<dd><p>Gets the status of the deployment.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A string describing the status of a deploymet (pending, deploying, active, etc.).</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)">str</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Deployment.create_refresh_policy">
-<span class="sig-name descname"><span class="pre">create_refresh_policy</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">cron</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Deployment.create_refresh_policy" title="Link to this definition"></a></dt>
-<dd><p>To create a refresh policy for a deployment.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>cron</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A cron style string to set the refresh time.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The refresh policy object.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.RefreshPolicy" title="abacusai.client.RefreshPolicy">RefreshPolicy</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Deployment.list_refresh_policies">
-<span class="sig-name descname"><span class="pre">list_refresh_policies</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Deployment.list_refresh_policies" title="Link to this definition"></a></dt>
-<dd><p>Gets the refresh policies in a list.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A list of refresh policy objects.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p>List[<a class="reference internal" href="#abacusai.client.RefreshPolicy" title="abacusai.client.RefreshPolicy">RefreshPolicy</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.DeploymentAuthToken">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">DeploymentAuthToken</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deploymentToken</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DeploymentAuthToken" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A deployment authentication token that is used to authenticate prediction requests</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>deploymentToken</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique token used to authenticate requests.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The date and time when the token was created, in ISO-8601 format.</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name associated with the authentication token.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DeploymentAuthToken.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DeploymentAuthToken.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DeploymentAuthToken.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DeploymentAuthToken.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.DeploymentConversation">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">DeploymentConversation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deploymentConversationId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deploymentId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lastEventCreatedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">externalSessionId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">regenerateAttempt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">externalApplicationId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">history</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DeploymentConversation" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A deployment conversation.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>deploymentConversationId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the deployment conversation.</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the deployment conversation.</p></li>
-<li><p><strong>deploymentId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The deployment id associated with the deployment conversation.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The timestamp at which the deployment conversation was created.</p></li>
-<li><p><strong>lastEventCreatedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The timestamp at which the most recent corresponding deployment conversation event was created at.</p></li>
-<li><p><strong>externalSessionId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The external session id associated with the deployment conversation.</p></li>
-<li><p><strong>regenerateAttempt</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The sequence number of regeneration. Not regenerated if 0.</p></li>
-<li><p><strong>externalApplicationId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The external application id associated with the deployment conversation.</p></li>
-<li><p><strong>history</strong> (<a class="reference internal" href="../deployment_conversation/index.html#abacusai.deployment_conversation.DeploymentConversationEvent" title="abacusai.deployment_conversation.DeploymentConversationEvent"><em>DeploymentConversationEvent</em></a>) – The history of the deployment conversation.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DeploymentConversation.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DeploymentConversation.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DeploymentConversation.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DeploymentConversation.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DeploymentConversation.get">
-<span class="sig-name descname"><span class="pre">get</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">external_session_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deployment_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deployment_token</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filter_intermediate_conversation_events</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DeploymentConversation.get" title="Link to this definition"></a></dt>
-<dd><p>Gets a deployment conversation.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>external_session_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – External session ID of the conversation.</p></li>
-<li><p><strong>deployment_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The deployment this conversation belongs to. This is required if not logged in.</p></li>
-<li><p><strong>deployment_token</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The deployment token to authenticate access to the deployment. This is required if not logged in.</p></li>
-<li><p><strong>filter_intermediate_conversation_events</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, intermediate conversation events will be filtered out. Default is true.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The deployment conversation.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.DeploymentConversation" title="abacusai.client.DeploymentConversation">DeploymentConversation</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DeploymentConversation.delete">
-<span class="sig-name descname"><span class="pre">delete</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">deployment_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deployment_token</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DeploymentConversation.delete" title="Link to this definition"></a></dt>
-<dd><p>Delete a Deployment Conversation.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>deployment_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The deployment this conversation belongs to. This is required if not logged in.</p></li>
-<li><p><strong>deployment_token</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The deployment token to authenticate access to the deployment. This is required if not logged in.</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DeploymentConversation.clear">
-<span class="sig-name descname"><span class="pre">clear</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">external_session_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deployment_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deployment_token</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">user_message_indices</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DeploymentConversation.clear" title="Link to this definition"></a></dt>
-<dd><p>Clear the message history of a Deployment Conversation.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>external_session_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The external session id associated with the deployment conversation.</p></li>
-<li><p><strong>deployment_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The deployment this conversation belongs to. This is required if not logged in.</p></li>
-<li><p><strong>deployment_token</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The deployment token to authenticate access to the deployment. This is required if not logged in.</p></li>
-<li><p><strong>user_message_indices</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Optional list of user message indices to clear. The associated bot response will also be cleared. If not provided, all messages will be cleared.</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DeploymentConversation.set_feedback">
-<span class="sig-name descname"><span class="pre">set_feedback</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">message_index</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">is_useful</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">is_not_useful</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feedback</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feedback_type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deployment_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deployment_token</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DeploymentConversation.set_feedback" title="Link to this definition"></a></dt>
-<dd><p>Sets a deployment conversation message as useful or not useful</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>message_index</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The index of the deployment conversation message</p></li>
-<li><p><strong>is_useful</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If the message is useful. If true, the message is useful. If false, clear the useful flag.</p></li>
-<li><p><strong>is_not_useful</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If the message is not useful. If true, the message is not useful. If set to false, clear the useful flag.</p></li>
-<li><p><strong>feedback</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Optional feedback on why the message is useful or not useful</p></li>
-<li><p><strong>feedback_type</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Optional feedback type</p></li>
-<li><p><strong>deployment_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The deployment this conversation belongs to. This is required if not logged in.</p></li>
-<li><p><strong>deployment_token</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The deployment token to authenticate access to the deployment. This is required if not logged in.</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DeploymentConversation.rename">
-<span class="sig-name descname"><span class="pre">rename</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deployment_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deployment_token</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DeploymentConversation.rename" title="Link to this definition"></a></dt>
-<dd><p>Rename a Deployment Conversation.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The new name of the conversation.</p></li>
-<li><p><strong>deployment_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The deployment this conversation belongs to. This is required if not logged in.</p></li>
-<li><p><strong>deployment_token</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The deployment token to authenticate access to the deployment. This is required if not logged in.</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DeploymentConversation.export">
-<span class="sig-name descname"><span class="pre">export</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">external_session_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DeploymentConversation.export" title="Link to this definition"></a></dt>
-<dd><p>Export a Deployment Conversation.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>external_session_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The external session id associated with the deployment conversation. One of deployment_conversation_id or external_session_id must be provided.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The deployment conversation html export.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.DeploymentConversationExport" title="abacusai.client.DeploymentConversationExport">DeploymentConversationExport</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.DeploymentConversationExport">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">DeploymentConversationExport</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deploymentConversationId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">conversationExportHtml</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DeploymentConversationExport" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A deployment conversation html export, to be used for downloading the conversation.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>deploymentConversationId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the deployment conversation.</p></li>
-<li><p><strong>conversationExportHtml</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The html string of the deployment conversation.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DeploymentConversationExport.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DeploymentConversationExport.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DeploymentConversationExport.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DeploymentConversationExport.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.DocumentData">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">DocumentData</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">docId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mimeType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pageCount</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">totalPageCount</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">extractedText</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">embeddedText</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pages</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tokens</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">metadata</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pageMarkdown</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">extractedPageText</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DocumentData" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Data extracted from a docstore document.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>docId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique Docstore string identifier for the document.</p></li>
-<li><p><strong>mimeType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The mime type of the document.</p></li>
-<li><p><strong>pageCount</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The number of pages for which the data is available. This is generally same as the total number of pages but may be less than the total number of pages in the document if processing is done only for selected pages.</p></li>
-<li><p><strong>totalPageCount</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The total number of pages in the document.</p></li>
-<li><p><strong>extractedText</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The extracted text in the document obtained from OCR.</p></li>
-<li><p><strong>embeddedText</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The embedded text in the document. Only available for digital documents.</p></li>
-<li><p><strong>pages</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of embedded text for each page in the document. Only available for digital documents.</p></li>
-<li><p><strong>tokens</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of extracted tokens in the document obtained from OCR.</p></li>
-<li><p><strong>metadata</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of metadata for each page in the document.</p></li>
-<li><p><strong>pageMarkdown</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The markdown text for the page.</p></li>
-<li><p><strong>extractedPageText</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of extracted text for each page in the document obtained from OCR.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DocumentData.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DocumentData.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DocumentData.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DocumentData.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.DocumentRetriever">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">DocumentRetriever</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">documentRetrieverId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">indexingRequired</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">latestDocumentRetrieverVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">documentRetrieverConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DocumentRetriever" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A vector store that stores embeddings for a list of document trunks.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the document retriever.</p></li>
-<li><p><strong>documentRetrieverId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the vector store.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – When the vector store was created.</p></li>
-<li><p><strong>featureGroupId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The feature group id associated with the document retriever.</p></li>
-<li><p><strong>featureGroupName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The feature group name associated with the document retriever.</p></li>
-<li><p><strong>indexingRequired</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether the document retriever is required to be indexed due to changes in underlying data.</p></li>
-<li><p><strong>latestDocumentRetrieverVersion</strong> (<a class="reference internal" href="#abacusai.client.DocumentRetrieverVersion" title="abacusai.client.DocumentRetrieverVersion"><em>DocumentRetrieverVersion</em></a>) – The latest version of vector store.</p></li>
-<li><p><strong>documentRetrieverConfig</strong> (<a class="reference internal" href="../document_retriever/index.html#abacusai.document_retriever.DocumentRetrieverConfig" title="abacusai.document_retriever.DocumentRetrieverConfig"><em>DocumentRetrieverConfig</em></a>) – The config for vector store creation.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DocumentRetriever.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DocumentRetriever.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DocumentRetriever.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DocumentRetriever.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DocumentRetriever.rename">
-<span class="sig-name descname"><span class="pre">rename</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DocumentRetriever.rename" title="Link to this definition"></a></dt>
-<dd><p>Updates an existing document retriever.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name to update the document retriever with.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The updated document retriever.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.DocumentRetriever" title="abacusai.client.DocumentRetriever">DocumentRetriever</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DocumentRetriever.create_version">
-<span class="sig-name descname"><span class="pre">create_version</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature_group_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">document_retriever_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DocumentRetriever.create_version" title="Link to this definition"></a></dt>
-<dd><p>Creates a document retriever version from the latest version of the feature group that the document retriever associated with.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The ID of the feature group to update the document retriever with.</p></li>
-<li><p><strong>document_retriever_config</strong> (<a class="reference internal" href="#abacusai.client.VectorStoreConfig" title="abacusai.client.VectorStoreConfig"><em>VectorStoreConfig</em></a>) – The configuration, including chunk_size and chunk_overlap_fraction, for document retrieval.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The newly created document retriever version.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.DocumentRetrieverVersion" title="abacusai.client.DocumentRetrieverVersion">DocumentRetrieverVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DocumentRetriever.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DocumentRetriever.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.client.DocumentRetriever" title="abacusai.client.DocumentRetriever">DocumentRetriever</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DocumentRetriever.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DocumentRetriever.describe" title="Link to this definition"></a></dt>
-<dd><p>Describe a Document Retriever.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>document_retriever_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A unique string identifier associated with the document retriever.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The document retriever object.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.DocumentRetriever" title="abacusai.client.DocumentRetriever">DocumentRetriever</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DocumentRetriever.list_versions">
-<span class="sig-name descname"><span class="pre">list_versions</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">limit</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">100</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">start_after_version</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DocumentRetriever.list_versions" title="Link to this definition"></a></dt>
-<dd><p>List all the document retriever versions with a given ID.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>limit</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The number of vector store versions to retrieve.</p></li>
-<li><p><strong>start_after_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – An offset parameter to exclude all document retriever versions up to this specified one.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>All the document retriever versions associated with the document retriever.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.DocumentRetrieverVersion" title="abacusai.client.DocumentRetrieverVersion">DocumentRetrieverVersion</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DocumentRetriever.get_document_snippet">
-<span class="sig-name descname"><span class="pre">get_document_snippet</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">document_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">start_word_index</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">end_word_index</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DocumentRetriever.get_document_snippet" title="Link to this definition"></a></dt>
-<dd><p>Get a snippet from documents in the document retriever.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>document_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The ID of the document to retrieve the snippet from.</p></li>
-<li><p><strong>start_word_index</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – If provided, will start the snippet at the index (of words in the document) specified.</p></li>
-<li><p><strong>end_word_index</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – If provided, will end the snippet at the index of (of words in the document) specified.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The documentation snippet found from the document retriever.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.DocumentRetrieverLookupResult" title="abacusai.client.DocumentRetrieverLookupResult">DocumentRetrieverLookupResult</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DocumentRetriever.restart">
-<span class="sig-name descname"><span class="pre">restart</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DocumentRetriever.restart" title="Link to this definition"></a></dt>
-<dd><p>Restart the document retriever if it is stopped. This will start the deployment of the document retriever,</p>
-<p>but will not wait for it to be ready. You need to call wait_until_ready to wait until the deployment is ready.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>document_retriever_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A unique string identifier associated with the document retriever.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DocumentRetriever.wait_until_ready">
-<span class="sig-name descname"><span class="pre">wait_until_ready</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">3600</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DocumentRetriever.wait_until_ready" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until document retriever is ready. It restarts the document retriever if it is stopped.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out. Default value given is 3600 seconds.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DocumentRetriever.wait_until_deployment_ready">
-<span class="sig-name descname"><span class="pre">wait_until_deployment_ready</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">3600</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DocumentRetriever.wait_until_deployment_ready" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until the document retriever deployment is ready to serve.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out. Default value given is 3600 seconds.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DocumentRetriever.get_status">
-<span class="sig-name descname"><span class="pre">get_status</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DocumentRetriever.get_status" title="Link to this definition"></a></dt>
-<dd><p>Gets the indexing status of the document retriever.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A string describing the status of a document retriever (pending, complete, etc.).</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)">str</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DocumentRetriever.get_deployment_status">
-<span class="sig-name descname"><span class="pre">get_deployment_status</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DocumentRetriever.get_deployment_status" title="Link to this definition"></a></dt>
-<dd><p>Gets the deployment status of the document retriever.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A string describing the deployment status of document retriever (pending, deploying, active, etc.).</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)">str</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DocumentRetriever.get_matching_documents">
-<span class="sig-name descname"><span class="pre">get_matching_documents</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">query</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filters</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">limit</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">result_columns</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_words</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_retrieval_margin_words</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_words_per_chunk</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">score_multiplier_column</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_score</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">required_phrases</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filter_clause</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">crowding_limits</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DocumentRetriever.get_matching_documents" title="Link to this definition"></a></dt>
-<dd><p>Lookup document retrievers and return the matching documents from the document retriever deployed with given query.</p>
-<p>Original documents are split into chunks and stored in the document retriever. This lookup function will return the relevant chunks
-from the document retriever. The returned chunks could be expanded to include more words from the original documents and merged if they
-are overlapping, and permitted by the settings provided. The returned chunks are sorted by relevance.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>query</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The query to search for.</p></li>
-<li><p><strong>filters</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – A dictionary mapping column names to a list of values to restrict the retrieved search results.</p></li>
-<li><p><strong>limit</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – If provided, will limit the number of results to the value specified.</p></li>
-<li><p><strong>result_columns</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – If provided, will limit the column properties present in each result to those specified in this list.</p></li>
-<li><p><strong>max_words</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – If provided, will limit the total number of words in the results to the value specified.</p></li>
-<li><p><strong>num_retrieval_margin_words</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – If provided, will add this number of words from left and right of the returned chunks.</p></li>
-<li><p><strong>max_words_per_chunk</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – If provided, will limit the number of words in each chunk to the value specified. If the value provided is smaller than the actual size of chunk on disk, which is determined during document retriever creation, the actual size of chunk will be used. I.e, chunks looked up from document retrievers will not be split into smaller chunks during lookup due to this setting.</p></li>
-<li><p><strong>score_multiplier_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If provided, will use the values in this column to modify the relevance score of the returned chunks. Values in this column must be numeric.</p></li>
-<li><p><strong>min_score</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – If provided, will filter out the results with score lower than the value specified.</p></li>
-<li><p><strong>required_phrases</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – If provided, each result will have at least one of the phrases.</p></li>
-<li><p><strong>filter_clause</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If provided, filter the results of the query using this sql where clause.</p></li>
-<li><p><strong>crowding_limits</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – A dictionary mapping metadata columns to the maximum number of results per unique value of the column. This is used to ensure diversity of metadata attribute values in the results. If a particular attribute value has already reached its maximum count, further results with that same attribute value will be excluded from the final result set.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The relevant documentation results found from the document retriever.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.DocumentRetrieverLookupResult" title="abacusai.client.DocumentRetrieverLookupResult">DocumentRetrieverLookupResult</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.DocumentRetrieverLookupResult">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">DocumentRetrieverLookupResult</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">document</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">score</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">properties</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pages</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">boundingBoxes</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DocumentRetrieverLookupResult" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Result of a document retriever lookup.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>document</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The document that was looked up.</p></li>
-<li><p><strong>score</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – Score of the document with respect to the query.</p></li>
-<li><p><strong>properties</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Properties of the retrieved documents.</p></li>
-<li><p><strong>pages</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Pages of the retrieved text from the original document.</p></li>
-<li><p><strong>boundingBoxes</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Bounding boxes of the retrieved text from the original document.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DocumentRetrieverLookupResult.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DocumentRetrieverLookupResult.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DocumentRetrieverLookupResult.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DocumentRetrieverLookupResult.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.DocumentRetrieverVersion">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">DocumentRetrieverVersion</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">documentRetrieverId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">documentRetrieverVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deploymentStatus</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">numberOfChunks</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">embeddingFileSize</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">warnings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">resolvedConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DocumentRetrieverVersion" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A version of document retriever.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>documentRetrieverId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the Document Retriever.</p></li>
-<li><p><strong>documentRetrieverVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the Document Retriever version.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – When the Document Retriever was created.</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The status of creating Document Retriever version.</p></li>
-<li><p><strong>deploymentStatus</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The status of deploying the Document Retriever version.</p></li>
-<li><p><strong>featureGroupId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The feature group id associated with the document retriever.</p></li>
-<li><p><strong>featureGroupVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the feature group version at which the Document Retriever version is created.</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The error message when it failed to create the document retriever version.</p></li>
-<li><p><strong>numberOfChunks</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The number of chunks for the document retriever.</p></li>
-<li><p><strong>embeddingFileSize</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The size of embedding file for the document retriever.</p></li>
-<li><p><strong>warnings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The warning messages when creating the document retriever.</p></li>
-<li><p><strong>resolvedConfig</strong> (<a class="reference internal" href="../document_retriever/index.html#abacusai.document_retriever.DocumentRetrieverConfig" title="abacusai.document_retriever.DocumentRetrieverConfig"><em>DocumentRetrieverConfig</em></a>) – The resolved configurations, such as default settings, for indexing documents.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DocumentRetrieverVersion.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DocumentRetrieverVersion.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DocumentRetrieverVersion.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DocumentRetrieverVersion.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DocumentRetrieverVersion.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DocumentRetrieverVersion.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.client.DocumentRetrieverVersion" title="abacusai.client.DocumentRetrieverVersion">DocumentRetrieverVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DocumentRetrieverVersion.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DocumentRetrieverVersion.describe" title="Link to this definition"></a></dt>
-<dd><p>Describe a document retriever version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>document_retriever_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A unique string identifier associated with the document retriever version.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The document retriever version object.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.DocumentRetrieverVersion" title="abacusai.client.DocumentRetrieverVersion">DocumentRetrieverVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DocumentRetrieverVersion.wait_for_results">
-<span class="sig-name descname"><span class="pre">wait_for_results</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">3600</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DocumentRetrieverVersion.wait_for_results" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until document retriever version is complete.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DocumentRetrieverVersion.wait_until_ready">
-<span class="sig-name descname"><span class="pre">wait_until_ready</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">3600</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DocumentRetrieverVersion.wait_until_ready" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until the document retriever version is ready.  It restarts the document retriever if it is stopped.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DocumentRetrieverVersion.wait_until_deployment_ready">
-<span class="sig-name descname"><span class="pre">wait_until_deployment_ready</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">3600</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DocumentRetrieverVersion.wait_until_deployment_ready" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until the document retriever deployment is ready to serve.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out. Default value given is 3600 seconds.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DocumentRetrieverVersion.get_status">
-<span class="sig-name descname"><span class="pre">get_status</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DocumentRetrieverVersion.get_status" title="Link to this definition"></a></dt>
-<dd><p>Gets the status of the document retriever version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A string describing the status of a document retriever version (pending, complete, etc.).</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)">str</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DocumentRetrieverVersion.get_deployment_status">
-<span class="sig-name descname"><span class="pre">get_deployment_status</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DocumentRetrieverVersion.get_deployment_status" title="Link to this definition"></a></dt>
-<dd><p>Gets the status of the document retriever version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A string describing the deployment status of a document retriever version (pending, deploying, etc.).</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)">str</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.DriftDistributions">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">DriftDistributions</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labelDrift</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionDrift</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bpPredictionDrift</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DriftDistributions" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>For either actuals or predicted values, how it has changed in the training data versus some specified window</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>labelDrift</strong> (<a class="reference internal" href="../drift_distribution/index.html#abacusai.drift_distribution.DriftDistribution" title="abacusai.drift_distribution.DriftDistribution"><em>DriftDistribution</em></a>) – A DriftDistribution describing column names and the range of values for label drift.</p></li>
-<li><p><strong>predictionDrift</strong> (<a class="reference internal" href="../drift_distribution/index.html#abacusai.drift_distribution.DriftDistribution" title="abacusai.drift_distribution.DriftDistribution"><em>DriftDistribution</em></a>) – A DriftDistribution describing column names and the range of values for prediction drift.</p></li>
-<li><p><strong>bpPredictionDrift</strong> (<a class="reference internal" href="../drift_distribution/index.html#abacusai.drift_distribution.DriftDistribution" title="abacusai.drift_distribution.DriftDistribution"><em>DriftDistribution</em></a>) – A DriftDistribution describing column names and the range of values for prediction drift, when the predictions come from BP.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DriftDistributions.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DriftDistributions.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.DriftDistributions.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.DriftDistributions.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.Eda">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">Eda</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edaId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">projectId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">referenceFeatureGroupVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">testFeatureGroupVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edaConfigs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">latestEdaVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refreshSchedules</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Eda" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A exploratory data analysis object</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>edaId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the eda object.</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The user-friendly name for the eda object.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Date and time at which the eda object was created.</p></li>
-<li><p><strong>projectId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The project this eda object belongs to.</p></li>
-<li><p><strong>featureGroupId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Feature group ID for which eda analysis is being done.</p></li>
-<li><p><strong>referenceFeatureGroupVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Reference Feature group version for data consistency analysis, will be latest feature group version for collinearity analysis.</p></li>
-<li><p><strong>testFeatureGroupVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Test Feature group version for data consistency analysis, will be latest feature group version for collinearity analysis.</p></li>
-<li><p><strong>edaConfigs</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Configurations for eda object.</p></li>
-<li><p><strong>latestEdaVersion</strong> (<a class="reference internal" href="#abacusai.client.EdaVersion" title="abacusai.client.EdaVersion"><em>EdaVersion</em></a>) – The latest eda object version.</p></li>
-<li><p><strong>refreshSchedules</strong> (<a class="reference internal" href="../batch_prediction/index.html#abacusai.batch_prediction.RefreshSchedule" title="abacusai.batch_prediction.RefreshSchedule"><em>RefreshSchedule</em></a>) – List of refresh schedules that indicate when the next model version will be trained.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Eda.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Eda.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Eda.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Eda.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Eda.rerun">
-<span class="sig-name descname"><span class="pre">rerun</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Eda.rerun" title="Link to this definition"></a></dt>
-<dd><p>Reruns the specified EDA object.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>eda_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier of the EDA object to rerun.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The EDA object that is being rerun.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Eda" title="abacusai.client.Eda">Eda</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Eda.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Eda.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.client.Eda" title="abacusai.client.Eda">Eda</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Eda.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Eda.describe" title="Link to this definition"></a></dt>
-<dd><p>Retrieves a full description of the specified EDA object.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>eda_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier associated with the EDA object.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Description of the EDA object.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Eda" title="abacusai.client.Eda">Eda</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Eda.list_versions">
-<span class="sig-name descname"><span class="pre">list_versions</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">limit</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">100</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">start_after_version</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Eda.list_versions" title="Link to this definition"></a></dt>
-<dd><p>Retrieves a list of versions for a given EDA object.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>limit</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The maximum length of the list of all EDA versions.</p></li>
-<li><p><strong>start_after_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The ID of the version after which the list starts.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A list of EDA versions.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.EdaVersion" title="abacusai.client.EdaVersion">EdaVersion</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Eda.rename">
-<span class="sig-name descname"><span class="pre">rename</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Eda.rename" title="Link to this definition"></a></dt>
-<dd><p>Renames an EDA</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The new name to apply to the model monitor.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Eda.delete">
-<span class="sig-name descname"><span class="pre">delete</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Eda.delete" title="Link to this definition"></a></dt>
-<dd><p>Deletes the specified EDA and all its versions.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>eda_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier of the EDA to delete.</p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.EdaCollinearity">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">EdaCollinearity</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">columnNames</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">collinearityMatrix</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">groupFeatureDict</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">collinearityGroups</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">columnNamesX</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.EdaCollinearity" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Eda Collinearity of the latest version of the data between all the features.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>columnNames</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Name of all the features in the y axis of the collinearity matrix</p></li>
-<li><p><strong>collinearityMatrix</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – A dict describing the collinearity between all the features</p></li>
-<li><p><strong>groupFeatureDict</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – A dict describing the index of the group from collinearity_groups a feature exists in</p></li>
-<li><p><strong>collinearityGroups</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Groups created based on a collinearity threshold of 0.7</p></li>
-<li><p><strong>columnNamesX</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Name of all the features in the x axis of the collinearity matrix</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.EdaCollinearity.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.EdaCollinearity.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.EdaCollinearity.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.EdaCollinearity.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.EdaDataConsistency">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">EdaDataConsistency</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">columnNames</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">primaryKeys</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">transformationColumnNames</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">baseDuplicates</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">compareDuplicates</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deletions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">transformations</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.EdaDataConsistency" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Eda Data Consistency, contained the duplicates in the base version, Comparison version, Deletions between the base and comparison and feature transformations between the base and comparison data.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>columnNames</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Name of all the features in the data</p></li>
-<li><p><strong>primaryKeys</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Name of the primary keys in the data</p></li>
-<li><p><strong>transformationColumnNames</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Name of all the features that are not the primary keys</p></li>
-<li><p><strong>baseDuplicates</strong> (<a class="reference internal" href="../data_consistency_duplication/index.html#abacusai.data_consistency_duplication.DataConsistencyDuplication" title="abacusai.data_consistency_duplication.DataConsistencyDuplication"><em>DataConsistencyDuplication</em></a>) – A DataConsistencyDuplication describing the number of duplicates within the data</p></li>
-<li><p><strong>compareDuplicates</strong> (<a class="reference internal" href="../data_consistency_duplication/index.html#abacusai.data_consistency_duplication.DataConsistencyDuplication" title="abacusai.data_consistency_duplication.DataConsistencyDuplication"><em>DataConsistencyDuplication</em></a>) – A DataConsistencyDuplication describing the number of duplicates within the data</p></li>
-<li><p><strong>deletions</strong> (<a class="reference internal" href="../data_consistency_duplication/index.html#abacusai.data_consistency_duplication.DataConsistencyDuplication" title="abacusai.data_consistency_duplication.DataConsistencyDuplication"><em>DataConsistencyDuplication</em></a>) – A DataConsistencyDeletion describing the number of deletion between two versions in the data</p></li>
-<li><p><strong>transformations</strong> (<em>DataConsistencyTransformation</em>) – A DataConsistencyTransformation the number of changes that occured per feature in the data</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.EdaDataConsistency.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.EdaDataConsistency.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.EdaDataConsistency.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.EdaDataConsistency.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.EdaFeatureAssociation">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">EdaFeatureAssociation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">data</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">isScatter</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">isBoxWhisker</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">xAxis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">yAxis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">xAxisColumnValues</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">yAxisColumnValues</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dataColumns</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.EdaFeatureAssociation" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Eda Feature Association between two features in the data.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>data</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – the data to display the feature association between two features</p></li>
-<li><p><strong>isScatter</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – A Boolean that represents if the data creates a scatter plot (for cases of numerical data vs numerical data)</p></li>
-<li><p><strong>isBoxWhisker</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – A Boolean that represents if the data creates a box whisker plot (For cases of categorical data vs numerical data and vice versa)</p></li>
-<li><p><strong>xAxis</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the feature selected for feature association (reference_feature_name) for x axis on the plot</p></li>
-<li><p><strong>yAxis</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the feature selected for feature association (test_feature_name) for y axis on the plot</p></li>
-<li><p><strong>xAxisColumnValues</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Name of all the categories within the x_axis feature (if it is a categorical data type)</p></li>
-<li><p><strong>yAxisColumnValues</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Name of all the categories within the y_axis feature (if it is a categorical data type)</p></li>
-<li><p><strong>dataColumns</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – A list of columns listed in the data as keys</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.EdaFeatureAssociation.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.EdaFeatureAssociation.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.EdaFeatureAssociation.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.EdaFeatureAssociation.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.EdaFeatureCollinearity">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">EdaFeatureCollinearity</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">selectedFeature</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sortedColumnNames</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureCollinearity</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.EdaFeatureCollinearity" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Eda Collinearity of the latest version of the data for a given feature.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>selectedFeature</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Selected feature to show the collinearity</p></li>
-<li><p><strong>sortedColumnNames</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Name of all the features in the data sorted in descending order of collinearity value</p></li>
-<li><p><strong>featureCollinearity</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – A dict describing the collinearity between a given feature and all the features in the data</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.EdaFeatureCollinearity.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.EdaFeatureCollinearity.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.EdaFeatureCollinearity.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.EdaFeatureCollinearity.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.EdaForecastingAnalysis">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">EdaForecastingAnalysis</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">primaryKeys</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">forecastingTargetFeature</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">timestampFeature</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">forecastFrequency</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">salesAcrossTime</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cummulativeContribution</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">missingValueDistribution</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">historyLength</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">numRowsHistogram</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">productMaturity</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">seasonalityYear</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">seasonalityMonth</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">seasonalityWeekOfYear</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">seasonalityDayOfYear</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">seasonalityDayOfMonth</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">seasonalityDayOfWeek</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">seasonalityQuarter</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">seasonalityHour</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">seasonalityMinute</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">seasonalitySecond</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">autocorrelation</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">partialAutocorrelation</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.EdaForecastingAnalysis" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Eda Forecasting Analysis of the latest version of the data.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>primaryKeys</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Name of the primary keys in the data</p></li>
-<li><p><strong>forecastingTargetFeature</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Feature in the data that represents the target.</p></li>
-<li><p><strong>timestampFeature</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Feature in the data that represents the timestamp column.</p></li>
-<li><p><strong>forecastFrequency</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Frequency of data, could be hourly, daily, weekly, monthly, quarterly or yearly.</p></li>
-<li><p><strong>salesAcrossTime</strong> (<a class="reference internal" href="../eda_forecasting_analysis/index.html#abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData" title="abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing average, p10, p90, median sales across time</p></li>
-<li><p><strong>cummulativeContribution</strong> (<a class="reference internal" href="../eda_forecasting_analysis/index.html#abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData" title="abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing what percent of items contribute to what amount of sales.</p></li>
-<li><p><strong>missingValueDistribution</strong> (<a class="reference internal" href="../eda_forecasting_analysis/index.html#abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData" title="abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing missing or null value distribution</p></li>
-<li><p><strong>historyLength</strong> (<a class="reference internal" href="../eda_forecasting_analysis/index.html#abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData" title="abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing length of history distribution</p></li>
-<li><p><strong>numRowsHistogram</strong> (<a class="reference internal" href="../eda_forecasting_analysis/index.html#abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData" title="abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing number of rows for an item distribution</p></li>
-<li><p><strong>productMaturity</strong> (<a class="reference internal" href="../eda_forecasting_analysis/index.html#abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData" title="abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing length of how long a product has been alive with average, p10, p90 and median</p></li>
-<li><p><strong>seasonalityYear</strong> (<a class="reference internal" href="../eda_forecasting_analysis/index.html#abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData" title="abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing average, p10, p90, median sales across grouped years</p></li>
-<li><p><strong>seasonalityMonth</strong> (<a class="reference internal" href="../eda_forecasting_analysis/index.html#abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData" title="abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing average, p10, p90, median sales across grouped months</p></li>
-<li><p><strong>seasonalityWeekOfYear</strong> (<a class="reference internal" href="../eda_forecasting_analysis/index.html#abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData" title="abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing average, p10, p90, median sales across week of year seasonality</p></li>
-<li><p><strong>seasonalityDayOfYear</strong> (<a class="reference internal" href="../eda_forecasting_analysis/index.html#abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData" title="abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing average, p10, p90, median sales across day of year seasonality</p></li>
-<li><p><strong>seasonalityDayOfMonth</strong> (<a class="reference internal" href="../eda_forecasting_analysis/index.html#abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData" title="abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing average, p10, p90, median sales across day of month seasonality</p></li>
-<li><p><strong>seasonalityDayOfWeek</strong> (<a class="reference internal" href="../eda_forecasting_analysis/index.html#abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData" title="abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing average, p10, p90, median sales across day of week seasonality</p></li>
-<li><p><strong>seasonalityQuarter</strong> (<a class="reference internal" href="../eda_forecasting_analysis/index.html#abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData" title="abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing average, p10, p90, median sales across grouped quarters</p></li>
-<li><p><strong>seasonalityHour</strong> (<a class="reference internal" href="../eda_forecasting_analysis/index.html#abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData" title="abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing average, p10, p90, median sales across grouped hours</p></li>
-<li><p><strong>seasonalityMinute</strong> (<a class="reference internal" href="../eda_forecasting_analysis/index.html#abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData" title="abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing average, p10, p90, median sales across grouped minutes</p></li>
-<li><p><strong>seasonalitySecond</strong> (<a class="reference internal" href="../eda_forecasting_analysis/index.html#abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData" title="abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing average, p10, p90, median sales across grouped seconds</p></li>
-<li><p><strong>autocorrelation</strong> (<a class="reference internal" href="../eda_forecasting_analysis/index.html#abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData" title="abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing the correlation of the forecasting target and its lagged values at different time lags.</p></li>
-<li><p><strong>partialAutocorrelation</strong> (<a class="reference internal" href="../eda_forecasting_analysis/index.html#abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData" title="abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing the correlation of the forecasting target and its lagged values, controlling for the effects of intervening lags.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.EdaForecastingAnalysis.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.EdaForecastingAnalysis.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.EdaForecastingAnalysis.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.EdaForecastingAnalysis.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.EdaVersion">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">EdaVersion</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edaVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edaId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edaStartedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edaCompletedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">referenceFeatureGroupVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">testFeatureGroupVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.EdaVersion" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A version of an eda object</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>edaVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of a eda version.</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The current status of the eda object.</p></li>
-<li><p><strong>edaId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A reference to the eda this version belongs to.</p></li>
-<li><p><strong>edaStartedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The start time and date of the eda process.</p></li>
-<li><p><strong>edaCompletedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The end time and date of the eda process.</p></li>
-<li><p><strong>referenceFeatureGroupVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – Feature group version IDs that this refresh pipeline run is analyzing.</p></li>
-<li><p><strong>testFeatureGroupVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – Feature group version IDs that this refresh pipeline run is analyzing.</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Relevant error if the status is FAILED.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.EdaVersion.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.EdaVersion.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.EdaVersion.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.EdaVersion.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.EdaVersion.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.EdaVersion.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.client.EdaVersion" title="abacusai.client.EdaVersion">EdaVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.EdaVersion.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.EdaVersion.describe" title="Link to this definition"></a></dt>
-<dd><p>Retrieves a full description of the specified EDA version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>eda_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier of the EDA version.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An EDA version.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.EdaVersion" title="abacusai.client.EdaVersion">EdaVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.EdaVersion.delete">
-<span class="sig-name descname"><span class="pre">delete</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.EdaVersion.delete" title="Link to this definition"></a></dt>
-<dd><p>Deletes the specified EDA version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>eda_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier of the EDA version to delete.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.EdaVersion.get_eda_collinearity">
-<span class="sig-name descname"><span class="pre">get_eda_collinearity</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.EdaVersion.get_eda_collinearity" title="Link to this definition"></a></dt>
-<dd><p>Gets the Collinearity between all features for the Exploratory Data Analysis.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>eda_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier associated with the EDA instance.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An object with a record of correlations between each feature for the EDA.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.EdaCollinearity" title="abacusai.client.EdaCollinearity">EdaCollinearity</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.EdaVersion.get_eda_data_consistency">
-<span class="sig-name descname"><span class="pre">get_eda_data_consistency</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">transformation_feature</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.EdaVersion.get_eda_data_consistency" title="Link to this definition"></a></dt>
-<dd><p>Gets the data consistency for the Exploratory Data Analysis.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>transformation_feature</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The transformation feature to get consistency for.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Object with duplication, deletion, and transformation data for data consistency analysis for an EDA.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.EdaDataConsistency" title="abacusai.client.EdaDataConsistency">EdaDataConsistency</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.EdaVersion.get_collinearity_for_feature">
-<span class="sig-name descname"><span class="pre">get_collinearity_for_feature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.EdaVersion.get_collinearity_for_feature" title="Link to this definition"></a></dt>
-<dd><p>Gets the Collinearity for the given feature from the Exploratory Data Analysis.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the feature for which correlation is shown.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Object with a record of correlations for the provided feature for an EDA.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.EdaFeatureCollinearity" title="abacusai.client.EdaFeatureCollinearity">EdaFeatureCollinearity</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.EdaVersion.get_feature_association">
-<span class="sig-name descname"><span class="pre">get_feature_association</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">reference_feature_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">test_feature_name</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.EdaVersion.get_feature_association" title="Link to this definition"></a></dt>
-<dd><p>Gets the Feature Association for the given features from the feature group version within the eda_version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>reference_feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the feature for feature association (on x-axis for the plots generated for the Feature association in the product).</p></li>
-<li><p><strong>test_feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the feature for feature association (on y-axis for the plots generated for the Feature association in the product).</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An object with a record of data for the feature association between the two given features for an EDA version.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.EdaFeatureAssociation" title="abacusai.client.EdaFeatureAssociation">EdaFeatureAssociation</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.EdaVersion.get_eda_forecasting_analysis">
-<span class="sig-name descname"><span class="pre">get_eda_forecasting_analysis</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.EdaVersion.get_eda_forecasting_analysis" title="Link to this definition"></a></dt>
-<dd><p>Gets the Forecasting analysis for the Exploratory Data Analysis.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>eda_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier associated with the EDA version.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Object with forecasting analysis that includes sales_across_time, cummulative_contribution, missing_value_distribution, history_length, num_rows_histogram, product_maturity data.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.EdaForecastingAnalysis" title="abacusai.client.EdaForecastingAnalysis">EdaForecastingAnalysis</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.EdaVersion.wait_for_eda">
-<span class="sig-name descname"><span class="pre">wait_for_eda</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1200</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.EdaVersion.wait_for_eda" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until eda version is ready.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.EdaVersion.get_status">
-<span class="sig-name descname"><span class="pre">get_status</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.EdaVersion.get_status" title="Link to this definition"></a></dt>
-<dd><p>Gets the status of the eda version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A string describing the status of the model monitor version, for e.g., pending, complete, etc.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)">str</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.ExecuteFeatureGroupOperation">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">ExecuteFeatureGroupOperation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupOperationRunId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">query</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ExecuteFeatureGroupOperation" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>The result of executing a SQL query</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>featureGroupOperationRunId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The run id of the operation</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The status of the operation</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The error message if the operation failed</p></li>
-<li><p><strong>query</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The SQL query of the operation</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ExecuteFeatureGroupOperation.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ExecuteFeatureGroupOperation.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ExecuteFeatureGroupOperation.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ExecuteFeatureGroupOperation.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ExecuteFeatureGroupOperation.wait_for_results">
-<span class="sig-name descname"><span class="pre">wait_for_results</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">3600</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">delay</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">2</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ExecuteFeatureGroupOperation.wait_for_results" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until query is executed.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out.</p></li>
-<li><p><strong>delay</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Polling interval for checking timeout.</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ExecuteFeatureGroupOperation.wait_for_execution">
-<span class="sig-name descname"><span class="pre">wait_for_execution</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">3600</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">delay</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">2</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ExecuteFeatureGroupOperation.wait_for_execution" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until query is executed.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out.</p></li>
-<li><p><strong>delay</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Polling interval for checking timeout.</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ExecuteFeatureGroupOperation.get_status">
-<span class="sig-name descname"><span class="pre">get_status</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ExecuteFeatureGroupOperation.get_status" title="Link to this definition"></a></dt>
-<dd><p>Gets the status of the query execution</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A string describing the status of a query execution (pending, complete, etc.).</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)">str</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ExecuteFeatureGroupOperation.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ExecuteFeatureGroupOperation.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.client.DatasetVersion" title="abacusai.client.DatasetVersion">DatasetVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ExecuteFeatureGroupOperation.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ExecuteFeatureGroupOperation.describe" title="Link to this definition"></a></dt>
-<dd><p>Gets the description of the query execution</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A ExecuteFeatureGroupOperation object describing the query execution.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.client.ExecuteFeatureGroupOperation" title="abacusai.client.ExecuteFeatureGroupOperation">ExecuteFeatureGroupOperation</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ExecuteFeatureGroupOperation._download_avro_file">
-<span class="sig-name descname"><span class="pre">_download_avro_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file_part</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tmp_dir</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">part_index</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ExecuteFeatureGroupOperation._download_avro_file" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ExecuteFeatureGroupOperation.load_as_pandas">
-<span class="sig-name descname"><span class="pre">load_as_pandas</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">max_workers</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">10</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ExecuteFeatureGroupOperation.load_as_pandas" title="Link to this definition"></a></dt>
-<dd><p>Loads the result data into a pandas dataframe</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>max_workers</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The number of threads.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A pandas dataframe displaying the data from execution.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>DataFrame</p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.ExternalApplication">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">ExternalApplication</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">externalApplicationId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deploymentId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">logo</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">theme</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">userGroupIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">useCase</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deploymentConversationRetentionHours</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">managedUserService</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionOverrides</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ExternalApplication" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>An external application.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the external application.</p></li>
-<li><p><strong>externalApplicationId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the external application.</p></li>
-<li><p><strong>deploymentId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The deployment id associated with the external application.</p></li>
-<li><p><strong>description</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The description of the external application.</p></li>
-<li><p><strong>logo</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The logo.</p></li>
-<li><p><strong>theme</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The theme used for the External Application.</p></li>
-<li><p><strong>userGroupIds</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – A list of App User Groups with access to this external application</p></li>
-<li><p><strong>useCase</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Use Case of the project of this deployment</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The status of the deployment.</p></li>
-<li><p><strong>deploymentConversationRetentionHours</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The retention policy for the external application.</p></li>
-<li><p><strong>managedUserService</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The external service that is managing the user accounts.</p></li>
-<li><p><strong>predictionOverrides</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The prediction overrides for the external application.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ExternalApplication.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ExternalApplication.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ExternalApplication.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ExternalApplication.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ExternalApplication.update">
-<span class="sig-name descname"><span class="pre">update</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">theme</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deployment_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deployment_conversation_retention_hours</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">reset_retention_policy</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ExternalApplication.update" title="Link to this definition"></a></dt>
-<dd><p>Updates an External Application.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the External Application.</p></li>
-<li><p><strong>description</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The description of the External Application. This will be shown to users when they access the External Application.</p></li>
-<li><p><strong>theme</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The visual theme of the External Application.</p></li>
-<li><p><strong>deployment_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The ID of the deployment to use.</p></li>
-<li><p><strong>deployment_conversation_retention_hours</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The number of hours to retain the conversations for.</p></li>
-<li><p><strong>reset_retention_policy</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, the retention policy will be removed.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The updated External Application.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.ExternalApplication" title="abacusai.client.ExternalApplication">ExternalApplication</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ExternalApplication.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ExternalApplication.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.client.ExternalApplication" title="abacusai.client.ExternalApplication">ExternalApplication</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ExternalApplication.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ExternalApplication.describe" title="Link to this definition"></a></dt>
-<dd><p>Describes an External Application.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>external_application_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The ID of the External Application.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The External Application.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.ExternalApplication" title="abacusai.client.ExternalApplication">ExternalApplication</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ExternalApplication.delete">
-<span class="sig-name descname"><span class="pre">delete</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ExternalApplication.delete" title="Link to this definition"></a></dt>
-<dd><p>Deletes an External Application.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>external_application_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The ID of the External Application.</p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.ExternalInvite">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">ExternalInvite</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">userAlreadyInOrg</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">userAlreadyInAppGroup</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">userExistsAsInternal</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">successfulInvites</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ExternalInvite" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>The response of the invites for different emails</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>userAlreadyInOrg</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of user emails not successfullt invited, because they are already in the organization.</p></li>
-<li><p><strong>userAlreadyInAppGroup</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of user emails not successfully invited, because they are already in the application group.</p></li>
-<li><p><strong>userExistsAsInternal</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of user emails not successfully invited, because they are already internal users.</p></li>
-<li><p><strong>successfulInvites</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of users successfully invited.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ExternalInvite.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ExternalInvite.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ExternalInvite.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ExternalInvite.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.ExtractedFields">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">ExtractedFields</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">data</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">rawLlmResponse</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ExtractedFields" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>The fields extracted from a document.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>data</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The data for the document.</p></li>
-<li><p><strong>rawLlmResponse</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The raw llm response. Only returned if it could not be parsed to json.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ExtractedFields.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ExtractedFields.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ExtractedFields.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ExtractedFields.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.Feature">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">Feature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">selectClause</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureMapping</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceTable</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">originalName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">usingClause</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">orderClause</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">whereClause</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dataType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">detectedFeatureType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">detectedDataType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">columns</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pointInTimeInfo</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Feature" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A feature in a feature group</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique name of the column</p></li>
-<li><p><strong>selectClause</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The sql logic for creating this feature’s data</p></li>
-<li><p><strong>featureMapping</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The Feature Mapping of the feature</p></li>
-<li><p><strong>sourceTable</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The source table of the column</p></li>
-<li><p><strong>originalName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The original name of the column</p></li>
-<li><p><strong>usingClause</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Nested Column Using Clause</p></li>
-<li><p><strong>orderClause</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Nested Column Ordering Clause</p></li>
-<li><p><strong>whereClause</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Nested Column Where Clause</p></li>
-<li><p><strong>featureType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Feature Type of the Feature</p></li>
-<li><p><strong>dataType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Data Type of the Feature</p></li>
-<li><p><strong>detectedFeatureType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The detected feature type of the column</p></li>
-<li><p><strong>detectedDataType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The detected data type of the column</p></li>
-<li><p><strong>columns</strong> (<a class="reference internal" href="../feature/index.html#abacusai.feature.NestedFeature" title="abacusai.feature.NestedFeature"><em>NestedFeature</em></a>) – Nested Features</p></li>
-<li><p><strong>pointInTimeInfo</strong> (<a class="reference internal" href="../feature/index.html#abacusai.feature.PointInTimeFeature" title="abacusai.feature.PointInTimeFeature"><em>PointInTimeFeature</em></a>) – Point in time column information</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Feature.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Feature.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Feature.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Feature.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.FeatureDistribution">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">FeatureDistribution</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingDistribution</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionDistribution</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">numericalTrainingDistribution</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">numericalPredictionDistribution</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingStatistics</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionStatistics</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureDistribution" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>For a single feature, how it has changed in the training data versus some specified window</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>type</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Data type of values in each distribution, typically ‘categorical’ or ‘numerical’.</p></li>
-<li><p><strong>trainingDistribution</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – A dict describing the range of values in the training distribution.</p></li>
-<li><p><strong>predictionDistribution</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – A dict describing the range of values in the specified window.</p></li>
-<li><p><strong>numericalTrainingDistribution</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – A dict describing the summary statistics of the numerical training distribution.</p></li>
-<li><p><strong>numericalPredictionDistribution</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – A dict describing the summary statistics of the numerical prediction distribution.</p></li>
-<li><p><strong>trainingStatistics</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – A dict describing summary statistics of values in the training distribution.</p></li>
-<li><p><strong>predictionStatistics</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – A dict describing summary statistics of values in the specified window.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureDistribution.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureDistribution.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureDistribution.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureDistribution.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">FeatureGroup</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modificationLock</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupSourceType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tableName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sql</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">datasetId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">functionSourceCode</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">functionName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceTables</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sqlError</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">latestVersionOutdated</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">referencedFeatureGroups</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tags</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">primaryKey</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">updateTimestampKey</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookupKeys</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">streamingEnabled</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">incremental</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mergeConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">operatorConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">samplingConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cpuSize</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">memory</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">streamingReady</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureTags</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">moduleName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">templateBindings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureExpression</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">useOriginalCsvNames</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pythonFunctionBindings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pythonFunctionName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">useGpu</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">features</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">duplicateFeatures</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pointInTimeGroups</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">annotationConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">concatenationConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">indexingConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">codeSource</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupTemplate</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">explanation</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refreshSchedules</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">latestFeatureGroupVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>featureGroupId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique identifier for this feature group.</p></li>
-<li><p><strong>modificationLock</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If feature group is locked against a change or not.</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
-<li><p><strong>featureGroupSourceType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The source type of the feature group</p></li>
-<li><p><strong>tableName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique table name of this feature group.</p></li>
-<li><p><strong>sql</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – SQL definition creating this feature group.</p></li>
-<li><p><strong>datasetId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Dataset ID the feature group is sourced from.</p></li>
-<li><p><strong>functionSourceCode</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Source definition creating this feature group.</p></li>
-<li><p><strong>functionName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Function name to execute from the source code.</p></li>
-<li><p><strong>sourceTables</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – Source tables for this feature group.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Timestamp at which the feature group was created.</p></li>
-<li><p><strong>description</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Description of the feature group.</p></li>
-<li><p><strong>sqlError</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Error message with this feature group.</p></li>
-<li><p><strong>latestVersionOutdated</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Is latest materialized feature group version outdated.</p></li>
-<li><p><strong>referencedFeatureGroups</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – Feature groups this feature group is used in.</p></li>
-<li><p><strong>tags</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – Tags added to this feature group.</p></li>
-<li><p><strong>primaryKey</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Primary index feature.</p></li>
-<li><p><strong>updateTimestampKey</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Primary timestamp feature.</p></li>
-<li><p><strong>lookupKeys</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – Additional indexed features for this feature group.</p></li>
-<li><p><strong>streamingEnabled</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, the feature group can have data streamed to it.</p></li>
-<li><p><strong>incremental</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If feature group corresponds to an incremental dataset.</p></li>
-<li><p><strong>mergeConfig</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Merge configuration settings for the feature group.</p></li>
-<li><p><strong>operatorConfig</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Operator configuration settings for the feature group.</p></li>
-<li><p><strong>samplingConfig</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Sampling configuration for the feature group.</p></li>
-<li><p><strong>cpuSize</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – CPU size specified for the Python feature group.</p></li>
-<li><p><strong>memory</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Memory in GB specified for the Python feature group.</p></li>
-<li><p><strong>streamingReady</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, the feature group is ready to receive streaming data.</p></li>
-<li><p><strong>featureTags</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Tags for features in this feature group</p></li>
-<li><p><strong>moduleName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Path to the file with the feature group function.</p></li>
-<li><p><strong>templateBindings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Config specifying variable names and values to use when resolving a feature group template.</p></li>
-<li><p><strong>featureExpression</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If the dataset feature group has custom features, the SQL select expression creating those features.</p></li>
-<li><p><strong>useOriginalCsvNames</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, the feature group will use the original column names in the source dataset.</p></li>
-<li><p><strong>pythonFunctionBindings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Config specifying variable names, types, and values to use when resolving a Python feature group.</p></li>
-<li><p><strong>pythonFunctionName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the Python function the feature group was built from.</p></li>
-<li><p><strong>useGpu</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether this feature group is using gpu</p></li>
-<li><p><strong>features</strong> (<a class="reference internal" href="#abacusai.client.Feature" title="abacusai.client.Feature"><em>Feature</em></a>) – List of resolved features.</p></li>
-<li><p><strong>duplicateFeatures</strong> (<a class="reference internal" href="#abacusai.client.Feature" title="abacusai.client.Feature"><em>Feature</em></a>) – List of duplicate features.</p></li>
-<li><p><strong>pointInTimeGroups</strong> (<a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.PointInTimeGroup" title="abacusai.feature_group.PointInTimeGroup"><em>PointInTimeGroup</em></a>) – List of Point In Time Groups.</p></li>
-<li><p><strong>annotationConfig</strong> (<a class="reference internal" href="#abacusai.client.AnnotationConfig" title="abacusai.client.AnnotationConfig"><em>AnnotationConfig</em></a>) – Annotation config for this feature</p></li>
-<li><p><strong>latestFeatureGroupVersion</strong> (<a class="reference internal" href="#abacusai.client.FeatureGroupVersion" title="abacusai.client.FeatureGroupVersion"><em>FeatureGroupVersion</em></a>) – Latest feature group version.</p></li>
-<li><p><strong>concatenationConfig</strong> (<a class="reference internal" href="../concatenation_config/index.html#abacusai.concatenation_config.ConcatenationConfig" title="abacusai.concatenation_config.ConcatenationConfig"><em>ConcatenationConfig</em></a>) – Feature group ID whose data will be concatenated into this feature group.</p></li>
-<li><p><strong>indexingConfig</strong> (<a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.IndexingConfig" title="abacusai.feature_group.IndexingConfig"><em>IndexingConfig</em></a>) – Indexing config for the feature group for feature store</p></li>
-<li><p><strong>codeSource</strong> (<a class="reference internal" href="../agent/index.html#abacusai.agent.CodeSource" title="abacusai.agent.CodeSource"><em>CodeSource</em></a>) – If a Python feature group, information on the source code.</p></li>
-<li><p><strong>featureGroupTemplate</strong> (<a class="reference internal" href="#abacusai.client.FeatureGroupTemplate" title="abacusai.client.FeatureGroupTemplate"><em>FeatureGroupTemplate</em></a>) – FeatureGroupTemplate to use when this feature group is attached to a template.</p></li>
-<li><p><strong>explanation</strong> (<a class="reference internal" href="#abacusai.client.NaturalLanguageExplanation" title="abacusai.client.NaturalLanguageExplanation"><em>NaturalLanguageExplanation</em></a>) – Natural language explanation of the feature group</p></li>
-<li><p><strong>refreshSchedules</strong> (<a class="reference internal" href="../batch_prediction/index.html#abacusai.batch_prediction.RefreshSchedule" title="abacusai.batch_prediction.RefreshSchedule"><em>RefreshSchedule</em></a>) – List of schedules that determines when the next version of the feature group will be created.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.add_to_project">
-<span class="sig-name descname"><span class="pre">add_to_project</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">project_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_group_type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'CUSTOM_TABLE'</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.add_to_project" title="Link to this definition"></a></dt>
-<dd><p>Adds a feature group to a project.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>project_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique ID associated with the project.</p></li>
-<li><p><strong>feature_group_type</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The feature group type of the feature group, based on the use case under which the feature group is being created.</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.set_project_config">
-<span class="sig-name descname"><span class="pre">set_project_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">project_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">project_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.set_project_config" title="Link to this definition"></a></dt>
-<dd><p>Sets a feature group’s project config</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>project_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier for the project.</p></li>
-<li><p><strong>project_config</strong> (<a class="reference internal" href="#abacusai.client.ProjectFeatureGroupConfig" title="abacusai.client.ProjectFeatureGroupConfig"><em>ProjectFeatureGroupConfig</em></a>) – Feature group’s project configuration.</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.get_project_config">
-<span class="sig-name descname"><span class="pre">get_project_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">project_id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.get_project_config" title="Link to this definition"></a></dt>
-<dd><p>Gets a feature group’s project config</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>project_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier for the project.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The feature group’s project configuration.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.ProjectConfig" title="abacusai.client.ProjectConfig">ProjectConfig</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.remove_from_project">
-<span class="sig-name descname"><span class="pre">remove_from_project</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">project_id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.remove_from_project" title="Link to this definition"></a></dt>
-<dd><p>Removes a feature group from a project.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>project_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique ID associated with the project.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.set_type">
-<span class="sig-name descname"><span class="pre">set_type</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">project_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_group_type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'CUSTOM_TABLE'</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.set_type" title="Link to this definition"></a></dt>
-<dd><p>Update the feature group type in a project. The feature group must already be added to the project.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>project_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique identifier associated with the project.</p></li>
-<li><p><strong>feature_group_type</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The feature group type to set the feature group as.</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.describe_annotation">
-<span class="sig-name descname"><span class="pre">describe_annotation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">doc_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_group_row_identifier</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.describe_annotation" title="Link to this definition"></a></dt>
-<dd><p>Get the latest annotation entry for a given feature group, feature, and document.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature the annotation is on.</p></li>
-<li><p><strong>doc_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The ID of the primary document the annotation is on. At least one of the doc_id or feature_group_row_identifier must be provided in order to identify the correct annotation.</p></li>
-<li><p><strong>feature_group_row_identifier</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The key value of the feature group row the annotation is on (cast to string). Usually the feature group’s primary / identifier key value. At least one of the doc_id or feature_group_row_identifier must be provided in order to identify the correct annotation.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The latest annotation entry for the given feature group, feature, document, and/or annotation key value.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.AnnotationEntry" title="abacusai.client.AnnotationEntry">AnnotationEntry</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.verify_and_describe_annotation">
-<span class="sig-name descname"><span class="pre">verify_and_describe_annotation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">doc_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_group_row_identifier</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.verify_and_describe_annotation" title="Link to this definition"></a></dt>
-<dd><p>Get the latest annotation entry for a given feature group, feature, and document along with verification information.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature the annotation is on.</p></li>
-<li><p><strong>doc_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The ID of the primary document the annotation is on. At least one of the doc_id or feature_group_row_identifier must be provided in order to identify the correct annotation.</p></li>
-<li><p><strong>feature_group_row_identifier</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The key value of the feature group row the annotation is on (cast to string). Usually the feature group’s primary / identifier key value. At least one of the doc_id or feature_group_row_identifier must be provided in order to identify the correct annotation.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The latest annotation entry for the given feature group, feature, document, and/or annotation key value. Includes the verification information.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.AnnotationEntry" title="abacusai.client.AnnotationEntry">AnnotationEntry</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.update_annotation_status">
-<span class="sig-name descname"><span class="pre">update_annotation_status</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">doc_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_group_row_identifier</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">save_metadata</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.update_annotation_status" title="Link to this definition"></a></dt>
-<dd><p>Update the status of an annotation entry.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature the annotation is on.</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The new status of the annotation. Must be one of the following: ‘TODO’, ‘IN_PROGRESS’, ‘DONE’.</p></li>
-<li><p><strong>doc_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The ID of the primary document the annotation is on. At least one of the doc_id or feature_group_row_identifier must be provided in order to identify the correct annotation.</p></li>
-<li><p><strong>feature_group_row_identifier</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The key value of the feature group row the annotation is on (cast to string). Usually the feature group’s primary / identifier key value. At least one of the doc_id or feature_group_row_identifier must be provided in order to identify the correct annotation.</p></li>
-<li><p><strong>save_metadata</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If True, save the metadata for the annotation entry.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The updated annotation entry.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.AnnotationEntry" title="abacusai.client.AnnotationEntry">AnnotationEntry</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.get_document_to_annotate">
-<span class="sig-name descname"><span class="pre">get_document_to_annotate</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">project_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_group_row_identifier</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">get_previous</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.get_document_to_annotate" title="Link to this definition"></a></dt>
-<dd><p>Get an available document that needs to be annotated for a annotation feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>project_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The ID of the project that the annotation is associated with.</p></li>
-<li><p><strong>feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature the annotation is on.</p></li>
-<li><p><strong>feature_group_row_identifier</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The key value of the feature group row the annotation is on (cast to string). Usually the primary key value. If provided, fetch the immediate next (or previous) available document.</p></li>
-<li><p><strong>get_previous</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If True, get the previous document instead of the next document. Applicable if feature_group_row_identifier is provided.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The document to annotate.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.AnnotationDocument" title="abacusai.client.AnnotationDocument">AnnotationDocument</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.get_annotations_status">
-<span class="sig-name descname"><span class="pre">get_annotations_status</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">check_for_materialization</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.get_annotations_status" title="Link to this definition"></a></dt>
-<dd><p>Get the status of the annotations for a given feature group and feature.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature the annotation is on.</p></li>
-<li><p><strong>check_for_materialization</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If True, check if the feature group needs to be materialized before using for annotations.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The status of the annotations for the given feature group and feature.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.AnnotationsStatus" title="abacusai.client.AnnotationsStatus">AnnotationsStatus</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.import_annotation_labels">
-<span class="sig-name descname"><span class="pre">import_annotation_labels</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">annotation_type</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.import_annotation_labels" title="Link to this definition"></a></dt>
-<dd><p>Imports annotation labels from csv file. All valid values in the file will be imported as labels (including header row if present).</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>file</strong> (<a class="reference external" href="https://docs.python.org/3/library/io.html#io.TextIOBase" title="(in Python v3.12)"><em>io.TextIOBase</em></a>) – The file to import. Must be a csv file.</p></li>
-<li><p><strong>annotation_type</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of the annotation.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The annotation config for the feature group.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.AnnotationConfig" title="abacusai.client.AnnotationConfig">AnnotationConfig</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.create_sampling">
-<span class="sig-name descname"><span class="pre">create_sampling</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">table_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sampling_config</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.create_sampling" title="Link to this definition"></a></dt>
-<dd><p>Creates a new Feature Group defined as a sample of rows from another Feature Group.</p>
-<p>For efficiency, sampling is approximate unless otherwise specified. (e.g. the number of rows may vary slightly from what was requested).</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>table_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique name to be given to this sampling Feature Group. Can be up to 120 characters long and can only contain alphanumeric characters and underscores.</p></li>
-<li><p><strong>sampling_config</strong> (<a class="reference internal" href="#abacusai.client.SamplingConfig" title="abacusai.client.SamplingConfig"><em>SamplingConfig</em></a>) – Dictionary defining the sampling method and its parameters.</p></li>
-<li><p><strong>description</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A human-readable description of this Feature Group.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The created Feature Group.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.set_sampling_config">
-<span class="sig-name descname"><span class="pre">set_sampling_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">sampling_config</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.set_sampling_config" title="Link to this definition"></a></dt>
-<dd><p>Set a FeatureGroup’s sampling to the config values provided, so that the rows the FeatureGroup returns will be a sample of those it would otherwise have returned.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>sampling_config</strong> (<a class="reference internal" href="#abacusai.client.SamplingConfig" title="abacusai.client.SamplingConfig"><em>SamplingConfig</em></a>) – A JSON string object specifying the sampling method and parameters specific to that sampling method. An empty sampling_config indicates no sampling.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The updated FeatureGroup.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.set_merge_config">
-<span class="sig-name descname"><span class="pre">set_merge_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">merge_config</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.set_merge_config" title="Link to this definition"></a></dt>
-<dd><p>Set a MergeFeatureGroup’s merge config to the values provided, so that the feature group only returns a bounded range of an incremental dataset.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>merge_config</strong> (<a class="reference internal" href="#abacusai.client.MergeConfig" title="abacusai.client.MergeConfig"><em>MergeConfig</em></a>) – JSON object string specifying the merge rule. An empty merge_config will default to only including the latest dataset version.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The updated FeatureGroup.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.set_operator_config">
-<span class="sig-name descname"><span class="pre">set_operator_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">operator_config</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.set_operator_config" title="Link to this definition"></a></dt>
-<dd><p>Set a OperatorFeatureGroup’s operator config to the values provided.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>operator_config</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – A dictionary object specifying the pre-defined operations.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.set_schema">
-<span class="sig-name descname"><span class="pre">set_schema</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">schema</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.set_schema" title="Link to this definition"></a></dt>
-<dd><p>Creates a new schema and points the feature group to the new feature group schema ID.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>schema</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – JSON string containing an array of objects with ‘name’ and ‘dataType’ properties.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.get_schema">
-<span class="sig-name descname"><span class="pre">get_schema</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">project_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.get_schema" title="Link to this definition"></a></dt>
-<dd><p>Returns a schema for a given FeatureGroup in a project.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>project_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique ID associated with the project.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A list of objects for each column in the specified feature group.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.Feature" title="abacusai.client.Feature">Feature</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.create_feature">
-<span class="sig-name descname"><span class="pre">create_feature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">select_expression</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.create_feature" title="Link to this definition"></a></dt>
-<dd><p>Creates a new feature in a Feature Group from a SQL select statement.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature to add.</p></li>
-<li><p><strong>select_expression</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – SQL SELECT expression to create the feature.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A Feature Group object with the newly added feature.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.add_tag">
-<span class="sig-name descname"><span class="pre">add_tag</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">tag</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.add_tag" title="Link to this definition"></a></dt>
-<dd><p>Adds a tag to the feature group</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>tag</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The tag to add to the feature group.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.remove_tag">
-<span class="sig-name descname"><span class="pre">remove_tag</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">tag</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.remove_tag" title="Link to this definition"></a></dt>
-<dd><p>Removes a tag from the specified feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>tag</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The tag to remove from the feature group.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.add_annotatable_feature">
-<span class="sig-name descname"><span class="pre">add_annotatable_feature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">annotation_type</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.add_annotatable_feature" title="Link to this definition"></a></dt>
-<dd><p>Add an annotatable feature in a Feature Group</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature to add.</p></li>
-<li><p><strong>annotation_type</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of annotation to set.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The feature group after the feature has been set</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.set_feature_as_annotatable_feature">
-<span class="sig-name descname"><span class="pre">set_feature_as_annotatable_feature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">annotation_type</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_group_row_identifier_feature</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">doc_id_feature</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.set_feature_as_annotatable_feature" title="Link to this definition"></a></dt>
-<dd><p>Sets an existing feature as an annotatable feature (Feature that can be annotated).</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature to set as annotatable.</p></li>
-<li><p><strong>annotation_type</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of annotation label to add.</p></li>
-<li><p><strong>feature_group_row_identifier_feature</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The key value of the feature group row the annotation is on (cast to string) and uniquely identifies the feature group row. At least one of the doc_id or key value must be provided so that the correct annotation can be identified.</p></li>
-<li><p><strong>doc_id_feature</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the document ID feature.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A feature group object with the newly added annotatable feature.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.set_annotation_status_feature">
-<span class="sig-name descname"><span class="pre">set_annotation_status_feature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature_name</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.set_annotation_status_feature" title="Link to this definition"></a></dt>
-<dd><p>Sets a feature as the annotation status feature for a feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature to set as the annotation status feature.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The updated feature group.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.unset_feature_as_annotatable_feature">
-<span class="sig-name descname"><span class="pre">unset_feature_as_annotatable_feature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature_name</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.unset_feature_as_annotatable_feature" title="Link to this definition"></a></dt>
-<dd><p>Unsets a feature as annotatable</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature to unset.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The feature group after unsetting the feature</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.add_annotation_label">
-<span class="sig-name descname"><span class="pre">add_annotation_label</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">label_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">annotation_type</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">label_definition</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.add_annotation_label" title="Link to this definition"></a></dt>
-<dd><p>Adds an annotation label</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>label_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the label.</p></li>
-<li><p><strong>annotation_type</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of the annotation to set.</p></li>
-<li><p><strong>label_definition</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – the definition of the label.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The feature group after adding the annotation label</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.remove_annotation_label">
-<span class="sig-name descname"><span class="pre">remove_annotation_label</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">label_name</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.remove_annotation_label" title="Link to this definition"></a></dt>
-<dd><p>Removes an annotation label</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>label_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the label to remove.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The feature group after adding the annotation label</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.add_feature_tag">
-<span class="sig-name descname"><span class="pre">add_feature_tag</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tag</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.add_feature_tag" title="Link to this definition"></a></dt>
-<dd><p>Adds a tag on a feature</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>feature</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The feature to set the tag on.</p></li>
-<li><p><strong>tag</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The tag to set on the feature.</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.remove_feature_tag">
-<span class="sig-name descname"><span class="pre">remove_feature_tag</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tag</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.remove_feature_tag" title="Link to this definition"></a></dt>
-<dd><p>Removes a tag from a feature</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>feature</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The feature to remove the tag from.</p></li>
-<li><p><strong>tag</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The tag to remove.</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.create_nested_feature">
-<span class="sig-name descname"><span class="pre">create_nested_feature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">nested_feature_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">table_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">using_clause</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">where_clause</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">order_clause</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.create_nested_feature" title="Link to this definition"></a></dt>
-<dd><p>Creates a new nested feature in a feature group from a SQL statement.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>nested_feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature.</p></li>
-<li><p><strong>table_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The table name of the feature group to nest. Can be up to 120 characters long and can only contain alphanumeric characters and underscores.</p></li>
-<li><p><strong>using_clause</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The SQL join column or logic to join the nested table with the parent.</p></li>
-<li><p><strong>where_clause</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A SQL WHERE statement to filter the nested rows.</p></li>
-<li><p><strong>order_clause</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A SQL clause to order the nested rows.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A feature group object with the newly added nested feature.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.update_nested_feature">
-<span class="sig-name descname"><span class="pre">update_nested_feature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">nested_feature_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">table_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">using_clause</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">where_clause</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">order_clause</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">new_nested_feature_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.update_nested_feature" title="Link to this definition"></a></dt>
-<dd><p>Updates a previously existing nested feature in a feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>nested_feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature to be updated.</p></li>
-<li><p><strong>table_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the table. Can be up to 120 characters long and can only contain alphanumeric characters and underscores.</p></li>
-<li><p><strong>using_clause</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The SQL join column or logic to join the nested table with the parent.</p></li>
-<li><p><strong>where_clause</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – An SQL WHERE statement to filter the nested rows.</p></li>
-<li><p><strong>order_clause</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – An SQL clause to order the nested rows.</p></li>
-<li><p><strong>new_nested_feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – New name for the nested feature.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A feature group object with the updated nested feature.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.delete_nested_feature">
-<span class="sig-name descname"><span class="pre">delete_nested_feature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">nested_feature_name</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.delete_nested_feature" title="Link to this definition"></a></dt>
-<dd><p>Delete a nested feature.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>nested_feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature to be deleted.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A feature group object without the specified nested feature.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.create_point_in_time_feature">
-<span class="sig-name descname"><span class="pre">create_point_in_time_feature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">history_table_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">aggregation_keys</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">timestamp_key</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">historical_timestamp_key</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">expression</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookback_window_seconds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookback_window_lag_seconds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookback_count</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookback_until_position</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.create_point_in_time_feature" title="Link to this definition"></a></dt>
-<dd><p>Creates a new point in time feature in a feature group using another historical feature group, window spec, and aggregate expression.</p>
-<p>We use the aggregation keys and either the lookbackWindowSeconds or the lookbackCount values to perform the window aggregation for every row in the current feature group.</p>
-<p>If the window is specified in seconds, then all rows in the history table which match the aggregation keys and with historicalTimeFeature greater than or equal to lookbackStartCount and less than the value of the current rows timeFeature are considered. An optional lookbackWindowLagSeconds (+ve or -ve) can be used to offset the current value of the timeFeature. If this value is negative, we will look at the future rows in the history table, so care must be taken to ensure that these rows are available in the online context when we are performing a lookup on this feature group. If the window is specified in counts, then we order the historical table rows aligning by time and consider rows from the window where the rank order is greater than or equal to lookbackCount and includes the row just prior to the current one. The lag is specified in terms of positions using lookbackUntilPosition.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature to create.</p></li>
-<li><p><strong>history_table_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The table name of the history table.</p></li>
-<li><p><strong>aggregation_keys</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of keys to use for joining the historical table and performing the window aggregation.</p></li>
-<li><p><strong>timestamp_key</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of feature which contains the timestamp value for the point in time feature.</p></li>
-<li><p><strong>historical_timestamp_key</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of feature which contains the historical timestamp.</p></li>
-<li><p><strong>expression</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – SQL aggregate expression which can convert a sequence of rows into a scalar value.</p></li>
-<li><p><strong>lookback_window_seconds</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – If window is specified in terms of time, number of seconds in the past from the current time for start of the window.</p></li>
-<li><p><strong>lookback_window_lag_seconds</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – Optional lag to offset the closest point for the window. If it is positive, we delay the start of window. If it is negative, we are looking at the “future” rows in the history table.</p></li>
-<li><p><strong>lookback_count</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – If window is specified in terms of count, the start position of the window (0 is the current row).</p></li>
-<li><p><strong>lookback_until_position</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Optional lag to offset the closest point for the window. If it is positive, we delay the start of window by that many rows. If it is negative, we are looking at those many “future” rows in the history table.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A feature group object with the newly added nested feature.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.update_point_in_time_feature">
-<span class="sig-name descname"><span class="pre">update_point_in_time_feature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">history_table_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">aggregation_keys</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">timestamp_key</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">historical_timestamp_key</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">expression</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookback_window_seconds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookback_window_lag_seconds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookback_count</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookback_until_position</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">new_feature_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.update_point_in_time_feature" title="Link to this definition"></a></dt>
-<dd><p>Updates an existing Point-in-Time (PiT) feature in a feature group. See <cite>createPointInTimeFeature</cite> for detailed semantics.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature.</p></li>
-<li><p><strong>history_table_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The table name of the history table. If not specified, we use the current table to do a self join.</p></li>
-<li><p><strong>aggregation_keys</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of keys to use for joining the historical table and performing the window aggregation.</p></li>
-<li><p><strong>timestamp_key</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the feature which contains the timestamp value for the PiT feature.</p></li>
-<li><p><strong>historical_timestamp_key</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the feature which contains the historical timestamp.</p></li>
-<li><p><strong>expression</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – SQL Aggregate expression which can convert a sequence of rows into a scalar value.</p></li>
-<li><p><strong>lookback_window_seconds</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – If the window is specified in terms of time, the number of seconds in the past from the current time for the start of the window.</p></li>
-<li><p><strong>lookback_window_lag_seconds</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – Optional lag to offset the closest point for the window. If it is positive, we delay the start of the window. If it is negative, we are looking at the “future” rows in the history table.</p></li>
-<li><p><strong>lookback_count</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – If the window is specified in terms of count, the start position of the window (0 is the current row).</p></li>
-<li><p><strong>lookback_until_position</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Optional lag to offset the closest point for the window. If it is positive, we delay the start of the window by that many rows. If it is negative, we are looking at those many “future” rows in the history table.</p></li>
-<li><p><strong>new_feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – New name for the PiT feature.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A feature group object with the newly added nested feature.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.create_point_in_time_group">
-<span class="sig-name descname"><span class="pre">create_point_in_time_group</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">group_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">window_key</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">aggregation_keys</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">history_table_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">history_window_key</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">history_aggregation_keys</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookback_window</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookback_window_lag</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookback_count</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookback_until_position</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.create_point_in_time_group" title="Link to this definition"></a></dt>
-<dd><p>Create a Point-in-Time Group</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>group_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the point in time group.</p></li>
-<li><p><strong>window_key</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of feature to use for ordering the rows on the source table.</p></li>
-<li><p><strong>aggregation_keys</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of keys to perform on the source table for the window aggregation.</p></li>
-<li><p><strong>history_table_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The table to use for aggregating, if not provided, the source table will be used.</p></li>
-<li><p><strong>history_window_key</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of feature to use for ordering the rows on the history table. If not provided, the windowKey from the source table will be used.</p></li>
-<li><p><strong>history_aggregation_keys</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of keys to use for join the historical table and performing the window aggregation. If not provided, the aggregationKeys from the source table will be used. Must be the same length and order as the source table’s aggregationKeys.</p></li>
-<li><p><strong>lookback_window</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – Number of seconds in the past from the current time for the start of the window. If 0, the lookback will include all rows.</p></li>
-<li><p><strong>lookback_window_lag</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – Optional lag to offset the closest point for the window. If it is positive, the start of the window is delayed. If it is negative, “future” rows in the history table are used.</p></li>
-<li><p><strong>lookback_count</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – If window is specified in terms of count, the start position of the window (0 is the current row).</p></li>
-<li><p><strong>lookback_until_position</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Optional lag to offset the closest point for the window. If it is positive, the start of the window is delayed by that many rows. If it is negative, those many “future” rows in the history table are used.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The feature group after the point in time group has been created.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.generate_point_in_time_features">
-<span class="sig-name descname"><span class="pre">generate_point_in_time_features</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">group_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">columns</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">window_functions</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">prefix</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.generate_point_in_time_features" title="Link to this definition"></a></dt>
-<dd><p>Generates and adds PIT features given the selected columns to aggregate over, and the operations to include.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>group_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the point-in-time group.</p></li>
-<li><p><strong>columns</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of columns to generate point-in-time features for.</p></li>
-<li><p><strong>window_functions</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of window functions to operate on.</p></li>
-<li><p><strong>prefix</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Prefix for generated features, defaults to group name</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Feature group object with newly added point-in-time features.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.update_point_in_time_group">
-<span class="sig-name descname"><span class="pre">update_point_in_time_group</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">group_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">window_key</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">aggregation_keys</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">history_table_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">history_window_key</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">history_aggregation_keys</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookback_window</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookback_window_lag</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookback_count</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookback_until_position</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.update_point_in_time_group" title="Link to this definition"></a></dt>
-<dd><p>Update Point-in-Time Group</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>group_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the point-in-time group.</p></li>
-<li><p><strong>window_key</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of feature which contains the timestamp value for the point-in-time feature.</p></li>
-<li><p><strong>aggregation_keys</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of keys to use for joining the historical table and performing the window aggregation.</p></li>
-<li><p><strong>history_table_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The table to use for aggregating, if not provided, the source table will be used.</p></li>
-<li><p><strong>history_window_key</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of feature to use for ordering the rows on the history table. If not provided, the windowKey from the source table will be used.</p></li>
-<li><p><strong>history_aggregation_keys</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of keys to use for joining the historical table and performing the window aggregation. If not provided, the aggregationKeys from the source table will be used. Must be the same length and order as the source table’s aggregationKeys.</p></li>
-<li><p><strong>lookback_window</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – Number of seconds in the past from the current time for the start of the window.</p></li>
-<li><p><strong>lookback_window_lag</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – Optional lag to offset the closest point for the window. If it is positive, the start of the window is delayed. If it is negative, future rows in the history table are looked at.</p></li>
-<li><p><strong>lookback_count</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – If window is specified in terms of count, the start position of the window (0 is the current row).</p></li>
-<li><p><strong>lookback_until_position</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Optional lag to offset the closest point for the window. If it is positive, the start of the window is delayed by that many rows. If it is negative, those many future rows in the history table are looked at.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The feature group after the update has been applied.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.delete_point_in_time_group">
-<span class="sig-name descname"><span class="pre">delete_point_in_time_group</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">group_name</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.delete_point_in_time_group" title="Link to this definition"></a></dt>
-<dd><p>Delete point in time group</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>group_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the point in time group.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The feature group after the point in time group has been deleted.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.create_point_in_time_group_feature">
-<span class="sig-name descname"><span class="pre">create_point_in_time_group_feature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">group_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">expression</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.create_point_in_time_group_feature" title="Link to this definition"></a></dt>
-<dd><p>Create point in time group feature</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>group_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the point-in-time group.</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature to add to the point-in-time group.</p></li>
-<li><p><strong>expression</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A SQL aggregate expression which can convert a sequence of rows into a scalar value.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The feature group after the update has been applied.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.update_point_in_time_group_feature">
-<span class="sig-name descname"><span class="pre">update_point_in_time_group_feature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">group_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">expression</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.update_point_in_time_group_feature" title="Link to this definition"></a></dt>
-<dd><p>Update a feature’s SQL expression in a point in time group</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>group_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the point-in-time group.</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature to add to the point-in-time group.</p></li>
-<li><p><strong>expression</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – SQL aggregate expression which can convert a sequence of rows into a scalar value.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The feature group after the update has been applied.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.set_feature_type">
-<span class="sig-name descname"><span class="pre">set_feature_type</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_type</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">project_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.set_feature_type" title="Link to this definition"></a></dt>
-<dd><p>Set the type of a feature in a feature group. Specify the feature group ID, feature name, and feature type, and the method will return the new column with the changes reflected.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>feature</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature.</p></li>
-<li><p><strong>feature_type</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The machine learning type of the data in the feature.</p></li>
-<li><p><strong>project_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Optional unique ID associated with the project.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The feature group after the data_type is applied.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Schema" title="abacusai.client.Schema">Schema</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.invalidate_streaming_data">
-<span class="sig-name descname"><span class="pre">invalidate_streaming_data</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">invalid_before_timestamp</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.invalidate_streaming_data" title="Link to this definition"></a></dt>
-<dd><p>Invalidates all streaming data with timestamp before invalidBeforeTimestamp</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>invalid_before_timestamp</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Unix timestamp; any data with a timestamp before this time will be invalidated</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.concatenate_data">
-<span class="sig-name descname"><span class="pre">concatenate_data</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">source_feature_group_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">merge_type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'UNION'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">replace_until_timestamp</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skip_materialize</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.concatenate_data" title="Link to this definition"></a></dt>
-<dd><p>Concatenates data from one Feature Group to another. Feature Groups can be merged if their schemas are compatible, they have the special <cite>updateTimestampKey</cite> column, and (if set) the <cite>primaryKey</cite> column. The second operand in the concatenate operation will be appended to the first operand (merge target).</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>source_feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The Feature Group to concatenate with the destination Feature Group.</p></li>
-<li><p><strong>merge_type</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – <cite>UNION</cite> or <cite>INTERSECTION</cite>.</p></li>
-<li><p><strong>replace_until_timestamp</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The UNIX timestamp to specify the point until which we will replace data from the source Feature Group.</p></li>
-<li><p><strong>skip_materialize</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If <cite>True</cite>, will not materialize the concatenated Feature Group.</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.remove_concatenation_config">
-<span class="sig-name descname"><span class="pre">remove_concatenation_config</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.remove_concatenation_config" title="Link to this definition"></a></dt>
-<dd><p>Removes the concatenation config on a destination feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique identifier of the destination feature group to remove the concatenation configuration from.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.describe" title="Link to this definition"></a></dt>
-<dd><p>Describe a Feature Group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A unique string identifier associated with the feature group.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The feature group object.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.set_indexing_config">
-<span class="sig-name descname"><span class="pre">set_indexing_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">primary_key</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">update_timestamp_key</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookup_keys</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.set_indexing_config" title="Link to this definition"></a></dt>
-<dd><p>Sets various attributes of the feature group used for primary key, deployment lookups and streaming updates.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>primary_key</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the feature which defines the primary key of the feature group.</p></li>
-<li><p><strong>update_timestamp_key</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the feature which defines the update timestamp of the feature group. Used in concatenation and primary key deduplication.</p></li>
-<li><p><strong>lookup_keys</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of feature names which can be used in the lookup API to restrict the computation to a set of dataset rows. These feature names have to correspond to underlying dataset columns.</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.update">
-<span class="sig-name descname"><span class="pre">update</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.update" title="Link to this definition"></a></dt>
-<dd><p>Modify an existing Feature Group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>description</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Description of the Feature Group.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Updated Feature Group object.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.detach_from_template">
-<span class="sig-name descname"><span class="pre">detach_from_template</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.detach_from_template" title="Link to this definition"></a></dt>
-<dd><p>Update a feature group to detach it from a template.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier associated with the feature group.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The updated feature group.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.update_template_bindings">
-<span class="sig-name descname"><span class="pre">update_template_bindings</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">template_bindings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.update_template_bindings" title="Link to this definition"></a></dt>
-<dd><p>Update the feature group template bindings for a template feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>template_bindings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Values in these bindings override values set in the template.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Updated feature group.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.update_python_function_bindings">
-<span class="sig-name descname"><span class="pre">update_python_function_bindings</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">python_function_bindings</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.update_python_function_bindings" title="Link to this definition"></a></dt>
-<dd><p>Updates an existing Feature Group’s Python function bindings from a user-provided Python Function. If a list of feature groups are supplied within the Python function bindings, we will provide DataFrames (Pandas in the case of Python) with the materialized feature groups for those input feature groups as arguments to the function.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>python_function_bindings</strong> (<em>List</em>) – List of python function arguments.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.update_python_function">
-<span class="sig-name descname"><span class="pre">update_python_function</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">python_function_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">python_function_bindings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cpu_size</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">memory</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_gpu</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_original_csv_names</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.update_python_function" title="Link to this definition"></a></dt>
-<dd><p>Updates an existing Feature Group’s python function from a user provided Python Function. If a list of feature groups are supplied within the python function</p>
-<p>bindings, we will provide as arguments to the function DataFrame’s (pandas in the case of Python) with the materialized
-feature groups for those input feature groups.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>python_function_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the python function to be associated with the feature group.</p></li>
-<li><p><strong>python_function_bindings</strong> (<em>List</em>) – List of python function arguments.</p></li>
-<li><p><strong>cpu_size</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Size of the CPU for the feature group python function.</p></li>
-<li><p><strong>memory</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Memory (in GB) for the feature group python function.</p></li>
-<li><p><strong>use_gpu</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether the feature group needs a gpu or not. Otherwise default to CPU.</p></li>
-<li><p><strong>use_original_csv_names</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If enabled, it uses the original column names for input feature groups from CSV datasets.</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.update_sql_definition">
-<span class="sig-name descname"><span class="pre">update_sql_definition</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">sql</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.update_sql_definition" title="Link to this definition"></a></dt>
-<dd><p>Updates the SQL statement for a feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>sql</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The input SQL statement for the feature group.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The updated feature group.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.update_dataset_feature_expression">
-<span class="sig-name descname"><span class="pre">update_dataset_feature_expression</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature_expression</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.update_dataset_feature_expression" title="Link to this definition"></a></dt>
-<dd><p>Updates the SQL feature expression for a Dataset FeatureGroup’s custom features</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>feature_expression</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The input SQL statement for the feature group.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The updated feature group.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.update_feature">
-<span class="sig-name descname"><span class="pre">update_feature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">select_expression</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">new_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.update_feature" title="Link to this definition"></a></dt>
-<dd><p>Modifies an existing feature in a feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the feature to be updated.</p></li>
-<li><p><strong>select_expression</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – SQL statement for modifying the feature.</p></li>
-<li><p><strong>new_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – New name of the feature.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Updated feature group object.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.list_exports">
-<span class="sig-name descname"><span class="pre">list_exports</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.list_exports" title="Link to this definition"></a></dt>
-<dd><p>Lists all of the feature group exports for the feature group</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique identifier of the feature group</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>List of feature group exports</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.FeatureGroupExport" title="abacusai.client.FeatureGroupExport">FeatureGroupExport</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.set_modifier_lock">
-<span class="sig-name descname"><span class="pre">set_modifier_lock</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">locked</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.set_modifier_lock" title="Link to this definition"></a></dt>
-<dd><p>Lock a feature group to prevent modification.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>locked</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to disable or enable feature group modification (True or False).</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.list_modifiers">
-<span class="sig-name descname"><span class="pre">list_modifiers</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.list_modifiers" title="Link to this definition"></a></dt>
-<dd><p>List the users who can modify a given feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier of the feature group.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Information about the modification lock status and groups/organizations added to the feature group.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.ModificationLockInfo" title="abacusai.client.ModificationLockInfo">ModificationLockInfo</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.add_user_to_modifiers">
-<span class="sig-name descname"><span class="pre">add_user_to_modifiers</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">email</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.add_user_to_modifiers" title="Link to this definition"></a></dt>
-<dd><p>Adds a user to a feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>email</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The email address of the user to be added.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.add_organization_group_to_modifiers">
-<span class="sig-name descname"><span class="pre">add_organization_group_to_modifiers</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">organization_group_id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.add_organization_group_to_modifiers" title="Link to this definition"></a></dt>
-<dd><p>Add OrganizationGroup to a feature group modifiers list</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>organization_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier of the organization group.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.remove_user_from_modifiers">
-<span class="sig-name descname"><span class="pre">remove_user_from_modifiers</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">email</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.remove_user_from_modifiers" title="Link to this definition"></a></dt>
-<dd><p>Removes a user from a specified feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>email</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The email address of the user to be removed.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.remove_organization_group_from_modifiers">
-<span class="sig-name descname"><span class="pre">remove_organization_group_from_modifiers</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">organization_group_id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.remove_organization_group_from_modifiers" title="Link to this definition"></a></dt>
-<dd><p>Removes an OrganizationGroup from a feature group modifiers list</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>organization_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique ID associated with the organization group.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.delete_feature">
-<span class="sig-name descname"><span class="pre">delete_feature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.delete_feature" title="Link to this definition"></a></dt>
-<dd><p>Removes a feature from the feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the feature to be deleted.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Updated feature group object.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.delete">
-<span class="sig-name descname"><span class="pre">delete</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.delete" title="Link to this definition"></a></dt>
-<dd><p>Deletes a Feature Group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier for the feature group to be removed.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.create_version">
-<span class="sig-name descname"><span class="pre">create_version</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">variable_bindings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.create_version" title="Link to this definition"></a></dt>
-<dd><p>Creates a snapshot for a specified feature group. Triggers materialization of the feature group. The new version of the feature group is created after it has materialized.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>variable_bindings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Dictionary defining variable bindings that override parent feature group values.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A feature group version.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroupVersion" title="abacusai.client.FeatureGroupVersion">FeatureGroupVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.list_versions">
-<span class="sig-name descname"><span class="pre">list_versions</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">limit</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">100</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">start_after_version</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.list_versions" title="Link to this definition"></a></dt>
-<dd><p>Retrieves a list of all feature group versions for the specified feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>limit</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The maximum length of the returned versions.</p></li>
-<li><p><strong>start_after_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Results will start after this version.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A list of feature group versions.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.FeatureGroupVersion" title="abacusai.client.FeatureGroupVersion">FeatureGroupVersion</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.create_template">
-<span class="sig-name descname"><span class="pre">create_template</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">template_sql</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">template_variables</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">template_bindings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">should_attach_feature_group_to_template</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.create_template" title="Link to this definition"></a></dt>
-<dd><p>Create a feature group template.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – User-friendly name for this feature group template.</p></li>
-<li><p><strong>template_sql</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The template SQL that will be resolved by applying values from the template variables to generate SQL for a feature group.</p></li>
-<li><p><strong>template_variables</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The template variables for resolving the template.</p></li>
-<li><p><strong>description</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Description of this feature group template.</p></li>
-<li><p><strong>template_bindings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – If the feature group will be attached to the newly created template, set these variable bindings on that feature group.</p></li>
-<li><p><strong>should_attach_feature_group_to_template</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Set to <cite>True</cite> to convert the feature group to a template feature group and attach it to the newly created template.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The created feature group template.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroupTemplate" title="abacusai.client.FeatureGroupTemplate">FeatureGroupTemplate</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.suggest_template_for">
-<span class="sig-name descname"><span class="pre">suggest_template_for</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.suggest_template_for" title="Link to this definition"></a></dt>
-<dd><p>Suggest values for a feature gruop template, based on a feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique identifier associated with the feature group to use for suggesting values to use in the template.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The suggested feature group template.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroupTemplate" title="abacusai.client.FeatureGroupTemplate">FeatureGroupTemplate</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.get_recent_streamed_data">
-<span class="sig-name descname"><span class="pre">get_recent_streamed_data</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.get_recent_streamed_data" title="Link to this definition"></a></dt>
-<dd><p>Returns recently streamed data to a streaming feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier associated with the feature group.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.append_data">
-<span class="sig-name descname"><span class="pre">append_data</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">streaming_token</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">data</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.append_data" title="Link to this definition"></a></dt>
-<dd><p>Appends new data into the feature group for a given lookup key recordId.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>streaming_token</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The streaming token for authenticating requests.</p></li>
-<li><p><strong>data</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The data to record as a JSON object.</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.append_multiple_data">
-<span class="sig-name descname"><span class="pre">append_multiple_data</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">streaming_token</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">data</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.append_multiple_data" title="Link to this definition"></a></dt>
-<dd><p>Appends new data into the feature group for a given lookup key recordId.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>streaming_token</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Streaming token for authenticating requests.</p></li>
-<li><p><strong>data</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Data to record, as a list of JSON objects.</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.upsert_data">
-<span class="sig-name descname"><span class="pre">upsert_data</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">streaming_token</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.upsert_data" title="Link to this definition"></a></dt>
-<dd><p>Update new data into the feature group for a given lookup key record ID if the record ID is found; otherwise, insert new data into the feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>data</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The data to record, in JSON format.</p></li>
-<li><p><strong>streaming_token</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Optional streaming token for authenticating requests if upserting to streaming FG.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The feature group row that was upserted.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroupRow" title="abacusai.client.FeatureGroupRow">FeatureGroupRow</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.delete_data">
-<span class="sig-name descname"><span class="pre">delete_data</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">primary_key</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.delete_data" title="Link to this definition"></a></dt>
-<dd><p>Deletes a row from the feature group given the primary key</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>primary_key</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The primary key value for which to delete the feature group row</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.get_data">
-<span class="sig-name descname"><span class="pre">get_data</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">primary_key</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_rows</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.get_data" title="Link to this definition"></a></dt>
-<dd><p>Gets the feature group rows for online updatable feature groups.</p>
-<p>If primary key is set, row corresponding to primary_key is returned.
-If num_rows is set, we return maximum of num_rows latest updated rows.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>primary_key</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The primary key value for which to find the feature group row</p></li>
-<li><p><strong>num_rows</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Maximum number of rows to return from the feature group</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A list of feature group rows.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.FeatureGroupRow" title="abacusai.client.FeatureGroupRow">FeatureGroupRow</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.get_natural_language_explanation">
-<span class="sig-name descname"><span class="pre">get_natural_language_explanation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature_group_version</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.get_natural_language_explanation" title="Link to this definition"></a></dt>
-<dd><p>Returns the saved natural language explanation of an artifact with given ID. The artifact can be - Feature Group or Feature Group Version or Model</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>feature_group_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A unique string identifier associated with the Feature Group Version.</p></li>
-<li><p><strong>model_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A unique string identifier associated with the Model.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The object containing natural language explanation(s) as field(s).</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.NaturalLanguageExplanation" title="abacusai.client.NaturalLanguageExplanation">NaturalLanguageExplanation</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.generate_natural_language_explanation">
-<span class="sig-name descname"><span class="pre">generate_natural_language_explanation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature_group_version</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.generate_natural_language_explanation" title="Link to this definition"></a></dt>
-<dd><p>Generates natural language explanation of an artifact with given ID. The artifact can be - Feature Group or Feature Group Version or Model</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>feature_group_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A unique string identifier associated with the Feature Group Version.</p></li>
-<li><p><strong>model_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A unique string identifier associated with the Model.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The object containing natural language explanation(s) as field(s).</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.NaturalLanguageExplanation" title="abacusai.client.NaturalLanguageExplanation">NaturalLanguageExplanation</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.wait_for_dataset">
-<span class="sig-name descname"><span class="pre">wait_for_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">7200</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.wait_for_dataset" title="Link to this definition"></a></dt>
-<dd><blockquote>
-<div><p>A waiting call until the feature group’s dataset, if any, is ready for use.</p>
-</div></blockquote>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out. Default value given is 7200 seconds.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.wait_for_upload">
-<span class="sig-name descname"><span class="pre">wait_for_upload</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">7200</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.wait_for_upload" title="Link to this definition"></a></dt>
-<dd><blockquote>
-<div><p>Waits for a feature group created from a dataframe to be ready for materialization and version creation.</p>
-</div></blockquote>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out. Default value given is 7200 seconds.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.wait_for_materialization">
-<span class="sig-name descname"><span class="pre">wait_for_materialization</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">7200</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.wait_for_materialization" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until feature group is materialized.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out. Default value given is 7200 seconds.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.wait_for_streaming_ready">
-<span class="sig-name descname"><span class="pre">wait_for_streaming_ready</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">600</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.wait_for_streaming_ready" title="Link to this definition"></a></dt>
-<dd><p>Waits for the feature group indexing config to be applied for streaming</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out. Default value given is 600 seconds.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.get_status">
-<span class="sig-name descname"><span class="pre">get_status</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">streaming_status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.get_status" title="Link to this definition"></a></dt>
-<dd><p>Gets the status of the feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A string describing the status of a feature group (pending, complete, etc.).</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)">str</a></p>
-</dd>
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>streaming_status</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>)</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.load_as_pandas">
-<span class="sig-name descname"><span class="pre">load_as_pandas</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.load_as_pandas" title="Link to this definition"></a></dt>
-<dd><p>Loads the feature groups into a python pandas dataframe.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A pandas dataframe with annotations and text_snippet columns.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p>DataFrame</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.load_as_pandas_documents">
-<span class="sig-name descname"><span class="pre">load_as_pandas_documents</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">doc_id_column</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">document_column</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.load_as_pandas_documents" title="Link to this definition"></a></dt>
-<dd><p>Loads a feature group with documents data into a pandas dataframe.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>doc_id_feature</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature / column containing the document ID.</p></li>
-<li><p><strong>document_feature</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature / column which either contains the document data itself or page infos with path to remotely stored documents. This column will be replaced with the extracted document data.</p></li>
-<li><p><strong>doc_id_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
-<li><p><strong>document_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A pandas dataframe containing the extracted document data.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>DataFrame</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.describe_dataset">
-<span class="sig-name descname"><span class="pre">describe_dataset</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.describe_dataset" title="Link to this definition"></a></dt>
-<dd><p>Displays the dataset attached to a feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A dataset object with all the relevant information about the dataset.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.client.Dataset" title="abacusai.client.Dataset">Dataset</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroup.materialize">
-<span class="sig-name descname"><span class="pre">materialize</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroup.materialize" title="Link to this definition"></a></dt>
-<dd><p>Materializes the feature group’s latest change at the api call time. It’ll skip materialization if no change since the current latest version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A feature group object with the lastest changes materialized.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroupExport">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">FeatureGroupExport</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupExportId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">failedWrites</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">totalWrites</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">connectorType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">outputLocation</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fileFormat</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">databaseConnectorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">objectName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">writeMode</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">databaseFeatureMapping</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">idColumn</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">exportCompletedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">additionalIdColumns</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">databaseOutputError</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">projectConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroupExport" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A feature Group Export Job</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>featureGroupExportId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique identifier for this export.</p></li>
-<li><p><strong>failedWrites</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Number of failed writes.</p></li>
-<li><p><strong>totalWrites</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Total number of writes.</p></li>
-<li><p><strong>featureGroupVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Version of the feature group being exported.</p></li>
-<li><p><strong>connectorType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of connector</p></li>
-<li><p><strong>outputLocation</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – File Connector location the feature group is being written to.</p></li>
-<li><p><strong>fileFormat</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – File format being written to <cite>output_location</cite>.</p></li>
-<li><p><strong>databaseConnectorId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Database connector ID used.</p></li>
-<li><p><strong>objectName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Database connector’s object to write to.</p></li>
-<li><p><strong>writeMode</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – <cite>UPSERT</cite> or <cite>INSERT</cite> for writing to the database connector.</p></li>
-<li><p><strong>databaseFeatureMapping</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Column/feature pairs mapping the features to the database columns.</p></li>
-<li><p><strong>idColumn</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – ID column to use as the upsert key.</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Current status of the export.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Timestamp at which the export was created (ISO-8601 format).</p></li>
-<li><p><strong>exportCompletedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Timestamp at which the export completed (ISO-8601 format).</p></li>
-<li><p><strong>additionalIdColumns</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – For database connectors which support it, additional ID columns to use as a complex key for upserting.</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If <cite>status</cite> is <cite>FAILED</cite>, this field will be populated with an error.</p></li>
-<li><p><strong>databaseOutputError</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If <cite>True</cite>, there were errors reported by the database connector while writing.</p></li>
-<li><p><strong>projectConfig</strong> (<a class="reference internal" href="#abacusai.client.ProjectConfig" title="abacusai.client.ProjectConfig"><em>ProjectConfig</em></a>) – Project config for this feature group.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroupExport.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroupExport.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroupExport.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroupExport.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroupExport.get_feature_group_version_export_download_url">
-<span class="sig-name descname"><span class="pre">get_feature_group_version_export_download_url</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroupExport.get_feature_group_version_export_download_url" title="Link to this definition"></a></dt>
-<dd><p>Get a link to download the feature group version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>feature_group_export_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique identifier of the Feature Group Export to get a signed URL for.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Instance containing the download URL and expiration time for the Feature Group Export.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroupExportDownloadUrl" title="abacusai.client.FeatureGroupExportDownloadUrl">FeatureGroupExportDownloadUrl</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroupExport.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroupExport.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.client.FeatureGroupExport" title="abacusai.client.FeatureGroupExport">FeatureGroupExport</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroupExport.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroupExport.describe" title="Link to this definition"></a></dt>
-<dd><p>A feature group export</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>feature_group_export_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique identifier of the feature group export.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The feature group export object.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroupExport" title="abacusai.client.FeatureGroupExport">FeatureGroupExport</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroupExport.get_connector_errors">
-<span class="sig-name descname"><span class="pre">get_connector_errors</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroupExport.get_connector_errors" title="Link to this definition"></a></dt>
-<dd><p>Returns a stream containing the write errors of the feature group export database connection, if any writes failed to the database connector.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>feature_group_export_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique identifier of the feature group export to get the errors for.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroupExport.wait_for_results">
-<span class="sig-name descname"><span class="pre">wait_for_results</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">3600</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroupExport.wait_for_results" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until feature group export is created.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroupExport.wait_for_export">
-<span class="sig-name descname"><span class="pre">wait_for_export</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">3600</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroupExport.wait_for_export" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until feature group export is created.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroupExport.get_status">
-<span class="sig-name descname"><span class="pre">get_status</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroupExport.get_status" title="Link to this definition"></a></dt>
-<dd><p>Gets the status of the feature group export.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A string describing the status of a feature group export (pending, complete, etc.).</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)">str</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroupExportConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">FeatureGroupExportConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">outputLocation</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fileFormat</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">databaseConnectorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">objectName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">writeMode</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">databaseFeatureMapping</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">idColumn</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">additionalIdColumns</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroupExportConfig" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Export configuration (file connector or database connector information) for feature group exports.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>outputLocation</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The File Connector location to which the feature group is being written.</p></li>
-<li><p><strong>fileFormat</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The file format being written to output_location.</p></li>
-<li><p><strong>databaseConnectorId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique string identifier of the database connector used.</p></li>
-<li><p><strong>objectName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The object in the database connector to which the feature group is being written.</p></li>
-<li><p><strong>writeMode</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – UPSERT or INSERT for writing to the database connector.</p></li>
-<li><p><strong>databaseFeatureMapping</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The column/feature pairs mapping the features to the database columns.</p></li>
-<li><p><strong>idColumn</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The id column to use as the upsert key.</p></li>
-<li><p><strong>additionalIdColumns</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – For database connectors which support it, additional ID columns to use as a complex key for upserting.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroupExportConfig.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroupExportConfig.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroupExportConfig.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroupExportConfig.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroupExportDownloadUrl">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">FeatureGroupExportDownloadUrl</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">downloadUrl</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">expiresAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroupExportDownloadUrl" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A Feature Group Export Download Url, which is used to download the feature group version</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>downloadUrl</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The URL of the download location.</p></li>
-<li><p><strong>expiresAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – String representation of the ISO-8601 datetime when the URL expires.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroupExportDownloadUrl.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroupExportDownloadUrl.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroupExportDownloadUrl.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroupExportDownloadUrl.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroupRow">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">FeatureGroupRow</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">primaryKey</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">updatedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">contents</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroupRow" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A row of a feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>featureGroupId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The ID of the feature group this row belongs to.</p></li>
-<li><p><strong>primaryKey</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Value of the primary key for this row.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The timestamp this feature group row was created in ISO-8601 format.</p></li>
-<li><p><strong>updatedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The timestamp when this feature group row was last updated in ISO-8601 format.</p></li>
-<li><p><strong>contents</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – A dictionary of feature names and values for this row.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroupRow.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroupRow.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroupRow.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroupRow.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroupRowProcess">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">FeatureGroupRowProcess</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deploymentId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">primaryKeyValue</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupRowProcessId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">updatedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">startedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">completedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">timeoutAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">retriesRemaining</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">totalAttemptsAllowed</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroupRowProcess" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A feature group row process</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>featureGroupId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The ID of the feature group this row that was processed belongs to.</p></li>
-<li><p><strong>deploymentId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The ID of the deployment that processed this row.</p></li>
-<li><p><strong>primaryKeyValue</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Value of the primary key for this row.</p></li>
-<li><p><strong>featureGroupRowProcessId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The ID of the feature group row process.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The timestamp this feature group row was created in ISO-8601 format.</p></li>
-<li><p><strong>updatedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The timestamp when this feature group row was last updated in ISO-8601 format.</p></li>
-<li><p><strong>startedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The timestamp when this feature group row process was started in ISO-8601 format.</p></li>
-<li><p><strong>completedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The timestamp when this feature group row was completed.</p></li>
-<li><p><strong>timeoutAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The time the feature group row process will timeout.</p></li>
-<li><p><strong>retriesRemaining</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The number of retries remaining for this feature group row process.</p></li>
-<li><p><strong>totalAttemptsAllowed</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The total number of attempts allowed for this feature group row process.</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The status of the feature group row process.</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The error message if the status is FAILED.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroupRowProcess.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroupRowProcess.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroupRowProcess.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroupRowProcess.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroupRowProcess.wait_for_process">
-<span class="sig-name descname"><span class="pre">wait_for_process</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1200</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroupRowProcess.wait_for_process" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until model monitor version is ready.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroupRowProcess.get_status">
-<span class="sig-name descname"><span class="pre">get_status</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroupRowProcess.get_status" title="Link to this definition"></a></dt>
-<dd><p>Gets the status of the feature group row process.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A string describing the status of the feature group row process</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)">str</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroupRowProcessLogs">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">FeatureGroupRowProcessLogs</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">logs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deploymentId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">primaryKeyValue</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupRowProcessId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroupRowProcessLogs" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Logs for the feature group row process.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>logs</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The logs for both stdout and stderr of the step</p></li>
-<li><p><strong>featureGroupId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The ID of the feature group this row that was processed belongs to.</p></li>
-<li><p><strong>deploymentId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The ID of the deployment that processed this row.</p></li>
-<li><p><strong>primaryKeyValue</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Value of the primary key for this row.</p></li>
-<li><p><strong>featureGroupRowProcessId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The ID of the feature group row process.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroupRowProcessLogs.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroupRowProcessLogs.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroupRowProcessLogs.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroupRowProcessLogs.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroupRowProcessSummary">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">FeatureGroupRowProcessSummary</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">totalProcesses</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pendingProcesses</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">processingProcesses</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">completeProcesses</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">failedProcesses</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroupRowProcessSummary" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A summary of the feature group processes for a deployment.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>totalProcesses</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The total number of processes</p></li>
-<li><p><strong>pendingProcesses</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The number of pending processes</p></li>
-<li><p><strong>processingProcesses</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The number of processes currently processing</p></li>
-<li><p><strong>completeProcesses</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The number of complete processes</p></li>
-<li><p><strong>failedProcesses</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The number of failed processes</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroupRowProcessSummary.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroupRowProcessSummary.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroupRowProcessSummary.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroupRowProcessSummary.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroupTemplate">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">FeatureGroupTemplate</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupTemplateId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">isSystemTemplate</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">templateSql</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">templateVariables</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">updatedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroupTemplate" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A template for creating feature groups.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>featureGroupTemplateId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier for this feature group template.</p></li>
-<li><p><strong>description</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A user-friendly text description of this feature group template.</p></li>
-<li><p><strong>featureGroupId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier for the feature group used to create this template.</p></li>
-<li><p><strong>isSystemTemplate</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – True if this is a system template returned from a user organization.</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The user-friendly name of this feature group template.</p></li>
-<li><p><strong>templateSql</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – SQL that can include variables which will be replaced by values from the template config to resolve this template SQL into a valid SQL query for a feature group.</p></li>
-<li><p><strong>templateVariables</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – A map, from template variable names to parameters for replacing those template variables with values (e.g. to values and metadata on how to resolve those values).</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – When the feature group template was created.</p></li>
-<li><p><strong>updatedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – When the feature group template was updated.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroupTemplate.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroupTemplate.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroupTemplate.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroupTemplate.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroupTemplate.delete">
-<span class="sig-name descname"><span class="pre">delete</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroupTemplate.delete" title="Link to this definition"></a></dt>
-<dd><p>Delete an existing feature group template.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>feature_group_template_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier associated with the feature group template.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroupTemplate.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroupTemplate.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.client.FeatureGroupTemplate" title="abacusai.client.FeatureGroupTemplate">FeatureGroupTemplate</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroupTemplate.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroupTemplate.describe" title="Link to this definition"></a></dt>
-<dd><p>Describe a Feature Group Template.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>feature_group_template_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of a feature group template.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The feature group template object.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroupTemplate" title="abacusai.client.FeatureGroupTemplate">FeatureGroupTemplate</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroupTemplate.update">
-<span class="sig-name descname"><span class="pre">update</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">template_sql</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">template_variables</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroupTemplate.update" title="Link to this definition"></a></dt>
-<dd><p>Update a feature group template.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>template_sql</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If provided, the new value to use for the template SQL.</p></li>
-<li><p><strong>template_variables</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – If provided, the new value to use for the template variables.</p></li>
-<li><p><strong>description</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Description of this feature group template.</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – User-friendly name for this feature group template.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The updated feature group template.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroupTemplate" title="abacusai.client.FeatureGroupTemplate">FeatureGroupTemplate</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroupTemplate.preview_resolution">
-<span class="sig-name descname"><span class="pre">preview_resolution</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">template_bindings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">template_sql</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">template_variables</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">should_validate</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroupTemplate.preview_resolution" title="Link to this definition"></a></dt>
-<dd><p>Resolve template sql using template variables and template bindings.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>template_bindings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Values to override the template variable values specified by the template.</p></li>
-<li><p><strong>template_sql</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If specified, use this as the template SQL instead of the feature group template’s SQL.</p></li>
-<li><p><strong>template_variables</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Template variables to use. If a template is provided, this overrides the template’s template variables.</p></li>
-<li><p><strong>should_validate</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, validates the resolved SQL.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The resolved template</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.ResolvedFeatureGroupTemplate" title="abacusai.client.ResolvedFeatureGroupTemplate">ResolvedFeatureGroupTemplate</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroupVersion">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">FeatureGroupVersion</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sql</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceTables</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceDatasetVersions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deployable</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cpuSize</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">memory</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">useOriginalCsvNames</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pythonFunctionBindings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">indexingConfigWarningMsg</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">materializationStartedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">materializationCompletedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">columns</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">templateBindings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">features</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pointInTimeGroups</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">codeSource</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">annotationConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">indexingConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroupVersion" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A materialized version of a feature group</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>featureGroupVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier for this materialized version of feature group.</p></li>
-<li><p><strong>featureGroupId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the feature group this version belongs to.</p></li>
-<li><p><strong>sql</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The sql definition creating this feature group.</p></li>
-<li><p><strong>sourceTables</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – The source tables for this feature group.</p></li>
-<li><p><strong>sourceDatasetVersions</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – The dataset version ids for this feature group version.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The timestamp at which the feature group version was created.</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The current status of the feature group version.</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Relevant error if the status is FAILED.</p></li>
-<li><p><strong>deployable</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – whether feature group is deployable or not.</p></li>
-<li><p><strong>cpuSize</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Cpu size specified for the python feature group.</p></li>
-<li><p><strong>memory</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Memory in GB specified for the python feature group.</p></li>
-<li><p><strong>useOriginalCsvNames</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, the feature group will use the original column names in the source dataset.</p></li>
-<li><p><strong>pythonFunctionBindings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Config specifying variable names, types, and values to use when resolving a Python feature group.</p></li>
-<li><p><strong>indexingConfigWarningMsg</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The warning message related to indexing keys.</p></li>
-<li><p><strong>materializationStartedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The timestamp at which the feature group materialization started.</p></li>
-<li><p><strong>materializationCompletedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The timestamp at which the feature group materialization completed.</p></li>
-<li><p><strong>columns</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><em>feature</em><em>]</em>) – List of resolved columns.</p></li>
-<li><p><strong>templateBindings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Template variable bindings used for resolving the template.</p></li>
-<li><p><strong>features</strong> (<a class="reference internal" href="#abacusai.client.Feature" title="abacusai.client.Feature"><em>Feature</em></a>) – List of features.</p></li>
-<li><p><strong>pointInTimeGroups</strong> (<a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.PointInTimeGroup" title="abacusai.feature_group.PointInTimeGroup"><em>PointInTimeGroup</em></a>) – List of Point In Time Groups</p></li>
-<li><p><strong>codeSource</strong> (<a class="reference internal" href="../agent/index.html#abacusai.agent.CodeSource" title="abacusai.agent.CodeSource"><em>CodeSource</em></a>) – If a python feature group, information on the source code</p></li>
-<li><p><strong>annotationConfig</strong> (<a class="reference internal" href="#abacusai.client.AnnotationConfig" title="abacusai.client.AnnotationConfig"><em>AnnotationConfig</em></a>) – The annotations config for the feature group.</p></li>
-<li><p><strong>indexingConfig</strong> (<a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.IndexingConfig" title="abacusai.feature_group.IndexingConfig"><em>IndexingConfig</em></a>) – The indexing config for the feature group.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroupVersion.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroupVersion.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroupVersion.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroupVersion.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroupVersion.create_snapshot_feature_group">
-<span class="sig-name descname"><span class="pre">create_snapshot_feature_group</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">table_name</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroupVersion.create_snapshot_feature_group" title="Link to this definition"></a></dt>
-<dd><p>Creates a Snapshot Feature Group corresponding to a specific Feature Group version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>table_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name for the newly created Snapshot Feature Group table. Can be up to 120 characters long and can only contain alphanumeric characters and underscores.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Feature Group corresponding to the newly created Snapshot.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroupVersion.export_to_file_connector">
-<span class="sig-name descname"><span class="pre">export_to_file_connector</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">location</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">export_file_format</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">overwrite</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroupVersion.export_to_file_connector" title="Link to this definition"></a></dt>
-<dd><p>Export Feature group to File Connector.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>location</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Cloud file location to export to.</p></li>
-<li><p><strong>export_file_format</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Enum string specifying the file format to export to.</p></li>
-<li><p><strong>overwrite</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true and a file exists at this location, this process will overwrite the file.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The FeatureGroupExport instance.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroupExport" title="abacusai.client.FeatureGroupExport">FeatureGroupExport</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroupVersion.export_to_database_connector">
-<span class="sig-name descname"><span class="pre">export_to_database_connector</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">database_connector_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">object_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">write_mode</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">database_feature_mapping</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id_column</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">additional_id_columns</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroupVersion.export_to_database_connector" title="Link to this definition"></a></dt>
-<dd><p>Export Feature group to Database Connector.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>database_connector_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier for the Database Connector to export to.</p></li>
-<li><p><strong>object_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the database object to write to.</p></li>
-<li><p><strong>write_mode</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Enum string indicating whether to use INSERT or UPSERT.</p></li>
-<li><p><strong>database_feature_mapping</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Key/value pair JSON object of “database connector column” -&gt; “feature name” pairs.</p></li>
-<li><p><strong>id_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Required if write_mode is UPSERT. Indicates which database column should be used as the lookup key.</p></li>
-<li><p><strong>additional_id_columns</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – For database connectors which support it, additional ID columns to use as a complex key for upserting.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The FeatureGroupExport instance.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroupExport" title="abacusai.client.FeatureGroupExport">FeatureGroupExport</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroupVersion.export_to_console">
-<span class="sig-name descname"><span class="pre">export_to_console</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">export_file_format</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroupVersion.export_to_console" title="Link to this definition"></a></dt>
-<dd><p>Export Feature group to console.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>export_file_format</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – File format to export to.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The FeatureGroupExport instance.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroupExport" title="abacusai.client.FeatureGroupExport">FeatureGroupExport</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroupVersion.get_materialization_logs">
-<span class="sig-name descname"><span class="pre">get_materialization_logs</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">stdout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stderr</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroupVersion.get_materialization_logs" title="Link to this definition"></a></dt>
-<dd><p>Returns logs for a materialized feature group version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>stdout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Set to True to get info logs.</p></li>
-<li><p><strong>stderr</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Set to True to get error logs.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A function logs object.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FunctionLogs" title="abacusai.client.FunctionLogs">FunctionLogs</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroupVersion.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroupVersion.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.client.FeatureGroupVersion" title="abacusai.client.FeatureGroupVersion">FeatureGroupVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroupVersion.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroupVersion.describe" title="Link to this definition"></a></dt>
-<dd><p>Describe a feature group version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>feature_group_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier associated with the feature group version.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The feature group version.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroupVersion" title="abacusai.client.FeatureGroupVersion">FeatureGroupVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroupVersion.get_metrics">
-<span class="sig-name descname"><span class="pre">get_metrics</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">selected_columns</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">include_charts</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">include_statistics</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroupVersion.get_metrics" title="Link to this definition"></a></dt>
-<dd><p>Get metrics for a specific feature group version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>selected_columns</strong> (<em>List</em>) – A list of columns to order first.</p></li>
-<li><p><strong>include_charts</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – A flag indicating whether charts should be included in the response. Default is false.</p></li>
-<li><p><strong>include_statistics</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – A flag indicating whether statistics should be included in the response. Default is true.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The metrics for the specified feature group version.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.DataMetrics" title="abacusai.client.DataMetrics">DataMetrics</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroupVersion.get_logs">
-<span class="sig-name descname"><span class="pre">get_logs</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroupVersion.get_logs" title="Link to this definition"></a></dt>
-<dd><p>Retrieves the feature group materialization logs.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>feature_group_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique version ID of the feature group version.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The logs for the specified feature group version.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroupVersionLogs" title="abacusai.client.FeatureGroupVersionLogs">FeatureGroupVersionLogs</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroupVersion.wait_for_results">
-<span class="sig-name descname"><span class="pre">wait_for_results</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">3600</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroupVersion.wait_for_results" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until feature group version is materialized</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroupVersion.wait_for_materialization">
-<span class="sig-name descname"><span class="pre">wait_for_materialization</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">3600</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroupVersion.wait_for_materialization" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until feature group version is materialized.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroupVersion.get_status">
-<span class="sig-name descname"><span class="pre">get_status</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroupVersion.get_status" title="Link to this definition"></a></dt>
-<dd><p>Gets the status of the feature group version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A string describing the status of a feature group version (pending, complete, etc.).</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)">str</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroupVersion._download_avro_file">
-<span class="sig-name descname"><span class="pre">_download_avro_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file_part</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tmp_dir</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">part_index</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroupVersion._download_avro_file" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroupVersion.load_as_pandas">
-<span class="sig-name descname"><span class="pre">load_as_pandas</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">max_workers</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">10</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroupVersion.load_as_pandas" title="Link to this definition"></a></dt>
-<dd><p>Loads the feature group version into a pandas dataframe.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>max_workers</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The number of threads.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A pandas dataframe displaying the data in the feature group version.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>DataFrame</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroupVersion.load_as_pandas_documents">
-<span class="sig-name descname"><span class="pre">load_as_pandas_documents</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">doc_id_column</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">document_column</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_workers</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">10</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroupVersion.load_as_pandas_documents" title="Link to this definition"></a></dt>
-<dd><p>Loads a feature group with documents data into a pandas dataframe.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>doc_id_feature</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature / column containing the document ID.</p></li>
-<li><p><strong>document_feature</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature / column which either contains the document data itself or page infos with path to remotely stored documents. This column will be replaced with the extracted document data.</p></li>
-<li><p><strong>max_workers</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The number of threads.</p></li>
-<li><p><strong>doc_id_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
-<li><p><strong>document_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A pandas dataframe containing the extracted document data.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>DataFrame</p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroupVersionLogs">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">FeatureGroupVersionLogs</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">logs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroupVersionLogs" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Logs from feature group version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>logs</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – List of logs from feature group version.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroupVersionLogs.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroupVersionLogs.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureGroupVersionLogs.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureGroupVersionLogs.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.FeatureImportance">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">FeatureImportance</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">shapFeatureImportance</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">limeFeatureImportance</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">permutationFeatureImportance</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nullFeatureImportance</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lofoFeatureImportance</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ebmFeatureImportance</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureImportance" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Feature importance for a specified model monitor</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>shapFeatureImportance</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – A map of feature name to feature importance, determined by Shap values on a sample dataset.</p></li>
-<li><p><strong>limeFeatureImportance</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – A map of feature name to feature importance, determined by Lime contribution values on a sample dataset.</p></li>
-<li><p><strong>permutationFeatureImportance</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – A map of feature name to feature importance, determined by permutation importance.</p></li>
-<li><p><strong>nullFeatureImportance</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – A map of feature name to feature importance, determined by null feature importance.</p></li>
-<li><p><strong>lofoFeatureImportance</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – A map of feature name to feature importance, determined by the Leave One Feature Out method.</p></li>
-<li><p><strong>ebmFeatureImportance</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – A map of feature name to feature importance, determined by an Explainable Boosting Machine.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureImportance.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureImportance.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FeatureImportance.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FeatureImportance.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.FileConnector">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">FileConnector</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bucket</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">verified</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">writePermission</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">authExpiresAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FileConnector" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Verification result for an external storage service</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>bucket</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The address of the bucket. eg., <cite>s3://your-bucket</cite></p></li>
-<li><p><strong>verified</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – <cite>true</cite> if the bucket has passed verification</p></li>
-<li><p><strong>writePermission</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – <cite>true</cite> if Abacus.AI has permission to write to this bucket</p></li>
-<li><p><strong>authExpiresAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The time when the file connector’s auth expires, if applicable</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FileConnector.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FileConnector.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FileConnector.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FileConnector.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.FileConnectorInstructions">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">FileConnectorInstructions</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">verified</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">writePermission</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">authOptions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FileConnectorInstructions" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>An object with a full description of the cloud storage bucket authentication options and bucket policy. Returns an error message if the parameters are invalid.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>verified</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – <cite>True</cite> if the bucket has passed verification</p></li>
-<li><p><strong>writePermission</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – <cite>True</cite> if Abacus.AI has permission to write to this bucket</p></li>
-<li><p><strong>authOptions</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a><em>]</em>) – A list of options for giving Abacus.AI access to this bucket</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FileConnectorInstructions.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FileConnectorInstructions.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FileConnectorInstructions.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FileConnectorInstructions.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.FileConnectorVerification">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">FileConnectorVerification</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">verified</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">writePermission</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FileConnectorVerification" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>To verify the file connector</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>verified</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – <cite>true</cite> if the bucket has passed verification</p></li>
-<li><p><strong>writePermission</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – <cite>true</cite> if Abacus.AI has permission to write to this bucket</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FileConnectorVerification.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FileConnectorVerification.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FileConnectorVerification.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FileConnectorVerification.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.FunctionLogs">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">FunctionLogs</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">function</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stats</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stdout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stderr</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">algorithm</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">exception</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FunctionLogs" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Logs from an invocation of a function.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>function</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The function this is logging</p></li>
-<li><p><strong>stats</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Statistics for the start and end time execution for this function</p></li>
-<li><p><strong>stdout</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Standard out logs</p></li>
-<li><p><strong>stderr</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Standard error logs</p></li>
-<li><p><strong>algorithm</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Algorithm name for this function</p></li>
-<li><p><strong>exception</strong> (<a class="reference internal" href="../function_logs/index.html#abacusai.function_logs.UserException" title="abacusai.function_logs.UserException"><em>UserException</em></a>) – The exception stacktrace</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FunctionLogs.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FunctionLogs.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.FunctionLogs.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.FunctionLogs.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.GeneratedPitFeatureConfigOption">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">GeneratedPitFeatureConfigOption</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">displayName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.GeneratedPitFeatureConfigOption" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>The options to display for possible generated PIT aggregation functions</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The short name of the aggregation type.</p></li>
-<li><p><strong>displayName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The display name of the aggregation type.</p></li>
-<li><p><strong>default</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – The default value for the option.</p></li>
-<li><p><strong>description</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The description of the aggregation type.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.GeneratedPitFeatureConfigOption.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.GeneratedPitFeatureConfigOption.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.GeneratedPitFeatureConfigOption.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.GeneratedPitFeatureConfigOption.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.GraphDashboard">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">GraphDashboard</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">graphDashboardId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">projectId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pythonFunctionIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">plotReferenceIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pythonFunctionNames</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">projectName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.GraphDashboard" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A Graph Dashboard</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The user-friendly name for the graph dashboard.</p></li>
-<li><p><strong>graphDashboardId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the graph dashboard.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Date and time at which the graph dashboard was created, in ISO-8601 format.</p></li>
-<li><p><strong>projectId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the project this graph dashboard belongs to.</p></li>
-<li><p><strong>pythonFunctionIds</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – List of Python function IDs included in the dashboard.</p></li>
-<li><p><strong>plotReferenceIds</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – List of the graph reference IDs for the plots to the dashboard.</p></li>
-<li><p><strong>pythonFunctionNames</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – List of names of each of the plots to the dashboard.</p></li>
-<li><p><strong>projectName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name the graph dashboard belongs to.</p></li>
-<li><p><strong>description</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The description of the graph dashboard.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.GraphDashboard.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.GraphDashboard.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.GraphDashboard.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.GraphDashboard.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.GraphDashboard.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.GraphDashboard.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.client.GraphDashboard" title="abacusai.client.GraphDashboard">GraphDashboard</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.GraphDashboard.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.GraphDashboard.describe" title="Link to this definition"></a></dt>
-<dd><p>Describes a given graph dashboard.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>graph_dashboard_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique identifier for the graph dashboard.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An object containing information about the graph dashboard.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.GraphDashboard" title="abacusai.client.GraphDashboard">GraphDashboard</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.GraphDashboard.delete">
-<span class="sig-name descname"><span class="pre">delete</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.GraphDashboard.delete" title="Link to this definition"></a></dt>
-<dd><p>Deletes a graph dashboard</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>graph_dashboard_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier for the graph dashboard to be deleted.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.GraphDashboard.update">
-<span class="sig-name descname"><span class="pre">update</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">python_function_ids</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.GraphDashboard.update" title="Link to this definition"></a></dt>
-<dd><p>Updates a graph dashboard</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the dashboard.</p></li>
-<li><p><strong>python_function_ids</strong> (<em>List</em>) – List of unique string identifiers for the Python functions to be used in the graph dashboard.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An object describing the graph dashboard.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.GraphDashboard" title="abacusai.client.GraphDashboard">GraphDashboard</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.HoldoutAnalysis">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">HoldoutAnalysis</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">holdoutAnalysisId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.HoldoutAnalysis" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A holdout analysis object.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>holdoutAnalysisId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the holdout analysis.</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the holdout analysis.</p></li>
-<li><p><strong>featureGroupIds</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – The feature group ids associated with the holdout analysis.</p></li>
-<li><p><strong>modelId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The model id associated with the holdout analysis.</p></li>
-<li><p><strong>modelName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The model name associated with the holdout analysis.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.HoldoutAnalysis.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.HoldoutAnalysis.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.HoldoutAnalysis.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.HoldoutAnalysis.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.HoldoutAnalysis.rerun">
-<span class="sig-name descname"><span class="pre">rerun</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model_version</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">algorithm</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.HoldoutAnalysis.rerun" title="Link to this definition"></a></dt>
-<dd><p>Rerun a holdout analysis. A different model version and algorithm can be specified which should be under the same model.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>model_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – (optional) Version of the model to use for the holdout analysis</p></li>
-<li><p><strong>algorithm</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – (optional) ID of algorithm to use for the holdout analysis</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The created holdout analysis version</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.HoldoutAnalysisVersion" title="abacusai.client.HoldoutAnalysisVersion">HoldoutAnalysisVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.HoldoutAnalysis.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.HoldoutAnalysis.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.client.HoldoutAnalysis" title="abacusai.client.HoldoutAnalysis">HoldoutAnalysis</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.HoldoutAnalysis.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.HoldoutAnalysis.describe" title="Link to this definition"></a></dt>
-<dd><p>Get a holdout analysis.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>holdout_analysis_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – ID of the holdout analysis to get</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The holdout analysis</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.HoldoutAnalysis" title="abacusai.client.HoldoutAnalysis">HoldoutAnalysis</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.HoldoutAnalysis.list_versions">
-<span class="sig-name descname"><span class="pre">list_versions</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.HoldoutAnalysis.list_versions" title="Link to this definition"></a></dt>
-<dd><p>List holdout analysis versions for a holdout analysis.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>holdout_analysis_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – ID of the holdout analysis to list holdout analysis versions for</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The holdout analysis versions</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.HoldoutAnalysisVersion" title="abacusai.client.HoldoutAnalysisVersion">HoldoutAnalysisVersion</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.HoldoutAnalysisVersion">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">HoldoutAnalysisVersion</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">holdoutAnalysisVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">holdoutAnalysisId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">algorithm</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">algoName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">metrics</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">metricInfos</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.HoldoutAnalysisVersion" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A holdout analysis version object.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>holdoutAnalysisVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the holdout analysis version.</p></li>
-<li><p><strong>holdoutAnalysisId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the holdout analysis.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The timestamp at which the holdout analysis version was created.</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The status of the holdout analysis version.</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The error message if the status is FAILED.</p></li>
-<li><p><strong>modelId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The model id associated with the holdout analysis.</p></li>
-<li><p><strong>modelVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The model version associated with the holdout analysis.</p></li>
-<li><p><strong>algorithm</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The algorithm used to train the model.</p></li>
-<li><p><strong>algoName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the algorithm used to train the model.</p></li>
-<li><p><strong>metrics</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The metrics of the holdout analysis version.</p></li>
-<li><p><strong>metricInfos</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The metric infos of the holdout analysis version.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.HoldoutAnalysisVersion.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.HoldoutAnalysisVersion.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.HoldoutAnalysisVersion.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.HoldoutAnalysisVersion.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.HoldoutAnalysisVersion.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.HoldoutAnalysisVersion.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.client.HoldoutAnalysisVersion" title="abacusai.client.HoldoutAnalysisVersion">HoldoutAnalysisVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.HoldoutAnalysisVersion.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">get_metrics</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.HoldoutAnalysisVersion.describe" title="Link to this definition"></a></dt>
-<dd><p>Get a holdout analysis version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>get_metrics</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – (optional) Whether to get the metrics for the holdout analysis version</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The holdout analysis version</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.HoldoutAnalysisVersion" title="abacusai.client.HoldoutAnalysisVersion">HoldoutAnalysisVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.HoldoutAnalysisVersion.wait_for_results">
-<span class="sig-name descname"><span class="pre">wait_for_results</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">3600</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.HoldoutAnalysisVersion.wait_for_results" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until holdout analysis for the version is complete</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.HoldoutAnalysisVersion.get_status">
-<span class="sig-name descname"><span class="pre">get_status</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.HoldoutAnalysisVersion.get_status" title="Link to this definition"></a></dt>
-<dd><p>Gets the status of the holdout analysis version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A string describing the status of a holdout analysis version (pending, complete, etc.).</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)">str</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.InferredFeatureMappings">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">InferredFeatureMappings</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureMappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.InferredFeatureMappings" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A description of the data use for a feature</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Error message if there was an error inferring the feature mappings</p></li>
-<li><p><strong>featureMappings</strong> (<a class="reference internal" href="../feature_mapping/index.html#abacusai.feature_mapping.FeatureMapping" title="abacusai.feature_mapping.FeatureMapping"><em>FeatureMapping</em></a>) – The inferred feature mappings</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.InferredFeatureMappings.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.InferredFeatureMappings.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.InferredFeatureMappings.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.InferredFeatureMappings.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.LlmApp">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">LlmApp</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">llmAppId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">projectId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deploymentId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">updatedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.LlmApp" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>An LLM App that can be used for generation. LLM Apps are specifically crafted to help with certain tasks like code generation or question answering.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>llmAppId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the LLM App.</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the LLM App.</p></li>
-<li><p><strong>description</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The description of the LLM App.</p></li>
-<li><p><strong>projectId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The project ID of the deployment associated with the LLM App.</p></li>
-<li><p><strong>deploymentId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The deployment ID associated with the LLM App.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The timestamp at which the LLM App was created.</p></li>
-<li><p><strong>updatedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The timestamp at which the LLM App was updated.</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The status of the LLM App’s deployment.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.LlmApp.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.LlmApp.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.LlmApp.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.LlmApp.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.LlmExecutionResult">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">LlmExecutionResult</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">execution</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">preview</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.LlmExecutionResult" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Results of executing queries using LLM.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The status of the execution.</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The error message if the execution failed.</p></li>
-<li><p><strong>execution</strong> (<a class="reference internal" href="#abacusai.client.ExecuteFeatureGroupOperation" title="abacusai.client.ExecuteFeatureGroupOperation"><em>ExecuteFeatureGroupOperation</em></a>) – Information on execution of the query.</p></li>
-<li><p><strong>preview</strong> (<a class="reference internal" href="../llm_execution_preview/index.html#abacusai.llm_execution_preview.LlmExecutionPreview" title="abacusai.llm_execution_preview.LlmExecutionPreview"><em>LlmExecutionPreview</em></a>) – Preview of executing queries using LLM.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.LlmExecutionResult.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.LlmExecutionResult.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.LlmExecutionResult.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.LlmExecutionResult.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.LlmGeneratedCode">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">LlmGeneratedCode</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sql</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.LlmGeneratedCode" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Code generated by LLM.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>sql</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – SQL query generated by LLM.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.LlmGeneratedCode.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.LlmGeneratedCode.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.LlmGeneratedCode.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.LlmGeneratedCode.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.LlmInput">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">LlmInput</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">content</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.LlmInput" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>The result of encoding an object as input for a language model.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>content</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Content of the response</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.LlmInput.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.LlmInput.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.LlmInput.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.LlmInput.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.LlmResponse">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">LlmResponse</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">content</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tokens</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stopReason</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">llmName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">codeBlocks</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.LlmResponse" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>The response returned by LLM</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>content</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Full response from LLM.</p></li>
-<li><p><strong>tokens</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The number of tokens in the response.</p></li>
-<li><p><strong>stopReason</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The reason due to which the response generation stopped.</p></li>
-<li><p><strong>llmName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the LLM model used to generate the response.</p></li>
-<li><p><strong>codeBlocks</strong> (<a class="reference internal" href="../llm_code_block/index.html#abacusai.llm_code_block.LlmCodeBlock" title="abacusai.llm_code_block.LlmCodeBlock"><em>LlmCodeBlock</em></a>) – A list of parsed code blocks from raw LLM Response</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.LlmResponse.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.LlmResponse.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.LlmResponse.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.LlmResponse.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.Model">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">Model</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelConfigType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelPredictionConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">projectId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">shared</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sharedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainFunctionName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictFunctionName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictManyFunctionName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">initializeFunctionName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingInputTables</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceCode</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cpuSize</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">memory</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingFeatureGroupIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">algorithmModelConfigs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingVectorStoreVersions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">documentRetrievers</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">documentRetrieverIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">isPythonModel</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">defaultAlgorithm</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">customAlgorithmConfigs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">restrictedAlgorithms</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">useGpu</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">notebookId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingRequired</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dataLlmFeatureGroups</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">location</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refreshSchedules</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">codeSource</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">databaseConnector</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">latestModelVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Model" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A model</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The user-friendly name for the model.</p></li>
-<li><p><strong>modelId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the model.</p></li>
-<li><p><strong>modelConfigType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the TrainingConfig class of the model_config.</p></li>
-<li><p><strong>modelPredictionConfig</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The prediction config options for the model.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Date and time at which the model was created.</p></li>
-<li><p><strong>projectId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The project this model belongs to.</p></li>
-<li><p><strong>shared</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If model is shared to the Abacus.AI model showcase.</p></li>
-<li><p><strong>sharedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The date and time at which the model was shared to the model showcase</p></li>
-<li><p><strong>trainFunctionName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the function found in the source code that will be executed to train the model. It is not executed when this function is run.</p></li>
-<li><p><strong>predictFunctionName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the function found in the source code that will be executed run predictions through model. It is not executed when this function is run.</p></li>
-<li><p><strong>predictManyFunctionName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the function found in the source code that will be executed to run batch predictions trhough the model.</p></li>
-<li><p><strong>initializeFunctionName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the function found in the source code to initialize the trained model before using it to make predictions using the model</p></li>
-<li><p><strong>trainingInputTables</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of feature groups that are supplied to the train function as parameters. Each of the parameters are materialized Dataframes (same type as the functions return value).</p></li>
-<li><p><strong>sourceCode</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Python code used to make the model.</p></li>
-<li><p><strong>cpuSize</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Cpu size specified for the python model training.</p></li>
-<li><p><strong>memory</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Memory in GB specified for the python model training.</p></li>
-<li><p><strong>trainingFeatureGroupIds</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em> of </em><em>unique string identifiers</em>) – The unique identifiers of the feature groups used as the inputs to train this model on.</p></li>
-<li><p><strong>algorithmModelConfigs</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a><em>]</em>) – List of algorithm specific training configs.</p></li>
-<li><p><strong>trainingVectorStoreVersions</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The vector store version IDs used as inputs during training to create this ModelVersion.</p></li>
-<li><p><strong>documentRetrievers</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of document retrievers use to create this model.</p></li>
-<li><p><strong>documentRetrieverIds</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of document retriever IDs used to create this model.</p></li>
-<li><p><strong>isPythonModel</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If this model is handled as python model</p></li>
-<li><p><strong>defaultAlgorithm</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If set, this algorithm will always be used when deploying the model regardless of the model metrics</p></li>
-<li><p><strong>customAlgorithmConfigs</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – User-defined configs for each of the user-defined custom algorithm</p></li>
-<li><p><strong>restrictedAlgorithms</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – User-selected algorithms to train.</p></li>
-<li><p><strong>useGpu</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If this model uses gpu.</p></li>
-<li><p><strong>notebookId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The notebook associated with this model.</p></li>
-<li><p><strong>trainingRequired</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If training is required to keep the model up-to-date.</p></li>
-<li><p><strong>dataLlmFeatureGroups</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><em>featuregroup</em><em>]</em>) – List of feature groups used by the model for queries</p></li>
-<li><p><strong>latestModelVersion</strong> (<a class="reference internal" href="#abacusai.client.ModelVersion" title="abacusai.client.ModelVersion"><em>ModelVersion</em></a>) – The latest model version.</p></li>
-<li><p><strong>location</strong> (<a class="reference internal" href="../model/index.html#abacusai.model.ModelLocation" title="abacusai.model.ModelLocation"><em>ModelLocation</em></a>) – Location information for models that are imported.</p></li>
-<li><p><strong>refreshSchedules</strong> (<a class="reference internal" href="../batch_prediction/index.html#abacusai.batch_prediction.RefreshSchedule" title="abacusai.batch_prediction.RefreshSchedule"><em>RefreshSchedule</em></a>) – List of refresh schedules that indicate when the next model version will be trained</p></li>
-<li><p><strong>codeSource</strong> (<a class="reference internal" href="../agent/index.html#abacusai.agent.CodeSource" title="abacusai.agent.CodeSource"><em>CodeSource</em></a>) – If a python model, information on the source code</p></li>
-<li><p><strong>databaseConnector</strong> (<a class="reference internal" href="#abacusai.client.DatabaseConnector" title="abacusai.client.DatabaseConnector"><em>DatabaseConnector</em></a>) – Database connector used by the model.</p></li>
-<li><p><strong>modelConfig</strong> (<a class="reference internal" href="#abacusai.client.TrainingConfig" title="abacusai.client.TrainingConfig"><em>TrainingConfig</em></a>) – The training config options used to train this model.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Model.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Model.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Model.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Model.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Model.describe_train_test_data_split_feature_group">
-<span class="sig-name descname"><span class="pre">describe_train_test_data_split_feature_group</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Model.describe_train_test_data_split_feature_group" title="Link to this definition"></a></dt>
-<dd><p>Get the train and test data split for a trained model by its unique identifier. This is only supported for models with custom algorithms.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>model_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique ID of the model. By default, the latest model version will be returned if no version is specified.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The feature group containing the training data and fold information.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Model.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Model.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.client.Model" title="abacusai.client.Model">Model</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Model.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Model.describe" title="Link to this definition"></a></dt>
-<dd><p>Retrieves a full description of the specified model.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>model_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier associated with the model.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Description of the model.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Model" title="abacusai.client.Model">Model</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Model.rename">
-<span class="sig-name descname"><span class="pre">rename</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Model.rename" title="Link to this definition"></a></dt>
-<dd><p>Renames a model</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The new name to assign to the model.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Model.update_python">
-<span class="sig-name descname"><span class="pre">update_python</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">function_source_code</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">train_function_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predict_function_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predict_many_function_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">initialize_function_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">training_input_tables</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cpu_size</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">memory</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">package_requirements</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_gpu</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">is_thread_safe</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">training_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Model.update_python" title="Link to this definition"></a></dt>
-<dd><p>Updates an existing Python Model using user-provided Python code. If a list of input feature groups is supplied, they will be provided as arguments to the <cite>train</cite> and <cite>predict</cite> functions with the materialized feature groups for those input feature groups.</p>
-<p>This method expects <cite>functionSourceCode</cite> to be a valid language source file which contains the functions named <cite>trainFunctionName</cite> and <cite>predictFunctionName</cite>. <cite>trainFunctionName</cite> returns the ModelVersion that is the result of training the model using <cite>trainFunctionName</cite>. <cite>predictFunctionName</cite> has no well-defined return type, as it returns the prediction made by the <cite>predictFunctionName</cite>, which can be anything.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>function_source_code</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Contents of a valid Python source code file. The source code should contain the functions named <cite>trainFunctionName</cite> and <cite>predictFunctionName</cite>. A list of allowed import and system libraries for each language is specified in the user functions documentation section.</p></li>
-<li><p><strong>train_function_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the function found in the source code that will be executed to train the model. It is not executed when this function is run.</p></li>
-<li><p><strong>predict_function_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the function found in the source code that will be executed to run predictions through the model. It is not executed when this function is run.</p></li>
-<li><p><strong>predict_many_function_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the function found in the source code that will be executed to run batch predictions through the model. It is not executed when this function is run.</p></li>
-<li><p><strong>initialize_function_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the function found in the source code to initialize the trained model before using it to make predictions using the model.</p></li>
-<li><p><strong>training_input_tables</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of feature groups that are supplied to the <cite>train</cite> function as parameters. Each of the parameters are materialized DataFrames (same type as the functions return value).</p></li>
-<li><p><strong>cpu_size</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Size of the CPU for the model training function.</p></li>
-<li><p><strong>memory</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Memory (in GB) for the model training function.</p></li>
-<li><p><strong>package_requirements</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of package requirement strings. For example: <cite>[‘numpy==1.2.3’, ‘pandas&gt;=1.4.0’]</cite>.</p></li>
-<li><p><strong>use_gpu</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether this model needs gpu</p></li>
-<li><p><strong>is_thread_safe</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether this model is thread safe</p></li>
-<li><p><strong>training_config</strong> (<a class="reference internal" href="#abacusai.client.TrainingConfig" title="abacusai.client.TrainingConfig"><em>TrainingConfig</em></a>) – The training config used to train this model.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The updated model.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Model" title="abacusai.client.Model">Model</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Model.update_python_zip">
-<span class="sig-name descname"><span class="pre">update_python_zip</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">train_function_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predict_function_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predict_many_function_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">train_module_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predict_module_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">training_input_tables</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cpu_size</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">memory</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">package_requirements</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_gpu</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Model.update_python_zip" title="Link to this definition"></a></dt>
-<dd><p>Updates an existing Python Model using a provided zip file. If a list of input feature groups are supplied, they will be provided as arguments to the train and predict functions with the materialized feature groups for those input feature groups.</p>
-<p>This method expects <cite>trainModuleName</cite> and <cite>predictModuleName</cite> to be valid language source files which contain the functions named <cite>trainFunctionName</cite> and <cite>predictFunctionName</cite>, respectively. <cite>trainFunctionName</cite> returns the ModelVersion that is the result of training the model using <cite>trainFunctionName</cite>, and <cite>predictFunctionName</cite> has no well-defined return type, as it returns the prediction made by the <cite>predictFunctionName</cite>, which can be anything.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>train_function_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the function found in the train module that will be executed to train the model. It is not executed when this function is run.</p></li>
-<li><p><strong>predict_function_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the function found in the predict module that will be executed to run predictions through the model. It is not executed when this function is run.</p></li>
-<li><p><strong>predict_many_function_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the function found in the predict module that will be executed to run batch predictions through the model. It is not executed when this function is run.</p></li>
-<li><p><strong>train_module_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Full path of the module that contains the train function from the root of the zip.</p></li>
-<li><p><strong>predict_module_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Full path of the module that contains the predict function from the root of the zip.</p></li>
-<li><p><strong>training_input_tables</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of feature groups that are supplied to the train function as parameters. Each of the parameters are materialized Dataframes (same type as the function’s return value).</p></li>
-<li><p><strong>cpu_size</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Size of the CPU for the model training function.</p></li>
-<li><p><strong>memory</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Memory (in GB) for the model training function.</p></li>
-<li><p><strong>package_requirements</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of package requirement strings. For example: [‘numpy==1.2.3’, ‘pandas&gt;=1.4.0’].</p></li>
-<li><p><strong>use_gpu</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether this model needs gpu</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The updated model.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Upload" title="abacusai.client.Upload">Upload</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Model.update_python_git">
-<span class="sig-name descname"><span class="pre">update_python_git</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">application_connector_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">branch_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">python_root</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">train_function_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predict_function_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predict_many_function_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">train_module_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predict_module_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">training_input_tables</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cpu_size</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">memory</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_gpu</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Model.update_python_git" title="Link to this definition"></a></dt>
-<dd><p>Updates an existing Python model using an existing Git application connector. If a list of input feature groups are supplied, these will be provided as arguments to the train and predict functions with the materialized feature groups for those input feature groups.</p>
-<p>This method expects <cite>trainModuleName</cite> and <cite>predictModuleName</cite> to be valid language source files which contain the functions named <cite>trainFunctionName</cite> and <cite>predictFunctionName</cite>, respectively. <cite>trainFunctionName</cite> returns the <cite>ModelVersion</cite> that is the result of training the model using <cite>trainFunctionName</cite>, and <cite>predictFunctionName</cite> has no well-defined return type, as it returns the prediction made by the <cite>predictFunctionName</cite>, which can be anything.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>application_connector_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique ID associated with the Git application connector.</p></li>
-<li><p><strong>branch_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the branch in the Git repository to be used for training.</p></li>
-<li><p><strong>python_root</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Path from the top level of the Git repository to the directory containing the Python source code. If not provided, the default is the root of the Git repository.</p></li>
-<li><p><strong>train_function_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the function found in train module that will be executed to train the model. It is not executed when this function is run.</p></li>
-<li><p><strong>predict_function_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the function found in the predict module that will be executed to run predictions through model. It is not executed when this function is run.</p></li>
-<li><p><strong>predict_many_function_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the function found in the predict module that will be executed to run batch predictions through model. It is not executed when this function is run.</p></li>
-<li><p><strong>train_module_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Full path of the module that contains the train function from the root of the zip.</p></li>
-<li><p><strong>predict_module_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Full path of the module that contains the predict function from the root of the zip.</p></li>
-<li><p><strong>training_input_tables</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of feature groups that are supplied to the train function as parameters. Each of the parameters are materialized Dataframes (same type as the functions return value).</p></li>
-<li><p><strong>cpu_size</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Size of the CPU for the model training function.</p></li>
-<li><p><strong>memory</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Memory (in GB) for the model training function.</p></li>
-<li><p><strong>use_gpu</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether this model needs gpu</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The updated model.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Model" title="abacusai.client.Model">Model</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Model.set_training_config">
-<span class="sig-name descname"><span class="pre">set_training_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">training_config</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_group_ids</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Model.set_training_config" title="Link to this definition"></a></dt>
-<dd><p>Edits the default model training config</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>training_config</strong> (<a class="reference internal" href="#abacusai.client.TrainingConfig" title="abacusai.client.TrainingConfig"><em>TrainingConfig</em></a>) – The training config used to train this model.</p></li>
-<li><p><strong>feature_group_ids</strong> (<em>List</em>) – The list of feature groups used as input to the model.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The model object corresponding to the updated training config.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Model" title="abacusai.client.Model">Model</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Model.set_prediction_params">
-<span class="sig-name descname"><span class="pre">set_prediction_params</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">prediction_config</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Model.set_prediction_params" title="Link to this definition"></a></dt>
-<dd><p>Sets the model prediction config for the model</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>prediction_config</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Prediction configuration for the model.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Model object after the prediction configuration is applied.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Model" title="abacusai.client.Model">Model</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Model.get_metrics">
-<span class="sig-name descname"><span class="pre">get_metrics</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model_version</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">return_graphs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">validation</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Model.get_metrics" title="Link to this definition"></a></dt>
-<dd><p>Retrieves metrics for all the algorithms trained in this model version.</p>
-<p>If only the model’s unique identifier (model_id) is specified, the latest trained version of the model (model_version) is used.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>model_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Version of the model.</p></li>
-<li><p><strong>return_graphs</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, will return the information used for the graphs on the model metrics page such as PR Curve per label.</p></li>
-<li><p><strong>validation</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, will return the validation metrics instead of the test metrics.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An object containing the model metrics and explanations for what each metric means.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.ModelMetrics" title="abacusai.client.ModelMetrics">ModelMetrics</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Model.list_versions">
-<span class="sig-name descname"><span class="pre">list_versions</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">limit</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">100</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">start_after_version</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Model.list_versions" title="Link to this definition"></a></dt>
-<dd><p>Retrieves a list of versions for a given model.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>limit</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Maximum length of the list of all dataset versions.</p></li>
-<li><p><strong>start_after_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier of the version after which the list starts.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array of model versions.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.ModelVersion" title="abacusai.client.ModelVersion">ModelVersion</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Model.retrain">
-<span class="sig-name descname"><span class="pre">retrain</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">deployment_ids</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_group_ids</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">custom_algorithms</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">builtin_algorithms</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">custom_algorithm_configs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cpu_size</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">memory</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">training_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">algorithm_training_configs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Model.retrain" title="Link to this definition"></a></dt>
-<dd><p>Retrains the specified model, with an option to choose the deployments to which the retraining will be deployed.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>deployment_ids</strong> (<em>List</em>) – List of unique string identifiers of deployments to automatically deploy to.</p></li>
-<li><p><strong>feature_group_ids</strong> (<em>List</em>) – List of feature group IDs provided by the user to train the model on.</p></li>
-<li><p><strong>custom_algorithms</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of user-defined algorithms to train. If not set, will honor the runs from the last time and applicable new custom algorithms.</p></li>
-<li><p><strong>builtin_algorithms</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of algorithm names or algorithm IDs of Abacus.AI built-in algorithms to train. If not set, will honor the runs from the last time and applicable new built-in algorithms.</p></li>
-<li><p><strong>custom_algorithm_configs</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – User-defined training configs for each custom algorithm.</p></li>
-<li><p><strong>cpu_size</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Size of the CPU for the user-defined algorithms during training.</p></li>
-<li><p><strong>memory</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Memory (in GB) for the user-defined algorithms during training.</p></li>
-<li><p><strong>training_config</strong> (<a class="reference internal" href="#abacusai.client.TrainingConfig" title="abacusai.client.TrainingConfig"><em>TrainingConfig</em></a>) – The training config used to train this model.</p></li>
-<li><p><strong>algorithm_training_configs</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of algorithm specifc training configs that will be part of the model training AutoML run.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The model that is being retrained.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Model" title="abacusai.client.Model">Model</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Model.delete">
-<span class="sig-name descname"><span class="pre">delete</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Model.delete" title="Link to this definition"></a></dt>
-<dd><p>Deletes the specified model and all its versions. Models which are currently used in deployments cannot be deleted.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>model_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier of the model to delete.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Model.set_default_algorithm">
-<span class="sig-name descname"><span class="pre">set_default_algorithm</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">algorithm</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">data_cluster_type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Model.set_default_algorithm" title="Link to this definition"></a></dt>
-<dd><p>Sets the model’s algorithm to default for all new deployments</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>algorithm</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Algorithm to pin in the model.</p></li>
-<li><p><strong>data_cluster_type</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Data cluster type to set the lead model for.</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Model.list_artifacts_exports">
-<span class="sig-name descname"><span class="pre">list_artifacts_exports</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">limit</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">25</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Model.list_artifacts_exports" title="Link to this definition"></a></dt>
-<dd><p>List all the model artifacts exports.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>limit</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Maximum length of the list of all exports.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>List of model artifacts exports.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.ModelArtifactsExport" title="abacusai.client.ModelArtifactsExport">ModelArtifactsExport</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Model.get_training_types_for_deployment">
-<span class="sig-name descname"><span class="pre">get_training_types_for_deployment</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model_version</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">algorithm</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Model.get_training_types_for_deployment" title="Link to this definition"></a></dt>
-<dd><p>Returns types of models that can be deployed for a given model instance ID.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>model_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique ID associated with the model version to deploy.</p></li>
-<li><p><strong>algorithm</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique ID associated with the algorithm to deploy.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Model training types for deployment.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.ModelTrainingTypeForDeployment" title="abacusai.client.ModelTrainingTypeForDeployment">ModelTrainingTypeForDeployment</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Model.update_agent">
-<span class="sig-name descname"><span class="pre">update_agent</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">function_source_code</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">agent_function_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">memory</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">package_requirements</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">enable_binary_input</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">agent_input_schema</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">agent_output_schema</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">workflow_graph</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">agent_interface</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Model.update_agent" title="Link to this definition"></a></dt>
-<dd><p>Updates an existing AI Agent. A new version of the agent will be created and published.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>memory</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Memory (in GB) for the agent.</p></li>
-<li><p><strong>description</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A description of the agent, including its purpose and instructions.</p></li>
-<li><p><strong>workflow_graph</strong> (<a class="reference internal" href="#abacusai.client.WorkflowGraph" title="abacusai.client.WorkflowGraph"><em>WorkflowGraph</em></a>) – The workflow graph for the agent.</p></li>
-<li><p><strong>agent_interface</strong> (<a class="reference internal" href="#abacusai.client.AgentInterface" title="abacusai.client.AgentInterface"><em>AgentInterface</em></a>) – The interface that the agent will be deployed with.</p></li>
-<li><p><strong>function_source_code</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
-<li><p><strong>agent_function_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
-<li><p><strong>package_requirements</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>)</p></li>
-<li><p><strong>enable_binary_input</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>)</p></li>
-<li><p><strong>agent_input_schema</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>)</p></li>
-<li><p><strong>agent_output_schema</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>)</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The updated agent.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Agent" title="abacusai.client.Agent">Agent</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Model.wait_for_training">
-<span class="sig-name descname"><span class="pre">wait_for_training</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Model.wait_for_training" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until model is trained.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Model.wait_for_evaluation">
-<span class="sig-name descname"><span class="pre">wait_for_evaluation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Model.wait_for_evaluation" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until model is evaluated completely.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Model.wait_for_publish">
-<span class="sig-name descname"><span class="pre">wait_for_publish</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Model.wait_for_publish" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until agent is published.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Model.wait_for_full_automl">
-<span class="sig-name descname"><span class="pre">wait_for_full_automl</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Model.wait_for_full_automl" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until full AutoML cycle is completed.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Model.get_status">
-<span class="sig-name descname"><span class="pre">get_status</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">get_automl_status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Model.get_status" title="Link to this definition"></a></dt>
-<dd><p>Gets the status of the model training.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A string describing the status of a model training (pending, complete, etc.).</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)">str</a></p>
-</dd>
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>get_automl_status</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>)</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Model.create_refresh_policy">
-<span class="sig-name descname"><span class="pre">create_refresh_policy</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">cron</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Model.create_refresh_policy" title="Link to this definition"></a></dt>
-<dd><p>To create a refresh policy for a model.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>cron</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A cron style string to set the refresh time.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The refresh policy object.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.RefreshPolicy" title="abacusai.client.RefreshPolicy">RefreshPolicy</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Model.list_refresh_policies">
-<span class="sig-name descname"><span class="pre">list_refresh_policies</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Model.list_refresh_policies" title="Link to this definition"></a></dt>
-<dd><p>Gets the refresh policies in a list.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A list of refresh policy objects.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p>List[<a class="reference internal" href="#abacusai.client.RefreshPolicy" title="abacusai.client.RefreshPolicy">RefreshPolicy</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Model.get_train_test_feature_group_as_pandas">
-<span class="sig-name descname"><span class="pre">get_train_test_feature_group_as_pandas</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Model.get_train_test_feature_group_as_pandas" title="Link to this definition"></a></dt>
-<dd><p>Get the model train test data split feature group as pandas.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A pandas dataframe for the training data with fold column.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p>pandas.Dataframe</p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.ModelArtifactsExport">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">ModelArtifactsExport</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelArtifactsExportId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">outputLocation</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">exportCompletedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelArtifactsExport" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A Model Artifacts Export Job</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>modelArtifactsExportId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique identifier for this export.</p></li>
-<li><p><strong>modelVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Version of the model being exported.</p></li>
-<li><p><strong>outputLocation</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – File Connector location the feature group is being written to.</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Current status of the export.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Timestamp at which the export was created (ISO-8601 format).</p></li>
-<li><p><strong>exportCompletedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Timestamp at which the export completed (ISO-8601 format).</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If <cite>status</cite> is <cite>FAILED</cite>, this field will be populated with an error.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelArtifactsExport.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelArtifactsExport.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelArtifactsExport.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelArtifactsExport.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelArtifactsExport.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelArtifactsExport.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.client.ModelArtifactsExport" title="abacusai.client.ModelArtifactsExport">ModelArtifactsExport</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelArtifactsExport.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelArtifactsExport.describe" title="Link to this definition"></a></dt>
-<dd><p>Get the description and status of the model artifacts export.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>model_artifacts_export_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A unique string identifier for the export.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Object describing the export and its status.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.ModelArtifactsExport" title="abacusai.client.ModelArtifactsExport">ModelArtifactsExport</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelArtifactsExport.wait_for_results">
-<span class="sig-name descname"><span class="pre">wait_for_results</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">3600</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelArtifactsExport.wait_for_results" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until model artifacts export is created.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelArtifactsExport.get_status">
-<span class="sig-name descname"><span class="pre">get_status</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelArtifactsExport.get_status" title="Link to this definition"></a></dt>
-<dd><p>Gets the status of the model artifacts export.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A string describing the status of a model artifacts export (pending, complete, etc.).</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)">str</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.ModelMetrics">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">ModelMetrics</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">algoMetrics</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">selectedAlgorithm</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">selectedAlgorithmName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">metricNames</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">targetColumn</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainValTestSplit</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingCompletedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelMetrics" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Metrics of the trained model.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>algoMetrics</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Dictionary mapping algorithm ID to algorithm name and algorithm metrics dictionary</p></li>
-<li><p><strong>selectedAlgorithm</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The algorithm ID of the selected (default) algorithm that will be used in deployments of this Model Version</p></li>
-<li><p><strong>selectedAlgorithmName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The algorithm name of the selected (default) algorithm that will be used in deployments of this Model Version</p></li>
-<li><p><strong>modelId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The Model ID</p></li>
-<li><p><strong>modelVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The Model Version</p></li>
-<li><p><strong>metricNames</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Maps shorthand names of the metrics to their verbose names</p></li>
-<li><p><strong>targetColumn</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The target feature that the model was trained to predict</p></li>
-<li><p><strong>trainValTestSplit</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Info on train, val and test split</p></li>
-<li><p><strong>trainingCompletedAt</strong> (<em>datetime</em>) – Timestamp when training was completed</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelMetrics.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelMetrics.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelMetrics.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelMetrics.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.ModelMonitor">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">ModelMonitor</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelMonitorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">projectId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingFeatureGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionFeatureGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionFeatureGroupVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingFeatureGroupVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">alertConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">biasMetricId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">metricConfigs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupMonitorConfigs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">metricTypes</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">starred</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batchPredictionId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">monitorType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edaConfigs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingForecastConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionForecastConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">forecastFrequency</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingFeatureGroupSampling</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionFeatureGroupSampling</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">monitorDriftConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionDataUseMappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingDataUseMappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refreshSchedules</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">latestMonitorModelVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelMonitor" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A model monitor</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>modelMonitorId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the model monitor.</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The user-friendly name for the model monitor.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Date and time at which the model was created.</p></li>
-<li><p><strong>projectId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The project this model belongs to.</p></li>
-<li><p><strong>trainingFeatureGroupId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – Feature group IDs that this model monitor is monitoring.</p></li>
-<li><p><strong>predictionFeatureGroupId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – Feature group IDs that this model monitor is monitoring.</p></li>
-<li><p><strong>predictionFeatureGroupVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – Feature group versions that this model monitor is monitoring.</p></li>
-<li><p><strong>trainingFeatureGroupVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – Feature group versions that this model monitor is monitoring.</p></li>
-<li><p><strong>alertConfig</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Alerting configuration for this model monitor.</p></li>
-<li><p><strong>biasMetricId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The bias metric ID</p></li>
-<li><p><strong>metricConfigs</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Configurations for model monitor</p></li>
-<li><p><strong>featureGroupMonitorConfigs</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Configurations for feature group monitor</p></li>
-<li><p><strong>metricTypes</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – List of metric types</p></li>
-<li><p><strong>modelId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Model ID that this model monitor is monitoring.</p></li>
-<li><p><strong>starred</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether this model monitor is starred.</p></li>
-<li><p><strong>batchPredictionId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The batch prediction ID this model monitor monitors</p></li>
-<li><p><strong>monitorType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of the monitor, one of MODEL_MONITOR, or FEATURE_GROUP_MONITOR</p></li>
-<li><p><strong>edaConfigs</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The configs for EDA</p></li>
-<li><p><strong>trainingForecastConfig</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The tarining config for forecast monitors</p></li>
-<li><p><strong>predictionForecastConfig</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The prediction config for forecast monitors</p></li>
-<li><p><strong>forecastFrequency</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The frequency of the forecast</p></li>
-<li><p><strong>trainingFeatureGroupSampling</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether or not we sample from training feature group</p></li>
-<li><p><strong>predictionFeatureGroupSampling</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether or not we sample from prediction feature group</p></li>
-<li><p><strong>monitorDriftConfig</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The monitor drift config for the monitor</p></li>
-<li><p><strong>predictionDataUseMappings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The data_use mapping of the prediction features</p></li>
-<li><p><strong>trainingDataUseMappings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The data_use mapping of the training features</p></li>
-<li><p><strong>latestMonitorModelVersion</strong> (<a class="reference internal" href="#abacusai.client.ModelMonitorVersion" title="abacusai.client.ModelMonitorVersion"><em>ModelMonitorVersion</em></a>) – The latest model monitor version.</p></li>
-<li><p><strong>refreshSchedules</strong> (<a class="reference internal" href="../batch_prediction/index.html#abacusai.batch_prediction.RefreshSchedule" title="abacusai.batch_prediction.RefreshSchedule"><em>RefreshSchedule</em></a>) – List of refresh schedules that indicate when the next model version will be trained.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelMonitor.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelMonitor.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelMonitor.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelMonitor.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelMonitor.rerun">
-<span class="sig-name descname"><span class="pre">rerun</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelMonitor.rerun" title="Link to this definition"></a></dt>
-<dd><p>Re-runs the specified model monitor.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>model_monitor_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier of the model monitor to re-run.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The model monitor that is being re-run.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.ModelMonitor" title="abacusai.client.ModelMonitor">ModelMonitor</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelMonitor.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelMonitor.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.client.ModelMonitor" title="abacusai.client.ModelMonitor">ModelMonitor</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelMonitor.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelMonitor.describe" title="Link to this definition"></a></dt>
-<dd><p>Retrieves a full description of the specified model monitor.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>model_monitor_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier associated with the model monitor.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Description of the model monitor.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.ModelMonitor" title="abacusai.client.ModelMonitor">ModelMonitor</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelMonitor.get_summary">
-<span class="sig-name descname"><span class="pre">get_summary</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelMonitor.get_summary" title="Link to this definition"></a></dt>
-<dd><p>Gets the summary of a model monitor across versions.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>model_monitor_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A unique string identifier associated with the model monitor.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An object describing integrity, bias violations, model accuracy and drift for the model monitor.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.ModelMonitorSummary" title="abacusai.client.ModelMonitorSummary">ModelMonitorSummary</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelMonitor.list_versions">
-<span class="sig-name descname"><span class="pre">list_versions</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">limit</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">100</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">start_after_version</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelMonitor.list_versions" title="Link to this definition"></a></dt>
-<dd><p>Retrieves a list of versions for a given model monitor.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>limit</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The maximum length of the list of all model monitor versions.</p></li>
-<li><p><strong>start_after_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The ID of the version after which the list starts.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A list of model monitor versions.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.ModelMonitorVersion" title="abacusai.client.ModelMonitorVersion">ModelMonitorVersion</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelMonitor.rename">
-<span class="sig-name descname"><span class="pre">rename</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelMonitor.rename" title="Link to this definition"></a></dt>
-<dd><p>Renames a model monitor</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The new name to apply to the model monitor.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelMonitor.delete">
-<span class="sig-name descname"><span class="pre">delete</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelMonitor.delete" title="Link to this definition"></a></dt>
-<dd><p>Deletes the specified Model Monitor and all its versions.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>model_monitor_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique identifier of the Model Monitor to delete.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelMonitor.list_monitor_alerts_for_monitor">
-<span class="sig-name descname"><span class="pre">list_monitor_alerts_for_monitor</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">realtime_monitor_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelMonitor.list_monitor_alerts_for_monitor" title="Link to this definition"></a></dt>
-<dd><p>Retrieves the list of monitor alerts for a specified monitor. One of the model_monitor_id or realtime_monitor_id is required but not both.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>realtime_monitor_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique ID associated with the real-time monitor.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A list of monitor alerts.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.MonitorAlert" title="abacusai.client.MonitorAlert">MonitorAlert</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.ModelMonitorOrgSummary">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">ModelMonitorOrgSummary</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">summary</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureDrift</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labelDrift</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dataIntegrity</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">performance</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">alerts</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">monitorData</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">totalStarredMonitors</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelMonitorOrgSummary" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A summary of an organization’s model monitors</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>summary</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Count of monitors, count of versions, count of total rows of prediction data, count of failed versions.</p></li>
-<li><p><strong>featureDrift</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Percentage of monitors with and without KL divergence &gt; 2.</p></li>
-<li><p><strong>labelDrift</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Histogram of label drift across versions.</p></li>
-<li><p><strong>dataIntegrity</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Counts of violations.</p></li>
-<li><p><strong>performance</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Model accuracy information.</p></li>
-<li><p><strong>alerts</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Count of alerts that are raised.</p></li>
-<li><p><strong>monitorData</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Information about monitors used in the summary for each time period.</p></li>
-<li><p><strong>totalStarredMonitors</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Total number of starred monitors.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelMonitorOrgSummary.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelMonitorOrgSummary.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelMonitorOrgSummary.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelMonitorOrgSummary.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.ModelMonitorSummary">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">ModelMonitorSummary</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelAccuracy</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelDrift</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dataIntegrity</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">biasViolations</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">alerts</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelMonitorSummary" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A summary of model monitor</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>modelAccuracy</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – A list of model accuracy objects including accuracy and monitor version information.</p></li>
-<li><p><strong>modelDrift</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – A list of model drift objects including label and prediction drifts and monitor version information.</p></li>
-<li><p><strong>dataIntegrity</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – A list of data integrity objects including counts of violations and monitor version information.</p></li>
-<li><p><strong>biasViolations</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – A list of bias objects including bias counts and monitor version information.</p></li>
-<li><p><strong>alerts</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – A list of alerts by type for each model monitor instance</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelMonitorSummary.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelMonitorSummary.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelMonitorSummary.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelMonitorSummary.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.ModelMonitorSummaryFromOrg">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">ModelMonitorSummaryFromOrg</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">data</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">infos</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelMonitorSummaryFromOrg" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A summary of model monitor given an organization</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>data</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – A list of either model accuracy, drift, data integrity, or bias chart objects and their monitor version information.</p></li>
-<li><p><strong>infos</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – A dictionary of model monitor information.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelMonitorSummaryFromOrg.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelMonitorSummaryFromOrg.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelMonitorSummaryFromOrg.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelMonitorSummaryFromOrg.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.ModelMonitorVersion">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">ModelMonitorVersion</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelMonitorVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelMonitorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">monitoringStartedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">monitoringCompletedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingFeatureGroupVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionFeatureGroupVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pendingDeploymentIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">failedDeploymentIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">metricConfigs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupMonitorConfigs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">metricTypes</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batchPredictionVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edaConfigs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingForecastConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionForecastConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">forecastFrequency</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">monitorDriftConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionDataUseMappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingDataUseMappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelMonitorVersion" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A version of a model monitor</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>modelMonitorVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of a model monitor version.</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The current status of the model.</p></li>
-<li><p><strong>modelMonitorId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A reference to the model monitor this version belongs to.</p></li>
-<li><p><strong>monitoringStartedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The start time and date of the monitoring process.</p></li>
-<li><p><strong>monitoringCompletedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The end time and date of the monitoring process.</p></li>
-<li><p><strong>trainingFeatureGroupVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – Feature group version IDs that this refresh pipeline run is monitoring.</p></li>
-<li><p><strong>predictionFeatureGroupVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – Feature group version IDs that this refresh pipeline run is monitoring.</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Relevant error if the status is FAILED.</p></li>
-<li><p><strong>pendingDeploymentIds</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of deployment IDs where deployment is pending.</p></li>
-<li><p><strong>failedDeploymentIds</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of failed deployment IDs.</p></li>
-<li><p><strong>metricConfigs</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a><em>]</em>) – List of metric configs for the model monitor instance.</p></li>
-<li><p><strong>featureGroupMonitorConfigs</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Configurations for feature group monitor</p></li>
-<li><p><strong>metricTypes</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of metric types.</p></li>
-<li><p><strong>modelVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – Model version IDs that this refresh pipeline run is monitoring.</p></li>
-<li><p><strong>batchPredictionVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The batch prediction version this model monitor is monitoring</p></li>
-<li><p><strong>edaConfigs</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The list of eda configs for the version</p></li>
-<li><p><strong>trainingForecastConfig</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The training forecast config for the monitor version</p></li>
-<li><p><strong>predictionForecastConfig</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The prediction forecast config for the monitor version</p></li>
-<li><p><strong>forecastFrequency</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The forecast frequency for the monitor version</p></li>
-<li><p><strong>monitorDriftConfig</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The monitor drift config for the monitor version</p></li>
-<li><p><strong>predictionDataUseMappings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The mapping of prediction data use to feature group version</p></li>
-<li><p><strong>trainingDataUseMappings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The mapping of training data use to feature group version</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelMonitorVersion.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelMonitorVersion.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelMonitorVersion.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelMonitorVersion.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelMonitorVersion.get_prediction_drift">
-<span class="sig-name descname"><span class="pre">get_prediction_drift</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelMonitorVersion.get_prediction_drift" title="Link to this definition"></a></dt>
-<dd><p>Gets the label and prediction drifts for a model monitor.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>model_monitor_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier for a model monitor version created under the project.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Object describing training and prediction output label and prediction distributions.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.DriftDistributions" title="abacusai.client.DriftDistributions">DriftDistributions</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelMonitorVersion.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelMonitorVersion.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.client.ModelMonitorVersion" title="abacusai.client.ModelMonitorVersion">ModelMonitorVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelMonitorVersion.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelMonitorVersion.describe" title="Link to this definition"></a></dt>
-<dd><p>Retrieves a full description of the specified model monitor version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>model_monitor_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique version ID of the model monitor version.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A model monitor version.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.ModelMonitorVersion" title="abacusai.client.ModelMonitorVersion">ModelMonitorVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelMonitorVersion.delete">
-<span class="sig-name descname"><span class="pre">delete</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelMonitorVersion.delete" title="Link to this definition"></a></dt>
-<dd><p>Deletes the specified model monitor version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>model_monitor_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique identifier of the model monitor version to delete.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelMonitorVersion.metric_data">
-<span class="sig-name descname"><span class="pre">metric_data</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">metric_type</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">actual_values_to_detail</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelMonitorVersion.metric_data" title="Link to this definition"></a></dt>
-<dd><p>Provides the data needed for decile metrics associated with the model monitor.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>metric_type</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of metric to get data for.</p></li>
-<li><p><strong>actual_values_to_detail</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The actual values to detail.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Data associated with the metric.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.ModelMonitorVersionMetricData" title="abacusai.client.ModelMonitorVersionMetricData">ModelMonitorVersionMetricData</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelMonitorVersion.list_monitor_alert_versions_for_monitor_version">
-<span class="sig-name descname"><span class="pre">list_monitor_alert_versions_for_monitor_version</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelMonitorVersion.list_monitor_alert_versions_for_monitor_version" title="Link to this definition"></a></dt>
-<dd><p>Retrieves the list of monitor alert versions for a specified monitor instance.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>model_monitor_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique ID associated with the model monitor.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A list of monitor alert versions.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.MonitorAlertVersion" title="abacusai.client.MonitorAlertVersion">MonitorAlertVersion</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelMonitorVersion.get_drift_for_feature">
-<span class="sig-name descname"><span class="pre">get_drift_for_feature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nested_feature_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelMonitorVersion.get_drift_for_feature" title="Link to this definition"></a></dt>
-<dd><p>Gets the feature drift associated with a single feature in an output feature group from a prediction.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the feature to view the distribution of.</p></li>
-<li><p><strong>nested_feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Optionally, the name of the nested feature that the feature is in.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An object describing the training and prediction output feature distributions.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureDistribution" title="abacusai.client.FeatureDistribution">FeatureDistribution</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelMonitorVersion.get_outliers_for_feature">
-<span class="sig-name descname"><span class="pre">get_outliers_for_feature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nested_feature_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelMonitorVersion.get_outliers_for_feature" title="Link to this definition"></a></dt>
-<dd><p>Gets a list of outliers measured by a single feature (or overall) in an output feature group from a prediction.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the feature to view the distribution of.</p></li>
-<li><p><strong>nested_feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Optionally, the name of the nested feature that the feature is in.</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelMonitorVersion.wait_for_monitor">
-<span class="sig-name descname"><span class="pre">wait_for_monitor</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1200</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelMonitorVersion.wait_for_monitor" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until model monitor version is ready.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelMonitorVersion.get_status">
-<span class="sig-name descname"><span class="pre">get_status</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelMonitorVersion.get_status" title="Link to this definition"></a></dt>
-<dd><p>Gets the status of the model monitor version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A string describing the status of the model monitor version, for e.g., pending, complete, etc.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)">str</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.ModelMonitorVersionMetricData">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">ModelMonitorVersionMetricData</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">algoName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelMonitor</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelMonitorVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">metricInfos</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">metricNames</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">metrics</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">metricCharts</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">otherMetrics</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">actualValuesSupportedForDrilldown</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelMonitorVersionMetricData" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Data for displaying model monitor version metric data</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the metric type</p></li>
-<li><p><strong>algoName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the algo used for the prediction metric</p></li>
-<li><p><strong>featureGroupVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The prediction feature group used for analysis</p></li>
-<li><p><strong>modelMonitor</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The id of the model monitor</p></li>
-<li><p><strong>modelMonitorVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The id of the model monitor version</p></li>
-<li><p><strong>metricInfos</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Name and description for metrics</p></li>
-<li><p><strong>metricNames</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Internal name to external name mapping</p></li>
-<li><p><strong>metrics</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Metric name to metric data</p></li>
-<li><p><strong>metricCharts</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of different metric charts</p></li>
-<li><p><strong>otherMetrics</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of other metrics to optionally plot</p></li>
-<li><p><strong>actualValuesSupportedForDrilldown</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of values support for drilldown</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelMonitorVersionMetricData.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelMonitorVersionMetricData.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelMonitorVersionMetricData.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelMonitorVersionMetricData.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.ModelTrainingTypeForDeployment">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">ModelTrainingTypeForDeployment</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">label</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">value</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelTrainingTypeForDeployment" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Model training types for deployment.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>label</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Labels to show to users in deployment UI</p></li>
-<li><p><strong>value</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Value to use on backend for deployment API call</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelTrainingTypeForDeployment.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelTrainingTypeForDeployment.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelTrainingTypeForDeployment.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelTrainingTypeForDeployment.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.ModelUpload">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">ModelUpload</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelUploadId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">embeddingsUploadId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">artifactsUploadId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">verificationsUploadId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">defaultItemsUploadId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelFileUploadId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelStateUploadId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">inputPreprocessorUploadId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">requirementsUploadId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">resourcesUploadId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">multiCatalogEmbeddingsUploadId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelUpload" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A model version that includes the upload identifiers for the various required files.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>modelId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A reference to the model this version belongs to.</p></li>
-<li><p><strong>modelVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A unique identifier for the model version.</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The current status of the model.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The timestamp at which the model version was created, in ISO-8601 format.</p></li>
-<li><p><strong>modelUploadId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – An upload identifier to be used when uploading the TensorFlow Saved Model.</p></li>
-<li><p><strong>embeddingsUploadId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – An upload identifier to be used when uploading the embeddings CSV.</p></li>
-<li><p><strong>artifactsUploadId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – An upload identifier to be used when uploading the artifacts JSON file.</p></li>
-<li><p><strong>verificationsUploadId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – An upload identifier to be used when uploading the verifications JSON file.</p></li>
-<li><p><strong>defaultItemsUploadId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – An upload identifier to be used when uploading the default items JSON file.</p></li>
-<li><p><strong>modelFileUploadId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – An upload identifier to be used when uploading the model JSON file.</p></li>
-<li><p><strong>modelStateUploadId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – An upload identifier to be used when uploading the model state JSON file.</p></li>
-<li><p><strong>inputPreprocessorUploadId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – An upload identifier to be used when uploading the input preprocessor JSON file.</p></li>
-<li><p><strong>requirementsUploadId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – An upload identifier to be used when uploading the requirements JSON file.</p></li>
-<li><p><strong>resourcesUploadId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – An upload identifier to be used when uploading the resources JSON file.</p></li>
-<li><p><strong>multiCatalogEmbeddingsUploadId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – An upload identifier to be used when upload the multi-catalog embeddings CSV file.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelUpload.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelUpload.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelUpload.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelUpload.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.ModelVersion">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">ModelVersion</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelConfigType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelPredictionConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingStartedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingCompletedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupVersions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pendingDeploymentIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">failedDeploymentIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cpuSize</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">memory</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">automlComplete</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingFeatureGroupIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingDocumentRetrieverVersions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">documentRetrieverMappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bestAlgorithm</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">defaultAlgorithm</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureAnalysisStatus</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dataClusterInfo</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">customAlgorithmConfigs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainedModelTypes</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">useGpu</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">partialComplete</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelFeatureGroupSchemaMappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingConfigUpdated</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">codeSource</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deployableAlgorithms</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelVersion" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A version of a model</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>modelVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of a model version.</p></li>
-<li><p><strong>modelConfigType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the TrainingConfig class of the model_config.</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The current status of the model.</p></li>
-<li><p><strong>modelId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A reference to the model this version belongs to.</p></li>
-<li><p><strong>modelPredictionConfig</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The prediction config options for the model.</p></li>
-<li><p><strong>trainingStartedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The start time and date of the training process in ISO-8601 format.</p></li>
-<li><p><strong>trainingCompletedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The end time and date of the training process in ISO-8601 format.</p></li>
-<li><p><strong>featureGroupVersions</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – A list of Feature Group version IDs used for model training.</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Relevant error if the status is FAILED.</p></li>
-<li><p><strong>pendingDeploymentIds</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of deployment IDs where deployment is pending.</p></li>
-<li><p><strong>failedDeploymentIds</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of failed deployment IDs.</p></li>
-<li><p><strong>cpuSize</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – CPU size specified for the python model training.</p></li>
-<li><p><strong>memory</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Memory in GB specified for the python model training.</p></li>
-<li><p><strong>automlComplete</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, all algorithms have completed training.</p></li>
-<li><p><strong>trainingFeatureGroupIds</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The unique identifiers of the feature groups used as inputs during training to create this ModelVersion.</p></li>
-<li><p><strong>trainingDocumentRetrieverVersions</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The document retriever version IDs used as inputs during training to create this ModelVersion.</p></li>
-<li><p><strong>documentRetrieverMappings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – mapping of document retriever version to their respective information.</p></li>
-<li><p><strong>bestAlgorithm</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Best performing algorithm.</p></li>
-<li><p><strong>defaultAlgorithm</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Default algorithm that the user has selected.</p></li>
-<li><p><strong>featureAnalysisStatus</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Lifecycle of the feature analysis stage.</p></li>
-<li><p><strong>dataClusterInfo</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Information about the models for different data clusters.</p></li>
-<li><p><strong>customAlgorithmConfigs</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – User-defined configs for each of the user-defined custom algorithms.</p></li>
-<li><p><strong>trainedModelTypes</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of trained model types.</p></li>
-<li><p><strong>useGpu</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether this model version is using gpu</p></li>
-<li><p><strong>partialComplete</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, all required algorithms have completed training.</p></li>
-<li><p><strong>modelFeatureGroupSchemaMappings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – mapping of feature group to schema version</p></li>
-<li><p><strong>trainingConfigUpdated</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If the training config has been updated since the instance was created.</p></li>
-<li><p><strong>codeSource</strong> (<a class="reference internal" href="../agent/index.html#abacusai.agent.CodeSource" title="abacusai.agent.CodeSource"><em>CodeSource</em></a>) – If a python model, information on where the source code is located.</p></li>
-<li><p><strong>modelConfig</strong> (<a class="reference internal" href="#abacusai.client.TrainingConfig" title="abacusai.client.TrainingConfig"><em>TrainingConfig</em></a>) – The training config options used to train this model.</p></li>
-<li><p><strong>deployableAlgorithms</strong> (<a class="reference internal" href="../api_class/index.html#abacusai.api_class.DeployableAlgorithm" title="abacusai.api_class.DeployableAlgorithm"><em>DeployableAlgorithm</em></a>) – List of deployable algorithms.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelVersion.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelVersion.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelVersion.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelVersion.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelVersion.describe_train_test_data_split_feature_group_version">
-<span class="sig-name descname"><span class="pre">describe_train_test_data_split_feature_group_version</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelVersion.describe_train_test_data_split_feature_group_version" title="Link to this definition"></a></dt>
-<dd><p>Get the train and test data split for a trained model by model version. This is only supported for models with custom algorithms.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>model_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique version ID of the model version.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The feature group version containing the training data and folds information.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroupVersion" title="abacusai.client.FeatureGroupVersion">FeatureGroupVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelVersion.set_model_objective">
-<span class="sig-name descname"><span class="pre">set_model_objective</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">metric</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelVersion.set_model_objective" title="Link to this definition"></a></dt>
-<dd><p>Sets the best model for all model instances of the model based on the specified metric, and updates the training configuration to use the specified metric for any future model versions.</p>
-<p>If metric is set to None, then just use the default selection</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>metric</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The metric to use to determine the best model.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelVersion.get_feature_group_schemas_for">
-<span class="sig-name descname"><span class="pre">get_feature_group_schemas_for</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelVersion.get_feature_group_schemas_for" title="Link to this definition"></a></dt>
-<dd><p>Gets the schema (including feature mappings) for all feature groups used in the model version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>model_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier for the version of the model.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>List of schema for all feature groups used in the model version.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.ModelVersionFeatureGroupSchema" title="abacusai.client.ModelVersionFeatureGroupSchema">ModelVersionFeatureGroupSchema</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelVersion.delete">
-<span class="sig-name descname"><span class="pre">delete</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelVersion.delete" title="Link to this definition"></a></dt>
-<dd><p>Deletes the specified model version. Model versions which are currently used in deployments cannot be deleted.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>model_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the model version to delete.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelVersion.export_model_artifact_as_feature_group">
-<span class="sig-name descname"><span class="pre">export_model_artifact_as_feature_group</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">table_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">artifact_type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelVersion.export_model_artifact_as_feature_group" title="Link to this definition"></a></dt>
-<dd><p>Exports metric artifact data for a model as a feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>table_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the feature group table to create.</p></li>
-<li><p><strong>artifact_type</strong> (<a class="reference internal" href="#abacusai.client.EvalArtifactType" title="abacusai.client.EvalArtifactType"><em>EvalArtifactType</em></a>) – eval artifact type to export.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The created feature group.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelVersion.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelVersion.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.client.ModelVersion" title="abacusai.client.ModelVersion">ModelVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelVersion.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelVersion.describe" title="Link to this definition"></a></dt>
-<dd><p>Retrieves a full description of the specified model version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>model_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier of the model version.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A model version.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.ModelVersion" title="abacusai.client.ModelVersion">ModelVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelVersion.get_feature_importance_by">
-<span class="sig-name descname"><span class="pre">get_feature_importance_by</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelVersion.get_feature_importance_by" title="Link to this definition"></a></dt>
-<dd><p>Gets the feature importance calculated by various methods for the model.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>model_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier for the model version.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Feature importances for the model.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureImportance" title="abacusai.client.FeatureImportance">FeatureImportance</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelVersion.get_training_data_logs">
-<span class="sig-name descname"><span class="pre">get_training_data_logs</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelVersion.get_training_data_logs" title="Link to this definition"></a></dt>
-<dd><p>Retrieves the data preparation logs during model training.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>model_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique version ID of the model version.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A list of logs.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.DataPrepLogs" title="abacusai.client.DataPrepLogs">DataPrepLogs</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelVersion.get_training_logs">
-<span class="sig-name descname"><span class="pre">get_training_logs</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">stdout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stderr</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelVersion.get_training_logs" title="Link to this definition"></a></dt>
-<dd><p>Returns training logs for the model.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>stdout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Set True to get info logs.</p></li>
-<li><p><strong>stderr</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Set True to get error logs.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A function logs object.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FunctionLogs" title="abacusai.client.FunctionLogs">FunctionLogs</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelVersion.export_custom">
-<span class="sig-name descname"><span class="pre">export_custom</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">output_location</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">algorithm</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelVersion.export_custom" title="Link to this definition"></a></dt>
-<dd><p>Bundle custom model artifacts to a zip file, and export to the specified location.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>output_location</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Location to export the model artifacts results. For example, s3://a-bucket/</p></li>
-<li><p><strong>algorithm</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The algorithm to be exported. Optional if there’s only one custom algorithm in the model version.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Object describing the export and its status.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.ModelArtifactsExport" title="abacusai.client.ModelArtifactsExport">ModelArtifactsExport</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelVersion.wait_for_training">
-<span class="sig-name descname"><span class="pre">wait_for_training</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelVersion.wait_for_training" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until model gets trained.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelVersion.wait_for_full_automl">
-<span class="sig-name descname"><span class="pre">wait_for_full_automl</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelVersion.wait_for_full_automl" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until full AutoML cycle is completed.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelVersion.get_status">
-<span class="sig-name descname"><span class="pre">get_status</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelVersion.get_status" title="Link to this definition"></a></dt>
-<dd><p>Gets the status of the model version under training.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A string describing the status of a model training (pending, complete, etc.).</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)">str</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelVersion.get_train_test_feature_group_as_pandas">
-<span class="sig-name descname"><span class="pre">get_train_test_feature_group_as_pandas</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelVersion.get_train_test_feature_group_as_pandas" title="Link to this definition"></a></dt>
-<dd><p>Get the model train test data split feature group of the model version as pandas data frame.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A pandas dataframe for the training data with fold column.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p>pandas.Dataframe</p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.ModelVersionFeatureGroupSchema">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">ModelVersionFeatureGroupSchema</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">schema</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelVersionFeatureGroupSchema" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Schema for a feature group used in model version</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>featureGroupId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The ID of the feature group.</p></li>
-<li><p><strong>featureGroupName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature group.</p></li>
-<li><p><strong>schema</strong> (<a class="reference internal" href="#abacusai.client.Schema" title="abacusai.client.Schema"><em>Schema</em></a>) – List of feature schemas of a feature group.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelVersionFeatureGroupSchema.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelVersionFeatureGroupSchema.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModelVersionFeatureGroupSchema.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModelVersionFeatureGroupSchema.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.ModificationLockInfo">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">ModificationLockInfo</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modificationLock</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">userEmails</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">organizationGroups</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModificationLockInfo" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Information about a modification lock for a certain object</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>modificationLock</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether or not the object has its modification lock activated.</p></li>
-<li><p><strong>userEmails</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em> of </em><em>strings</em>) – The list of user emails allowed to modify the object if the object’s modification lock is activated.</p></li>
-<li><p><strong>organizationGroups</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em> of </em><em>unique string identifiers</em>) – The list organization groups allowed to modify the object if the object’s modification lock is activated.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModificationLockInfo.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModificationLockInfo.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ModificationLockInfo.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ModificationLockInfo.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.Module">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">Module</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">notebookId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">codeSource</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Module" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Customer created python module</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name to identify the algorithm. Only uppercase letters, numbers, and underscores are allowed.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The date and time when the Python function was created, in ISO-8601 format.</p></li>
-<li><p><strong>notebookId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique string identifier of the notebook used to create or edit the module.</p></li>
-<li><p><strong>codeSource</strong> (<a class="reference internal" href="../agent/index.html#abacusai.agent.CodeSource" title="abacusai.agent.CodeSource"><em>CodeSource</em></a>) – Information about the source code of the Python function.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Module.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Module.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Module.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Module.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.MonitorAlert">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">MonitorAlert</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">monitorAlertId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">projectId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelMonitorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">realtimeMonitorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">conditionConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">actionConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">conditionDescription</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">actionDescription</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">alertType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deploymentId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">latestMonitorAlertVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.MonitorAlert" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A Monitor Alert</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The user-friendly name for the alert.</p></li>
-<li><p><strong>monitorAlertId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the monitor alert.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Date and time at which the monitor alert was created.</p></li>
-<li><p><strong>projectId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The project this alert belongs to.</p></li>
-<li><p><strong>modelMonitorId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The monitor id that this alert is associated with</p></li>
-<li><p><strong>realtimeMonitorId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The realtime monitor id that this alert is associated with</p></li>
-<li><p><strong>conditionConfig</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The condition configuration for this alert.</p></li>
-<li><p><strong>actionConfig</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The action configuration for this alert.</p></li>
-<li><p><strong>conditionDescription</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – User friendly description of the condition</p></li>
-<li><p><strong>actionDescription</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – User friendly description of the action</p></li>
-<li><p><strong>alertType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of the alert</p></li>
-<li><p><strong>deploymentId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The deployment ID this alert is associated with</p></li>
-<li><p><strong>latestMonitorAlertVersion</strong> (<a class="reference internal" href="#abacusai.client.MonitorAlertVersion" title="abacusai.client.MonitorAlertVersion"><em>MonitorAlertVersion</em></a>) – The latest monitor alert version.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.MonitorAlert.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.MonitorAlert.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.MonitorAlert.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.MonitorAlert.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.MonitorAlert.update">
-<span class="sig-name descname"><span class="pre">update</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">alert_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">condition_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">action_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.MonitorAlert.update" title="Link to this definition"></a></dt>
-<dd><p>Update monitor alert</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>alert_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the alert.</p></li>
-<li><p><strong>condition_config</strong> (<a class="reference internal" href="#abacusai.client.AlertConditionConfig" title="abacusai.client.AlertConditionConfig"><em>AlertConditionConfig</em></a>) – Condition to run the actions for the alert.</p></li>
-<li><p><strong>action_config</strong> (<a class="reference internal" href="#abacusai.client.AlertActionConfig" title="abacusai.client.AlertActionConfig"><em>AlertActionConfig</em></a>) – Configuration for the action of the alert.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Object describing the monitor alert.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.MonitorAlert" title="abacusai.client.MonitorAlert">MonitorAlert</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.MonitorAlert.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.MonitorAlert.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.client.MonitorAlert" title="abacusai.client.MonitorAlert">MonitorAlert</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.MonitorAlert.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.MonitorAlert.describe" title="Link to this definition"></a></dt>
-<dd><p>Describes a given monitor alert id</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>monitor_alert_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique identifier of the monitor alert.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Object containing information about the monitor alert.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.MonitorAlert" title="abacusai.client.MonitorAlert">MonitorAlert</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.MonitorAlert.run">
-<span class="sig-name descname"><span class="pre">run</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.MonitorAlert.run" title="Link to this definition"></a></dt>
-<dd><p>Reruns a given monitor alert from latest monitor instance</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>monitor_alert_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique identifier of a monitor alert.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Object describing the monitor alert.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.MonitorAlert" title="abacusai.client.MonitorAlert">MonitorAlert</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.MonitorAlert.delete">
-<span class="sig-name descname"><span class="pre">delete</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.MonitorAlert.delete" title="Link to this definition"></a></dt>
-<dd><p>Delets a monitor alert</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>monitor_alert_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique string identifier of the alert to delete.</p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.MonitorAlertVersion">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">MonitorAlertVersion</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">monitorAlertVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">monitorAlertId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">alertingStartedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">alertingCompletedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelMonitorVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">conditionConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">actionConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">alertResult</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">actionStatus</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">actionError</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">actionStartedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">actionCompletedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">conditionDescription</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">actionDescription</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">alertType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.MonitorAlertVersion" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A monitor alert version</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The user-friendly name for the monitor alert.</p></li>
-<li><p><strong>monitorAlertVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The identifier for the alert version.</p></li>
-<li><p><strong>monitorAlertId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The identifier for the alert.</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The current status of the monitor alert.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Date and time at which the monitor alert was created.</p></li>
-<li><p><strong>alertingStartedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The start time and date of the monitor alerting process.</p></li>
-<li><p><strong>alertingCompletedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The end time and date of the monitor alerting process.</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Relevant error if the status is FAILED.</p></li>
-<li><p><strong>modelMonitorVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The model monitor version associated with the monitor alert version.</p></li>
-<li><p><strong>conditionConfig</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The condition configuration for this alert.</p></li>
-<li><p><strong>actionConfig</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The action configuration for this alert.</p></li>
-<li><p><strong>alertResult</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The current result of the alert</p></li>
-<li><p><strong>actionStatus</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The current status of the action as a result of the monitor alert.</p></li>
-<li><p><strong>actionError</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Relevant error if the action status is FAILED.</p></li>
-<li><p><strong>actionStartedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The start time and date of the actionfor the alerting process.</p></li>
-<li><p><strong>actionCompletedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The end time and date of the actionfor the alerting process.</p></li>
-<li><p><strong>conditionDescription</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – User friendly description of the condition</p></li>
-<li><p><strong>actionDescription</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – User friendly description of the action</p></li>
-<li><p><strong>alertType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of the alert</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.MonitorAlertVersion.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.MonitorAlertVersion.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.MonitorAlertVersion.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.MonitorAlertVersion.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.MonitorAlertVersion.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.MonitorAlertVersion.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.client.MonitorAlertVersion" title="abacusai.client.MonitorAlertVersion">MonitorAlertVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.MonitorAlertVersion.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.MonitorAlertVersion.describe" title="Link to this definition"></a></dt>
-<dd><p>Describes a given monitor alert version id</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>monitor_alert_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier for the monitor alert.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An object describing the monitor alert version.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.MonitorAlertVersion" title="abacusai.client.MonitorAlertVersion">MonitorAlertVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.MonitorAlertVersion.wait_for_monitor_alert">
-<span class="sig-name descname"><span class="pre">wait_for_monitor_alert</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1200</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.MonitorAlertVersion.wait_for_monitor_alert" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until model monitor version is ready.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.MonitorAlertVersion.get_status">
-<span class="sig-name descname"><span class="pre">get_status</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.MonitorAlertVersion.get_status" title="Link to this definition"></a></dt>
-<dd><p>Gets the status of the monitor alert version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A string describing the status of a monitor alert version (pending, running, complete, etc.).</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)">str</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.NaturalLanguageExplanation">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">NaturalLanguageExplanation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">shortExplanation</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">longExplanation</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">isOutdated</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">htmlExplanation</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.NaturalLanguageExplanation" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Natural language explanation of an artifact/object</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>shortExplanation</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – succinct explanation of the artifact</p></li>
-<li><p><strong>longExplanation</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Longer and verbose explanation of the artifact</p></li>
-<li><p><strong>isOutdated</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Flag indicating whether the explanation is outdated due to a change in the underlying artifact</p></li>
-<li><p><strong>htmlExplanation</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – HTML formatted explanation of the artifact</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.NaturalLanguageExplanation.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.NaturalLanguageExplanation.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.NaturalLanguageExplanation.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.NaturalLanguageExplanation.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.OrganizationGroup">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">OrganizationGroup</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">organizationGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">permissions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">groupName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">defaultGroup</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">admin</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.OrganizationGroup" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>An Organization Group. Defines the permissions available to the users who are members of the group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>organizationGroupId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the Organization Group.</p></li>
-<li><p><strong>permissions</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em> of </em><em>enum string</em>) – The list of permissions (VIEW, MODIFY, ADMIN, BILLING, API_KEY, INVITE_USER) the group has.</p></li>
-<li><p><strong>groupName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the Organization Group.</p></li>
-<li><p><strong>defaultGroup</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, all new users will be added to this group automatically.</p></li>
-<li><p><strong>admin</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, this group contains all permissions available to the organization and cannot be modified or deleted.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – When the Organization Group was created.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.OrganizationGroup.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.OrganizationGroup.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.OrganizationGroup.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.OrganizationGroup.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.OrganizationGroup.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.OrganizationGroup.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.client.OrganizationGroup" title="abacusai.client.OrganizationGroup">OrganizationGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.OrganizationGroup.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.OrganizationGroup.describe" title="Link to this definition"></a></dt>
-<dd><p>Returns the specific organization group passed in by the user.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>organization_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the organization group to be described.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Information about a specific organization group.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.OrganizationGroup" title="abacusai.client.OrganizationGroup">OrganizationGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.OrganizationGroup.add_permission">
-<span class="sig-name descname"><span class="pre">add_permission</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">permission</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.OrganizationGroup.add_permission" title="Link to this definition"></a></dt>
-<dd><p>Adds a permission to the specified Organization Group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>permission</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Permission to add to the Organization Group.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.OrganizationGroup.remove_permission">
-<span class="sig-name descname"><span class="pre">remove_permission</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">permission</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.OrganizationGroup.remove_permission" title="Link to this definition"></a></dt>
-<dd><p>Removes a permission from the specified Organization Group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>permission</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The permission to remove from the Organization Group.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.OrganizationGroup.delete">
-<span class="sig-name descname"><span class="pre">delete</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.OrganizationGroup.delete" title="Link to this definition"></a></dt>
-<dd><p>Deletes the specified Organization Group</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>organization_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier of the organization group.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.OrganizationGroup.add_user_to">
-<span class="sig-name descname"><span class="pre">add_user_to</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">email</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.OrganizationGroup.add_user_to" title="Link to this definition"></a></dt>
-<dd><p>Adds a user to the specified Organization Group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>email</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Email of the user to be added to the group.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.OrganizationGroup.remove_user_from">
-<span class="sig-name descname"><span class="pre">remove_user_from</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">email</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.OrganizationGroup.remove_user_from" title="Link to this definition"></a></dt>
-<dd><p>Removes a user from an Organization Group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>email</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Email of the user to remove.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.OrganizationGroup.set_default">
-<span class="sig-name descname"><span class="pre">set_default</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.OrganizationGroup.set_default" title="Link to this definition"></a></dt>
-<dd><p>Sets the default Organization Group to which all new users joining an organization are automatically added.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>organization_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier of the Organization Group.</p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.OrganizationSearchResult">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">OrganizationSearchResult</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">score</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupContext</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroup</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.OrganizationSearchResult" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A search result object which contains the retrieved artifact and its relevance score</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>score</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – The relevance score of the search result.</p></li>
-<li><p><strong>featureGroupContext</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The rendered context for the feature group that can be used in prompts</p></li>
-<li><p><strong>featureGroup</strong> (<a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup"><em>FeatureGroup</em></a>) – The feature group object retrieved through search.</p></li>
-<li><p><strong>featureGroupVersion</strong> (<a class="reference internal" href="#abacusai.client.FeatureGroupVersion" title="abacusai.client.FeatureGroupVersion"><em>FeatureGroupVersion</em></a>) – The feature group version object retrieved through search.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.OrganizationSearchResult.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.OrganizationSearchResult.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.OrganizationSearchResult.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.OrganizationSearchResult.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.OrganizationSecret">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">OrganizationSecret</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">secretKey</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">value</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.OrganizationSecret" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Organization secret</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>secretKey</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The key of the secret</p></li>
-<li><p><strong>value</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The value of the secret</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The date and time when the secret was created, in ISO-8601 format.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.OrganizationSecret.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.OrganizationSecret.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.OrganizationSecret.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.OrganizationSecret.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.PageData">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">PageData</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">docId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">page</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">height</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">width</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pageCount</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pageText</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pageTokenStartOffset</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tokenCount</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tokens</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">extractedText</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">rotationAngle</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pageMarkdown</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.PageData" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Data extracted from a docstore page.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>docId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique Docstore string identifier for the document.</p></li>
-<li><p><strong>page</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The page number. Starts from 0.</p></li>
-<li><p><strong>height</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The height of the page in pixels.</p></li>
-<li><p><strong>width</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The width of the page in pixels.</p></li>
-<li><p><strong>pageCount</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The total number of pages in document.</p></li>
-<li><p><strong>pageText</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The text extracted from the page.</p></li>
-<li><p><strong>pageTokenStartOffset</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The offset of the first token in the page.</p></li>
-<li><p><strong>tokenCount</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The number of tokens in the page.</p></li>
-<li><p><strong>tokens</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The tokens in the page.</p></li>
-<li><p><strong>extractedText</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The extracted text in the page obtained from OCR.</p></li>
-<li><p><strong>rotationAngle</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – The detected rotation angle of the page in degrees. Positive values indicate clockwise and negative values indicate anti-clockwise rotation from the original orientation.</p></li>
-<li><p><strong>pageMarkdown</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The markdown text for the page.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.PageData.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.PageData.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.PageData.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.PageData.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.Pipeline">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">Pipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipelineName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipelineId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">notebookId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cron</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nextRunTime</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">isProd</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">warning</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdBy</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">steps</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipelineReferences</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">latestPipelineVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">codeSource</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipelineVariableMappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Pipeline" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A Pipeline For Steps.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>pipelineName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the pipeline this step is a part of.</p></li>
-<li><p><strong>pipelineId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The reference to the pipeline this step belongs to.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The date and time which the pipeline was created.</p></li>
-<li><p><strong>notebookId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The reference to the notebook this pipeline belongs to.</p></li>
-<li><p><strong>cron</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A cron-style string that describes when this refresh policy is to be executed in UTC</p></li>
-<li><p><strong>nextRunTime</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The next time this pipeline will be run.</p></li>
-<li><p><strong>isProd</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether this pipeline is a production pipeline.</p></li>
-<li><p><strong>warning</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Warning message for possible errors that might occur if the pipeline is run.</p></li>
-<li><p><strong>createdBy</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The email of the user who created the pipeline</p></li>
-<li><p><strong>steps</strong> (<a class="reference internal" href="#abacusai.client.PipelineStep" title="abacusai.client.PipelineStep"><em>PipelineStep</em></a>) – A list of the pipeline steps attached to the pipeline.</p></li>
-<li><p><strong>pipelineReferences</strong> (<a class="reference internal" href="../pipeline/index.html#abacusai.pipeline.PipelineReference" title="abacusai.pipeline.PipelineReference"><em>PipelineReference</em></a>) – A list of references from the pipeline to other objects</p></li>
-<li><p><strong>latestPipelineVersion</strong> (<a class="reference internal" href="#abacusai.client.PipelineVersion" title="abacusai.client.PipelineVersion"><em>PipelineVersion</em></a>) – The latest version of the pipeline.</p></li>
-<li><p><strong>codeSource</strong> (<a class="reference internal" href="../agent/index.html#abacusai.agent.CodeSource" title="abacusai.agent.CodeSource"><em>CodeSource</em></a>) – information on the source code</p></li>
-<li><p><strong>pipelineVariableMappings</strong> (<a class="reference internal" href="../api_class/index.html#abacusai.api_class.PythonFunctionArgument" title="abacusai.api_class.PythonFunctionArgument"><em>PythonFunctionArgument</em></a>) – A description of the function variables into the pipeline.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Pipeline.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Pipeline.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Pipeline.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Pipeline.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Pipeline.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Pipeline.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.client.Pipeline" title="abacusai.client.Pipeline">Pipeline</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Pipeline.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Pipeline.describe" title="Link to this definition"></a></dt>
-<dd><p>Describes a given pipeline.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>pipeline_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The ID of the pipeline to describe.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An object describing a Pipeline</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Pipeline" title="abacusai.client.Pipeline">Pipeline</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Pipeline.update">
-<span class="sig-name descname"><span class="pre">update</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">project_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipeline_variable_mappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cron</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">is_prod</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Pipeline.update" title="Link to this definition"></a></dt>
-<dd><p>Updates a pipeline for executing multiple steps.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>project_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A unique string identifier for the pipeline.</p></li>
-<li><p><strong>pipeline_variable_mappings</strong> (<em>List</em>) – List of Python function arguments for the pipeline.</p></li>
-<li><p><strong>cron</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A cron-like string specifying the frequency of the scheduled pipeline runs.</p></li>
-<li><p><strong>is_prod</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether the pipeline is a production pipeline or not.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An object that describes a Pipeline.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Pipeline" title="abacusai.client.Pipeline">Pipeline</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Pipeline.rename">
-<span class="sig-name descname"><span class="pre">rename</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pipeline_name</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Pipeline.rename" title="Link to this definition"></a></dt>
-<dd><p>Renames a pipeline.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>pipeline_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The new name of the pipeline.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An object that describes a Pipeline.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Pipeline" title="abacusai.client.Pipeline">Pipeline</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Pipeline.delete">
-<span class="sig-name descname"><span class="pre">delete</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Pipeline.delete" title="Link to this definition"></a></dt>
-<dd><p>Deletes a pipeline.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>pipeline_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The ID of the pipeline to delete.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Pipeline.list_versions">
-<span class="sig-name descname"><span class="pre">list_versions</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">limit</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">200</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Pipeline.list_versions" title="Link to this definition"></a></dt>
-<dd><p>Lists the pipeline versions for a specified pipeline</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>limit</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The maximum number of pipeline versions to return.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A list of pipeline versions.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.PipelineVersion" title="abacusai.client.PipelineVersion">PipelineVersion</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Pipeline.run">
-<span class="sig-name descname"><span class="pre">run</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">pipeline_variable_mappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Pipeline.run" title="Link to this definition"></a></dt>
-<dd><p>Runs a specified pipeline with the arguments provided.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>pipeline_variable_mappings</strong> (<em>List</em>) – List of Python function arguments for the pipeline.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The object describing the pipeline</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.PipelineVersion" title="abacusai.client.PipelineVersion">PipelineVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Pipeline.create_step">
-<span class="sig-name descname"><span class="pre">create_step</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">step_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">function_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">source_code</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">step_input_mappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_variable_mappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">step_dependencies</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">package_requirements</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cpu_size</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">memory</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Pipeline.create_step" title="Link to this definition"></a></dt>
-<dd><p>Creates a step in a given pipeline.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>step_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the step.</p></li>
-<li><p><strong>function_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the Python function.</p></li>
-<li><p><strong>source_code</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Contents of a valid Python source code file. The source code should contain the transform feature group functions. A list of allowed imports and system libraries for each language is specified in the user functions documentation section.</p></li>
-<li><p><strong>step_input_mappings</strong> (<em>List</em>) – List of Python function arguments.</p></li>
-<li><p><strong>output_variable_mappings</strong> (<em>List</em>) – List of Python function outputs.</p></li>
-<li><p><strong>step_dependencies</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of step names this step depends on.</p></li>
-<li><p><strong>package_requirements</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of package requirement strings. For example: [‘numpy==1.2.3’, ‘pandas&gt;=1.4.0’].</p></li>
-<li><p><strong>cpu_size</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Size of the CPU for the step function.</p></li>
-<li><p><strong>memory</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Memory (in GB) for the step function.</p></li>
-<li><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Timeout for the step in minutes, default is 300 minutes.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Object describing the pipeline.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Pipeline" title="abacusai.client.Pipeline">Pipeline</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Pipeline.describe_step_by_name">
-<span class="sig-name descname"><span class="pre">describe_step_by_name</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">step_name</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Pipeline.describe_step_by_name" title="Link to this definition"></a></dt>
-<dd><p>Describes a pipeline step by the step name.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>step_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the step.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An object describing the pipeline step.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.PipelineStep" title="abacusai.client.PipelineStep">PipelineStep</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Pipeline.unset_refresh_schedule">
-<span class="sig-name descname"><span class="pre">unset_refresh_schedule</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Pipeline.unset_refresh_schedule" title="Link to this definition"></a></dt>
-<dd><p>Deletes the refresh schedule for a given pipeline.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>pipeline_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The id of the pipeline.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Object describing the pipeline.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Pipeline" title="abacusai.client.Pipeline">Pipeline</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Pipeline.pause_refresh_schedule">
-<span class="sig-name descname"><span class="pre">pause_refresh_schedule</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Pipeline.pause_refresh_schedule" title="Link to this definition"></a></dt>
-<dd><p>Pauses the refresh schedule for a given pipeline.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>pipeline_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The id of the pipeline.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Object describing the pipeline.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Pipeline" title="abacusai.client.Pipeline">Pipeline</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Pipeline.resume_refresh_schedule">
-<span class="sig-name descname"><span class="pre">resume_refresh_schedule</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Pipeline.resume_refresh_schedule" title="Link to this definition"></a></dt>
-<dd><p>Resumes the refresh schedule for a given pipeline.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>pipeline_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The id of the pipeline.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Object describing the pipeline.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Pipeline" title="abacusai.client.Pipeline">Pipeline</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Pipeline.create_step_from_function">
-<span class="sig-name descname"><span class="pre">create_step_from_function</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">step_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">function</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">step_input_mappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_variable_mappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">step_dependencies</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">package_requirements</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cpu_size</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">memory</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Pipeline.create_step_from_function" title="Link to this definition"></a></dt>
-<dd><p>Creates a step in the pipeline from a python function.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>step_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the step.</p></li>
-<li><p><strong>function</strong> (<em>callable</em>) – The python function.</p></li>
-<li><p><strong>step_input_mappings</strong> (<em>List</em><em>[</em><em>PythonFunctionArguments</em><em>]</em>) – List of Python function arguments.</p></li>
-<li><p><strong>output_variable_mappings</strong> (<em>List</em><em>[</em><a class="reference internal" href="../api_class/index.html#abacusai.api_class.OutputVariableMapping" title="abacusai.api_class.OutputVariableMapping"><em>OutputVariableMapping</em></a><em>]</em>) – List of Python function ouputs.</p></li>
-<li><p><strong>step_dependencies</strong> (<em>List</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – List of step names this step depends on.</p></li>
-<li><p><strong>package_requirements</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of package requirement strings. For example: [‘numpy==1.2.3’, ‘pandas&gt;=1.4.0’].</p></li>
-<li><p><strong>cpu_size</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Size of the CPU for the step function.</p></li>
-<li><p><strong>memory</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Memory (in GB) for the step function.</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Pipeline.wait_for_pipeline">
-<span class="sig-name descname"><span class="pre">wait_for_pipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1200</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Pipeline.wait_for_pipeline" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until all the stages of the latest pipeline version is completed.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Pipeline.get_status">
-<span class="sig-name descname"><span class="pre">get_status</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Pipeline.get_status" title="Link to this definition"></a></dt>
-<dd><p>Gets the status of the pipeline version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A string describing the status of a pipeline version (pending, running, complete, etc.).</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)">str</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.PipelineStep">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">PipelineStep</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipelineStepId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipelineId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stepName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipelineName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">updatedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pythonFunctionId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stepDependencies</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cpuSize</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">memory</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pythonFunction</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">codeSource</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.PipelineStep" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A step in a pipeline.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>pipelineStepId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The reference to this step.</p></li>
-<li><p><strong>pipelineId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The reference to the pipeline this step belongs to.</p></li>
-<li><p><strong>stepName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the step.</p></li>
-<li><p><strong>pipelineName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the pipeline this step is a part of.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The date and time which this step was created.</p></li>
-<li><p><strong>updatedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The date and time when this step was last updated.</p></li>
-<li><p><strong>pythonFunctionId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The python function_id.</p></li>
-<li><p><strong>stepDependencies</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – List of steps this step depends on.</p></li>
-<li><p><strong>cpuSize</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – CPU size specified for the step function.</p></li>
-<li><p><strong>memory</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Memory in GB specified for the step function.</p></li>
-<li><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Timeout for the step in minutes, default is 300 minutes.</p></li>
-<li><p><strong>pythonFunction</strong> (<a class="reference internal" href="#abacusai.client.PythonFunction" title="abacusai.client.PythonFunction"><em>PythonFunction</em></a>) – Information about the python function for the step.</p></li>
-<li><p><strong>codeSource</strong> (<a class="reference internal" href="../agent/index.html#abacusai.agent.CodeSource" title="abacusai.agent.CodeSource"><em>CodeSource</em></a>) – Information about the source code of the step function.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.PipelineStep.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.PipelineStep.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.PipelineStep.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.PipelineStep.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.PipelineStep.delete">
-<span class="sig-name descname"><span class="pre">delete</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.PipelineStep.delete" title="Link to this definition"></a></dt>
-<dd><p>Deletes a step from a pipeline.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>pipeline_step_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The ID of the pipeline step.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.PipelineStep.update">
-<span class="sig-name descname"><span class="pre">update</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">function_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">source_code</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">step_input_mappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_variable_mappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">step_dependencies</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">package_requirements</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cpu_size</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">memory</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.PipelineStep.update" title="Link to this definition"></a></dt>
-<dd><p>Creates a step in a given pipeline.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>function_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the Python function.</p></li>
-<li><p><strong>source_code</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Contents of a valid Python source code file. The source code should contain the transform feature group functions. A list of allowed imports and system libraries for each language is specified in the user functions documentation section.</p></li>
-<li><p><strong>step_input_mappings</strong> (<em>List</em>) – List of Python function arguments.</p></li>
-<li><p><strong>output_variable_mappings</strong> (<em>List</em>) – List of Python function outputs.</p></li>
-<li><p><strong>step_dependencies</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of step names this step depends on.</p></li>
-<li><p><strong>package_requirements</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of package requirement strings. For example: [‘numpy==1.2.3’, ‘pandas&gt;=1.4.0’].</p></li>
-<li><p><strong>cpu_size</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Size of the CPU for the step function.</p></li>
-<li><p><strong>memory</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Memory (in GB) for the step function.</p></li>
-<li><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Timeout for the pipeline step, default is 300 minutes.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Object describing the pipeline.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.PipelineStep" title="abacusai.client.PipelineStep">PipelineStep</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.PipelineStep.rename">
-<span class="sig-name descname"><span class="pre">rename</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">step_name</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.PipelineStep.rename" title="Link to this definition"></a></dt>
-<dd><p>Renames a step in a given pipeline.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>step_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the step.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Object describing the pipeline.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.PipelineStep" title="abacusai.client.PipelineStep">PipelineStep</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.PipelineStep.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.PipelineStep.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.client.PipelineStep" title="abacusai.client.PipelineStep">PipelineStep</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.PipelineStep.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.PipelineStep.describe" title="Link to this definition"></a></dt>
-<dd><p>Deletes a step from a pipeline.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>pipeline_step_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The ID of the pipeline step.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An object describing the pipeline step.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.PipelineStep" title="abacusai.client.PipelineStep">PipelineStep</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.PipelineStepVersion">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">PipelineStepVersion</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stepName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipelineStepVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipelineStepId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipelineId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipelineVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">updatedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">outputErrors</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pythonFunctionId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">functionVariableMappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stepDependencies</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">outputVariableMappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cpuSize</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">memory</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipelineStepVersionReferences</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">codeSource</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.PipelineStepVersion" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A version of a pipeline step.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>stepName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the step.</p></li>
-<li><p><strong>pipelineStepVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The reference to the pipeline step version.</p></li>
-<li><p><strong>pipelineStepId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The reference to this step.</p></li>
-<li><p><strong>pipelineId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The reference to the pipeline this step belongs to.</p></li>
-<li><p><strong>pipelineVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The reference to the pipeline version.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The date and time which this step was created.</p></li>
-<li><p><strong>updatedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The date and time when this step was last updated.</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The status of the pipeline version.</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The error message if the pipeline step failed.</p></li>
-<li><p><strong>outputErrors</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The error message of a pipeline step’s output.</p></li>
-<li><p><strong>pythonFunctionId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The reference to the python function</p></li>
-<li><p><strong>functionVariableMappings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The mappings for function parameters’ names.</p></li>
-<li><p><strong>stepDependencies</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – List of steps this step depends on.</p></li>
-<li><p><strong>outputVariableMappings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The mappings for the output variables to the step.</p></li>
-<li><p><strong>cpuSize</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – CPU size specified for the step function.</p></li>
-<li><p><strong>memory</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Memory in GB specified for the step function.</p></li>
-<li><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The timeout in minutes for the pipeline step.</p></li>
-<li><p><strong>pipelineStepVersionReferences</strong> (<a class="reference internal" href="../pipeline_step_version/index.html#abacusai.pipeline_step_version.PipelineStepVersionReference" title="abacusai.pipeline_step_version.PipelineStepVersionReference"><em>PipelineStepVersionReference</em></a>) – A list to the output instances of the pipeline step version.</p></li>
-<li><p><strong>codeSource</strong> (<a class="reference internal" href="../agent/index.html#abacusai.agent.CodeSource" title="abacusai.agent.CodeSource"><em>CodeSource</em></a>) – Information about the source code of the pipeline step version.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.PipelineStepVersion.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.PipelineStepVersion.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.PipelineStepVersion.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.PipelineStepVersion.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.PipelineStepVersion.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.PipelineStepVersion.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.client.PipelineStepVersion" title="abacusai.client.PipelineStepVersion">PipelineStepVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.PipelineStepVersion.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.PipelineStepVersion.describe" title="Link to this definition"></a></dt>
-<dd><p>Describes a pipeline step version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>pipeline_step_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The ID of the pipeline step version.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An object describing the pipeline step version.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.PipelineStepVersion" title="abacusai.client.PipelineStepVersion">PipelineStepVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.PipelineStepVersion.get_step_version_logs">
-<span class="sig-name descname"><span class="pre">get_step_version_logs</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.PipelineStepVersion.get_step_version_logs" title="Link to this definition"></a></dt>
-<dd><p>Gets the logs for a given step version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>pipeline_step_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The id of the pipeline step version.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Object describing the pipeline step logs.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.PipelineStepVersionLogs" title="abacusai.client.PipelineStepVersionLogs">PipelineStepVersionLogs</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.PipelineStepVersionLogs">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">PipelineStepVersionLogs</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stepName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipelineStepId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipelineStepVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">logs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.PipelineStepVersionLogs" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Logs for a given pipeline step version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>stepName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the step</p></li>
-<li><p><strong>pipelineStepId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The ID of the step</p></li>
-<li><p><strong>pipelineStepVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The version of the step</p></li>
-<li><p><strong>logs</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The logs for both stdout and stderr of the step</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.PipelineStepVersionLogs.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.PipelineStepVersionLogs.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.PipelineStepVersionLogs.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.PipelineStepVersionLogs.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.PipelineVersion">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">PipelineVersion</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipelineName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipelineId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipelineVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">updatedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">completedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stepVersions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">codeSource</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipelineVariableMappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.PipelineVersion" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A version of a pipeline.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>pipelineName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the pipeline this step is a part of.</p></li>
-<li><p><strong>pipelineId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The reference to the pipeline this step belongs to.</p></li>
-<li><p><strong>pipelineVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The reference to this pipeline version.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The date and time which this pipeline version was created.</p></li>
-<li><p><strong>updatedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The date and time which this pipeline version was updated.</p></li>
-<li><p><strong>completedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The date and time which this pipeline version was updated.</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The status of the pipeline version.</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The relevant error, if the status is FAILED.</p></li>
-<li><p><strong>stepVersions</strong> (<a class="reference internal" href="#abacusai.client.PipelineStepVersion" title="abacusai.client.PipelineStepVersion"><em>PipelineStepVersion</em></a>) – A list of the pipeline step versions.</p></li>
-<li><p><strong>codeSource</strong> (<a class="reference internal" href="../agent/index.html#abacusai.agent.CodeSource" title="abacusai.agent.CodeSource"><em>CodeSource</em></a>) – information on the source code</p></li>
-<li><p><strong>pipelineVariableMappings</strong> (<a class="reference internal" href="../api_class/index.html#abacusai.api_class.PythonFunctionArgument" title="abacusai.api_class.PythonFunctionArgument"><em>PythonFunctionArgument</em></a>) – A description of the function variables into the pipeline.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.PipelineVersion.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.PipelineVersion.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.PipelineVersion.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.PipelineVersion.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.PipelineVersion.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.PipelineVersion.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.client.PipelineVersion" title="abacusai.client.PipelineVersion">PipelineVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.PipelineVersion.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.PipelineVersion.describe" title="Link to this definition"></a></dt>
-<dd><p>Describes a specified pipeline version</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>pipeline_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier for the pipeline version</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Object describing the pipeline version</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.PipelineVersion" title="abacusai.client.PipelineVersion">PipelineVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.PipelineVersion.reset">
-<span class="sig-name descname"><span class="pre">reset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">steps</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">include_downstream_steps</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.PipelineVersion.reset" title="Link to this definition"></a></dt>
-<dd><p>Reruns a pipeline version for the given steps and downstream steps if specified.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>steps</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of pipeline step names to rerun.</p></li>
-<li><p><strong>include_downstream_steps</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to rerun downstream steps from the steps you have passed</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Object describing the pipeline version</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.PipelineVersion" title="abacusai.client.PipelineVersion">PipelineVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.PipelineVersion.list_logs">
-<span class="sig-name descname"><span class="pre">list_logs</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.PipelineVersion.list_logs" title="Link to this definition"></a></dt>
-<dd><p>Gets the logs for the steps in a given pipeline version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>pipeline_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The id of the pipeline version.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Object describing the logs for the steps in the pipeline.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.PipelineVersionLogs" title="abacusai.client.PipelineVersionLogs">PipelineVersionLogs</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.PipelineVersion.skip_pending_steps">
-<span class="sig-name descname"><span class="pre">skip_pending_steps</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.PipelineVersion.skip_pending_steps" title="Link to this definition"></a></dt>
-<dd><p>Skips pending steps in a pipeline version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>pipeline_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The id of the pipeline version.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Object describing the pipeline version</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.PipelineVersion" title="abacusai.client.PipelineVersion">PipelineVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.PipelineVersion.wait_for_pipeline">
-<span class="sig-name descname"><span class="pre">wait_for_pipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1200</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.PipelineVersion.wait_for_pipeline" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until all the stages in a pipeline version have completed.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.PipelineVersion.get_status">
-<span class="sig-name descname"><span class="pre">get_status</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.PipelineVersion.get_status" title="Link to this definition"></a></dt>
-<dd><p>Gets the status of the pipeline version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A string describing the status of a pipeline version (pending, running, complete, etc.).</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)">str</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.PipelineVersionLogs">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">PipelineVersionLogs</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stepLogs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.PipelineVersionLogs" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Logs for a given pipeline version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>stepLogs</strong> (<a class="reference internal" href="#abacusai.client.PipelineStepVersionLogs" title="abacusai.client.PipelineStepVersionLogs"><em>PipelineStepVersionLogs</em></a>) – A list of the pipeline step version logs.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.PipelineVersionLogs.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.PipelineVersionLogs.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.PipelineVersionLogs.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.PipelineVersionLogs.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.PredictionOperator">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">PredictionOperator</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionOperatorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">updatedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">projectId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictFunctionName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceCode</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">initializeFunctionName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">notebookId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">memory</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">useGpu</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupTableNames</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">codeSource</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refreshSchedules</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">latestPredictionOperatorVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.PredictionOperator" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A prediction operator.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name for the prediction operator.</p></li>
-<li><p><strong>predictionOperatorId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the prediction operator.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Date and time at which the prediction operator was created.</p></li>
-<li><p><strong>updatedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Date and time at which the prediction operator was updated.</p></li>
-<li><p><strong>projectId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The project this prediction operator belongs to.</p></li>
-<li><p><strong>predictFunctionName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the function found in the source code that will be executed to run predictions.</p></li>
-<li><p><strong>sourceCode</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Python code used to make the prediction operator.</p></li>
-<li><p><strong>initializeFunctionName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the optional initialize function found in the source code. This function will generate anything used by predictions, based on input feature groups.</p></li>
-<li><p><strong>notebookId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique string identifier of the notebook used to create or edit the prediction operator.</p></li>
-<li><p><strong>memory</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Memory in GB specified for the prediction operator.</p></li>
-<li><p><strong>useGpu</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether this prediction operator is using gpu.</p></li>
-<li><p><strong>featureGroupIds</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – A list of Feature Group IDs used for initializing.</p></li>
-<li><p><strong>featureGroupTableNames</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – A list of Feature Group table names used for initializing.</p></li>
-<li><p><strong>codeSource</strong> (<a class="reference internal" href="../agent/index.html#abacusai.agent.CodeSource" title="abacusai.agent.CodeSource"><em>CodeSource</em></a>) – If a python model, information on the source code.</p></li>
-<li><p><strong>latestPredictionOperatorVersion</strong> (<a class="reference internal" href="#abacusai.client.PredictionOperatorVersion" title="abacusai.client.PredictionOperatorVersion"><em>PredictionOperatorVersion</em></a>) – The unique string identifier of the latest version.</p></li>
-<li><p><strong>refreshSchedules</strong> (<a class="reference internal" href="../batch_prediction/index.html#abacusai.batch_prediction.RefreshSchedule" title="abacusai.batch_prediction.RefreshSchedule"><em>RefreshSchedule</em></a>) – List of refresh schedules that indicate when the next prediction operator version will be processed</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.PredictionOperator.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.PredictionOperator.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.PredictionOperator.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.PredictionOperator.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.PredictionOperator.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.PredictionOperator.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.client.PredictionOperator" title="abacusai.client.PredictionOperator">PredictionOperator</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.PredictionOperator.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.PredictionOperator.describe" title="Link to this definition"></a></dt>
-<dd><p>Describe an existing prediction operator.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>prediction_operator_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique ID of the prediction operator.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The requested prediction operator object.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.PredictionOperator" title="abacusai.client.PredictionOperator">PredictionOperator</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.PredictionOperator.update">
-<span class="sig-name descname"><span class="pre">update</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_group_ids</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">source_code</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">initialize_function_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predict_function_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cpu_size</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">memory</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">package_requirements</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_gpu</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.PredictionOperator.update" title="Link to this definition"></a></dt>
-<dd><p>Update an existing prediction operator.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the prediction operator.</p></li>
-<li><p><strong>feature_group_ids</strong> (<em>List</em>) – List of feature groups that are supplied to the initialize function as parameters. Each of the parameters are materialized Dataframes. The order should match the initialize function’s parameters.</p></li>
-<li><p><strong>source_code</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Contents of a valid Python source code file. The source code should contain the function <cite>predictFunctionName</cite>, and the function ‘initializeFunctionName’ if defined.</p></li>
-<li><p><strong>initialize_function_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the optional initialize function found in the source code. This function will generate anything used by predictions, based on input feature groups.</p></li>
-<li><p><strong>predict_function_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the function found in the source code that will be executed to run predictions.</p></li>
-<li><p><strong>cpu_size</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Size of the CPU for the prediction operator.</p></li>
-<li><p><strong>memory</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Memory (in GB) for the  prediction operator.</p></li>
-<li><p><strong>package_requirements</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of package requirement strings. For example: [‘numpy==1.2.3’, ‘pandas&gt;=1.4.0’]</p></li>
-<li><p><strong>use_gpu</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether this prediction operator needs gpu.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The updated prediction operator object.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.PredictionOperator" title="abacusai.client.PredictionOperator">PredictionOperator</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.PredictionOperator.delete">
-<span class="sig-name descname"><span class="pre">delete</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.PredictionOperator.delete" title="Link to this definition"></a></dt>
-<dd><p>Delete an existing prediction operator.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>prediction_operator_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique ID of the prediction operator.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.PredictionOperator.deploy">
-<span class="sig-name descname"><span class="pre">deploy</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">auto_deploy</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.PredictionOperator.deploy" title="Link to this definition"></a></dt>
-<dd><p>Deploy the prediction operator.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>auto_deploy</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Flag to enable the automatic deployment when a new prediction operator version is created.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The created deployment object.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Deployment" title="abacusai.client.Deployment">Deployment</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.PredictionOperator.create_version">
-<span class="sig-name descname"><span class="pre">create_version</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.PredictionOperator.create_version" title="Link to this definition"></a></dt>
-<dd><p>Create a new version of the prediction operator.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>prediction_operator_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique ID of the prediction operator.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The created prediction operator version object.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.PredictionOperatorVersion" title="abacusai.client.PredictionOperatorVersion">PredictionOperatorVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.PredictionOperator.list_versions">
-<span class="sig-name descname"><span class="pre">list_versions</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.PredictionOperator.list_versions" title="Link to this definition"></a></dt>
-<dd><p>List all the prediction operator versions for a prediction operator.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>prediction_operator_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique ID of the prediction operator.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A list of prediction operator version objects.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.PredictionOperatorVersion" title="abacusai.client.PredictionOperatorVersion">PredictionOperatorVersion</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.PredictionOperatorVersion">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">PredictionOperatorVersion</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionOperatorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionOperatorVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">updatedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceCode</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">memory</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">useGpu</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupVersions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">codeSource</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.PredictionOperatorVersion" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A prediction operator version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>predictionOperatorId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the prediction operator.</p></li>
-<li><p><strong>predictionOperatorVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the prediction operator version.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Date and time at which the prediction operator was created.</p></li>
-<li><p><strong>updatedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Date and time at which the prediction operator was updated.</p></li>
-<li><p><strong>sourceCode</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Python code used to make the prediction operator.</p></li>
-<li><p><strong>memory</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Memory in GB specified for the prediction operator version.</p></li>
-<li><p><strong>useGpu</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether this prediction operator version is using gpu.</p></li>
-<li><p><strong>featureGroupIds</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – A list of Feature Group IDs used for initializing.</p></li>
-<li><p><strong>featureGroupVersions</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – A list of Feature Group version IDs used for initializing.</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The current status of the prediction operator version.</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The error message if the status failed.</p></li>
-<li><p><strong>codeSource</strong> (<a class="reference internal" href="../agent/index.html#abacusai.agent.CodeSource" title="abacusai.agent.CodeSource"><em>CodeSource</em></a>) – If a python model, information on the source code.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.PredictionOperatorVersion.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.PredictionOperatorVersion.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.PredictionOperatorVersion.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.PredictionOperatorVersion.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.PredictionOperatorVersion.delete">
-<span class="sig-name descname"><span class="pre">delete</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.PredictionOperatorVersion.delete" title="Link to this definition"></a></dt>
-<dd><p>Delete a prediction operator version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>prediction_operator_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique ID of the prediction operator version.</p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.ProblemType">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">ProblemType</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">problemType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">requiredFeatureGroupType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">optionalFeatureGroupTypes</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">useCasesSupportCustomAlgorithm</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ProblemType" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Description of a problem type which is the common underlying problem for different use cases.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>problemType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the problem type</p></li>
-<li><p><strong>requiredFeatureGroupType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The required feature group types to train for this problem type</p></li>
-<li><p><strong>optionalFeatureGroupTypes</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – The optional feature group types can be used to train for this problem type</p></li>
-<li><p><strong>useCasesSupportCustomAlgorithm</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – A list of use cases that support custom algorithms</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ProblemType.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ProblemType.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ProblemType.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ProblemType.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.Project">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">Project</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">projectId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">useCase</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">problemType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tags</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Project" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A project is a container which holds datasets, models and deployments</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>projectId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The ID of the project.</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the project.</p></li>
-<li><p><strong>useCase</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The use case associated with the project.</p></li>
-<li><p><strong>problemType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The problem type associated with the project.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The date and time when the project was created.</p></li>
-<li><p><strong>tags</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – List of tags associated with the project.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Project.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Project.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Project.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Project.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Project.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Project.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.client.Project" title="abacusai.client.Project">Project</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Project.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Project.describe" title="Link to this definition"></a></dt>
-<dd><p>Returns a description of a project.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>project_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A unique string identifier for the project.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The description of the project.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Project" title="abacusai.client.Project">Project</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Project.rename">
-<span class="sig-name descname"><span class="pre">rename</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Project.rename" title="Link to this definition"></a></dt>
-<dd><p>This method renames a project after it is created.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The new name for the project.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Project.delete">
-<span class="sig-name descname"><span class="pre">delete</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Project.delete" title="Link to this definition"></a></dt>
-<dd><p>Delete a specified project from your organization.</p>
-<p>This method deletes the project, its associated trained models, and deployments. The datasets attached to the specified project remain available for use with other projects in the organization.</p>
-<p>This method will not delete a project that contains active deployments. Ensure that all active deployments are stopped before using the delete option.</p>
-<p>Note: All projects, models, and deployments cannot be recovered once they are deleted.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>project_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique ID of the project to delete.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Project.add_tags">
-<span class="sig-name descname"><span class="pre">add_tags</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">tags</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Project.add_tags" title="Link to this definition"></a></dt>
-<dd><p>This method adds a tag to a project.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>tags</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The tags to add to the project.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Project.remove_tags">
-<span class="sig-name descname"><span class="pre">remove_tags</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">tags</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Project.remove_tags" title="Link to this definition"></a></dt>
-<dd><p>This method removes a tag from a project.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>tags</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The tags to remove from the project.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Project.set_feature_mapping">
-<span class="sig-name descname"><span class="pre">set_feature_mapping</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature_group_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_mapping</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nested_column_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Project.set_feature_mapping" title="Link to this definition"></a></dt>
-<dd><p>Set a column’s feature mapping. If the column mapping is single-use and already set in another column in this feature group, this call will first remove the other column’s mapping and move it to this column.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique ID associated with the feature group.</p></li>
-<li><p><strong>feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature.</p></li>
-<li><p><strong>feature_mapping</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The mapping of the feature in the feature group.</p></li>
-<li><p><strong>nested_column_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the nested column if the input feature is part of a nested feature group for the given feature_group_id.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A list of objects that describes the resulting feature group’s schema after the feature’s featureMapping is set.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.Feature" title="abacusai.client.Feature">Feature</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Project.validate">
-<span class="sig-name descname"><span class="pre">validate</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature_group_ids</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Project.validate" title="Link to this definition"></a></dt>
-<dd><p>Validates that the specified project has all required feature group types for its use case and that all required feature columns are set.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>feature_group_ids</strong> (<em>List</em>) – The list of feature group IDs to validate.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The project validation. If the specified project is missing required columns or feature groups, the response includes an array of objects for each missing required feature group and the missing required features in each feature group.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.ProjectValidation" title="abacusai.client.ProjectValidation">ProjectValidation</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Project.infer_feature_mappings">
-<span class="sig-name descname"><span class="pre">infer_feature_mappings</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature_group_id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Project.infer_feature_mappings" title="Link to this definition"></a></dt>
-<dd><p>Infer the feature mappings for the feature group in the project based on the problem type.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique ID associated with the feature group.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A dict that contains the inferred feature mappings.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.InferredFeatureMappings" title="abacusai.client.InferredFeatureMappings">InferredFeatureMappings</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Project.describe_feature_group">
-<span class="sig-name descname"><span class="pre">describe_feature_group</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature_group_id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Project.describe_feature_group" title="Link to this definition"></a></dt>
-<dd><p>Describe a feature group associated with a project</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique ID associated with the feature group.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The project feature group object.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.ProjectFeatureGroup" title="abacusai.client.ProjectFeatureGroup">ProjectFeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Project.list_feature_groups">
-<span class="sig-name descname"><span class="pre">list_feature_groups</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filter_feature_group_use</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">limit</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">100</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">start_after_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Project.list_feature_groups" title="Link to this definition"></a></dt>
-<dd><p>List all the feature groups associated with a project</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>filter_feature_group_use</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The feature group use filter, when given as an argument only allows feature groups present in this project to be returned if they are of the given use. Possible values are: ‘USER_CREATED’, ‘BATCH_PREDICTION_OUTPUT’.</p></li>
-<li><p><strong>limit</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The maximum number of feature groups to be retrieved.</p></li>
-<li><p><strong>start_after_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – An offset parameter to exclude all feature groups up to a specified ID.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>All the Feature Groups in a project.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.ProjectFeatureGroup" title="abacusai.client.ProjectFeatureGroup">ProjectFeatureGroup</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Project.list_feature_group_templates">
-<span class="sig-name descname"><span class="pre">list_feature_group_templates</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">limit</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">100</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">start_after_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">should_include_all_system_templates</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Project.list_feature_group_templates" title="Link to this definition"></a></dt>
-<dd><p>List feature group templates for feature groups associated with the project.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>limit</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Maximum number of templates to be retrieved.</p></li>
-<li><p><strong>start_after_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Offset parameter to exclude all templates till the specified feature group template ID.</p></li>
-<li><p><strong>should_include_all_system_templates</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If True, will include built-in templates.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>All the feature groups in the organization, optionally limited by the feature group that created the template(s).</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.FeatureGroupTemplate" title="abacusai.client.FeatureGroupTemplate">FeatureGroupTemplate</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Project.get_training_config_options">
-<span class="sig-name descname"><span class="pre">get_training_config_options</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature_group_ids</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">for_retrain</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">current_training_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Project.get_training_config_options" title="Link to this definition"></a></dt>
-<dd><p>Retrieves the full initial description of the model training configuration options available for the specified project. The configuration options available are determined by the use case associated with the specified project. Refer to the [Use Case Documentation]({USE_CASES_URL}) for more information on use cases and use case-specific configuration options.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>feature_group_ids</strong> (<em>List</em>) – The feature group IDs to be used for training.</p></li>
-<li><p><strong>for_retrain</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether the training config options are used for retraining.</p></li>
-<li><p><strong>current_training_config</strong> (<a class="reference internal" href="#abacusai.client.TrainingConfig" title="abacusai.client.TrainingConfig"><em>TrainingConfig</em></a>) – The current state of the training config, with some options set, which shall be used to get new options after refresh. This is <cite>None</cite> by default initially.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array of options that can be specified when training a model in this project.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.TrainingConfigOptions" title="abacusai.client.TrainingConfigOptions">TrainingConfigOptions</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Project.create_train_test_data_split_feature_group">
-<span class="sig-name descname"><span class="pre">create_train_test_data_split_feature_group</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">training_config</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_group_ids</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Project.create_train_test_data_split_feature_group" title="Link to this definition"></a></dt>
-<dd><p>Get the train and test data split without training the model. Only supported for models with custom algorithms.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>training_config</strong> (<a class="reference internal" href="#abacusai.client.TrainingConfig" title="abacusai.client.TrainingConfig"><em>TrainingConfig</em></a>) – The training config used to influence how the split is calculated.</p></li>
-<li><p><strong>feature_group_ids</strong> (<em>List</em>) – List of feature group IDs provided by the user, including the required one for data split and others to influence how to split.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The feature group containing the training data and folds information.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Project.train_model">
-<span class="sig-name descname"><span class="pre">train_model</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">training_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_group_ids</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refresh_schedule</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">custom_algorithms</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">custom_algorithms_only</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">custom_algorithm_configs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">builtin_algorithms</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cpu_size</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">memory</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">algorithm_training_configs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Project.train_model" title="Link to this definition"></a></dt>
-<dd><p>Create a new model and start its training in the given project.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the model. Defaults to “&lt;Project Name&gt; Model”.</p></li>
-<li><p><strong>training_config</strong> (<a class="reference internal" href="#abacusai.client.TrainingConfig" title="abacusai.client.TrainingConfig"><em>TrainingConfig</em></a>) – The training config used to train this model.</p></li>
-<li><p><strong>feature_group_ids</strong> (<em>List</em>) – List of feature group IDs provided by the user to train the model on.</p></li>
-<li><p><strong>refresh_schedule</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A cron-style string that describes a schedule in UTC to automatically retrain the created model.</p></li>
-<li><p><strong>custom_algorithms</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of user-defined algorithms to train. If not set, the default enabled custom algorithms will be used.</p></li>
-<li><p><strong>custom_algorithms_only</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to only run custom algorithms.</p></li>
-<li><p><strong>custom_algorithm_configs</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Configs for each user-defined algorithm; key is the algorithm name, value is the config serialized to JSON.</p></li>
-<li><p><strong>builtin_algorithms</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of algorithm names or algorithm IDs of the builtin algorithms provided by Abacus.AI to train. If not set, all applicable builtin algorithms will be used.</p></li>
-<li><p><strong>cpu_size</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Size of the CPU for the user-defined algorithms during training.</p></li>
-<li><p><strong>memory</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Memory (in GB) for the user-defined algorithms during training.</p></li>
-<li><p><strong>algorithm_training_configs</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of algorithm specifc training configs that will be part of the model training AutoML run.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The new model which is being trained.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Model" title="abacusai.client.Model">Model</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Project.create_model_from_python">
-<span class="sig-name descname"><span class="pre">create_model_from_python</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">function_source_code</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">train_function_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">training_input_tables</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predict_function_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predict_many_function_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">initialize_function_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cpu_size</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">memory</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">training_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">exclusive_run</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">package_requirements</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_gpu</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">is_thread_safe</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Project.create_model_from_python" title="Link to this definition"></a></dt>
-<dd><p>Initializes a new Model from user-provided Python code. If a list of input feature groups is supplied, they will be provided as arguments to the train and predict functions with the materialized feature groups for those input feature groups.</p>
-<p>This method expects <cite>functionSourceCode</cite> to be a valid language source file which contains the functions named <cite>trainFunctionName</cite> and <cite>predictFunctionName</cite>. <cite>trainFunctionName</cite> returns the ModelVersion that is the result of training the model using <cite>trainFunctionName</cite> and <cite>predictFunctionName</cite> has no well-defined return type, as it returns the prediction made by the <cite>predictFunctionName</cite>, which can be anything.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>function_source_code</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Contents of a valid Python source code file. The source code should contain the functions named <cite>trainFunctionName</cite> and <cite>predictFunctionName</cite>. A list of allowed import and system libraries for each language is specified in the user functions documentation section.</p></li>
-<li><p><strong>train_function_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the function found in the source code that will be executed to train the model. It is not executed when this function is run.</p></li>
-<li><p><strong>training_input_tables</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of feature groups that are supplied to the train function as parameters. Each of the parameters are materialized Dataframes (same type as the functions return value).</p></li>
-<li><p><strong>predict_function_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the function found in the source code that will be executed to run predictions through the model. It is not executed when this function is run.</p></li>
-<li><p><strong>predict_many_function_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the function found in the source code that will be executed for batch prediction of the model. It is not executed when this function is run.</p></li>
-<li><p><strong>initialize_function_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the function found in the source code to initialize the trained model before using it to make predictions using the model</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name you want your model to have. Defaults to “&lt;Project Name&gt; Model”</p></li>
-<li><p><strong>cpu_size</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Size of the CPU for the model training function</p></li>
-<li><p><strong>memory</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Memory (in GB) for the model training function</p></li>
-<li><p><strong>training_config</strong> (<a class="reference internal" href="#abacusai.client.TrainingConfig" title="abacusai.client.TrainingConfig"><em>TrainingConfig</em></a>) – Training configuration</p></li>
-<li><p><strong>exclusive_run</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Decides if this model will be run exclusively or along with other Abacus.AI algorithms</p></li>
-<li><p><strong>package_requirements</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of package requirement strings. For example: [‘numpy==1.2.3’, ‘pandas&gt;=1.4.0’]</p></li>
-<li><p><strong>use_gpu</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether this model needs gpu</p></li>
-<li><p><strong>is_thread_safe</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether this model is thread safe</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The new model, which has not been trained.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Model" title="abacusai.client.Model">Model</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Project.list_models">
-<span class="sig-name descname"><span class="pre">list_models</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Project.list_models" title="Link to this definition"></a></dt>
-<dd><p>Retrieves the list of models in the specified project.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>project_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier associated with the project.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A list of models.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.Model" title="abacusai.client.Model">Model</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Project.get_custom_train_function_info">
-<span class="sig-name descname"><span class="pre">get_custom_train_function_info</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature_group_names_for_training</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">training_data_parameter_name_override</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">training_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">custom_algorithm_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Project.get_custom_train_function_info" title="Link to this definition"></a></dt>
-<dd><p>Returns information about how to call the custom train function.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>feature_group_names_for_training</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – A list of feature group table names to be used for training.</p></li>
-<li><p><strong>training_data_parameter_name_override</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Override from feature group type to parameter name in the train function.</p></li>
-<li><p><strong>training_config</strong> (<a class="reference internal" href="#abacusai.client.TrainingConfig" title="abacusai.client.TrainingConfig"><em>TrainingConfig</em></a>) – Training config for the options supported by the Abacus.AI platform.</p></li>
-<li><p><strong>custom_algorithm_config</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – User-defined config that can be serialized by JSON.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Information about how to call the customer-provided train function.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.CustomTrainFunctionInfo" title="abacusai.client.CustomTrainFunctionInfo">CustomTrainFunctionInfo</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Project.create_model_monitor">
-<span class="sig-name descname"><span class="pre">create_model_monitor</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">prediction_feature_group_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">training_feature_group_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refresh_schedule</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target_value</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target_value_bias</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target_value_performance</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_mappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">training_feature_mappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_group_base_monitor_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_group_comparison_monitor_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">include_interactive_performance_analysis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Project.create_model_monitor" title="Link to this definition"></a></dt>
-<dd><p>Runs a model monitor for the specified project.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>prediction_feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique ID of the prediction data feature group.</p></li>
-<li><p><strong>training_feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique ID of the training data feature group.</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name you want your model monitor to have. Defaults to “&lt;Project Name&gt; Model Monitor”.</p></li>
-<li><p><strong>refresh_schedule</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A cron-style string that describes a schedule in UTC to automatically retrain the created model monitor.</p></li>
-<li><p><strong>target_value</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A target positive value for the label to compute bias and PR/AUC for performance page.</p></li>
-<li><p><strong>target_value_bias</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A target positive value for the label to compute bias.</p></li>
-<li><p><strong>target_value_performance</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A target positive value for the label to compute PR curve/AUC for performance page.</p></li>
-<li><p><strong>feature_mappings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – A JSON map to override features for prediction_feature_group, where keys are column names and the values are feature data use types.</p></li>
-<li><p><strong>model_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique ID of the model.</p></li>
-<li><p><strong>training_feature_mappings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – A JSON map to override features for training_fature_group, where keys are column names and the values are feature data use types.</p></li>
-<li><p><strong>feature_group_base_monitor_config</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Selection strategy for the feature_group 1 with the feature group version if selected.</p></li>
-<li><p><strong>feature_group_comparison_monitor_config</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Selection strategy for the feature_group 1 with the feature group version if selected.</p></li>
-<li><p><strong>include_interactive_performance_analysis</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to include interactive performance analysis.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The new model monitor that was created.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.ModelMonitor" title="abacusai.client.ModelMonitor">ModelMonitor</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Project.list_model_monitors">
-<span class="sig-name descname"><span class="pre">list_model_monitors</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Project.list_model_monitors" title="Link to this definition"></a></dt>
-<dd><p>Retrieves the list of model monitors in the specified project.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>project_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier associated with the project.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A list of model monitors.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.ModelMonitor" title="abacusai.client.ModelMonitor">ModelMonitor</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Project.create_vision_drift_monitor">
-<span class="sig-name descname"><span class="pre">create_vision_drift_monitor</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">prediction_feature_group_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">training_feature_group_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_mappings</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">training_feature_mappings</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target_value_performance</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refresh_schedule</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Project.create_vision_drift_monitor" title="Link to this definition"></a></dt>
-<dd><p>Runs a vision drift monitor for the specified project.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>prediction_feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier of the prediction data feature group.</p></li>
-<li><p><strong>training_feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier of the training data feature group.</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name you want your model monitor to have. Defaults to “&lt;Project Name&gt; Model Monitor”.</p></li>
-<li><p><strong>feature_mappings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – A JSON map to override features for prediction_feature_group, where keys are column names and the values are feature data use types.</p></li>
-<li><p><strong>training_feature_mappings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – A JSON map to override features for training_feature_group, where keys are column names and the values are feature data use types.</p></li>
-<li><p><strong>target_value_performance</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A target positive value for the label to compute precision-recall curve/area under curve for performance page.</p></li>
-<li><p><strong>refresh_schedule</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A cron-style string that describes a schedule in UTC to automatically rerun the created vision drift monitor.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The new model monitor that was created.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.ModelMonitor" title="abacusai.client.ModelMonitor">ModelMonitor</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Project.create_nlp_drift_monitor">
-<span class="sig-name descname"><span class="pre">create_nlp_drift_monitor</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">prediction_feature_group_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">training_feature_group_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_mappings</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">training_feature_mappings</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target_value_performance</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refresh_schedule</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Project.create_nlp_drift_monitor" title="Link to this definition"></a></dt>
-<dd><p>Runs an NLP drift monitor for the specified project.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>prediction_feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier of the prediction data feature group.</p></li>
-<li><p><strong>training_feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier of the training data feature group.</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name you want your model monitor to have. Defaults to “&lt;Project Name&gt; Model Monitor”.</p></li>
-<li><p><strong>feature_mappings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – A JSON map to override features for prediction_feature_group, where keys are column names and the values are feature data use types.</p></li>
-<li><p><strong>training_feature_mappings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – A JSON map to override features for training_feature_group, where keys are column names and the values are feature data use types.</p></li>
-<li><p><strong>target_value_performance</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A target positive value for the label to compute precision-recall curve/area under curve for performance page.</p></li>
-<li><p><strong>refresh_schedule</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A cron-style string that describes a schedule in UTC to automatically rerun the created nlp drift monitor.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The new model monitor that was created.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.ModelMonitor" title="abacusai.client.ModelMonitor">ModelMonitor</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Project.create_forecasting_monitor">
-<span class="sig-name descname"><span class="pre">create_forecasting_monitor</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">prediction_feature_group_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">training_feature_group_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">training_forecast_config</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">prediction_forecast_config</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">forecast_frequency</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refresh_schedule</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Project.create_forecasting_monitor" title="Link to this definition"></a></dt>
-<dd><p>Runs a forecasting monitor for the specified project.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name you want your model monitor to have. Defaults to “&lt;Project Name&gt; Model Monitor”.</p></li>
-<li><p><strong>prediction_feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier of the prediction data feature group.</p></li>
-<li><p><strong>training_feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier of the training data feature group.</p></li>
-<li><p><strong>training_forecast_config</strong> (<a class="reference internal" href="#abacusai.client.ForecastingMonitorConfig" title="abacusai.client.ForecastingMonitorConfig"><em>ForecastingMonitorConfig</em></a>) – The configuration for the training data.</p></li>
-<li><p><strong>prediction_forecast_config</strong> (<a class="reference internal" href="#abacusai.client.ForecastingMonitorConfig" title="abacusai.client.ForecastingMonitorConfig"><em>ForecastingMonitorConfig</em></a>) – The configuration for the prediction data.</p></li>
-<li><p><strong>forecast_frequency</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The frequency of the forecast. Defaults to the frequency of the prediction data.</p></li>
-<li><p><strong>refresh_schedule</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A cron-style string that describes a schedule in UTC to automatically rerun the created forecasting monitor.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The new model monitor that was created.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.ModelMonitor" title="abacusai.client.ModelMonitor">ModelMonitor</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Project.create_eda">
-<span class="sig-name descname"><span class="pre">create_eda</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature_group_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refresh_schedule</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">include_collinearity</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">include_data_consistency</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">collinearity_keys</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">primary_keys</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">data_consistency_test_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">data_consistency_reference_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_mappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">forecast_frequency</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Project.create_eda" title="Link to this definition"></a></dt>
-<dd><p>Run an Exploratory Data Analysis (EDA) for the specified project.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique ID of the prediction data feature group.</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name you want your model monitor to have. Defaults to “&lt;Project Name&gt; EDA”.</p></li>
-<li><p><strong>refresh_schedule</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A cron-style string that describes a schedule in UTC to automatically retrain the created EDA.</p></li>
-<li><p><strong>include_collinearity</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Set to True if the EDA type is collinearity.</p></li>
-<li><p><strong>include_data_consistency</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Set to True if the EDA type is data consistency.</p></li>
-<li><p><strong>collinearity_keys</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of features to use for collinearity</p></li>
-<li><p><strong>primary_keys</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of features that corresponds to the primary keys or item ids for the given feature group for Data Consistency analysis or Forecasting analysis respectively.</p></li>
-<li><p><strong>data_consistency_test_config</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Test feature group version selection strategy for Data Consistency EDA type.</p></li>
-<li><p><strong>data_consistency_reference_config</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Reference feature group version selection strategy for Data Consistency EDA type.</p></li>
-<li><p><strong>feature_mappings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – A JSON map to override features for the given feature_group, where keys are column names and the values are feature data use types. (In forecasting, used to set the timestamp column and target value)</p></li>
-<li><p><strong>forecast_frequency</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The frequency of the data. It can be either HOURLY, DAILY, WEEKLY, MONTHLY, QUARTERLY, YEARLY.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The new EDA object that was created.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Eda" title="abacusai.client.Eda">Eda</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Project.list_eda">
-<span class="sig-name descname"><span class="pre">list_eda</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Project.list_eda" title="Link to this definition"></a></dt>
-<dd><p>Retrieves the list of Exploratory Data Analysis (EDA) in the specified project.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>project_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier associated with the project.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>List of EDA objects.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.Eda" title="abacusai.client.Eda">Eda</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Project.list_holdout_analysis">
-<span class="sig-name descname"><span class="pre">list_holdout_analysis</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Project.list_holdout_analysis" title="Link to this definition"></a></dt>
-<dd><p>List holdout analyses for a project. Optionally, filter by model.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>model_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – (optional) ID of the model to filter by</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The holdout analyses</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.HoldoutAnalysis" title="abacusai.client.HoldoutAnalysis">HoldoutAnalysis</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Project.create_monitor_alert">
-<span class="sig-name descname"><span class="pre">create_monitor_alert</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">alert_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">condition_config</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">action_config</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_monitor_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">realtime_monitor_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Project.create_monitor_alert" title="Link to this definition"></a></dt>
-<dd><p>Create a monitor alert for the given conditions and monitor. We can create monitor alert either for model monitor or real-time monitor.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>alert_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the alert.</p></li>
-<li><p><strong>condition_config</strong> (<a class="reference internal" href="#abacusai.client.AlertConditionConfig" title="abacusai.client.AlertConditionConfig"><em>AlertConditionConfig</em></a>) – Condition to run the actions for the alert.</p></li>
-<li><p><strong>action_config</strong> (<a class="reference internal" href="#abacusai.client.AlertActionConfig" title="abacusai.client.AlertActionConfig"><em>AlertActionConfig</em></a>) – Configuration for the action of the alert.</p></li>
-<li><p><strong>model_monitor_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier for the model monitor created under the project.</p></li>
-<li><p><strong>realtime_monitor_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier for the real-time monitor for the deployment created under the project.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Object describing the monitor alert.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.MonitorAlert" title="abacusai.client.MonitorAlert">MonitorAlert</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Project.list_prediction_operators">
-<span class="sig-name descname"><span class="pre">list_prediction_operators</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Project.list_prediction_operators" title="Link to this definition"></a></dt>
-<dd><p>List all the prediction operators inside a project.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>project_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique ID of the project.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A list of prediction operator objects.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.PredictionOperator" title="abacusai.client.PredictionOperator">PredictionOperator</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Project.create_deployment_token">
-<span class="sig-name descname"><span class="pre">create_deployment_token</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Project.create_deployment_token" title="Link to this definition"></a></dt>
-<dd><p>Creates a deployment token for the specified project.</p>
-<p>Deployment tokens are used to authenticate requests to the prediction APIs and are scoped to the project level.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the deployment token.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The deployment token.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.DeploymentAuthToken" title="abacusai.client.DeploymentAuthToken">DeploymentAuthToken</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Project.list_deployments">
-<span class="sig-name descname"><span class="pre">list_deployments</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Project.list_deployments" title="Link to this definition"></a></dt>
-<dd><p>Retrieves a list of all deployments in the specified project.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>project_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier associated with the project.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array of deployments.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.Deployment" title="abacusai.client.Deployment">Deployment</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Project.list_deployment_tokens">
-<span class="sig-name descname"><span class="pre">list_deployment_tokens</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Project.list_deployment_tokens" title="Link to this definition"></a></dt>
-<dd><p>Retrieves a list of all deployment tokens associated with the specified project.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>project_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique ID associated with the project.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A list of deployment tokens.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.DeploymentAuthToken" title="abacusai.client.DeploymentAuthToken">DeploymentAuthToken</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Project.list_realtime_monitors">
-<span class="sig-name descname"><span class="pre">list_realtime_monitors</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Project.list_realtime_monitors" title="Link to this definition"></a></dt>
-<dd><p>List the real-time monitors associated with the deployment id.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>project_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier for the deployment.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An array of real-time monitors.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.RealtimeMonitor" title="abacusai.client.RealtimeMonitor">RealtimeMonitor</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Project.list_refresh_policies">
-<span class="sig-name descname"><span class="pre">list_refresh_policies</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">dataset_ids</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">[]</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_group_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_ids</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">[]</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deployment_ids</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">[]</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_prediction_ids</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">[]</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_monitor_ids</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">[]</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">notebook_ids</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">[]</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Project.list_refresh_policies" title="Link to this definition"></a></dt>
-<dd><p>List the refresh policies for the organization. If no filters are specified, all refresh policies are returned.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>dataset_ids</strong> (<em>List</em>) – Comma-separated list of Dataset IDs.</p></li>
-<li><p><strong>feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Feature Group ID for which we wish to see the refresh policies attached.</p></li>
-<li><p><strong>model_ids</strong> (<em>List</em>) – Comma-separated list of Model IDs.</p></li>
-<li><p><strong>deployment_ids</strong> (<em>List</em>) – Comma-separated list of Deployment IDs.</p></li>
-<li><p><strong>batch_prediction_ids</strong> (<em>List</em>) – Comma-separated list of Batch Prediction IDs.</p></li>
-<li><p><strong>model_monitor_ids</strong> (<em>List</em>) – Comma-separated list of Model Monitor IDs.</p></li>
-<li><p><strong>notebook_ids</strong> (<em>List</em>) – Comma-separated list of Notebook IDs.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>List of all refresh policies in the organization.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.RefreshPolicy" title="abacusai.client.RefreshPolicy">RefreshPolicy</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Project.list_batch_predictions">
-<span class="sig-name descname"><span class="pre">list_batch_predictions</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Project.list_batch_predictions" title="Link to this definition"></a></dt>
-<dd><p>Retrieves a list of batch predictions in the project.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>project_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier of the project.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>List of batch prediction jobs.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.BatchPrediction" title="abacusai.client.BatchPrediction">BatchPrediction</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Project.list_pipelines">
-<span class="sig-name descname"><span class="pre">list_pipelines</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Project.list_pipelines" title="Link to this definition"></a></dt>
-<dd><p>Lists the pipelines for an organization or a project</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>project_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier for the project to list graph dashboards from.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A list of pipelines.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.Pipeline" title="abacusai.client.Pipeline">Pipeline</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Project.create_graph_dashboard">
-<span class="sig-name descname"><span class="pre">create_graph_dashboard</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">python_function_ids</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Project.create_graph_dashboard" title="Link to this definition"></a></dt>
-<dd><p>Create a plot dashboard given selected python plots</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the dashboard.</p></li>
-<li><p><strong>python_function_ids</strong> (<em>List</em>) – A list of unique string identifiers for the python functions to be used in the graph dashboard.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An object describing the graph dashboard.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.GraphDashboard" title="abacusai.client.GraphDashboard">GraphDashboard</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Project.list_graph_dashboards">
-<span class="sig-name descname"><span class="pre">list_graph_dashboards</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Project.list_graph_dashboards" title="Link to this definition"></a></dt>
-<dd><p>Lists the graph dashboards for a project</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>project_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier for the project to list graph dashboards from.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A list of graph dashboards.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.GraphDashboard" title="abacusai.client.GraphDashboard">GraphDashboard</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Project.list_builtin_algorithms">
-<span class="sig-name descname"><span class="pre">list_builtin_algorithms</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature_group_ids</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">training_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Project.list_builtin_algorithms" title="Link to this definition"></a></dt>
-<dd><p>Return list of built-in algorithms based on given input data and training config.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>feature_group_ids</strong> (<em>List</em>) – List of feature group IDs specifying input data.</p></li>
-<li><p><strong>training_config</strong> (<a class="reference internal" href="#abacusai.client.TrainingConfig" title="abacusai.client.TrainingConfig"><em>TrainingConfig</em></a>) – The training config to be used for model training.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>List of applicable builtin algorithms.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.Algorithm" title="abacusai.client.Algorithm">Algorithm</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Project.create_chat_session">
-<span class="sig-name descname"><span class="pre">create_chat_session</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Project.create_chat_session" title="Link to this definition"></a></dt>
-<dd><p>Creates a chat session with Data Science Co-pilot.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the chat session. Defaults to the project name.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The chat session with Data Science Co-pilot</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.ChatSession" title="abacusai.client.ChatSession">ChatSession</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Project.create_agent">
-<span class="sig-name descname"><span class="pre">create_agent</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">function_source_code</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">agent_function_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">memory</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">package_requirements</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">enable_binary_input</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">evaluation_feature_group_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">agent_input_schema</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">agent_output_schema</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">workflow_graph</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">agent_interface</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">AgentInterface.DEFAULT</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Project.create_agent" title="Link to this definition"></a></dt>
-<dd><p>Creates a new AI agent using the given agent workflow graph definition.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name you want your agent to have, defaults to “&lt;Project Name&gt; Agent”.</p></li>
-<li><p><strong>memory</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Overrides the default memory allocation (in GB) for the agent.</p></li>
-<li><p><strong>description</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A description of the agent, including its purpose and instructions.</p></li>
-<li><p><strong>evaluation_feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The ID of the feature group to use for evaluation.</p></li>
-<li><p><strong>workflow_graph</strong> (<a class="reference internal" href="#abacusai.client.WorkflowGraph" title="abacusai.client.WorkflowGraph"><em>WorkflowGraph</em></a>) – The workflow graph for the agent.</p></li>
-<li><p><strong>agent_interface</strong> (<a class="reference internal" href="#abacusai.client.AgentInterface" title="abacusai.client.AgentInterface"><em>AgentInterface</em></a>) – The interface that the agent will be deployed with.</p></li>
-<li><p><strong>function_source_code</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
-<li><p><strong>agent_function_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
-<li><p><strong>package_requirements</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>)</p></li>
-<li><p><strong>enable_binary_input</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>)</p></li>
-<li><p><strong>agent_input_schema</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>)</p></li>
-<li><p><strong>agent_output_schema</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>)</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The new agent.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Agent" title="abacusai.client.Agent">Agent</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Project.list_agents">
-<span class="sig-name descname"><span class="pre">list_agents</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Project.list_agents" title="Link to this definition"></a></dt>
-<dd><p>Retrieves the list of agents in the specified project.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>project_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier associated with the project.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A list of agents in the project.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.Agent" title="abacusai.client.Agent">Agent</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Project.create_document_retriever">
-<span class="sig-name descname"><span class="pre">create_document_retriever</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_group_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">document_retriever_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Project.create_document_retriever" title="Link to this definition"></a></dt>
-<dd><p>Returns a document retriever that stores embeddings for document chunks in a feature group.</p>
-<p>Document columns in the feature group are broken into chunks. For cases with multiple document columns, chunks from all columns are combined together to form a single chunk.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the Document Retriever. Can be up to 120 characters long and can only contain alphanumeric characters and underscores.</p></li>
-<li><p><strong>feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The ID of the feature group that the Document Retriever is associated with.</p></li>
-<li><p><strong>document_retriever_config</strong> (<a class="reference internal" href="#abacusai.client.VectorStoreConfig" title="abacusai.client.VectorStoreConfig"><em>VectorStoreConfig</em></a>) – The configuration, including chunk_size and chunk_overlap_fraction, for document retrieval.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The newly created document retriever.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.DocumentRetriever" title="abacusai.client.DocumentRetriever">DocumentRetriever</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Project.list_document_retrievers">
-<span class="sig-name descname"><span class="pre">list_document_retrievers</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">limit</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">100</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">start_after_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Project.list_document_retrievers" title="Link to this definition"></a></dt>
-<dd><p>List all the document retrievers.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>limit</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The number of document retrievers to return.</p></li>
-<li><p><strong>start_after_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – An offset parameter to exclude all document retrievers up to this specified ID.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>All the document retrievers in the organization associated with the specified project.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.DocumentRetriever" title="abacusai.client.DocumentRetriever">DocumentRetriever</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Project.create_model_from_functions">
-<span class="sig-name descname"><span class="pre">create_model_from_functions</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">train_function</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predict_function</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">training_input_tables</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predict_many_function</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">initialize_function</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cpu_size</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">memory</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">training_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">exclusive_run</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Project.create_model_from_functions" title="Link to this definition"></a></dt>
-<dd><p>Creates a model using python.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>train_function</strong> (<em>callable</em>) – The train function is passed.</p></li>
-<li><p><strong>predict_function</strong> (<em>callable</em>) – The prediction function is passed.</p></li>
-<li><p><strong>training_input_tables</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The input tables to be used for training the model. Defaults to None.</p></li>
-<li><p><strong>predict_many_function</strong> (<em>callable</em>) – Prediction function for batch input</p></li>
-<li><p><strong>cpu_size</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Size of the cpu for the feature group function</p></li>
-<li><p><strong>memory</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Memory (in GB) for the feature group function</p></li>
-<li><p><strong>initialize_function</strong> (<em>callable</em>)</p></li>
-<li><p><strong>training_config</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>)</p></li>
-<li><p><strong>exclusive_run</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>)</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The model object.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Model" title="abacusai.client.Model">Model</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.ProjectConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">ProjectConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ProjectConfig" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Project-specific config for a feature group</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>type</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Type of project config</p></li>
-<li><p><strong>config</strong> (<a class="reference internal" href="#abacusai.client.ProjectFeatureGroupConfig" title="abacusai.client.ProjectFeatureGroupConfig"><em>ProjectFeatureGroupConfig</em></a>) – Project-specific config for this feature group</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ProjectConfig.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ProjectConfig.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ProjectConfig.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ProjectConfig.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.ProjectFeatureGroup">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">ProjectFeatureGroup</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modificationLock</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupSourceType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tableName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sql</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">datasetId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">functionSourceCode</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">functionName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceTables</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sqlError</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">latestVersionOutdated</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">referencedFeatureGroups</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tags</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">primaryKey</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">updateTimestampKey</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookupKeys</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">streamingEnabled</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">incremental</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mergeConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">operatorConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">samplingConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cpuSize</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">memory</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">streamingReady</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureTags</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">moduleName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">templateBindings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureExpression</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">useOriginalCsvNames</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pythonFunctionBindings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pythonFunctionName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">useGpu</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">features</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">duplicateFeatures</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pointInTimeGroups</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">annotationConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">concatenationConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">indexingConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">codeSource</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupTemplate</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">explanation</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refreshSchedules</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">projectFeatureGroupSchema</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">projectConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">latestFeatureGroupVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ProjectFeatureGroup" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.feature_group.FeatureGroup</span></code></a></p>
-<p>A feature group along with project specific mappings</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>featureGroupId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique identifier for this feature group.</p></li>
-<li><p><strong>modificationLock</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If feature group is locked against a change or not.</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
-<li><p><strong>featureGroupSourceType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The source type of the feature group</p></li>
-<li><p><strong>tableName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique table name of this feature group.</p></li>
-<li><p><strong>sql</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – SQL definition creating this feature group.</p></li>
-<li><p><strong>datasetId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Dataset ID the feature group is sourced from.</p></li>
-<li><p><strong>functionSourceCode</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Source definition creating this feature group.</p></li>
-<li><p><strong>functionName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Function name to execute from the source code.</p></li>
-<li><p><strong>sourceTables</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – Source tables for this feature group.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Timestamp at which the feature group was created.</p></li>
-<li><p><strong>description</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Description of the feature group.</p></li>
-<li><p><strong>sqlError</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Error message with this feature group.</p></li>
-<li><p><strong>latestVersionOutdated</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Is latest materialized feature group version outdated.</p></li>
-<li><p><strong>referencedFeatureGroups</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – Feature groups this feature group is used in.</p></li>
-<li><p><strong>tags</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – Tags added to this feature group.</p></li>
-<li><p><strong>primaryKey</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Primary index feature.</p></li>
-<li><p><strong>updateTimestampKey</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Primary timestamp feature.</p></li>
-<li><p><strong>lookupKeys</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – Additional indexed features for this feature group.</p></li>
-<li><p><strong>streamingEnabled</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, the feature group can have data streamed to it.</p></li>
-<li><p><strong>incremental</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If feature group corresponds to an incremental dataset.</p></li>
-<li><p><strong>mergeConfig</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Merge configuration settings for the feature group.</p></li>
-<li><p><strong>operatorConfig</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Operator configuration settings for the feature group.</p></li>
-<li><p><strong>samplingConfig</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Sampling configuration for the feature group.</p></li>
-<li><p><strong>cpuSize</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – CPU size specified for the Python feature group.</p></li>
-<li><p><strong>memory</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Memory in GB specified for the Python feature group.</p></li>
-<li><p><strong>streamingReady</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, the feature group is ready to receive streaming data.</p></li>
-<li><p><strong>featureTags</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Tags for features in this feature group</p></li>
-<li><p><strong>moduleName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Path to the file with the feature group function.</p></li>
-<li><p><strong>templateBindings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Config specifying variable names and values to use when resolving a feature group template.</p></li>
-<li><p><strong>featureExpression</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If the dataset feature group has custom features, the SQL select expression creating those features.</p></li>
-<li><p><strong>useOriginalCsvNames</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, the feature group will use the original column names in the source dataset.</p></li>
-<li><p><strong>pythonFunctionBindings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Config specifying variable names, types, and values to use when resolving a Python feature group.</p></li>
-<li><p><strong>pythonFunctionName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the Python function the feature group was built from.</p></li>
-<li><p><strong>useGpu</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether this feature group is using gpu</p></li>
-<li><p><strong>featureGroupType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Project type when the feature group is used in the context of a project.</p></li>
-<li><p><strong>features</strong> (<a class="reference internal" href="#abacusai.client.Feature" title="abacusai.client.Feature"><em>Feature</em></a>) – List of resolved features.</p></li>
-<li><p><strong>duplicateFeatures</strong> (<a class="reference internal" href="#abacusai.client.Feature" title="abacusai.client.Feature"><em>Feature</em></a>) – List of duplicate features.</p></li>
-<li><p><strong>pointInTimeGroups</strong> (<a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.PointInTimeGroup" title="abacusai.feature_group.PointInTimeGroup"><em>PointInTimeGroup</em></a>) – List of Point In Time Groups.</p></li>
-<li><p><strong>annotationConfig</strong> (<a class="reference internal" href="#abacusai.client.AnnotationConfig" title="abacusai.client.AnnotationConfig"><em>AnnotationConfig</em></a>) – Annotation config for this feature</p></li>
-<li><p><strong>latestFeatureGroupVersion</strong> (<a class="reference internal" href="#abacusai.client.FeatureGroupVersion" title="abacusai.client.FeatureGroupVersion"><em>FeatureGroupVersion</em></a>) – Latest feature group version.</p></li>
-<li><p><strong>concatenationConfig</strong> (<a class="reference internal" href="../concatenation_config/index.html#abacusai.concatenation_config.ConcatenationConfig" title="abacusai.concatenation_config.ConcatenationConfig"><em>ConcatenationConfig</em></a>) – Feature group ID whose data will be concatenated into this feature group.</p></li>
-<li><p><strong>indexingConfig</strong> (<a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.IndexingConfig" title="abacusai.feature_group.IndexingConfig"><em>IndexingConfig</em></a>) – Indexing config for the feature group for feature store</p></li>
-<li><p><strong>codeSource</strong> (<a class="reference internal" href="../agent/index.html#abacusai.agent.CodeSource" title="abacusai.agent.CodeSource"><em>CodeSource</em></a>) – If a Python feature group, information on the source code.</p></li>
-<li><p><strong>featureGroupTemplate</strong> (<a class="reference internal" href="#abacusai.client.FeatureGroupTemplate" title="abacusai.client.FeatureGroupTemplate"><em>FeatureGroupTemplate</em></a>) – FeatureGroupTemplate to use when this feature group is attached to a template.</p></li>
-<li><p><strong>explanation</strong> (<a class="reference internal" href="#abacusai.client.NaturalLanguageExplanation" title="abacusai.client.NaturalLanguageExplanation"><em>NaturalLanguageExplanation</em></a>) – Natural language explanation of the feature group</p></li>
-<li><p><strong>refreshSchedules</strong> (<a class="reference internal" href="../batch_prediction/index.html#abacusai.batch_prediction.RefreshSchedule" title="abacusai.batch_prediction.RefreshSchedule"><em>RefreshSchedule</em></a>) – List of schedules that determines when the next version of the feature group will be created.</p></li>
-<li><p><strong>projectFeatureGroupSchema</strong> (<a class="reference internal" href="../project_feature_group/index.html#abacusai.project_feature_group.ProjectFeatureGroupSchema" title="abacusai.project_feature_group.ProjectFeatureGroupSchema"><em>ProjectFeatureGroupSchema</em></a>) – Project-specific schema for this feature group.</p></li>
-<li><p><strong>projectConfig</strong> (<a class="reference internal" href="#abacusai.client.ProjectConfig" title="abacusai.client.ProjectConfig"><em>ProjectConfig</em></a>) – Project-specific config for this feature group.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ProjectFeatureGroup.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ProjectFeatureGroup.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ProjectFeatureGroup.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ProjectFeatureGroup.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.ProjectValidation">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">ProjectValidation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">valid</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">datasetErrors</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">columnHints</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ProjectValidation" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A validation result for a project</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>valid</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – <cite>true</cite> if the project is valid and ready to be trained, otherwise <cite>false</cite>.</p></li>
-<li><p><strong>datasetErrors</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a><em>]</em>) – A list of errors keeping the dataset from being valid</p></li>
-<li><p><strong>columnHints</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Hints for what to set on the columns</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ProjectValidation.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ProjectValidation.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ProjectValidation.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ProjectValidation.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.PythonFunction">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">PythonFunction</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">notebookId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">functionVariableMappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">outputVariableMappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">functionName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pythonFunctionId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">functionType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">packageRequirements</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">codeSource</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.PythonFunction" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Customer created python function</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>notebookId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the notebook used to spin up the notebook upon creation.</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name to identify the algorithm, only uppercase letters, numbers, and underscores allowed (i.e. it must be a valid Python identifier)</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The ISO-8601 string representing when the Python function was created.</p></li>
-<li><p><strong>functionVariableMappings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – A description of the function variables.</p></li>
-<li><p><strong>outputVariableMappings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – A description of the variables returned by the function</p></li>
-<li><p><strong>functionName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the Python function to be used.</p></li>
-<li><p><strong>pythonFunctionId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the Python function.</p></li>
-<li><p><strong>functionType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of the Python function.</p></li>
-<li><p><strong>packageRequirements</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The pip package dependencies required to run the code</p></li>
-<li><p><strong>codeSource</strong> (<a class="reference internal" href="../agent/index.html#abacusai.agent.CodeSource" title="abacusai.agent.CodeSource"><em>CodeSource</em></a>) – Information about the source code of the Python function.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.PythonFunction.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.PythonFunction.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.PythonFunction.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.PythonFunction.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.PythonFunction.add_graph_to_dashboard">
-<span class="sig-name descname"><span class="pre">add_graph_to_dashboard</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">graph_dashboard_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">function_variable_mappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.PythonFunction.add_graph_to_dashboard" title="Link to this definition"></a></dt>
-<dd><p>Add a python plot function to a dashboard</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>graph_dashboard_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier for the graph dashboard to update.</p></li>
-<li><p><strong>function_variable_mappings</strong> (<em>List</em>) – List of arguments to be supplied to the function as parameters, in the format [{‘name’: ‘function_argument’, ‘variable_type’: ‘FEATURE_GROUP’, ‘value’: ‘name_of_feature_group’}].</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the added python plot</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An object describing the graph dashboard.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.GraphDashboard" title="abacusai.client.GraphDashboard">GraphDashboard</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.PythonFunction.validate_locally">
-<span class="sig-name descname"><span class="pre">validate_locally</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">kwargs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.PythonFunction.validate_locally" title="Link to this definition"></a></dt>
-<dd><p>Validates a Python function by running it with the given input values in an local environment. Taking Input Feature Group as either name(string) or Pandas DataFrame in kwargs.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>kwargs</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – A dictionary mapping function arguments to values to pass to the function. Feature group names will automatically be converted into pandas dataframes.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The result of executing the python function</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>any</p>
-</dd>
-<dt class="field-even">Raises<span class="colon">:</span></dt>
-<dd class="field-even"><ul class="simple">
-<li><p><a class="reference external" href="https://docs.python.org/3/library/exceptions.html#TypeError" title="(in Python v3.12)"><strong>TypeError</strong></a> – If an Input Feature Group argument has an invalid type or argument is missing.</p></li>
-<li><p><a class="reference external" href="https://docs.python.org/3/library/exceptions.html#Exception" title="(in Python v3.12)"><strong>Exception</strong></a> – If an error occurs while validating the Python function.</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.PythonPlotFunction">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">PythonPlotFunction</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">notebookId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">functionVariableMappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">functionName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pythonFunctionId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">functionType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">plotName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">graphReferenceId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">codeSource</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.PythonPlotFunction" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Create a Plot for a Dashboard</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>notebookId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier of the notebook used to spin up the notebook upon creation.</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name used to identify the algorithm. Only uppercase letters, numbers, and underscores are allowed.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Date and time when the Python function was created, in ISO-8601 format.</p></li>
-<li><p><strong>functionVariableMappings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The mappings for function parameters’ names.</p></li>
-<li><p><strong>functionName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the Python function to be used.</p></li>
-<li><p><strong>pythonFunctionId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier of the Python function.</p></li>
-<li><p><strong>functionType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of the Python function.</p></li>
-<li><p><strong>plotName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the plot.</p></li>
-<li><p><strong>graphReferenceId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Reference ID of the dashboard to the plot.</p></li>
-<li><p><strong>codeSource</strong> (<a class="reference internal" href="../agent/index.html#abacusai.agent.CodeSource" title="abacusai.agent.CodeSource"><em>CodeSource</em></a>) – Info about the source code of the Python function.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.PythonPlotFunction.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.PythonPlotFunction.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.PythonPlotFunction.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.PythonPlotFunction.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.RealtimeMonitor">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">RealtimeMonitor</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">realtimeMonitorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deploymentId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookbackTime</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">realtimeMonitorSchedule</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.RealtimeMonitor" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A real-time monitor</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>realtimeMonitorId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the real-time monitor.</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The user-friendly name for the real-time monitor.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Date and time at which the real-time monitor was created.</p></li>
-<li><p><strong>deploymentId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Deployment ID that this real-time monitor is monitoring.</p></li>
-<li><p><strong>lookbackTime</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The lookback time for the real-time monitor.</p></li>
-<li><p><strong>realtimeMonitorSchedule</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The drift computation schedule for the real-time monitor.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.RealtimeMonitor.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.RealtimeMonitor.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.RealtimeMonitor.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.RealtimeMonitor.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.RealtimeMonitor.update">
-<span class="sig-name descname"><span class="pre">update</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">realtime_monitor_schedule</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookback_time</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.RealtimeMonitor.update" title="Link to this definition"></a></dt>
-<dd><p>Update the real-time monitor associated with the real-time monitor id.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>realtime_monitor_schedule</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The cron expression for triggering monitor</p></li>
-<li><p><strong>lookback_time</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – Lookback time (in seconds) for each monitor trigger</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Object describing the realtime monitor.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.RealtimeMonitor" title="abacusai.client.RealtimeMonitor">RealtimeMonitor</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.RealtimeMonitor.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.RealtimeMonitor.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.client.RealtimeMonitor" title="abacusai.client.RealtimeMonitor">RealtimeMonitor</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.RealtimeMonitor.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.RealtimeMonitor.describe" title="Link to this definition"></a></dt>
-<dd><p>Get the real-time monitor associated with the real-time monitor id.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>realtime_monitor_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier for the real-time monitor.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Object describing the real-time monitor.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.RealtimeMonitor" title="abacusai.client.RealtimeMonitor">RealtimeMonitor</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.RealtimeMonitor.delete">
-<span class="sig-name descname"><span class="pre">delete</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.RealtimeMonitor.delete" title="Link to this definition"></a></dt>
-<dd><p>Delete the real-time monitor associated with the real-time monitor id.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>realtime_monitor_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier for the real-time monitor.</p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.RefreshPipelineRun">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">RefreshPipelineRun</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refreshPipelineRunId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refreshPolicyId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">startedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">completedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refreshType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">datasetVersions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelVersions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deploymentVersions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batchPredictions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refreshPolicy</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.RefreshPipelineRun" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>This keeps track of the overall status of a refresh. A refresh can span multiple resources such as the creation of new dataset versions and the training of a new model version based on them.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>refreshPipelineRunId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier for the refresh pipeline run.</p></li>
-<li><p><strong>refreshPolicyId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Populated when the run was triggered by a refresh policy.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The time when this refresh pipeline run was created, in ISO-8601 format.</p></li>
-<li><p><strong>startedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The time when the refresh pipeline run was started, in ISO-8601 format.</p></li>
-<li><p><strong>completedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The time when the refresh pipeline run was completed, in ISO-8601 format.</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The status of the refresh pipeline run.</p></li>
-<li><p><strong>refreshType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of refresh policy to be run.</p></li>
-<li><p><strong>datasetVersions</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – A list of dataset version IDs that this refresh pipeline run is monitoring.</p></li>
-<li><p><strong>featureGroupVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The feature group version ID that this refresh pipeline run is monitoring.</p></li>
-<li><p><strong>modelVersions</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – A list of model version IDs that this refresh pipeline run is monitoring.</p></li>
-<li><p><strong>deploymentVersions</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – A list of deployment version IDs that this refresh pipeline run is monitoring.</p></li>
-<li><p><strong>batchPredictions</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – A list of batch prediction IDs that this refresh pipeline run is monitoring.</p></li>
-<li><p><strong>refreshPolicy</strong> (<a class="reference internal" href="#abacusai.client.RefreshPolicy" title="abacusai.client.RefreshPolicy"><em>RefreshPolicy</em></a>) – The refresh policy for this refresh policy run.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.RefreshPipelineRun.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.RefreshPipelineRun.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.RefreshPipelineRun.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.RefreshPipelineRun.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.RefreshPipelineRun.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.RefreshPipelineRun.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.client.RefreshPipelineRun" title="abacusai.client.RefreshPipelineRun">RefreshPipelineRun</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.RefreshPipelineRun.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.RefreshPipelineRun.describe" title="Link to this definition"></a></dt>
-<dd><p>Retrieve a single refresh pipeline run</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>refresh_pipeline_run_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier associated with the refresh pipeline run.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A refresh pipeline run object.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.RefreshPipelineRun" title="abacusai.client.RefreshPipelineRun">RefreshPipelineRun</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.RefreshPipelineRun.wait_for_complete">
-<span class="sig-name descname"><span class="pre">wait_for_complete</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.RefreshPipelineRun.wait_for_complete" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until refresh pipeline run has completed.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.RefreshPipelineRun.get_status">
-<span class="sig-name descname"><span class="pre">get_status</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.RefreshPipelineRun.get_status" title="Link to this definition"></a></dt>
-<dd><p>Gets the status of the refresh pipeline run.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A string describing the status of a refresh pipeline run (pending, complete, etc.).</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)">str</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.RefreshPolicy">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">RefreshPolicy</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refreshPolicyId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cron</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nextRunTime</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refreshType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">projectId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">datasetIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deploymentIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batchPredictionIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelMonitorIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">notebookId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">paused</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionOperatorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipelineId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupExportConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.RefreshPolicy" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A Refresh Policy describes the frequency at which one or more datasets/models/deployments/batch_predictions can be updated.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>refreshPolicyId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier for the refresh policy</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The user-friendly name for the refresh policy</p></li>
-<li><p><strong>cron</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A cron-style string that describes when this refresh policy is to be executed in UTC</p></li>
-<li><p><strong>nextRunTime</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The next UTC time that this refresh policy will be executed</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The time when the refresh policy was created</p></li>
-<li><p><strong>refreshType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of refresh policy to be run</p></li>
-<li><p><strong>projectId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of a project that this refresh policy applies to</p></li>
-<li><p><strong>datasetIds</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – Comma-separated list of Dataset IDs that this refresh policy applies to</p></li>
-<li><p><strong>featureGroupId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Feature Group ID that this refresh policy applies to</p></li>
-<li><p><strong>modelIds</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – Comma-separated list of Model IDs that this refresh policy applies to</p></li>
-<li><p><strong>deploymentIds</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – Comma-separated list of Deployment IDs that this refresh policy applies to</p></li>
-<li><p><strong>batchPredictionIds</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – Comma-separated list of Batch Prediction IDs that this refresh policy applies to</p></li>
-<li><p><strong>modelMonitorIds</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – Comma-separated list of Model Monitor IDs that this refresh policy applies to</p></li>
-<li><p><strong>notebookId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Notebook ID that this refresh policy applies to</p></li>
-<li><p><strong>paused</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – True if the refresh policy is paused</p></li>
-<li><p><strong>predictionOperatorId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Prediction Operator ID that this refresh policy applies to</p></li>
-<li><p><strong>pipelineId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The Pipeline ID With The Cron Schedule</p></li>
-<li><p><strong>featureGroupExportConfig</strong> (<a class="reference internal" href="../feature_group_refresh_export_config/index.html#abacusai.feature_group_refresh_export_config.FeatureGroupRefreshExportConfig" title="abacusai.feature_group_refresh_export_config.FeatureGroupRefreshExportConfig"><em>FeatureGroupRefreshExportConfig</em></a>) – The export configuration for the feature group. Only applicable if refresh_type is FEATUREGROUP.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.RefreshPolicy.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.RefreshPolicy.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.RefreshPolicy.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.RefreshPolicy.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.RefreshPolicy.delete">
-<span class="sig-name descname"><span class="pre">delete</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.RefreshPolicy.delete" title="Link to this definition"></a></dt>
-<dd><p>Delete a refresh policy.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>refresh_policy_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier associated with the refresh policy to delete.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.RefreshPolicy.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.RefreshPolicy.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.client.RefreshPolicy" title="abacusai.client.RefreshPolicy">RefreshPolicy</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.RefreshPolicy.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.RefreshPolicy.describe" title="Link to this definition"></a></dt>
-<dd><p>Retrieve a single refresh policy</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>refresh_policy_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique ID associated with this refresh policy.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An object representing the refresh policy.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.RefreshPolicy" title="abacusai.client.RefreshPolicy">RefreshPolicy</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.RefreshPolicy.list_refresh_pipeline_runs">
-<span class="sig-name descname"><span class="pre">list_refresh_pipeline_runs</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.RefreshPolicy.list_refresh_pipeline_runs" title="Link to this definition"></a></dt>
-<dd><p>List the the times that the refresh policy has been run</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>refresh_policy_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique identifier associated with the refresh policy.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>List of refresh pipeline runs for the given refresh policy ID.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.RefreshPipelineRun" title="abacusai.client.RefreshPipelineRun">RefreshPipelineRun</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.RefreshPolicy.pause">
-<span class="sig-name descname"><span class="pre">pause</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.RefreshPolicy.pause" title="Link to this definition"></a></dt>
-<dd><p>Pauses a refresh policy</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>refresh_policy_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique identifier associated with the refresh policy to be paused.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.RefreshPolicy.resume">
-<span class="sig-name descname"><span class="pre">resume</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.RefreshPolicy.resume" title="Link to this definition"></a></dt>
-<dd><p>Resumes a refresh policy</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>refresh_policy_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique ID associated with this refresh policy.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.RefreshPolicy.run">
-<span class="sig-name descname"><span class="pre">run</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.RefreshPolicy.run" title="Link to this definition"></a></dt>
-<dd><p>Force a run of the refresh policy.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>refresh_policy_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier associated with the refresh policy to be run.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.RefreshPolicy.update">
-<span class="sig-name descname"><span class="pre">update</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cron</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_group_export_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.RefreshPolicy.update" title="Link to this definition"></a></dt>
-<dd><p>Update the name or cron string of a refresh policy</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the refresh policy to be updated.</p></li>
-<li><p><strong>cron</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Cron string describing the schedule from the refresh policy to be updated.</p></li>
-<li><p><strong>feature_group_export_config</strong> (<a class="reference internal" href="#abacusai.client.FeatureGroupExportConfig" title="abacusai.client.FeatureGroupExportConfig"><em>FeatureGroupExportConfig</em></a>) – Feature group export configuration to update a feature group refresh policy.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Updated refresh policy.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.RefreshPolicy" title="abacusai.client.RefreshPolicy">RefreshPolicy</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.ResolvedFeatureGroupTemplate">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">ResolvedFeatureGroupTemplate</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupTemplateId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">resolvedVariables</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">resolvedSql</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">templateSql</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sqlError</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ResolvedFeatureGroupTemplate" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Final SQL from resolving a feature group template.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>featureGroupTemplateId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique identifier for this feature group template.</p></li>
-<li><p><strong>resolvedVariables</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Map from template variable names to parameters available during template resolution.</p></li>
-<li><p><strong>resolvedSql</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – SQL resulting from resolving the SQL template by applying the resolved bindings.</p></li>
-<li><p><strong>templateSql</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – SQL that can include variables to be replaced by values from the template config to resolve this template SQL into a valid SQL query for a feature group.</p></li>
-<li><p><strong>sqlError</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – if invalid, the sql error message</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ResolvedFeatureGroupTemplate.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ResolvedFeatureGroupTemplate.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.ResolvedFeatureGroupTemplate.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ResolvedFeatureGroupTemplate.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.Schema">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">Schema</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureMapping</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">detectedFeatureMapping</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">detectedFeatureType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dataType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">detectedDataType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nestedFeatures</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pointInTimeInfo</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Schema" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A schema description for a feature</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique name of the feature.</p></li>
-<li><p><strong>featureMapping</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The mapping of the feature. The possible values will be based on the project’s use-case. See the (Use Case Documentation)[<a class="reference external" href="https://api.abacus.ai/app/help/useCases">https://api.abacus.ai/app/help/useCases</a>] for more details.</p></li>
-<li><p><strong>detectedFeatureMapping</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Detected feature mapping for this feature</p></li>
-<li><p><strong>featureType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The underlying data type of each feature:  CATEGORICAL,  CATEGORICAL_LIST,  NUMERICAL,  TIMESTAMP,  TEXT,  EMAIL,  LABEL_LIST,  ENTITY_LABEL_LIST,  PAGE_LABEL_LIST,  JSON,  OBJECT_REFERENCE,  MULTICATEGORICAL_LIST,  COORDINATE_LIST,  NUMERICAL_LIST,  TIMESTAMP_LIST,  ZIPCODE,  URL,  PAGE_INFOS,  PAGES_DOCUMENT,  TOKENS_DOCUMENT.</p></li>
-<li><p><strong>detectedFeatureType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The detected feature type for this feature</p></li>
-<li><p><strong>dataType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The underlying data type of each feature:  INTEGER,  FLOAT,  STRING,  DATE,  DATETIME,  BOOLEAN,  LIST,  STRUCT,  NULL,  BINARY.</p></li>
-<li><p><strong>detectedDataType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The detected data type for this feature</p></li>
-<li><p><strong>nestedFeatures</strong> (<a class="reference internal" href="../nested_feature_schema/index.html#abacusai.nested_feature_schema.NestedFeatureSchema" title="abacusai.nested_feature_schema.NestedFeatureSchema"><em>NestedFeatureSchema</em></a>) – List of features of nested feature</p></li>
-<li><p><strong>pointInTimeInfo</strong> (<a class="reference internal" href="../nested_feature_schema/index.html#abacusai.nested_feature_schema.PointInTimeFeatureInfo" title="abacusai.nested_feature_schema.PointInTimeFeatureInfo"><em>PointInTimeFeatureInfo</em></a>) – Point in time information for this feature</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Schema.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Schema.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Schema.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Schema.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.StreamingAuthToken">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">StreamingAuthToken</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">streamingToken</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.StreamingAuthToken" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A streaming authentication token that is used to authenticate requests to append data to streaming datasets</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>streamingToken</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique token used to authenticate requests</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – When the token was created</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.StreamingAuthToken.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.StreamingAuthToken.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.StreamingAuthToken.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.StreamingAuthToken.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.StreamingConnector">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">StreamingConnector</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">streamingConnectorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">service</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">auth</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.StreamingConnector" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A connector to an external service</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>streamingConnectorId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique ID for the connection.</p></li>
-<li><p><strong>service</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The service this connection connects to</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A user-friendly name for the service</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – When the API key was created</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The status of the Database Connector</p></li>
-<li><p><strong>auth</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Non-secret connection information for this connector</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.StreamingConnector.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.StreamingConnector.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.StreamingConnector.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.StreamingConnector.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.StreamingConnector.verify">
-<span class="sig-name descname"><span class="pre">verify</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.StreamingConnector.verify" title="Link to this definition"></a></dt>
-<dd><p>Checks to see if Abacus.AI can access the streaming connector.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>streaming_connector_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier for the streaming connector to be checked for Abacus.AI access.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.StreamingConnector.rename">
-<span class="sig-name descname"><span class="pre">rename</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.StreamingConnector.rename" title="Link to this definition"></a></dt>
-<dd><p>Renames a Streaming Connector</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A new name for the streaming connector.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.StreamingConnector.delete">
-<span class="sig-name descname"><span class="pre">delete</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.StreamingConnector.delete" title="Link to this definition"></a></dt>
-<dd><p>Delete a streaming connector.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>streaming_connector_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier for the streaming connector.</p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.TrainingConfigOptions">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">TrainingConfigOptions</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dataType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">valueType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">valueOptions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">value</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">options</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">required</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lastModelValue</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">needsRefresh</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.TrainingConfigOptions" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Training options for a model</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the parameter</p></li>
-<li><p><strong>dataType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of input required for this option</p></li>
-<li><p><strong>valueType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If the data_type is of type DICT_VALUES, this field specifies the expected value type of the values</p></li>
-<li><p><strong>valueOptions</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – The list of valid values for DICT_VALUES</p></li>
-<li><p><strong>value</strong> (<em>optional</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>, </em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a><em>, </em><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a><em>, </em><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a><em>]</em>) – The value of this option</p></li>
-<li><p><strong>default</strong> (<em>optional</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>, </em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a><em>, </em><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a><em>, </em><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a><em>]</em>) – The default value for this option</p></li>
-<li><p><strong>options</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a><em>]</em>) – A list of options for this parameter</p></li>
-<li><p><strong>description</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A description of the parameter</p></li>
-<li><p><strong>required</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – True if the parameter is required for training</p></li>
-<li><p><strong>lastModelValue</strong> (<em>optional</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>, </em><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a><em>, </em><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a><em>, </em><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a><em>]</em>) – The last value used to train a model in this project</p></li>
-<li><p><strong>needsRefresh</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – True if training config needs to be fetched again when this config option is changed</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.TrainingConfigOptions.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.TrainingConfigOptions.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.TrainingConfigOptions.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.TrainingConfigOptions.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.Upload">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">Upload</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">uploadId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">datasetUploadId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">datasetId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">datasetVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batchPredictionId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">parts</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Upload" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A Upload Reference for uploading file parts</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>uploadId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique ID generated when the upload process of the full large file in smaller parts is initiated.</p></li>
-<li><p><strong>datasetUploadId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Same as upload_id. It is kept for backwards compatibility purposes.</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The current status of the upload.</p></li>
-<li><p><strong>datasetId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A reference to the dataset this upload is adding data to.</p></li>
-<li><p><strong>datasetVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A reference to the dataset version the upload is adding data to.</p></li>
-<li><p><strong>modelId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A reference the model the upload is creating a version for</p></li>
-<li><p><strong>modelVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A reference to the model version the upload is creating.</p></li>
-<li><p><strong>batchPredictionId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A reference to the batch prediction the upload is creating.</p></li>
-<li><p><strong>parts</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a><em>]</em>) – A list containing the order of the file parts that have been uploaded.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The timestamp at which the upload was created.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Upload.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Upload.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Upload.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Upload.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Upload.cancel">
-<span class="sig-name descname"><span class="pre">cancel</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Upload.cancel" title="Link to this definition"></a></dt>
-<dd><p>Cancels an upload.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>upload_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A unique string identifier for the upload.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Upload.part">
-<span class="sig-name descname"><span class="pre">part</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">part_number</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">part_data</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Upload.part" title="Link to this definition"></a></dt>
-<dd><p>Uploads part of a large dataset file from your bucket to our system. Our system currently supports parts of up to 5GB and full files of up to 5TB. Note that each part must be at least 5MB in size, unless it is the last part in the sequence of parts for the full file.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>part_number</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The 1-indexed number denoting the position of the file part in the sequence of parts for the full file.</p></li>
-<li><p><strong>part_data</strong> (<a class="reference external" href="https://docs.python.org/3/library/io.html#io.TextIOBase" title="(in Python v3.12)"><em>io.TextIOBase</em></a>) – The multipart/form-data for the current part of the full file.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The object ‘UploadPart’ which encapsulates the hash and the etag for the part that got uploaded.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.UploadPart" title="abacusai.client.UploadPart">UploadPart</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Upload.mark_complete">
-<span class="sig-name descname"><span class="pre">mark_complete</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Upload.mark_complete" title="Link to this definition"></a></dt>
-<dd><p>Marks an upload process as complete.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>upload_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A unique string identifier for the upload process.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The upload object associated with the process, containing details of the file.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Upload" title="abacusai.client.Upload">Upload</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Upload.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Upload.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.client.Upload" title="abacusai.client.Upload">Upload</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Upload.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Upload.describe" title="Link to this definition"></a></dt>
-<dd><p>Retrieves the current upload status (complete or inspecting) and the list of file parts uploaded for a specified dataset upload.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>upload_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique ID associated with the file uploaded or being uploaded in parts.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Details associated with the large dataset file uploaded in parts.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Upload" title="abacusai.client.Upload">Upload</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Upload.upload_part">
-<span class="sig-name descname"><span class="pre">upload_part</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">upload_args</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Upload.upload_part" title="Link to this definition"></a></dt>
-<dd><p>Uploads a file part.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The object ‘UploadPart’ that encapsulates the hash and the etag for the part that got uploaded.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.client.UploadPart" title="abacusai.client.UploadPart">UploadPart</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Upload.upload_file">
-<span class="sig-name descname"><span class="pre">upload_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">threads</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">chunksize</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1024</span> <span class="pre">*</span> <span class="pre">1024</span> <span class="pre">*</span> <span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">wait_timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">600</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Upload.upload_file" title="Link to this definition"></a></dt>
-<dd><p>Uploads the file in the specified chunk size using the specified number of workers.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>file</strong> (<em>IOBase</em>) – A bytesIO or StringIO object to upload to Abacus.AI</p></li>
-<li><p><strong>threads</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The max number of workers to use while uploading the file</p></li>
-<li><p><strong>chunksize</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The number of bytes to use for each chunk while uploading the file. Defaults to 10 MB</p></li>
-<li><p><strong>wait_timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The max number of seconds to wait for the file parts to be joined on Abacus.AI. Defaults to 600.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The upload file object.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Upload" title="abacusai.client.Upload">Upload</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Upload._yield_upload_part">
-<span class="sig-name descname"><span class="pre">_yield_upload_part</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">chunksize</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Upload._yield_upload_part" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Upload.wait_for_join">
-<span class="sig-name descname"><span class="pre">wait_for_join</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">600</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Upload.wait_for_join" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until the upload parts are joined.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to have timed out. Defaults to 600.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Upload.get_status">
-<span class="sig-name descname"><span class="pre">get_status</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Upload.get_status" title="Link to this definition"></a></dt>
-<dd><p>Gets the status of the upload.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A string describing the status of the upload (pending, complete, etc.).</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)">str</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.UploadPart">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">UploadPart</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">etag</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">md5</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.UploadPart" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Unique identifiers for a part</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>etag</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A unique string for this part.</p></li>
-<li><p><strong>md5</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The MD5 hash of this part.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.UploadPart.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.UploadPart.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.UploadPart.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.UploadPart.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.UseCase">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">UseCase</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">useCase</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">prettyName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">problemType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.UseCase" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A Project Use Case</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>useCase</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The enum value for this use case</p></li>
-<li><p><strong>prettyName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A user-friendly name</p></li>
-<li><p><strong>description</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A description for this use case</p></li>
-<li><p><strong>problemType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name for the underlying problem type</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.UseCase.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.UseCase.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.UseCase.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.UseCase.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.UseCaseRequirements">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">UseCaseRequirements</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">datasetType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">required</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">multi</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">allowedFeatureMappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">allowedNestedFeatureMappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.UseCaseRequirements" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Use Case Requirements</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>datasetType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The project-specific enum value of the dataset type.</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The user-friendly name of the dataset type.</p></li>
-<li><p><strong>description</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The description of the dataset type.</p></li>
-<li><p><strong>required</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – True if the dataset type is required for this project.</p></li>
-<li><p><strong>multi</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, multiple versions of the dataset type can be used for training.</p></li>
-<li><p><strong>allowedFeatureMappings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – A collection of key-value pairs, with each key being a column mapping enum (see a list of column mapping enums here) and each value being in the following dictionary format: { “description”: str, “allowed_feature_types”: feature_type_enum, “required”: bool }.</p></li>
-<li><p><strong>allowedNestedFeatureMappings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – A collection of key-value pairs, with each key being a column mapping enum (see a list of column mapping enums here) and each value being in the following dictionary format: { “description”: str, “allowed_feature_types”: feature_type_enum, “required”: bool }.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.UseCaseRequirements.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.UseCaseRequirements.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.UseCaseRequirements.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.UseCaseRequirements.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.User">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">User</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">email</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">organizationGroups</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.User" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>An Abacus.AI User</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The User’s name.</p></li>
-<li><p><strong>email</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The User’s primary email address.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The date and time when the user joined Abacus.AI.</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – <cite>ACTIVE</cite> when the user has accepted an invite to join the organization, else <cite>INVITED</cite>.</p></li>
-<li><p><strong>organizationGroups</strong> (<a class="reference internal" href="#abacusai.client.OrganizationGroup" title="abacusai.client.OrganizationGroup"><em>OrganizationGroup</em></a>) – List of Organization Groups this user belongs to.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.User.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.User.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.User.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.User.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.WebSearchResponse">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">WebSearchResponse</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">searchResults</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.WebSearchResponse" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Result of running a web search with optional content fetching.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>searchResults</strong> (<a class="reference internal" href="../web_search_response/index.html#abacusai.web_search_response.WebSearchResult" title="abacusai.web_search_response.WebSearchResult"><em>WebSearchResult</em></a>) – List of search results.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.WebSearchResponse.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.WebSearchResponse.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.WebSearchResponse.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.WebSearchResponse.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.Webhook">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">Webhook</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">webhookId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deploymentId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">endpoint</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">webhookEventType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">payloadTemplate</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Webhook" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A Abacus.AI Webhook attached to an endpoint and event trigger for a given object.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>webhookId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique identifier for this webhook.</p></li>
-<li><p><strong>deploymentId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Identifier for the deployment this webhook is attached to.</p></li>
-<li><p><strong>endpoint</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The URI this webhook will send HTTP POST requests to.</p></li>
-<li><p><strong>webhookEventType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The event that triggers the webhook action.</p></li>
-<li><p><strong>payloadTemplate</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Template for JSON Dictionary to be sent as the body of the POST request.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The date and time this webhook was created.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Webhook.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Webhook.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Webhook.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Webhook.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Webhook.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Webhook.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.client.Webhook" title="abacusai.client.Webhook">Webhook</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Webhook.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Webhook.describe" title="Link to this definition"></a></dt>
-<dd><p>Describe the webhook with a given ID.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>webhook_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier of the target webhook.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The webhook with the given ID.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Webhook" title="abacusai.client.Webhook">Webhook</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Webhook.update">
-<span class="sig-name descname"><span class="pre">update</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">endpoint</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">webhook_event_type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">payload_template</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Webhook.update" title="Link to this definition"></a></dt>
-<dd><p>Update the webhook</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>endpoint</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If provided, changes the webhook’s endpoint.</p></li>
-<li><p><strong>webhook_event_type</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If provided, changes the event type.</p></li>
-<li><p><strong>payload_template</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – If provided, changes the payload template.</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.client.Webhook.delete">
-<span class="sig-name descname"><span class="pre">delete</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Webhook.delete" title="Link to this definition"></a></dt>
-<dd><p>Delete the webhook</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>webhook_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique identifier of the target webhook.</p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
+<span id="abacusai-client"></span><h1><a class="reference internal" href="#module-abacusai.client" title="abacusai.client"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a><a class="headerlink" href="#module-abacusai.client" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
+<section id="classes">
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
+<table class="autosummary longtable docutils align-default">
+<tbody>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.AgentResponse" title="abacusai.client.AgentResponse"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AgentResponse</span></code></a></p></td>
+<td><p>Response object for agent to support attachments, section data and normal data</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.ClientOptions" title="abacusai.client.ClientOptions"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ClientOptions</span></code></a></p></td>
+<td><p>Options for configuring the ApiClient</p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client._ApiExceptionFactory" title="abacusai.client._ApiExceptionFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_ApiExceptionFactory</span></code></a></p></td>
+<td><p>Factory class to build exceptions raised by APIs</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.BaseApiClient" title="abacusai.client.BaseApiClient"><code class="xref py py-obj docutils literal notranslate"><span class="pre">BaseApiClient</span></code></a></p></td>
+<td><p>Abstract Base API Client</p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.ReadOnlyClient" title="abacusai.client.ReadOnlyClient"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ReadOnlyClient</span></code></a></p></td>
+<td><p>Abacus.AI Read Only API Client. Only contains GET methods</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiClient</span></code></a></p></td>
+<td><p>Abacus.AI API Client</p></td>
+</tr>
+</tbody>
+</table>
+</section>
+<section id="functions">
+<h3>Functions<a class="headerlink" href="#functions" title="Link to this heading"></a></h3>
+<table class="autosummary longtable docutils align-default">
+<tbody>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client._is_json_serializable" title="abacusai.client._is_json_serializable"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_is_json_serializable</span></code></a>(object)</p></td>
+<td><p>Tests if an object is JSON serializable.</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.sse_asynchronous_generator" title="abacusai.client.sse_asynchronous_generator"><code class="xref py py-obj docutils literal notranslate"><span class="pre">sse_asynchronous_generator</span></code></a>(endpoint, body)</p></td>
+<td><p></p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client._requests_retry_session" title="abacusai.client._requests_retry_session"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_requests_retry_session</span></code></a>([retries, backoff_factor, ...])</p></td>
+<td><p></p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client._discover_service_url" title="abacusai.client._discover_service_url"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_discover_service_url</span></code></a>(service_discovery_url, ...)</p></td>
+<td><p></p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.get_source_code_info" title="abacusai.client.get_source_code_info"><code class="xref py py-obj docutils literal notranslate"><span class="pre">get_source_code_info</span></code></a>(train_function[, ...])</p></td>
+<td><p></p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client.get_module_code_from_notebook" title="abacusai.client.get_module_code_from_notebook"><code class="xref py py-obj docutils literal notranslate"><span class="pre">get_module_code_from_notebook</span></code></a>(file_path)</p></td>
+<td><p></p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.include_modules" title="abacusai.client.include_modules"><code class="xref py py-obj docutils literal notranslate"><span class="pre">include_modules</span></code></a>(source_code, included_modules)</p></td>
+<td><p></p></td>
+</tr>
+</tbody>
+</table>
+</section>
+<section id="attributes">
+<h3>Attributes<a class="headerlink" href="#attributes" title="Link to this heading"></a></h3>
+<table class="autosummary longtable docutils align-default">
+<tbody>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client.DEFAULT_SERVER" title="abacusai.client.DEFAULT_SERVER"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DEFAULT_SERVER</span></code></a></p></td>
+<td><p></p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.client._request_context" title="abacusai.client._request_context"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_request_context</span></code></a></p></td>
+<td><p></p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.client._cached_endpoints" title="abacusai.client._cached_endpoints"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_cached_endpoints</span></code></a></p></td>
+<td><p></p></td>
+</tr>
+</tbody>
+</table>
 <dl class="py data">
 <dt class="sig sig-object py" id="abacusai.client.DEFAULT_SERVER">
 <span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">DEFAULT_SERVER</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'https://api.abacus.ai'</span></em><a class="headerlink" href="#abacusai.client.DEFAULT_SERVER" title="Link to this definition"></a></dt>
@@ -15600,20 +419,6 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">_cached_endpoints</span></span><a class="headerlink" href="#abacusai.client._cached_endpoints" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.client.Blob">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">Blob</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">contents</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mime_type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.Blob" title="Link to this definition"></a></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>contents</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#bytes" title="(in Python v3.12)"><em>bytes</em></a>)</p></li>
-<li><p><strong>mime_type</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
-<li><p><strong>filename</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.client.AgentResponse">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.client.</span></span><span class="sig-name descname"><span class="pre">AgentResponse</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">args</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.AgentResponse" title="Link to this definition"></a></dt>
@@ -16036,7 +841,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.client.BaseApiClient.client_version">
-<span class="sig-name descname"><span class="pre">client_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'1.3.2'</span></em><a class="headerlink" href="#abacusai.client.BaseApiClient.client_version" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">client_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'1.3.3'</span></em><a class="headerlink" href="#abacusai.client.BaseApiClient.client_version" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py method">
@@ -16197,7 +1002,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-odd"><p>List of API Keys for the current user’s organization.</p>
 </dd>
 <dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.ApiKey" title="abacusai.client.ApiKey">ApiKey</a>]</p>
+<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../api_key/index.html#abacusai.api_key.ApiKey" title="abacusai.api_key.ApiKey">ApiKey</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -16211,7 +1016,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-odd"><p>An array of all the users in the organization.</p>
 </dd>
 <dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.User" title="abacusai.client.User">User</a>]</p>
+<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../user/index.html#abacusai.user.User" title="abacusai.user.User">User</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -16225,7 +1030,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-odd"><p>An object containing information about the current user.</p>
 </dd>
 <dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.client.User" title="abacusai.client.User">User</a></p>
+<dd class="field-even"><p><a class="reference internal" href="../user/index.html#abacusai.user.User" title="abacusai.user.User">User</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -16239,7 +1044,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-odd"><p>A list of all the organization groups within this organization.</p>
 </dd>
 <dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.OrganizationGroup" title="abacusai.client.OrganizationGroup">OrganizationGroup</a>]</p>
+<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../organization_group/index.html#abacusai.organization_group.OrganizationGroup" title="abacusai.organization_group.OrganizationGroup">OrganizationGroup</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -16256,7 +1061,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Information about a specific organization group.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.OrganizationGroup" title="abacusai.client.OrganizationGroup">OrganizationGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../organization_group/index.html#abacusai.organization_group.OrganizationGroup" title="abacusai.organization_group.OrganizationGroup">OrganizationGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -16273,7 +1078,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The webhook with the given ID.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Webhook" title="abacusai.client.Webhook">Webhook</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../webhook/index.html#abacusai.webhook.Webhook" title="abacusai.webhook.Webhook">Webhook</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -16290,7 +1095,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>List of the webhooks attached to the given deployment ID.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.Webhook" title="abacusai.client.Webhook">Webhook</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../webhook/index.html#abacusai.webhook.Webhook" title="abacusai.webhook.Webhook">Webhook</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -16304,7 +1109,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-odd"><p>A list of <cite>UseCase</cite> objects describing all the use cases addressed by the platform. For details, please refer to.</p>
 </dd>
 <dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.UseCase" title="abacusai.client.UseCase">UseCase</a>]</p>
+<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../use_case/index.html#abacusai.use_case.UseCase" title="abacusai.use_case.UseCase">UseCase</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -16321,7 +1126,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The problem type requirements</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.ProblemType" title="abacusai.client.ProblemType">ProblemType</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../api_class/enums/index.html#abacusai.api_class.enums.ProblemType" title="abacusai.api_class.enums.ProblemType">ProblemType</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -16338,7 +1143,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The feature requirements of the use case are returned, including all the feature groups required for the use case along with their descriptions and feature mapping details.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.UseCaseRequirements" title="abacusai.client.UseCaseRequirements">UseCaseRequirements</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../use_case_requirements/index.html#abacusai.use_case_requirements.UseCaseRequirements" title="abacusai.use_case_requirements.UseCaseRequirements">UseCaseRequirements</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -16355,7 +1160,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The description of the project.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Project" title="abacusai.client.Project">Project</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../project/index.html#abacusai.project.Project" title="abacusai.project.Project">Project</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -16375,7 +1180,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A list of all projects in the Organization the user is currently logged in to.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.Project" title="abacusai.client.Project">Project</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../project/index.html#abacusai.project.Project" title="abacusai.project.Project">Project</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -16395,7 +1200,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The feature group’s project configuration.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.ProjectConfig" title="abacusai.client.ProjectConfig">ProjectConfig</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../project_config/index.html#abacusai.project_config.ProjectConfig" title="abacusai.project_config.ProjectConfig">ProjectConfig</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -16415,7 +1220,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The project validation. If the specified project is missing required columns or feature groups, the response includes an array of objects for each missing required feature group and the missing required features in each feature group.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.ProjectValidation" title="abacusai.client.ProjectValidation">ProjectValidation</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../project_validation/index.html#abacusai.project_validation.ProjectValidation" title="abacusai.project_validation.ProjectValidation">ProjectValidation</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -16435,7 +1240,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A dict that contains the inferred feature mappings.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.InferredFeatureMappings" title="abacusai.client.InferredFeatureMappings">InferredFeatureMappings</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../inferred_feature_mappings/index.html#abacusai.inferred_feature_mappings.InferredFeatureMappings" title="abacusai.inferred_feature_mappings.InferredFeatureMappings">InferredFeatureMappings</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -16457,7 +1262,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The latest annotation entry for the given feature group, feature, document, and/or annotation key value. Includes the verification information.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.AnnotationEntry" title="abacusai.client.AnnotationEntry">AnnotationEntry</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../annotation_entry/index.html#abacusai.annotation_entry.AnnotationEntry" title="abacusai.annotation_entry.AnnotationEntry">AnnotationEntry</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -16478,7 +1283,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The status of the annotations for the given feature group and feature.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.AnnotationsStatus" title="abacusai.client.AnnotationsStatus">AnnotationsStatus</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../annotations_status/index.html#abacusai.annotations_status.AnnotationsStatus" title="abacusai.annotations_status.AnnotationsStatus">AnnotationsStatus</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -16498,7 +1303,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A list of objects for each column in the specified feature group.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.Feature" title="abacusai.client.Feature">Feature</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../feature/index.html#abacusai.feature.Feature" title="abacusai.feature.Feature">Feature</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -16512,7 +1317,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-odd"><p>List of possible generated aggregation function options.</p>
 </dd>
 <dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.GeneratedPitFeatureConfigOption" title="abacusai.client.GeneratedPitFeatureConfigOption">GeneratedPitFeatureConfigOption</a>]</p>
+<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../generated_pit_feature_config_option/index.html#abacusai.generated_pit_feature_config_option.GeneratedPitFeatureConfigOption" title="abacusai.generated_pit_feature_config_option.GeneratedPitFeatureConfigOption">GeneratedPitFeatureConfigOption</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -16529,7 +1334,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The feature group object.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -16546,7 +1351,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The Feature Group.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -16568,7 +1373,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>All the feature groups in the organization associated with the specified project.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -16588,7 +1393,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The project feature group object.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.ProjectFeatureGroup" title="abacusai.client.ProjectFeatureGroup">ProjectFeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../project_feature_group/index.html#abacusai.project_feature_group.ProjectFeatureGroup" title="abacusai.project_feature_group.ProjectFeatureGroup">ProjectFeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -16610,7 +1415,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>All the Feature Groups in a project.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.ProjectFeatureGroup" title="abacusai.client.ProjectFeatureGroup">ProjectFeatureGroup</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../project_feature_group/index.html#abacusai.project_feature_group.ProjectFeatureGroup" title="abacusai.project_feature_group.ProjectFeatureGroup">ProjectFeatureGroup</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -16630,7 +1435,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>All the feature groups associated with the specified Python function ID.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -16680,7 +1485,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Instance containing the download URL and expiration time for the Feature Group Export.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroupExportDownloadUrl" title="abacusai.client.FeatureGroupExportDownloadUrl">FeatureGroupExportDownloadUrl</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group_export_download_url/index.html#abacusai.feature_group_export_download_url.FeatureGroupExportDownloadUrl" title="abacusai.feature_group_export_download_url.FeatureGroupExportDownloadUrl">FeatureGroupExportDownloadUrl</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -16697,7 +1502,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The feature group export object.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroupExport" title="abacusai.client.FeatureGroupExport">FeatureGroupExport</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group_export/index.html#abacusai.feature_group_export.FeatureGroupExport" title="abacusai.feature_group_export.FeatureGroupExport">FeatureGroupExport</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -16714,7 +1519,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>List of feature group exports</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.FeatureGroupExport" title="abacusai.client.FeatureGroupExport">FeatureGroupExport</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../feature_group_export/index.html#abacusai.feature_group_export.FeatureGroupExport" title="abacusai.feature_group_export.FeatureGroupExport">FeatureGroupExport</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -16745,7 +1550,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Information about the modification lock status and groups/organizations added to the feature group.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.ModificationLockInfo" title="abacusai.client.ModificationLockInfo">ModificationLockInfo</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../modification_lock_info/index.html#abacusai.modification_lock_info.ModificationLockInfo" title="abacusai.modification_lock_info.ModificationLockInfo">ModificationLockInfo</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -16766,7 +1571,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A function logs object.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FunctionLogs" title="abacusai.client.FunctionLogs">FunctionLogs</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../function_logs/index.html#abacusai.function_logs.FunctionLogs" title="abacusai.function_logs.FunctionLogs">FunctionLogs</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -16787,7 +1592,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A list of feature group versions.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.FeatureGroupVersion" title="abacusai.client.FeatureGroupVersion">FeatureGroupVersion</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../feature_group_version/index.html#abacusai.feature_group_version.FeatureGroupVersion" title="abacusai.feature_group_version.FeatureGroupVersion">FeatureGroupVersion</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -16804,7 +1609,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The feature group version.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroupVersion" title="abacusai.client.FeatureGroupVersion">FeatureGroupVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group_version/index.html#abacusai.feature_group_version.FeatureGroupVersion" title="abacusai.feature_group_version.FeatureGroupVersion">FeatureGroupVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -16826,7 +1631,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The metrics for the specified feature group version.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.DataMetrics" title="abacusai.client.DataMetrics">DataMetrics</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../data_metrics/index.html#abacusai.data_metrics.DataMetrics" title="abacusai.data_metrics.DataMetrics">DataMetrics</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -16843,7 +1648,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The logs for the specified feature group version.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroupVersionLogs" title="abacusai.client.FeatureGroupVersionLogs">FeatureGroupVersionLogs</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group_version_logs/index.html#abacusai.feature_group_version_logs.FeatureGroupVersionLogs" title="abacusai.feature_group_version_logs.FeatureGroupVersionLogs">FeatureGroupVersionLogs</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -16860,7 +1665,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The feature group template object.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroupTemplate" title="abacusai.client.FeatureGroupTemplate">FeatureGroupTemplate</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group_template/index.html#abacusai.feature_group_template.FeatureGroupTemplate" title="abacusai.feature_group_template.FeatureGroupTemplate">FeatureGroupTemplate</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -16882,7 +1687,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>All the feature groups in the organization, optionally limited by the feature group that created the template(s).</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.FeatureGroupTemplate" title="abacusai.client.FeatureGroupTemplate">FeatureGroupTemplate</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../feature_group_template/index.html#abacusai.feature_group_template.FeatureGroupTemplate" title="abacusai.feature_group_template.FeatureGroupTemplate">FeatureGroupTemplate</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -16904,7 +1709,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>All the feature groups in the organization, optionally limited by the feature group that created the template(s).</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.FeatureGroupTemplate" title="abacusai.client.FeatureGroupTemplate">FeatureGroupTemplate</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../feature_group_template/index.html#abacusai.feature_group_template.FeatureGroupTemplate" title="abacusai.feature_group_template.FeatureGroupTemplate">FeatureGroupTemplate</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -16921,7 +1726,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The suggested feature group template.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroupTemplate" title="abacusai.client.FeatureGroupTemplate">FeatureGroupTemplate</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group_template/index.html#abacusai.feature_group_template.FeatureGroupTemplate" title="abacusai.feature_group_template.FeatureGroupTemplate">FeatureGroupTemplate</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -16938,7 +1743,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>List of column schema definitions.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.DatasetColumn" title="abacusai.client.DatasetColumn">DatasetColumn</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../dataset_column/index.html#abacusai.dataset_column.DatasetColumn" title="abacusai.dataset_column.DatasetColumn">DatasetColumn</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -16978,7 +1783,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The metrics for the specified Dataset version.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.DataMetrics" title="abacusai.client.DataMetrics">DataMetrics</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../data_metrics/index.html#abacusai.data_metrics.DataMetrics" title="abacusai.data_metrics.DataMetrics">DataMetrics</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -16998,7 +1803,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>An object with a full description of the cloud storage bucket authentication options and bucket policy. Returns an error message if the parameters are invalid.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FileConnectorInstructions" title="abacusai.client.FileConnectorInstructions">FileConnectorInstructions</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../file_connector_instructions/index.html#abacusai.file_connector_instructions.FileConnectorInstructions" title="abacusai.file_connector_instructions.FileConnectorInstructions">FileConnectorInstructions</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -17012,7 +1817,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-odd"><p>An object containing the database connector and its attributes.</p>
 </dd>
 <dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.DatabaseConnector" title="abacusai.client.DatabaseConnector">DatabaseConnector</a>]</p>
+<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../database_connector/index.html#abacusai.database_connector.DatabaseConnector" title="abacusai.database_connector.DatabaseConnector">DatabaseConnector</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -17026,7 +1831,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-odd"><p>A list of cloud storage buckets connected to the organization.</p>
 </dd>
 <dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.FileConnector" title="abacusai.client.FileConnector">FileConnector</a>]</p>
+<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../file_connector/index.html#abacusai.file_connector.FileConnector" title="abacusai.file_connector.FileConnector">FileConnector</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -17064,7 +1869,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The schema of the object.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.DatabaseConnectorSchema" title="abacusai.client.DatabaseConnectorSchema">DatabaseConnectorSchema</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../database_connector_schema/index.html#abacusai.database_connector_schema.DatabaseConnectorSchema" title="abacusai.database_connector_schema.DatabaseConnectorSchema">DatabaseConnectorSchema</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -17095,7 +1900,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-odd"><p>A list of application connectors.</p>
 </dd>
 <dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.ApplicationConnector" title="abacusai.client.ApplicationConnector">ApplicationConnector</a>]</p>
+<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../application_connector/index.html#abacusai.application_connector.ApplicationConnector" title="abacusai.application_connector.ApplicationConnector">ApplicationConnector</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -17123,7 +1928,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-odd"><p>A list of StreamingConnector objects.</p>
 </dd>
 <dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.StreamingConnector" title="abacusai.client.StreamingConnector">StreamingConnector</a>]</p>
+<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../streaming_connector/index.html#abacusai.streaming_connector.StreamingConnector" title="abacusai.streaming_connector.StreamingConnector">StreamingConnector</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -17137,7 +1942,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-odd"><p>A list of streaming tokens and their associated attributes.</p>
 </dd>
 <dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.StreamingAuthToken" title="abacusai.client.StreamingAuthToken">StreamingAuthToken</a>]</p>
+<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../streaming_auth_token/index.html#abacusai.streaming_auth_token.StreamingAuthToken" title="abacusai.streaming_auth_token.StreamingAuthToken">StreamingAuthToken</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -17162,7 +1967,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-odd"><p>A list of ongoing uploads in the organization.</p>
 </dd>
 <dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.Upload" title="abacusai.client.Upload">Upload</a>]</p>
+<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../upload/index.html#abacusai.upload.Upload" title="abacusai.upload.Upload">Upload</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -17179,7 +1984,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Details associated with the large dataset file uploaded in parts.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Upload" title="abacusai.client.Upload">Upload</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../upload/index.html#abacusai.upload.Upload" title="abacusai.upload.Upload">Upload</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -17200,7 +2005,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>List of datasets.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.Dataset" title="abacusai.client.Dataset">Dataset</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../dataset/index.html#abacusai.dataset.Dataset" title="abacusai.dataset.Dataset">Dataset</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -17217,7 +2022,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The dataset.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Dataset" title="abacusai.client.Dataset">Dataset</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../dataset/index.html#abacusai.dataset.Dataset" title="abacusai.dataset.Dataset">Dataset</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -17234,7 +2039,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The dataset version.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.DatasetVersion" title="abacusai.client.DatasetVersion">DatasetVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../dataset_version/index.html#abacusai.dataset_version.DatasetVersion" title="abacusai.dataset_version.DatasetVersion">DatasetVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -17255,7 +2060,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A list of dataset versions.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.DatasetVersion" title="abacusai.client.DatasetVersion">DatasetVersion</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../dataset_version/index.html#abacusai.dataset_version.DatasetVersion" title="abacusai.dataset_version.DatasetVersion">DatasetVersion</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -17272,7 +2077,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The logs for the specified dataset version.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.DatasetVersionLogs" title="abacusai.client.DatasetVersionLogs">DatasetVersionLogs</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../dataset_version_logs/index.html#abacusai.dataset_version_logs.DatasetVersionLogs" title="abacusai.dataset_version_logs.DatasetVersionLogs">DatasetVersionLogs</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -17321,7 +2126,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The feature group containing the training data and fold information.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -17338,7 +2143,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The feature group version containing the training data and folds information.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroupVersion" title="abacusai.client.FeatureGroupVersion">FeatureGroupVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group_version/index.html#abacusai.feature_group_version.FeatureGroupVersion" title="abacusai.feature_group_version.FeatureGroupVersion">FeatureGroupVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -17355,7 +2160,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A list of models.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.Model" title="abacusai.client.Model">Model</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../model/index.html#abacusai.model.Model" title="abacusai.model.Model">Model</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -17372,7 +2177,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Description of the model.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Model" title="abacusai.client.Model">Model</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../model/index.html#abacusai.model.Model" title="abacusai.model.Model">Model</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -17395,7 +2200,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>An object containing the model metrics and explanations for what each metric means.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.ModelMetrics" title="abacusai.client.ModelMetrics">ModelMetrics</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../model_metrics/index.html#abacusai.model_metrics.ModelMetrics" title="abacusai.model_metrics.ModelMetrics">ModelMetrics</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -17412,7 +2217,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>List of schema for all feature groups used in the model version.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.ModelVersionFeatureGroupSchema" title="abacusai.client.ModelVersionFeatureGroupSchema">ModelVersionFeatureGroupSchema</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../model_version_feature_group_schema/index.html#abacusai.model_version_feature_group_schema.ModelVersionFeatureGroupSchema" title="abacusai.model_version_feature_group_schema.ModelVersionFeatureGroupSchema">ModelVersionFeatureGroupSchema</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -17433,7 +2238,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>An array of model versions.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.ModelVersion" title="abacusai.client.ModelVersion">ModelVersion</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../model_version/index.html#abacusai.model_version.ModelVersion" title="abacusai.model_version.ModelVersion">ModelVersion</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -17450,7 +2255,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A model version.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.ModelVersion" title="abacusai.client.ModelVersion">ModelVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../model_version/index.html#abacusai.model_version.ModelVersion" title="abacusai.model_version.ModelVersion">ModelVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -17467,7 +2272,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Feature importances for the model.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureImportance" title="abacusai.client.FeatureImportance">FeatureImportance</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_importance/index.html#abacusai.feature_importance.FeatureImportance" title="abacusai.feature_importance.FeatureImportance">FeatureImportance</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -17484,7 +2289,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A list of logs.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.DataPrepLogs" title="abacusai.client.DataPrepLogs">DataPrepLogs</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../data_prep_logs/index.html#abacusai.data_prep_logs.DataPrepLogs" title="abacusai.data_prep_logs.DataPrepLogs">DataPrepLogs</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -17505,7 +2310,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A function logs object.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FunctionLogs" title="abacusai.client.FunctionLogs">FunctionLogs</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../function_logs/index.html#abacusai.function_logs.FunctionLogs" title="abacusai.function_logs.FunctionLogs">FunctionLogs</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -17522,7 +2327,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Object describing the export and its status.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.ModelArtifactsExport" title="abacusai.client.ModelArtifactsExport">ModelArtifactsExport</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../model_artifacts_export/index.html#abacusai.model_artifacts_export.ModelArtifactsExport" title="abacusai.model_artifacts_export.ModelArtifactsExport">ModelArtifactsExport</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -17542,7 +2347,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>List of model artifacts exports.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.ModelArtifactsExport" title="abacusai.client.ModelArtifactsExport">ModelArtifactsExport</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../model_artifacts_export/index.html#abacusai.model_artifacts_export.ModelArtifactsExport" title="abacusai.model_artifacts_export.ModelArtifactsExport">ModelArtifactsExport</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -17559,7 +2364,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A list of model monitors.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.ModelMonitor" title="abacusai.client.ModelMonitor">ModelMonitor</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../model_monitor/index.html#abacusai.model_monitor.ModelMonitor" title="abacusai.model_monitor.ModelMonitor">ModelMonitor</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -17576,7 +2381,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Description of the model monitor.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.ModelMonitor" title="abacusai.client.ModelMonitor">ModelMonitor</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../model_monitor/index.html#abacusai.model_monitor.ModelMonitor" title="abacusai.model_monitor.ModelMonitor">ModelMonitor</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -17593,7 +2398,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Object describing training and prediction output label and prediction distributions.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.DriftDistributions" title="abacusai.client.DriftDistributions">DriftDistributions</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../drift_distributions/index.html#abacusai.drift_distributions.DriftDistributions" title="abacusai.drift_distributions.DriftDistributions">DriftDistributions</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -17610,7 +2415,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>An object describing integrity, bias violations, model accuracy and drift for the model monitor.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.ModelMonitorSummary" title="abacusai.client.ModelMonitorSummary">ModelMonitorSummary</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../model_monitor_summary/index.html#abacusai.model_monitor_summary.ModelMonitorSummary" title="abacusai.model_monitor_summary.ModelMonitorSummary">ModelMonitorSummary</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -17631,7 +2436,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A list of model monitor versions.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.ModelMonitorVersion" title="abacusai.client.ModelMonitorVersion">ModelMonitorVersion</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../model_monitor_version/index.html#abacusai.model_monitor_version.ModelMonitorVersion" title="abacusai.model_monitor_version.ModelMonitorVersion">ModelMonitorVersion</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -17648,7 +2453,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A model monitor version.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.ModelMonitorVersion" title="abacusai.client.ModelMonitorVersion">ModelMonitorVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../model_monitor_version/index.html#abacusai.model_monitor_version.ModelMonitorVersion" title="abacusai.model_monitor_version.ModelMonitorVersion">ModelMonitorVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -17669,7 +2474,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Data associated with the metric.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.ModelMonitorVersionMetricData" title="abacusai.client.ModelMonitorVersionMetricData">ModelMonitorVersionMetricData</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../model_monitor_version_metric_data/index.html#abacusai.model_monitor_version_metric_data.ModelMonitorVersionMetricData" title="abacusai.model_monitor_version_metric_data.ModelMonitorVersionMetricData">ModelMonitorVersionMetricData</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -17686,7 +2491,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A list of Model Monitors.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.ModelMonitor" title="abacusai.client.ModelMonitor">ModelMonitor</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../model_monitor/index.html#abacusai.model_monitor.ModelMonitor" title="abacusai.model_monitor.ModelMonitor">ModelMonitor</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -17706,7 +2511,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>List of ModelMonitorSummaryForOrganization objects describing accuracy, bias, drift, or integrity for all model monitors in an organization.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.ModelMonitorSummaryFromOrg" title="abacusai.client.ModelMonitorSummaryFromOrg">ModelMonitorSummaryFromOrg</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../model_monitor_summary_from_org/index.html#abacusai.model_monitor_summary_from_org.ModelMonitorSummaryFromOrg" title="abacusai.model_monitor_summary_from_org.ModelMonitorSummaryFromOrg">ModelMonitorSummaryFromOrg</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -17720,7 +2525,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-odd"><p>A list of <cite>ModelMonitorSummaryForOrganization</cite> objects describing accuracy, bias, drift, and integrity for all model monitors in an organization.</p>
 </dd>
 <dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.ModelMonitorOrgSummary" title="abacusai.client.ModelMonitorOrgSummary">ModelMonitorOrgSummary</a>]</p>
+<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../model_monitor_org_summary/index.html#abacusai.model_monitor_org_summary.ModelMonitorOrgSummary" title="abacusai.model_monitor_org_summary.ModelMonitorOrgSummary">ModelMonitorOrgSummary</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -17737,7 +2542,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>List of EDA objects.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.Eda" title="abacusai.client.Eda">Eda</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../eda/index.html#abacusai.eda.Eda" title="abacusai.eda.Eda">Eda</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -17754,7 +2559,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Description of the EDA object.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Eda" title="abacusai.client.Eda">Eda</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../eda/index.html#abacusai.eda.Eda" title="abacusai.eda.Eda">Eda</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -17775,7 +2580,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A list of EDA versions.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.EdaVersion" title="abacusai.client.EdaVersion">EdaVersion</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../eda_version/index.html#abacusai.eda_version.EdaVersion" title="abacusai.eda_version.EdaVersion">EdaVersion</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -17792,7 +2597,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>An EDA version.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.EdaVersion" title="abacusai.client.EdaVersion">EdaVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../eda_version/index.html#abacusai.eda_version.EdaVersion" title="abacusai.eda_version.EdaVersion">EdaVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -17809,7 +2614,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>An object with a record of correlations between each feature for the EDA.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.EdaCollinearity" title="abacusai.client.EdaCollinearity">EdaCollinearity</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../eda_collinearity/index.html#abacusai.eda_collinearity.EdaCollinearity" title="abacusai.eda_collinearity.EdaCollinearity">EdaCollinearity</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -17829,7 +2634,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Object with duplication, deletion, and transformation data for data consistency analysis for an EDA.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.EdaDataConsistency" title="abacusai.client.EdaDataConsistency">EdaDataConsistency</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../eda_data_consistency/index.html#abacusai.eda_data_consistency.EdaDataConsistency" title="abacusai.eda_data_consistency.EdaDataConsistency">EdaDataConsistency</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -17849,7 +2654,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Object with a record of correlations for the provided feature for an EDA.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.EdaFeatureCollinearity" title="abacusai.client.EdaFeatureCollinearity">EdaFeatureCollinearity</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../eda_feature_collinearity/index.html#abacusai.eda_feature_collinearity.EdaFeatureCollinearity" title="abacusai.eda_feature_collinearity.EdaFeatureCollinearity">EdaFeatureCollinearity</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -17870,7 +2675,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>An object with a record of data for the feature association between the two given features for an EDA version.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.EdaFeatureAssociation" title="abacusai.client.EdaFeatureAssociation">EdaFeatureAssociation</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../eda_feature_association/index.html#abacusai.eda_feature_association.EdaFeatureAssociation" title="abacusai.eda_feature_association.EdaFeatureAssociation">EdaFeatureAssociation</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -17887,7 +2692,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Object with forecasting analysis that includes sales_across_time, cummulative_contribution, missing_value_distribution, history_length, num_rows_histogram, product_maturity data.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.EdaForecastingAnalysis" title="abacusai.client.EdaForecastingAnalysis">EdaForecastingAnalysis</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../eda_forecasting_analysis/index.html#abacusai.eda_forecasting_analysis.EdaForecastingAnalysis" title="abacusai.eda_forecasting_analysis.EdaForecastingAnalysis">EdaForecastingAnalysis</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -17907,7 +2712,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The holdout analyses</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.HoldoutAnalysis" title="abacusai.client.HoldoutAnalysis">HoldoutAnalysis</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../holdout_analysis/index.html#abacusai.holdout_analysis.HoldoutAnalysis" title="abacusai.holdout_analysis.HoldoutAnalysis">HoldoutAnalysis</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -17924,7 +2729,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The holdout analysis</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.HoldoutAnalysis" title="abacusai.client.HoldoutAnalysis">HoldoutAnalysis</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../holdout_analysis/index.html#abacusai.holdout_analysis.HoldoutAnalysis" title="abacusai.holdout_analysis.HoldoutAnalysis">HoldoutAnalysis</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -17941,7 +2746,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The holdout analysis versions</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.HoldoutAnalysisVersion" title="abacusai.client.HoldoutAnalysisVersion">HoldoutAnalysisVersion</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../holdout_analysis_version/index.html#abacusai.holdout_analysis_version.HoldoutAnalysisVersion" title="abacusai.holdout_analysis_version.HoldoutAnalysisVersion">HoldoutAnalysisVersion</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -17961,7 +2766,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The holdout analysis version</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.HoldoutAnalysisVersion" title="abacusai.client.HoldoutAnalysisVersion">HoldoutAnalysisVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../holdout_analysis_version/index.html#abacusai.holdout_analysis_version.HoldoutAnalysisVersion" title="abacusai.holdout_analysis_version.HoldoutAnalysisVersion">HoldoutAnalysisVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -17978,7 +2783,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Object containing information about the monitor alert.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.MonitorAlert" title="abacusai.client.MonitorAlert">MonitorAlert</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../monitor_alert/index.html#abacusai.monitor_alert.MonitorAlert" title="abacusai.monitor_alert.MonitorAlert">MonitorAlert</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -17995,7 +2800,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>An object describing the monitor alert version.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.MonitorAlertVersion" title="abacusai.client.MonitorAlertVersion">MonitorAlertVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../monitor_alert_version/index.html#abacusai.monitor_alert_version.MonitorAlertVersion" title="abacusai.monitor_alert_version.MonitorAlertVersion">MonitorAlertVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -18015,7 +2820,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A list of monitor alerts.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.MonitorAlert" title="abacusai.client.MonitorAlert">MonitorAlert</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../monitor_alert/index.html#abacusai.monitor_alert.MonitorAlert" title="abacusai.monitor_alert.MonitorAlert">MonitorAlert</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -18032,7 +2837,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A list of monitor alert versions.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.MonitorAlertVersion" title="abacusai.client.MonitorAlertVersion">MonitorAlertVersion</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../monitor_alert_version/index.html#abacusai.monitor_alert_version.MonitorAlertVersion" title="abacusai.monitor_alert_version.MonitorAlertVersion">MonitorAlertVersion</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -18053,7 +2858,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>An object describing the training and prediction output feature distributions.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureDistribution" title="abacusai.client.FeatureDistribution">FeatureDistribution</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_distribution/index.html#abacusai.feature_distribution.FeatureDistribution" title="abacusai.feature_distribution.FeatureDistribution">FeatureDistribution</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -18088,7 +2893,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The requested prediction operator object.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.PredictionOperator" title="abacusai.client.PredictionOperator">PredictionOperator</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../prediction_operator/index.html#abacusai.prediction_operator.PredictionOperator" title="abacusai.prediction_operator.PredictionOperator">PredictionOperator</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -18105,7 +2910,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A list of prediction operator objects.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.PredictionOperator" title="abacusai.client.PredictionOperator">PredictionOperator</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../prediction_operator/index.html#abacusai.prediction_operator.PredictionOperator" title="abacusai.prediction_operator.PredictionOperator">PredictionOperator</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -18122,7 +2927,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A list of prediction operator version objects.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.PredictionOperatorVersion" title="abacusai.client.PredictionOperatorVersion">PredictionOperatorVersion</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../prediction_operator_version/index.html#abacusai.prediction_operator_version.PredictionOperatorVersion" title="abacusai.prediction_operator_version.PredictionOperatorVersion">PredictionOperatorVersion</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -18139,7 +2944,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Description of the deployment.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Deployment" title="abacusai.client.Deployment">Deployment</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../deployment/index.html#abacusai.deployment.Deployment" title="abacusai.deployment.Deployment">Deployment</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -18156,7 +2961,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>An array of deployments.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.Deployment" title="abacusai.client.Deployment">Deployment</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../deployment/index.html#abacusai.deployment.Deployment" title="abacusai.deployment.Deployment">Deployment</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -18173,7 +2978,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A list of deployment tokens.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.DeploymentAuthToken" title="abacusai.client.DeploymentAuthToken">DeploymentAuthToken</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../deployment_auth_token/index.html#abacusai.deployment_auth_token.DeploymentAuthToken" title="abacusai.deployment_auth_token.DeploymentAuthToken">DeploymentAuthToken</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -18196,7 +3001,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The API endpoint specific to the organization.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.ApiEndpoint" title="abacusai.client.ApiEndpoint">ApiEndpoint</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../api_endpoint/index.html#abacusai.api_endpoint.ApiEndpoint" title="abacusai.api_endpoint.ApiEndpoint">ApiEndpoint</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -18217,7 +3022,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Model training types for deployment.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.ModelTrainingTypeForDeployment" title="abacusai.client.ModelTrainingTypeForDeployment">ModelTrainingTypeForDeployment</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../model_training_type_for_deployment/index.html#abacusai.model_training_type_for_deployment.ModelTrainingTypeForDeployment" title="abacusai.model_training_type_for_deployment.ModelTrainingTypeForDeployment">ModelTrainingTypeForDeployment</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -18234,7 +3039,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>An array of deployment alerts.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.MonitorAlert" title="abacusai.client.MonitorAlert">MonitorAlert</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../monitor_alert/index.html#abacusai.monitor_alert.MonitorAlert" title="abacusai.monitor_alert.MonitorAlert">MonitorAlert</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -18251,7 +3056,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>An array of real-time monitors.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.RealtimeMonitor" title="abacusai.client.RealtimeMonitor">RealtimeMonitor</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../realtime_monitor/index.html#abacusai.realtime_monitor.RealtimeMonitor" title="abacusai.realtime_monitor.RealtimeMonitor">RealtimeMonitor</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -18268,7 +3073,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Object describing the real-time monitor.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.RealtimeMonitor" title="abacusai.client.RealtimeMonitor">RealtimeMonitor</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../realtime_monitor/index.html#abacusai.realtime_monitor.RealtimeMonitor" title="abacusai.realtime_monitor.RealtimeMonitor">RealtimeMonitor</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -18285,7 +3090,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>An object representing the refresh policy.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.RefreshPolicy" title="abacusai.client.RefreshPolicy">RefreshPolicy</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../refresh_policy/index.html#abacusai.refresh_policy.RefreshPolicy" title="abacusai.refresh_policy.RefreshPolicy">RefreshPolicy</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -18302,7 +3107,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A refresh pipeline run object.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.RefreshPipelineRun" title="abacusai.client.RefreshPipelineRun">RefreshPipelineRun</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../refresh_pipeline_run/index.html#abacusai.refresh_pipeline_run.RefreshPipelineRun" title="abacusai.refresh_pipeline_run.RefreshPipelineRun">RefreshPipelineRun</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -18328,7 +3133,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>List of all refresh policies in the organization.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.RefreshPolicy" title="abacusai.client.RefreshPolicy">RefreshPolicy</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../refresh_policy/index.html#abacusai.refresh_policy.RefreshPolicy" title="abacusai.refresh_policy.RefreshPolicy">RefreshPolicy</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -18345,7 +3150,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>List of refresh pipeline runs for the given refresh policy ID.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.RefreshPipelineRun" title="abacusai.client.RefreshPipelineRun">RefreshPipelineRun</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../refresh_pipeline_run/index.html#abacusai.refresh_pipeline_run.RefreshPipelineRun" title="abacusai.refresh_pipeline_run.RefreshPipelineRun">RefreshPipelineRun</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -18394,7 +3199,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>List of batch prediction jobs.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.BatchPrediction" title="abacusai.client.BatchPrediction">BatchPrediction</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../batch_prediction/index.html#abacusai.batch_prediction.BatchPrediction" title="abacusai.batch_prediction.BatchPrediction">BatchPrediction</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -18411,7 +3216,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The batch prediction description.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.BatchPrediction" title="abacusai.client.BatchPrediction">BatchPrediction</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../batch_prediction/index.html#abacusai.batch_prediction.BatchPrediction" title="abacusai.batch_prediction.BatchPrediction">BatchPrediction</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -18432,7 +3237,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>List of batch prediction versions.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.BatchPredictionVersion" title="abacusai.client.BatchPredictionVersion">BatchPredictionVersion</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../batch_prediction_version/index.html#abacusai.batch_prediction_version.BatchPredictionVersion" title="abacusai.batch_prediction_version.BatchPredictionVersion">BatchPredictionVersion</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -18449,7 +3254,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The Batch Prediction Version.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.BatchPredictionVersion" title="abacusai.client.BatchPredictionVersion">BatchPredictionVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../batch_prediction_version/index.html#abacusai.batch_prediction_version.BatchPredictionVersion" title="abacusai.batch_prediction_version.BatchPredictionVersion">BatchPredictionVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -18466,7 +3271,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The logs for the specified batch prediction version.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.BatchPredictionVersionLogs" title="abacusai.client.BatchPredictionVersionLogs">BatchPredictionVersionLogs</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../batch_prediction_version_logs/index.html#abacusai.batch_prediction_version_logs.BatchPredictionVersionLogs" title="abacusai.batch_prediction_version_logs.BatchPredictionVersionLogs">BatchPredictionVersionLogs</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -18489,7 +3294,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A list of feature group rows.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.FeatureGroupRow" title="abacusai.client.FeatureGroupRow">FeatureGroupRow</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../feature_group_row/index.html#abacusai.feature_group_row.FeatureGroupRow" title="abacusai.feature_group_row.FeatureGroupRow">FeatureGroupRow</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -18506,7 +3311,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The Python function object.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.PythonFunction" title="abacusai.client.PythonFunction">PythonFunction</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../python_function/index.html#abacusai.python_function.PythonFunction" title="abacusai.python_function.PythonFunction">PythonFunction</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -18523,7 +3328,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A list of PythonFunction objects.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.PythonFunction" title="abacusai.client.PythonFunction">PythonFunction</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../python_function/index.html#abacusai.python_function.PythonFunction" title="abacusai.python_function.PythonFunction">PythonFunction</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -18540,7 +3345,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A list of pipelines.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.Pipeline" title="abacusai.client.Pipeline">Pipeline</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../pipeline/index.html#abacusai.pipeline.Pipeline" title="abacusai.pipeline.Pipeline">Pipeline</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -18557,7 +3362,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Object describing the pipeline version</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.PipelineVersion" title="abacusai.client.PipelineVersion">PipelineVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../pipeline_version/index.html#abacusai.pipeline_version.PipelineVersion" title="abacusai.pipeline_version.PipelineVersion">PipelineVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -18574,7 +3379,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>An object describing the pipeline step.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.PipelineStep" title="abacusai.client.PipelineStep">PipelineStep</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../pipeline_step/index.html#abacusai.pipeline_step.PipelineStep" title="abacusai.pipeline_step.PipelineStep">PipelineStep</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -18594,7 +3399,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>An object describing the pipeline step.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.PipelineStep" title="abacusai.client.PipelineStep">PipelineStep</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../pipeline_step/index.html#abacusai.pipeline_step.PipelineStep" title="abacusai.pipeline_step.PipelineStep">PipelineStep</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -18611,7 +3416,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>An object describing the pipeline step version.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.PipelineStepVersion" title="abacusai.client.PipelineStepVersion">PipelineStepVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../pipeline_step_version/index.html#abacusai.pipeline_step_version.PipelineStepVersion" title="abacusai.pipeline_step_version.PipelineStepVersion">PipelineStepVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -18628,7 +3433,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Object describing the logs for the steps in the pipeline.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.PipelineVersionLogs" title="abacusai.client.PipelineVersionLogs">PipelineVersionLogs</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../pipeline_version_logs/index.html#abacusai.pipeline_version_logs.PipelineVersionLogs" title="abacusai.pipeline_version_logs.PipelineVersionLogs">PipelineVersionLogs</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -18645,7 +3450,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Object describing the pipeline step logs.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.PipelineStepVersionLogs" title="abacusai.client.PipelineStepVersionLogs">PipelineStepVersionLogs</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../pipeline_step_version_logs/index.html#abacusai.pipeline_step_version_logs.PipelineStepVersionLogs" title="abacusai.pipeline_step_version_logs.PipelineStepVersionLogs">PipelineStepVersionLogs</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -18662,7 +3467,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>An object containing information about the graph dashboard.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.GraphDashboard" title="abacusai.client.GraphDashboard">GraphDashboard</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../graph_dashboard/index.html#abacusai.graph_dashboard.GraphDashboard" title="abacusai.graph_dashboard.GraphDashboard">GraphDashboard</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -18679,7 +3484,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A list of graph dashboards.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.GraphDashboard" title="abacusai.client.GraphDashboard">GraphDashboard</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../graph_dashboard/index.html#abacusai.graph_dashboard.GraphDashboard" title="abacusai.graph_dashboard.GraphDashboard">GraphDashboard</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -18696,7 +3501,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>An object describing the graph dashboard.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.PythonPlotFunction" title="abacusai.client.PythonPlotFunction">PythonPlotFunction</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../python_plot_function/index.html#abacusai.python_plot_function.PythonPlotFunction" title="abacusai.python_plot_function.PythonPlotFunction">PythonPlotFunction</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -18713,7 +3518,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The description of the algorithm.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Algorithm" title="abacusai.client.Algorithm">Algorithm</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../algorithm/index.html#abacusai.algorithm.Algorithm" title="abacusai.algorithm.Algorithm">Algorithm</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -18733,7 +3538,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A list of algorithms.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.Algorithm" title="abacusai.client.Algorithm">Algorithm</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../algorithm/index.html#abacusai.algorithm.Algorithm" title="abacusai.algorithm.Algorithm">Algorithm</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -18750,7 +3555,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The description of the custom loss function with the given name.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.CustomLossFunction" title="abacusai.client.CustomLossFunction">CustomLossFunction</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../custom_loss_function/index.html#abacusai.custom_loss_function.CustomLossFunction" title="abacusai.custom_loss_function.CustomLossFunction">CustomLossFunction</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -18770,7 +3575,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The description of the custom loss function with the given name.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.CustomLossFunction" title="abacusai.client.CustomLossFunction">CustomLossFunction</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../custom_loss_function/index.html#abacusai.custom_loss_function.CustomLossFunction" title="abacusai.custom_loss_function.CustomLossFunction">CustomLossFunction</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -18787,7 +3592,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The description of the custom metric with the given name.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.CustomMetric" title="abacusai.client.CustomMetric">CustomMetric</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../custom_metric/index.html#abacusai.custom_metric.CustomMetric" title="abacusai.custom_metric.CustomMetric">CustomMetric</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -18804,7 +3609,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>An object describing the custom metric version.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.CustomMetricVersion" title="abacusai.client.CustomMetricVersion">CustomMetricVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../custom_metric_version/index.html#abacusai.custom_metric_version.CustomMetricVersion" title="abacusai.custom_metric_version.CustomMetricVersion">CustomMetricVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -18824,7 +3629,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A list of custom metrics.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.CustomMetric" title="abacusai.client.CustomMetric">CustomMetric</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../custom_metric/index.html#abacusai.custom_metric.CustomMetric" title="abacusai.custom_metric.CustomMetric">CustomMetric</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -18841,7 +3646,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The description of the module.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Module" title="abacusai.client.Module">Module</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../module/index.html#abacusai.module.Module" title="abacusai.module.Module">Module</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -18855,7 +3660,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-odd"><p>A list of modules</p>
 </dd>
 <dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.Module" title="abacusai.client.Module">Module</a>]</p>
+<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../module/index.html#abacusai.module.Module" title="abacusai.module.Module">Module</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -18872,7 +3677,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The secret.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.OrganizationSecret" title="abacusai.client.OrganizationSecret">OrganizationSecret</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../organization_secret/index.html#abacusai.organization_secret.OrganizationSecret" title="abacusai.organization_secret.OrganizationSecret">OrganizationSecret</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -18886,7 +3691,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-odd"><p>list of secrets belonging to the organization.</p>
 </dd>
 <dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.OrganizationSecret" title="abacusai.client.OrganizationSecret">OrganizationSecret</a>]</p>
+<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../organization_secret/index.html#abacusai.organization_secret.OrganizationSecret" title="abacusai.organization_secret.OrganizationSecret">OrganizationSecret</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -18907,7 +3712,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The response from the model, raw text and parsed components.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.LlmResponse" title="abacusai.client.LlmResponse">LlmResponse</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../llm_response/index.html#abacusai.llm_response.LlmResponse" title="abacusai.llm_response.LlmResponse">LlmResponse</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -18928,7 +3733,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The object containing natural language explanation(s) as field(s).</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.NaturalLanguageExplanation" title="abacusai.client.NaturalLanguageExplanation">NaturalLanguageExplanation</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../natural_language_explanation/index.html#abacusai.natural_language_explanation.NaturalLanguageExplanation" title="abacusai.natural_language_explanation.NaturalLanguageExplanation">NaturalLanguageExplanation</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -18949,7 +3754,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The object containing natural language explanation(s) as field(s).</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.NaturalLanguageExplanation" title="abacusai.client.NaturalLanguageExplanation">NaturalLanguageExplanation</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../natural_language_explanation/index.html#abacusai.natural_language_explanation.NaturalLanguageExplanation" title="abacusai.natural_language_explanation.NaturalLanguageExplanation">NaturalLanguageExplanation</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -18966,7 +3771,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The chat session with Data Science Co-pilot</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.ChatSession" title="abacusai.client.ChatSession">ChatSession</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../chat_session/index.html#abacusai.chat_session.ChatSession" title="abacusai.chat_session.ChatSession">ChatSession</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -18983,14 +3788,14 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The chat sessions with Data Science Co-pilot</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.ChatSession" title="abacusai.client.ChatSession">ChatSession</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../chat_session/index.html#abacusai.chat_session.ChatSession" title="abacusai.chat_session.ChatSession">ChatSession</a></p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="abacusai.client.ReadOnlyClient.get_deployment_conversation">
-<span class="sig-name descname"><span class="pre">get_deployment_conversation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">deployment_conversation_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">external_session_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deployment_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deployment_token</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filter_intermediate_conversation_events</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ReadOnlyClient.get_deployment_conversation" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">get_deployment_conversation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">deployment_conversation_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">external_session_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deployment_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deployment_token</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filter_intermediate_conversation_events</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">get_unused_document_uploads</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ReadOnlyClient.get_deployment_conversation" title="Link to this definition"></a></dt>
 <dd><p>Gets a deployment conversation.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -19000,13 +3805,14 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>deployment_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The deployment this conversation belongs to. This is required if not logged in.</p></li>
 <li><p><strong>deployment_token</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The deployment token to authenticate access to the deployment. This is required if not logged in.</p></li>
 <li><p><strong>filter_intermediate_conversation_events</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, intermediate conversation events will be filtered out. Default is true.</p></li>
+<li><p><strong>get_unused_document_uploads</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, unused document uploads will be returned. Default is false.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>The deployment conversation.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.DeploymentConversation" title="abacusai.client.DeploymentConversation">DeploymentConversation</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../deployment_conversation/index.html#abacusai.deployment_conversation.DeploymentConversation" title="abacusai.deployment_conversation.DeploymentConversation">DeploymentConversation</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -19026,7 +3832,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The deployment conversations.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.DeploymentConversation" title="abacusai.client.DeploymentConversation">DeploymentConversation</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../deployment_conversation/index.html#abacusai.deployment_conversation.DeploymentConversation" title="abacusai.deployment_conversation.DeploymentConversation">DeploymentConversation</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -19046,7 +3852,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The deployment conversation html export.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.DeploymentConversationExport" title="abacusai.client.DeploymentConversationExport">DeploymentConversationExport</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../deployment_conversation_export/index.html#abacusai.deployment_conversation_export.DeploymentConversationExport" title="abacusai.deployment_conversation_export.DeploymentConversationExport">DeploymentConversationExport</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -19063,7 +3869,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The App User Group.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.AppUserGroup" title="abacusai.client.AppUserGroup">AppUserGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../app_user_group/index.html#abacusai.app_user_group.AppUserGroup" title="abacusai.app_user_group.AppUserGroup">AppUserGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -19080,7 +3886,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The External Application.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.ExternalApplication" title="abacusai.client.ExternalApplication">ExternalApplication</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../external_application/index.html#abacusai.external_application.ExternalApplication" title="abacusai.external_application.ExternalApplication">ExternalApplication</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -19094,7 +3900,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-odd"><p>List of External Applications.</p>
 </dd>
 <dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.ExternalApplication" title="abacusai.client.ExternalApplication">ExternalApplication</a>]</p>
+<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../external_application/index.html#abacusai.external_application.ExternalApplication" title="abacusai.external_application.ExternalApplication">ExternalApplication</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -19128,7 +3934,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Description of the agent.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Agent" title="abacusai.client.Agent">Agent</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../agent/index.html#abacusai.agent.Agent" title="abacusai.agent.Agent">Agent</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -19145,7 +3951,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A agent version.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.AgentVersion" title="abacusai.client.AgentVersion">AgentVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../agent_version/index.html#abacusai.agent_version.AgentVersion" title="abacusai.agent_version.AgentVersion">AgentVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -19167,7 +3973,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A list of search results, each containing the retrieved object and its relevance score</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.OrganizationSearchResult" title="abacusai.client.OrganizationSearchResult">OrganizationSearchResult</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../organization_search_result/index.html#abacusai.organization_search_result.OrganizationSearchResult" title="abacusai.organization_search_result.OrganizationSearchResult">OrganizationSearchResult</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -19184,7 +3990,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A list of agents in the project.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.Agent" title="abacusai.client.Agent">Agent</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../agent/index.html#abacusai.agent.Agent" title="abacusai.agent.Agent">Agent</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -19205,7 +4011,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>An array of Agent versions.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.AgentVersion" title="abacusai.client.AgentVersion">AgentVersion</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../agent_version/index.html#abacusai.agent_version.AgentVersion" title="abacusai.agent_version.AgentVersion">AgentVersion</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -19219,7 +4025,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-odd"><p>A list of LLM Apps.</p>
 </dd>
 <dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.LlmApp" title="abacusai.client.LlmApp">LlmApp</a>]</p>
+<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../llm_app/index.html#abacusai.llm_app.LlmApp" title="abacusai.llm_app.LlmApp">LlmApp</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -19240,7 +4046,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>All the document retrievers in the organization associated with the specified project.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.DocumentRetriever" title="abacusai.client.DocumentRetriever">DocumentRetriever</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../document_retriever/index.html#abacusai.document_retriever.DocumentRetriever" title="abacusai.document_retriever.DocumentRetriever">DocumentRetriever</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -19257,7 +4063,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The document retriever object.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.DocumentRetriever" title="abacusai.client.DocumentRetriever">DocumentRetriever</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../document_retriever/index.html#abacusai.document_retriever.DocumentRetriever" title="abacusai.document_retriever.DocumentRetriever">DocumentRetriever</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -19274,7 +4080,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The Document Retriever.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.DocumentRetriever" title="abacusai.client.DocumentRetriever">DocumentRetriever</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../document_retriever/index.html#abacusai.document_retriever.DocumentRetriever" title="abacusai.document_retriever.DocumentRetriever">DocumentRetriever</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -19295,7 +4101,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>All the document retriever versions associated with the document retriever.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.DocumentRetrieverVersion" title="abacusai.client.DocumentRetrieverVersion">DocumentRetrieverVersion</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../document_retriever_version/index.html#abacusai.document_retriever_version.DocumentRetrieverVersion" title="abacusai.document_retriever_version.DocumentRetrieverVersion">DocumentRetrieverVersion</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -19312,7 +4118,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The document retriever version object.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.DocumentRetrieverVersion" title="abacusai.client.DocumentRetrieverVersion">DocumentRetrieverVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../document_retriever_version/index.html#abacusai.document_retriever_version.DocumentRetrieverVersion" title="abacusai.document_retriever_version.DocumentRetrieverVersion">DocumentRetrieverVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -19377,7 +4183,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The dataset object created</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Dataset" title="abacusai.client.Dataset">Dataset</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../dataset/index.html#abacusai.dataset.Dataset" title="abacusai.dataset.Dataset">Dataset</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -19399,7 +4205,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The dataset updated</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Dataset" title="abacusai.client.Dataset">Dataset</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../dataset/index.html#abacusai.dataset.Dataset" title="abacusai.dataset.Dataset">Dataset</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -19556,7 +4362,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>training_input_tables</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The input table names of the feature groups to pass to the train function</p></li>
 <li><p><strong>cpu_size</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Size of the cpu for the training function</p></li>
 <li><p><strong>memory</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Memory (in GB) for the training function</p></li>
-<li><p><strong>training_config</strong> (<a class="reference internal" href="#abacusai.client.TrainingConfig" title="abacusai.client.TrainingConfig"><em>TrainingConfig</em></a>) – Training configuration</p></li>
+<li><p><strong>training_config</strong> (<a class="reference internal" href="../api_class/index.html#abacusai.api_class.TrainingConfig" title="abacusai.api_class.TrainingConfig"><em>TrainingConfig</em></a>) – Training configuration</p></li>
 <li><p><strong>exclusive_run</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Decides if this model will be run exclusively or along with other Abacus.AI algorithms</p></li>
 <li><p><strong>package_requirements</strong> (<em>List</em>) – List of package requirement strings. For example: [‘numpy==1.2.3’, ‘pandas&gt;=1.4.0’]</p></li>
 <li><p><strong>included_modules</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of names of user-created modules that will be included, which is equivalent to ‘from module import <a href="#id5"><span class="problematic" id="id6">*</span></a>’</p></li>
@@ -19648,7 +4454,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>function</strong> (<em>callable</em>) – The function callable to serialize and upload.</p></li>
 <li><p><strong>function_variable_mappings</strong> (<em>List&lt;PythonFunctionArguments&gt;</em>) – List of Python function arguments.</p></li>
 <li><p><strong>package_requirements</strong> (<em>List</em>) – List of package requirement strings. For example: [‘numpy==1.2.3’, ‘pandas&gt;=1.4.0’].</p></li>
-<li><p><strong>function_type</strong> (<a class="reference internal" href="#abacusai.client.PythonFunctionType" title="abacusai.client.PythonFunctionType"><em>PythonFunctionType</em></a>) – Type of Python function to create. Default is FEATURE_GROUP, but can also be PLOTLY_FIG.</p></li>
+<li><p><strong>function_type</strong> (<a class="reference internal" href="../api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionType" title="abacusai.api_class.enums.PythonFunctionType"><em>PythonFunctionType</em></a>) – Type of Python function to create. Default is FEATURE_GROUP, but can also be PLOTLY_FIG.</p></li>
 </ul>
 </dd>
 </dl>
@@ -19693,7 +4499,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The python_function object.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.PythonFunction" title="abacusai.client.PythonFunction">PythonFunction</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../python_function/index.html#abacusai.python_function.PythonFunction" title="abacusai.python_function.PythonFunction">PythonFunction</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -19806,7 +4612,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A description of the registered custom loss function</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.CustomLossFunction" title="abacusai.client.CustomLossFunction">CustomLossFunction</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../custom_loss_function/index.html#abacusai.custom_loss_function.CustomLossFunction" title="abacusai.custom_loss_function.CustomLossFunction">CustomLossFunction</a></p>
 </dd>
 <dt class="field-even">Raises<span class="colon">:</span></dt>
 <dd class="field-even"><ul class="simple">
@@ -19832,7 +4638,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A description of the updated custom loss function</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.CustomLossFunction" title="abacusai.client.CustomLossFunction">CustomLossFunction</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../custom_loss_function/index.html#abacusai.custom_loss_function.CustomLossFunction" title="abacusai.custom_loss_function.CustomLossFunction">CustomLossFunction</a></p>
 </dd>
 <dt class="field-even">Raises<span class="colon">:</span></dt>
 <dd class="field-even"><ul class="simple">
@@ -19859,7 +4665,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The newly created custom metric.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.CustomMetric" title="abacusai.client.CustomMetric">CustomMetric</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../custom_metric/index.html#abacusai.custom_metric.CustomMetric" title="abacusai.custom_metric.CustomMetric">CustomMetric</a></p>
 </dd>
 <dt class="field-even">Raises<span class="colon">:</span></dt>
 <dd class="field-even"><ul class="simple">
@@ -19885,7 +4691,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The updated custom metric.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.CustomMetric" title="abacusai.client.CustomMetric">CustomMetric</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../custom_metric/index.html#abacusai.custom_metric.CustomMetric" title="abacusai.custom_metric.CustomMetric">CustomMetric</a></p>
 </dd>
 <dt class="field-even">Raises<span class="colon">:</span></dt>
 <dd class="field-even"><ul class="simple">
@@ -19912,7 +4718,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>the created Abacus.ai module object</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Module" title="abacusai.client.Module">Module</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../module/index.html#abacusai.module.Module" title="abacusai.module.Module">Module</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -19933,7 +4739,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>the created Abacus.ai module object</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Module" title="abacusai.client.Module">Module</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../module/index.html#abacusai.module.Module" title="abacusai.module.Module">Module</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -19971,7 +4777,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>package_requirements</strong> (<em>List</em>) – List of package requirement strings. For example: [‘numpy==1.2.3’, ‘pandas&gt;=1.4.0’]</p></li>
 <li><p><strong>description</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A description of the agent.</p></li>
 <li><p><strong>evaluation_feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The ID of the feature group to use for evaluation.</p></li>
-<li><p><strong>workflow_graph</strong> (<a class="reference internal" href="#abacusai.client.WorkflowGraph" title="abacusai.client.WorkflowGraph"><em>WorkflowGraph</em></a>) – The workflow graph for the agent.</p></li>
+<li><p><strong>workflow_graph</strong> (<a class="reference internal" href="../api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowGraph" title="abacusai.api_class.ai_agents.WorkflowGraph"><em>WorkflowGraph</em></a>) – The workflow graph for the agent.</p></li>
 </ul>
 </dd>
 </dl>
@@ -19991,7 +4797,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>package_requirements</strong> (<em>List</em>) – List of package requirement strings. For example: [‘numpy==1.2.3’, ‘pandas&gt;=1.4.0’]</p></li>
 <li><p><strong>enable_binary_input</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If True, the agent will be able to accept binary data as inputs.</p></li>
 <li><p><strong>description</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A description of the agent.</p></li>
-<li><p><strong>workflow_graph</strong> (<a class="reference internal" href="#abacusai.client.WorkflowGraph" title="abacusai.client.WorkflowGraph"><em>WorkflowGraph</em></a>) – The workflow graph for the agent.</p></li>
+<li><p><strong>workflow_graph</strong> (<a class="reference internal" href="../api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowGraph" title="abacusai.api_class.ai_agents.WorkflowGraph"><em>WorkflowGraph</em></a>) – The workflow graph for the agent.</p></li>
 </ul>
 </dd>
 </dl>
@@ -20024,7 +4830,10 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 execute function.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>List[ChatMessage]:: The chat history for the current request being processed by the Agent.</p>
+<dd class="field-odd"><p>The chat history for the current request being processed by the Agent.</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>List[<a class="reference internal" href="../chat_message/index.html#abacusai.chat_message.ChatMessage" title="abacusai.chat_message.ChatMessage">ChatMessage</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -20035,7 +4844,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd><p>Sets the history of chat messages from the current request context.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>chat_history</strong> (<em>List</em><em>[</em><a class="reference internal" href="#abacusai.client.ChatMessage" title="abacusai.client.ChatMessage"><em>ChatMessage</em></a><em>]</em>) – The chat history associated with the current request context.</p>
+<dd class="field-odd"><p><strong>chat_history</strong> (<em>List</em><em>[</em><a class="reference internal" href="../chat_message/index.html#abacusai.chat_message.ChatMessage" title="abacusai.chat_message.ChatMessage"><em>ChatMessage</em></a><em>]</em>) – The chat history associated with the current request context.</p>
 </dd>
 </dl>
 </dd></dl>
@@ -20154,7 +4963,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-odd"><p>The BlobInput the current request being processed by the Agent.</p>
 </dd>
 <dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p>List[<a class="reference internal" href="#abacusai.client.BlobInput" title="abacusai.client.BlobInput">BlobInput</a>]</p>
+<dd class="field-even"><p>List[<a class="reference internal" href="../api_class/blob_input/index.html#abacusai.api_class.blob_input.BlobInput" title="abacusai.api_class.blob_input.BlobInput">BlobInput</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -20175,7 +4984,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>prompt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Prompt to use for generation.</p></li>
 <li><p><strong>system_message</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – System prompt for models that support it.</p></li>
-<li><p><strong>llm_name</strong> (<a class="reference internal" href="#abacusai.client.LLMName" title="abacusai.client.LLMName"><em>LLMName</em></a>) – Name of the underlying LLM to be used for generation. Default is auto selection.</p></li>
+<li><p><strong>llm_name</strong> (<a class="reference internal" href="../api_class/enums/index.html#abacusai.api_class.enums.LLMName" title="abacusai.api_class.enums.LLMName"><em>LLMName</em></a>) – Name of the underlying LLM to be used for generation. Default is auto selection.</p></li>
 <li><p><strong>max_tokens</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Maximum number of tokens to generate. If set, the model will just stop generating after this token limit is reached.</p></li>
 <li><p><strong>temperature</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – Temperature to use for generation. Higher temperature makes more non-deterministic responses, a value of zero makes mostly deterministic reponses. Default is 0.0. A range of 0.0 - 2.0 is allowed.</p></li>
 <li><p><strong>messages</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – A list of messages to use as conversation history. For completion models like OPENAI_GPT3_5_TEXT and PALM_TEXT this should not be set. A message is a dict with attributes: is_user (bool): Whether the message is from the user. text (str): The message’s text.</p></li>
@@ -20188,7 +4997,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The response from the model.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>text</p>
+<dd class="field-odd"><p>text (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)">str</a>)</p>
 </dd>
 </dl>
 </dd></dl>
@@ -20336,7 +5145,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The result of the query execution. Execution results could be loaded as pandas using ‘load_as_pandas’, i.e., result.execution.load_as_pandas().</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.LlmExecutionResult" title="abacusai.client.LlmExecutionResult">LlmExecutionResult</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../llm_execution_result/index.html#abacusai.llm_execution_result.LlmExecutionResult" title="abacusai.llm_execution_result.LlmExecutionResult">LlmExecutionResult</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -20380,7 +5189,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The relevant documentation results found from the document retriever.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.DocumentRetrieverLookupResult" title="abacusai.client.DocumentRetrieverLookupResult">DocumentRetrieverLookupResult</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../document_retriever_lookup_result/index.html#abacusai.document_retriever_lookup_result.DocumentRetrieverLookupResult" title="abacusai.document_retriever_lookup_result.DocumentRetrieverLookupResult">DocumentRetrieverLookupResult</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -20404,7 +5213,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The new model which is being trained.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Model" title="abacusai.client.Model">Model</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../model/index.html#abacusai.model.Model" title="abacusai.model.Model">Model</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -20427,7 +5236,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Collection of upload IDs to upload the model artifacts.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.ModelUpload" title="abacusai.client.ModelUpload">ModelUpload</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../model_upload/index.html#abacusai.model_upload.ModelUpload" title="abacusai.model_upload.ModelUpload">ModelUpload</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -20444,7 +5253,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The updated model.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.ModelVersion" title="abacusai.client.ModelVersion">ModelVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../model_version/index.html#abacusai.model_version.ModelVersion" title="abacusai.model_version.ModelVersion">ModelVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -20464,7 +5273,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Collection of upload IDs to upload the model artifacts.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.ModelUpload" title="abacusai.client.ModelUpload">ModelUpload</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../model_upload/index.html#abacusai.model_upload.ModelUpload" title="abacusai.model_upload.ModelUpload">ModelUpload</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -20624,7 +5433,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Information about the created Organization Group.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.OrganizationGroup" title="abacusai.client.OrganizationGroup">OrganizationGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../organization_group/index.html#abacusai.organization_group.OrganizationGroup" title="abacusai.organization_group.OrganizationGroup">OrganizationGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -20762,7 +5571,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The webhook attached to the deployment.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Webhook" title="abacusai.client.Webhook">Webhook</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../webhook/index.html#abacusai.webhook.Webhook" title="abacusai.webhook.Webhook">Webhook</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -20809,7 +5618,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>This object represents the newly created project.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Project" title="abacusai.client.Project">Project</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../project/index.html#abacusai.project.Project" title="abacusai.project.Project">Project</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -20894,7 +5703,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier for the feature group.</p></li>
 <li><p><strong>project_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier for the project.</p></li>
-<li><p><strong>project_config</strong> (<a class="reference internal" href="#abacusai.client.ProjectFeatureGroupConfig" title="abacusai.client.ProjectFeatureGroupConfig"><em>ProjectFeatureGroupConfig</em></a>) – Feature group’s project configuration.</p></li>
+<li><p><strong>project_config</strong> (<a class="reference internal" href="../api_class/index.html#abacusai.api_class.ProjectFeatureGroupConfig" title="abacusai.api_class.ProjectFeatureGroupConfig"><em>ProjectFeatureGroupConfig</em></a>) – Feature group’s project configuration.</p></li>
 </ul>
 </dd>
 </dl>
@@ -20947,7 +5756,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A list of objects that describes the resulting feature group’s schema after the feature’s featureMapping is set.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.Feature" title="abacusai.client.Feature">Feature</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../feature/index.html#abacusai.feature.Feature" title="abacusai.feature.Feature">Feature</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -20976,7 +5785,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The annotation entry that was added.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.AnnotationEntry" title="abacusai.client.AnnotationEntry">AnnotationEntry</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../annotation_entry/index.html#abacusai.annotation_entry.AnnotationEntry" title="abacusai.annotation_entry.AnnotationEntry">AnnotationEntry</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -20998,7 +5807,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The latest annotation entry for the given feature group, feature, document, and/or annotation key value.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.AnnotationEntry" title="abacusai.client.AnnotationEntry">AnnotationEntry</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../annotation_entry/index.html#abacusai.annotation_entry.AnnotationEntry" title="abacusai.annotation_entry.AnnotationEntry">AnnotationEntry</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -21022,7 +5831,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The updated annotation entry.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.AnnotationEntry" title="abacusai.client.AnnotationEntry">AnnotationEntry</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../annotation_entry/index.html#abacusai.annotation_entry.AnnotationEntry" title="abacusai.annotation_entry.AnnotationEntry">AnnotationEntry</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -21045,7 +5854,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The document to annotate.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.AnnotationDocument" title="abacusai.client.AnnotationDocument">AnnotationDocument</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../annotation_document/index.html#abacusai.annotation_document.AnnotationDocument" title="abacusai.annotation_document.AnnotationDocument">AnnotationDocument</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -21066,7 +5875,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The annotation config for the feature group.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.AnnotationConfig" title="abacusai.client.AnnotationConfig">AnnotationConfig</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../annotation_config/index.html#abacusai.annotation_config.AnnotationConfig" title="abacusai.annotation_config.AnnotationConfig">AnnotationConfig</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -21087,7 +5896,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The created FeatureGroup.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -21110,7 +5919,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The created feature group.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -21129,8 +5938,8 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>function_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the function found in the source code that will be executed (on the optional inputs) to materialize this feature group.</p></li>
 <li><p><strong>input_feature_groups</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of feature group names that are supplied to the function as parameters. Each of the parameters are materialized Dataframes (same type as the functions return value).</p></li>
 <li><p><strong>description</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The description for this feature group.</p></li>
-<li><p><strong>cpu_size</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Size of the CPU for the feature group function.</p></li>
-<li><p><strong>memory</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Memory (in GB) for the feature group function.</p></li>
+<li><p><strong>cpu_size</strong> (<a class="reference internal" href="../api_class/enums/index.html#abacusai.api_class.enums.CPUSize" title="abacusai.api_class.enums.CPUSize"><em>CPUSize</em></a>) – Size of the CPU for the feature group function.</p></li>
+<li><p><strong>memory</strong> (<a class="reference internal" href="../api_class/enums/index.html#abacusai.api_class.enums.MemorySize" title="abacusai.api_class.enums.MemorySize"><em>MemorySize</em></a>) – Memory (in GB) for the feature group function.</p></li>
 <li><p><strong>package_requirements</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of package requirements for the feature group function. For example: [‘numpy==1.2.3’, ‘pandas&gt;=1.4.0’]</p></li>
 <li><p><strong>use_original_csv_names</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Defaults to False, if set it uses the original column names for input feature groups from CSV datasets.</p></li>
 <li><p><strong>python_function_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of Python Function that contains the source code and function arguments.</p></li>
@@ -21142,7 +5951,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The created feature group</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -21157,7 +5966,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique ID associated with the pre-existing Feature Group that will be sampled by this new Feature Group. i.e. the input for sampling.</p></li>
 <li><p><strong>table_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique name to be given to this sampling Feature Group. Can be up to 120 characters long and can only contain alphanumeric characters and underscores.</p></li>
-<li><p><strong>sampling_config</strong> (<a class="reference internal" href="#abacusai.client.SamplingConfig" title="abacusai.client.SamplingConfig"><em>SamplingConfig</em></a>) – Dictionary defining the sampling method and its parameters.</p></li>
+<li><p><strong>sampling_config</strong> (<a class="reference internal" href="../api_class/feature_group/index.html#abacusai.api_class.feature_group.SamplingConfig" title="abacusai.api_class.feature_group.SamplingConfig"><em>SamplingConfig</em></a>) – Dictionary defining the sampling method and its parameters.</p></li>
 <li><p><strong>description</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A human-readable description of this Feature Group.</p></li>
 </ul>
 </dd>
@@ -21165,7 +5974,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The created Feature Group.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -21211,7 +6020,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>source_feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier corresponding to the Feature Group to which the operator will be applied.</p></li>
 <li><p><strong>table_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier for the operator Feature Group. Can be up to 120 characters long and can only contain alphanumeric characters and underscores.</p></li>
-<li><p><strong>operator_config</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – JSON object (aka map) defining the operator and its parameters.</p></li>
+<li><p><strong>operator_config</strong> (<a class="reference internal" href="../api_class/feature_group/index.html#abacusai.api_class.feature_group.OperatorConfig" title="abacusai.api_class.feature_group.OperatorConfig"><em>OperatorConfig</em></a>) – The operator config is used to define the operator and its parameters.</p></li>
 <li><p><strong>description</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Human-readable description of the Feature Group.</p></li>
 </ul>
 </dd>
@@ -21219,7 +6028,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The created Feature Group.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -21239,7 +6048,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Feature Group corresponding to the newly created Snapshot.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -21260,7 +6069,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The created online feature group.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -21273,14 +6082,14 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier associated with the FeatureGroup.</p></li>
-<li><p><strong>sampling_config</strong> (<a class="reference internal" href="#abacusai.client.SamplingConfig" title="abacusai.client.SamplingConfig"><em>SamplingConfig</em></a>) – A JSON string object specifying the sampling method and parameters specific to that sampling method. An empty sampling_config indicates no sampling.</p></li>
+<li><p><strong>sampling_config</strong> (<a class="reference internal" href="../api_class/feature_group/index.html#abacusai.api_class.feature_group.SamplingConfig" title="abacusai.api_class.feature_group.SamplingConfig"><em>SamplingConfig</em></a>) – A JSON string object specifying the sampling method and parameters specific to that sampling method. An empty sampling_config indicates no sampling.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>The updated FeatureGroup.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -21293,14 +6102,14 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique identifier associated with the feature group.</p></li>
-<li><p><strong>merge_config</strong> (<a class="reference internal" href="#abacusai.client.MergeConfig" title="abacusai.client.MergeConfig"><em>MergeConfig</em></a>) – JSON object string specifying the merge rule. An empty merge_config will default to only including the latest dataset version.</p></li>
+<li><p><strong>merge_config</strong> (<a class="reference internal" href="../api_class/feature_group/index.html#abacusai.api_class.feature_group.MergeConfig" title="abacusai.api_class.feature_group.MergeConfig"><em>MergeConfig</em></a>) – JSON object string specifying the merge rule. An empty merge_config will default to only including the latest dataset version.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>The updated FeatureGroup.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -21313,9 +6122,15 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A unique string identifier associated with the feature group.</p></li>
-<li><p><strong>operator_config</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – A dictionary object specifying the pre-defined operations.</p></li>
+<li><p><strong>operator_config</strong> (<a class="reference internal" href="../api_class/feature_group/index.html#abacusai.api_class.feature_group.OperatorConfig" title="abacusai.api_class.feature_group.OperatorConfig"><em>OperatorConfig</em></a>) – A dictionary object specifying the pre-defined operations.</p></li>
 </ul>
 </dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>The updated FeatureGroup.</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
+</dd>
 </dl>
 </dd></dl>
 
@@ -21349,7 +6164,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A Feature Group object with the newly added feature.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -21398,7 +6213,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The feature group after the feature has been set</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -21421,7 +6236,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A feature group object with the newly added annotatable feature.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -21441,7 +6256,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The updated feature group.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -21461,7 +6276,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The feature group after unsetting the feature</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -21483,7 +6298,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The feature group after adding the annotation label</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -21503,7 +6318,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The feature group after adding the annotation label</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -21557,7 +6372,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A feature group object with the newly added nested feature.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -21582,7 +6397,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A feature group object with the updated nested feature.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -21602,7 +6417,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A feature group object without the specified nested feature.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -21633,7 +6448,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A feature group object with the newly added nested feature.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -21663,7 +6478,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A feature group object with the newly added nested feature.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -21692,7 +6507,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The feature group after the point in time group has been created.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -21715,7 +6530,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Feature group object with newly added point-in-time features.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -21744,7 +6559,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The feature group after the update has been applied.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -21764,7 +6579,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The feature group after the point in time group has been deleted.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -21786,7 +6601,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The feature group after the update has been applied.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -21808,7 +6623,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The feature group after the update has been applied.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -21830,7 +6645,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The feature group after the data_type is applied.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Schema" title="abacusai.client.Schema">Schema</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../schema/index.html#abacusai.schema.Schema" title="abacusai.schema.Schema">Schema</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -21908,7 +6723,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A dict that contains the execution status</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.ExecuteFeatureGroupOperation" title="abacusai.client.ExecuteFeatureGroupOperation">ExecuteFeatureGroupOperation</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../execute_feature_group_operation/index.html#abacusai.execute_feature_group_operation.ExecuteFeatureGroupOperation" title="abacusai.execute_feature_group_operation.ExecuteFeatureGroupOperation">ExecuteFeatureGroupOperation</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -21925,7 +6740,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A dict that contains the execution status</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.ExecuteFeatureGroupOperation" title="abacusai.client.ExecuteFeatureGroupOperation">ExecuteFeatureGroupOperation</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../execute_feature_group_operation/index.html#abacusai.execute_feature_group_operation.ExecuteFeatureGroupOperation" title="abacusai.execute_feature_group_operation.ExecuteFeatureGroupOperation">ExecuteFeatureGroupOperation</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -21945,7 +6760,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Updated Feature Group object.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -21962,7 +6777,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The updated feature group.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -21982,7 +6797,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Updated feature group.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -22013,8 +6828,8 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique ID associated with the feature group.</p></li>
 <li><p><strong>python_function_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the python function to be associated with the feature group.</p></li>
 <li><p><strong>python_function_bindings</strong> (<em>List</em>) – List of python function arguments.</p></li>
-<li><p><strong>cpu_size</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Size of the CPU for the feature group python function.</p></li>
-<li><p><strong>memory</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Memory (in GB) for the feature group python function.</p></li>
+<li><p><strong>cpu_size</strong> (<a class="reference internal" href="../api_class/enums/index.html#abacusai.api_class.enums.CPUSize" title="abacusai.api_class.enums.CPUSize"><em>CPUSize</em></a>) – Size of the CPU for the feature group python function.</p></li>
+<li><p><strong>memory</strong> (<a class="reference internal" href="../api_class/enums/index.html#abacusai.api_class.enums.MemorySize" title="abacusai.api_class.enums.MemorySize"><em>MemorySize</em></a>) – Memory (in GB) for the feature group python function.</p></li>
 <li><p><strong>use_gpu</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether the feature group needs a gpu or not. Otherwise default to CPU.</p></li>
 <li><p><strong>use_original_csv_names</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If enabled, it uses the original column names for input feature groups from CSV datasets.</p></li>
 </ul>
@@ -22037,7 +6852,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The updated feature group.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -22057,7 +6872,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The updated feature group.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -22079,7 +6894,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Updated feature group object.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -22101,7 +6916,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The FeatureGroupExport instance.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroupExport" title="abacusai.client.FeatureGroupExport">FeatureGroupExport</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group_export/index.html#abacusai.feature_group_export.FeatureGroupExport" title="abacusai.feature_group_export.FeatureGroupExport">FeatureGroupExport</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -22126,7 +6941,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The FeatureGroupExport instance.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroupExport" title="abacusai.client.FeatureGroupExport">FeatureGroupExport</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group_export/index.html#abacusai.feature_group_export.FeatureGroupExport" title="abacusai.feature_group_export.FeatureGroupExport">FeatureGroupExport</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -22146,7 +6961,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The FeatureGroupExport instance.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroupExport" title="abacusai.client.FeatureGroupExport">FeatureGroupExport</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group_export/index.html#abacusai.feature_group_export.FeatureGroupExport" title="abacusai.feature_group_export.FeatureGroupExport">FeatureGroupExport</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -22236,7 +7051,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Updated feature group object.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -22267,7 +7082,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A feature group version.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroupVersion" title="abacusai.client.FeatureGroupVersion">FeatureGroupVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group_version/index.html#abacusai.feature_group_version.FeatureGroupVersion" title="abacusai.feature_group_version.FeatureGroupVersion">FeatureGroupVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -22292,7 +7107,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The created feature group template.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroupTemplate" title="abacusai.client.FeatureGroupTemplate">FeatureGroupTemplate</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group_template/index.html#abacusai.feature_group_template.FeatureGroupTemplate" title="abacusai.feature_group_template.FeatureGroupTemplate">FeatureGroupTemplate</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -22326,7 +7141,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The updated feature group template.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroupTemplate" title="abacusai.client.FeatureGroupTemplate">FeatureGroupTemplate</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group_template/index.html#abacusai.feature_group_template.FeatureGroupTemplate" title="abacusai.feature_group_template.FeatureGroupTemplate">FeatureGroupTemplate</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -22349,7 +7164,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The resolved template</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.ResolvedFeatureGroupTemplate" title="abacusai.client.ResolvedFeatureGroupTemplate">ResolvedFeatureGroupTemplate</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../resolved_feature_group_template/index.html#abacusai.resolved_feature_group_template.ResolvedFeatureGroupTemplate" title="abacusai.resolved_feature_group_template.ResolvedFeatureGroupTemplate">ResolvedFeatureGroupTemplate</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -22381,7 +7196,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The object ‘UploadPart’ which encapsulates the hash and the etag for the part that got uploaded.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.UploadPart" title="abacusai.client.UploadPart">UploadPart</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../upload_part/index.html#abacusai.upload_part.UploadPart" title="abacusai.upload_part.UploadPart">UploadPart</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -22398,7 +7213,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The upload object associated with the process, containing details of the file.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Upload" title="abacusai.client.Upload">Upload</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../upload/index.html#abacusai.upload.Upload" title="abacusai.upload.Upload">Upload</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -22423,17 +7238,17 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>incremental</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Signifies if the dataset is an incremental dataset.</p></li>
 <li><p><strong>is_documentset</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Signifies if the dataset is docstore dataset. A docstore dataset contains documents like images, PDFs, audio files etc. or is tabular data with links to such files.</p></li>
 <li><p><strong>extract_bounding_boxes</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Signifies whether to extract bounding boxes out of the documents. Only valid if is_documentset if True.</p></li>
-<li><p><strong>document_processing_config</strong> (<a class="reference internal" href="#abacusai.client.DatasetDocumentProcessingConfig" title="abacusai.client.DatasetDocumentProcessingConfig"><em>DatasetDocumentProcessingConfig</em></a>) – The document processing configuration. Only valid if is_documentset is True.</p></li>
+<li><p><strong>document_processing_config</strong> (<a class="reference internal" href="../api_class/dataset/index.html#abacusai.api_class.dataset.DatasetDocumentProcessingConfig" title="abacusai.api_class.dataset.DatasetDocumentProcessingConfig"><em>DatasetDocumentProcessingConfig</em></a>) – The document processing configuration. Only valid if is_documentset is True.</p></li>
 <li><p><strong>merge_file_schemas</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Signifies if the merge file schema policy is enabled. If is_documentset is True, this is also set to True by default.</p></li>
 <li><p><strong>reference_only_documentset</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Signifies if the data reference only policy is enabled.</p></li>
-<li><p><strong>parsing_config</strong> (<a class="reference internal" href="#abacusai.client.ParsingConfig" title="abacusai.client.ParsingConfig"><em>ParsingConfig</em></a>) – Custom config for dataset parsing.</p></li>
+<li><p><strong>parsing_config</strong> (<a class="reference internal" href="../api_class/dataset/index.html#abacusai.api_class.dataset.ParsingConfig" title="abacusai.api_class.dataset.ParsingConfig"><em>ParsingConfig</em></a>) – Custom config for dataset parsing.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>The dataset created.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Dataset" title="abacusai.client.Dataset">Dataset</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../dataset/index.html#abacusai.dataset.Dataset" title="abacusai.dataset.Dataset">Dataset</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -22450,14 +7265,14 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>file_format</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – File format to be used. If not specified, the service will try to detect the file format.</p></li>
 <li><p><strong>csv_delimiter</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If the file format is CSV, use a specific CSV delimiter.</p></li>
 <li><p><strong>merge_file_schemas</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Signifies if the merge file schema policy is enabled.</p></li>
-<li><p><strong>parsing_config</strong> (<a class="reference internal" href="#abacusai.client.ParsingConfig" title="abacusai.client.ParsingConfig"><em>ParsingConfig</em></a>) – Custom config for dataset parsing.</p></li>
+<li><p><strong>parsing_config</strong> (<a class="reference internal" href="../api_class/dataset/index.html#abacusai.api_class.dataset.ParsingConfig" title="abacusai.api_class.dataset.ParsingConfig"><em>ParsingConfig</em></a>) – Custom config for dataset parsing.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>The new Dataset Version created.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.DatasetVersion" title="abacusai.client.DatasetVersion">DatasetVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../dataset_version/index.html#abacusai.dataset_version.DatasetVersion" title="abacusai.dataset_version.DatasetVersion">DatasetVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -22477,14 +7292,14 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>refresh_schedule</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The Cron time string format that describes a schedule to retrieve the latest version of the imported dataset. The time is specified in UTC.</p></li>
 <li><p><strong>sql_query</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The full SQL query to use when fetching data. If present, this parameter will override <cite>object_name</cite>, <cite>columns</cite>, <cite>timestamp_column</cite>, and <cite>query_arguments</cite>.</p></li>
 <li><p><strong>incremental</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Signifies if the dataset is an incremental dataset.</p></li>
-<li><p><strong>incremental_database_connector_config</strong> (<a class="reference internal" href="#abacusai.client.IncrementalDatabaseConnectorConfig" title="abacusai.client.IncrementalDatabaseConnectorConfig"><em>IncrementalDatabaseConnectorConfig</em></a>) – The config for incremental datasets. Only valid if incremental is True</p></li>
+<li><p><strong>incremental_database_connector_config</strong> (<a class="reference internal" href="../api_class/dataset/index.html#abacusai.api_class.dataset.IncrementalDatabaseConnectorConfig" title="abacusai.api_class.dataset.IncrementalDatabaseConnectorConfig"><em>IncrementalDatabaseConnectorConfig</em></a>) – The config for incremental datasets. Only valid if incremental is True</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>The created dataset.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Dataset" title="abacusai.client.Dataset">Dataset</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../dataset/index.html#abacusai.dataset.Dataset" title="abacusai.dataset.Dataset">Dataset</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -22498,7 +7313,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>table_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Organization-unique table name.</p></li>
 <li><p><strong>application_connector_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier of the application connector to download data from.</p></li>
-<li><p><strong>dataset_config</strong> (<a class="reference internal" href="#abacusai.client.ApplicationConnectorDatasetConfig" title="abacusai.client.ApplicationConnectorDatasetConfig"><em>ApplicationConnectorDatasetConfig</em></a>) – Dataset config for the application connector.</p></li>
+<li><p><strong>dataset_config</strong> (<a class="reference internal" href="../api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.ApplicationConnectorDatasetConfig" title="abacusai.api_class.dataset_application_connector.ApplicationConnectorDatasetConfig"><em>ApplicationConnectorDatasetConfig</em></a>) – Dataset config for the application connector.</p></li>
 <li><p><strong>refresh_schedule</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Cron time string format that describes a schedule to retrieve the latest version of the imported dataset. The time is specified in UTC.</p></li>
 </ul>
 </dd>
@@ -22506,7 +7321,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The created dataset.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Dataset" title="abacusai.client.Dataset">Dataset</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../dataset/index.html#abacusai.dataset.Dataset" title="abacusai.dataset.Dataset">Dataset</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -22529,7 +7344,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The new Dataset Version created.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.DatasetVersion" title="abacusai.client.DatasetVersion">DatasetVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../dataset_version/index.html#abacusai.dataset_version.DatasetVersion" title="abacusai.dataset_version.DatasetVersion">DatasetVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -22542,14 +7357,14 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>dataset_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique ID associated with the dataset.</p></li>
-<li><p><strong>dataset_config</strong> (<a class="reference internal" href="#abacusai.client.ApplicationConnectorDatasetConfig" title="abacusai.client.ApplicationConnectorDatasetConfig"><em>ApplicationConnectorDatasetConfig</em></a>) – Dataset config for the application connector. If any of the fields are not specified, the last values will be used.</p></li>
+<li><p><strong>dataset_config</strong> (<a class="reference internal" href="../api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.ApplicationConnectorDatasetConfig" title="abacusai.api_class.dataset_application_connector.ApplicationConnectorDatasetConfig"><em>ApplicationConnectorDatasetConfig</em></a>) – Dataset config for the application connector. If any of the fields are not specified, the last values will be used.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>The new Dataset Version created.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.DatasetVersion" title="abacusai.client.DatasetVersion">DatasetVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../dataset_version/index.html#abacusai.dataset_version.DatasetVersion" title="abacusai.dataset_version.DatasetVersion">DatasetVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -22566,16 +7381,16 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>csv_delimiter</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If the file format is CSV, use a specific CSV delimiter.</p></li>
 <li><p><strong>is_documentset</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Signifies if the dataset is a docstore dataset. A docstore dataset contains documents like images, PDFs, audio files etc. or is tabular data with links to such files.</p></li>
 <li><p><strong>extract_bounding_boxes</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Signifies whether to extract bounding boxes out of the documents. Only valid if is_documentset if True.</p></li>
-<li><p><strong>parsing_config</strong> (<a class="reference internal" href="#abacusai.client.ParsingConfig" title="abacusai.client.ParsingConfig"><em>ParsingConfig</em></a>) – Custom config for dataset parsing.</p></li>
+<li><p><strong>parsing_config</strong> (<a class="reference internal" href="../api_class/dataset/index.html#abacusai.api_class.dataset.ParsingConfig" title="abacusai.api_class.dataset.ParsingConfig"><em>ParsingConfig</em></a>) – Custom config for dataset parsing.</p></li>
 <li><p><strong>merge_file_schemas</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Signifies whether to merge the schemas of all files in the dataset. If is_documentset is True, this is also set to True by default.</p></li>
-<li><p><strong>document_processing_config</strong> (<a class="reference internal" href="#abacusai.client.DatasetDocumentProcessingConfig" title="abacusai.client.DatasetDocumentProcessingConfig"><em>DatasetDocumentProcessingConfig</em></a>) – The document processing configuration. Only valid if is_documentset is True.</p></li>
+<li><p><strong>document_processing_config</strong> (<a class="reference internal" href="../api_class/dataset/index.html#abacusai.api_class.dataset.DatasetDocumentProcessingConfig" title="abacusai.api_class.dataset.DatasetDocumentProcessingConfig"><em>DatasetDocumentProcessingConfig</em></a>) – The document processing configuration. Only valid if is_documentset is True.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>A reference to be used when uploading file parts.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Upload" title="abacusai.client.Upload">Upload</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../upload/index.html#abacusai.upload.Upload" title="abacusai.upload.Upload">Upload</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -22595,7 +7410,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Token to be used when uploading file parts.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Upload" title="abacusai.client.Upload">Upload</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../upload/index.html#abacusai.upload.Upload" title="abacusai.upload.Upload">Upload</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -22608,14 +7423,14 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>dataset_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique ID associated with the dataset to use as the source dataset.</p></li>
-<li><p><strong>document_processing_config</strong> (<a class="reference internal" href="#abacusai.client.DatasetDocumentProcessingConfig" title="abacusai.client.DatasetDocumentProcessingConfig"><em>DatasetDocumentProcessingConfig</em></a>) – The document processing configuration to use for the new dataset version. If not specified, the document processing configuration from the source dataset will be used.</p></li>
+<li><p><strong>document_processing_config</strong> (<a class="reference internal" href="../api_class/dataset/index.html#abacusai.api_class.dataset.DatasetDocumentProcessingConfig" title="abacusai.api_class.dataset.DatasetDocumentProcessingConfig"><em>DatasetDocumentProcessingConfig</em></a>) – The document processing configuration to use for the new dataset version. If not specified, the document processing configuration from the source dataset will be used.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>The new dataset version created.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.DatasetVersion" title="abacusai.client.DatasetVersion">DatasetVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../dataset_version/index.html#abacusai.dataset_version.DatasetVersion" title="abacusai.dataset_version.DatasetVersion">DatasetVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -22637,7 +7452,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The streaming dataset created.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Dataset" title="abacusai.client.Dataset">Dataset</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../dataset/index.html#abacusai.dataset.Dataset" title="abacusai.dataset.Dataset">Dataset</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -22654,7 +7469,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The new Dataset Version created by taking a snapshot of the current data in the streaming dataset.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.DatasetVersion" title="abacusai.client.DatasetVersion">DatasetVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../dataset_version/index.html#abacusai.dataset_version.DatasetVersion" title="abacusai.dataset_version.DatasetVersion">DatasetVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -22668,28 +7483,28 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>dataset_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique ID associated with the dataset.</p></li>
 <li><p><strong>column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the column.</p></li>
-<li><p><strong>data_type</strong> (<a class="reference internal" href="#abacusai.client.DataType" title="abacusai.client.DataType"><em>DataType</em></a>) – The type of the data in the column. Note: Some ColumnMappings may restrict the options or explicitly set the DataType.</p></li>
+<li><p><strong>data_type</strong> (<a class="reference internal" href="../api_class/enums/index.html#abacusai.api_class.enums.DataType" title="abacusai.api_class.enums.DataType"><em>DataType</em></a>) – The type of the data in the column. Note: Some ColumnMappings may restrict the options or explicitly set the DataType.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>The dataset and schema after the data type has been set.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Dataset" title="abacusai.client.Dataset">Dataset</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../dataset/index.html#abacusai.dataset.Dataset" title="abacusai.dataset.Dataset">Dataset</a></p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="abacusai.client.ApiClient.create_dataset_from_streaming_connector">
-<span class="sig-name descname"><span class="pre">create_dataset_from_streaming_connector</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">table_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">streaming_connector_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">streaming_args</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refresh_schedule</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ApiClient.create_dataset_from_streaming_connector" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">create_dataset_from_streaming_connector</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">table_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">streaming_connector_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dataset_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refresh_schedule</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ApiClient.create_dataset_from_streaming_connector" title="Link to this definition"></a></dt>
 <dd><p>Creates a dataset from a Streaming Connector</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>table_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Organization-unique table name</p></li>
 <li><p><strong>streaming_connector_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique String Identifier for the Streaming Connector to import the dataset from</p></li>
-<li><p><strong>streaming_args</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Dictionary of arguments to read data from the streaming connector</p></li>
+<li><p><strong>dataset_config</strong> (<a class="reference internal" href="../api_class/connectors/index.html#abacusai.api_class.connectors.StreamingConnectorDatasetConfig" title="abacusai.api_class.connectors.StreamingConnectorDatasetConfig"><em>StreamingConnectorDatasetConfig</em></a>) – Streaming dataset config</p></li>
 <li><p><strong>refresh_schedule</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Cron time string format that describes a schedule to retrieve the latest version of the imported dataset. Time is specified in UTC.</p></li>
 </ul>
 </dd>
@@ -22697,7 +7512,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The created dataset.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Dataset" title="abacusai.client.Dataset">Dataset</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../dataset/index.html#abacusai.dataset.Dataset" title="abacusai.dataset.Dataset">Dataset</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -22769,7 +7584,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The result of the verification.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FileConnectorVerification" title="abacusai.client.FileConnectorVerification">FileConnectorVerification</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../file_connector_verification/index.html#abacusai.file_connector_verification.FileConnectorVerification" title="abacusai.file_connector_verification.FileConnectorVerification">FileConnectorVerification</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -22833,7 +7648,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>An object with the roleArn and verification status for the specified bucket.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FileConnectorVerification" title="abacusai.client.FileConnectorVerification">FileConnectorVerification</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../file_connector_verification/index.html#abacusai.file_connector_verification.FileConnectorVerification" title="abacusai.file_connector_verification.FileConnectorVerification">FileConnectorVerification</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -22883,7 +7698,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-odd"><p>The generated streaming token.</p>
 </dd>
 <dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.client.StreamingAuthToken" title="abacusai.client.StreamingAuthToken">StreamingAuthToken</a></p>
+<dd class="field-even"><p><a class="reference internal" href="../streaming_auth_token/index.html#abacusai.streaming_auth_token.StreamingAuthToken" title="abacusai.streaming_auth_token.StreamingAuthToken">StreamingAuthToken</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -22919,7 +7734,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>doc_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A unique Docstore string identifier for the document.</p></li>
 <li><p><strong>page</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The page number to retrieve. Page numbers start from 0.</p></li>
-<li><p><strong>document_processing_config</strong> (<a class="reference internal" href="#abacusai.client.DocumentProcessingConfig" title="abacusai.client.DocumentProcessingConfig"><em>DocumentProcessingConfig</em></a>) – The document processing configuration to use for returning the data. If not provided, the latest available data or the default configuration will be used.</p></li>
+<li><p><strong>document_processing_config</strong> (<a class="reference internal" href="../api_class/dataset/index.html#abacusai.api_class.dataset.DocumentProcessingConfig" title="abacusai.api_class.dataset.DocumentProcessingConfig"><em>DocumentProcessingConfig</em></a>) – The document processing configuration to use for returning the data. If not provided, the latest available data or the default configuration will be used.</p></li>
 <li><p><strong>document_processing_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The document processing version to use for returning the data. If not provided, the latest version will be used.</p></li>
 </ul>
 </dd>
@@ -22927,7 +7742,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The extracted page data.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.PageData" title="abacusai.client.PageData">PageData</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../page_data/index.html#abacusai.page_data.PageData" title="abacusai.page_data.PageData">PageData</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -22940,7 +7755,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>doc_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A unique Docstore string identifier for the document.</p></li>
-<li><p><strong>document_processing_config</strong> (<a class="reference internal" href="#abacusai.client.DocumentProcessingConfig" title="abacusai.client.DocumentProcessingConfig"><em>DocumentProcessingConfig</em></a>) – The document processing configuration to use for returning the data. If not provided, the latest available data or the default configuration will be used.</p></li>
+<li><p><strong>document_processing_config</strong> (<a class="reference internal" href="../api_class/dataset/index.html#abacusai.api_class.dataset.DocumentProcessingConfig" title="abacusai.api_class.dataset.DocumentProcessingConfig"><em>DocumentProcessingConfig</em></a>) – The document processing configuration to use for returning the data. If not provided, the latest available data or the default configuration will be used.</p></li>
 <li><p><strong>document_processing_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The document processing version to use for returning the data. If not provided, the latest version will be used.</p></li>
 <li><p><strong>return_extracted_page_text</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Specifies whether to include a list of extracted text for each page in the response. Defaults to false if not provided.</p></li>
 </ul>
@@ -22949,7 +7764,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The extracted document data.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.DocumentData" title="abacusai.client.DocumentData">DocumentData</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../document_data/index.html#abacusai.document_data.DocumentData" title="abacusai.document_data.DocumentData">DocumentData</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -22963,7 +7778,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>document</strong> (<a class="reference external" href="https://docs.python.org/3/library/io.html#io.TextIOBase" title="(in Python v3.12)"><em>io.TextIOBase</em></a>) – The document to extract data from. One of document or doc_id must be provided.</p></li>
 <li><p><strong>doc_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A unique Docstore string identifier for the document. One of document or doc_id must be provided.</p></li>
-<li><p><strong>document_processing_config</strong> (<a class="reference internal" href="#abacusai.client.DocumentProcessingConfig" title="abacusai.client.DocumentProcessingConfig"><em>DocumentProcessingConfig</em></a>) – The document processing configuration.</p></li>
+<li><p><strong>document_processing_config</strong> (<a class="reference internal" href="../api_class/dataset/index.html#abacusai.api_class.dataset.DocumentProcessingConfig" title="abacusai.api_class.dataset.DocumentProcessingConfig"><em>DocumentProcessingConfig</em></a>) – The document processing configuration.</p></li>
 <li><p><strong>start_page</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The starting page to extract data from. Pages are indexed starting from 0. If not provided, the first page will be used.</p></li>
 <li><p><strong>end_page</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The last page to extract data from. Pages are indexed starting from 0. If not provided, the last page will be used.</p></li>
 <li><p><strong>return_extracted_page_text</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Specifies whether to include a list of extracted text for each page in the response. Defaults to false if not provided.</p></li>
@@ -22973,7 +7788,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The extracted document data.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.DocumentData" title="abacusai.client.DocumentData">DocumentData</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../document_data/index.html#abacusai.document_data.DocumentData" title="abacusai.document_data.DocumentData">DocumentData</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -22988,14 +7803,14 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>project_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique ID associated with the project.</p></li>
 <li><p><strong>feature_group_ids</strong> (<em>List</em>) – The feature group IDs to be used for training.</p></li>
 <li><p><strong>for_retrain</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether the training config options are used for retraining.</p></li>
-<li><p><strong>current_training_config</strong> (<a class="reference internal" href="#abacusai.client.TrainingConfig" title="abacusai.client.TrainingConfig"><em>TrainingConfig</em></a>) – The current state of the training config, with some options set, which shall be used to get new options after refresh. This is <cite>None</cite> by default initially.</p></li>
+<li><p><strong>current_training_config</strong> (<a class="reference internal" href="../api_class/index.html#abacusai.api_class.TrainingConfig" title="abacusai.api_class.TrainingConfig"><em>TrainingConfig</em></a>) – The current state of the training config, with some options set, which shall be used to get new options after refresh. This is <cite>None</cite> by default initially.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>An array of options that can be specified when training a model in this project.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.TrainingConfigOptions" title="abacusai.client.TrainingConfigOptions">TrainingConfigOptions</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../training_config_options/index.html#abacusai.training_config_options.TrainingConfigOptions" title="abacusai.training_config_options.TrainingConfigOptions">TrainingConfigOptions</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -23008,7 +7823,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>project_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique ID associated with the project.</p></li>
-<li><p><strong>training_config</strong> (<a class="reference internal" href="#abacusai.client.TrainingConfig" title="abacusai.client.TrainingConfig"><em>TrainingConfig</em></a>) – The training config used to influence how the split is calculated.</p></li>
+<li><p><strong>training_config</strong> (<a class="reference internal" href="../api_class/index.html#abacusai.api_class.TrainingConfig" title="abacusai.api_class.TrainingConfig"><em>TrainingConfig</em></a>) – The training config used to influence how the split is calculated.</p></li>
 <li><p><strong>feature_group_ids</strong> (<em>List</em>) – List of feature group IDs provided by the user, including the required one for data split and others to influence how to split.</p></li>
 </ul>
 </dd>
@@ -23016,7 +7831,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The feature group containing the training data and folds information.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -23030,7 +7845,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>project_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique ID associated with the project.</p></li>
 <li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the model. Defaults to “&lt;Project Name&gt; Model”.</p></li>
-<li><p><strong>training_config</strong> (<a class="reference internal" href="#abacusai.client.TrainingConfig" title="abacusai.client.TrainingConfig"><em>TrainingConfig</em></a>) – The training config used to train this model.</p></li>
+<li><p><strong>training_config</strong> (<a class="reference internal" href="../api_class/index.html#abacusai.api_class.TrainingConfig" title="abacusai.api_class.TrainingConfig"><em>TrainingConfig</em></a>) – The training config used to train this model.</p></li>
 <li><p><strong>feature_group_ids</strong> (<em>List</em>) – List of feature group IDs provided by the user to train the model on.</p></li>
 <li><p><strong>refresh_schedule</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A cron-style string that describes a schedule in UTC to automatically retrain the created model.</p></li>
 <li><p><strong>custom_algorithms</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of user-defined algorithms to train. If not set, the default enabled custom algorithms will be used.</p></li>
@@ -23046,7 +7861,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The new model which is being trained.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Model" title="abacusai.client.Model">Model</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../model/index.html#abacusai.model.Model" title="abacusai.model.Model">Model</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -23069,7 +7884,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name you want your model to have. Defaults to “&lt;Project Name&gt; Model”</p></li>
 <li><p><strong>cpu_size</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Size of the CPU for the model training function</p></li>
 <li><p><strong>memory</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Memory (in GB) for the model training function</p></li>
-<li><p><strong>training_config</strong> (<a class="reference internal" href="#abacusai.client.TrainingConfig" title="abacusai.client.TrainingConfig"><em>TrainingConfig</em></a>) – Training configuration</p></li>
+<li><p><strong>training_config</strong> (<a class="reference internal" href="../api_class/index.html#abacusai.api_class.TrainingConfig" title="abacusai.api_class.TrainingConfig"><em>TrainingConfig</em></a>) – Training configuration</p></li>
 <li><p><strong>exclusive_run</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Decides if this model will be run exclusively or along with other Abacus.AI algorithms</p></li>
 <li><p><strong>package_requirements</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of package requirement strings. For example: [‘numpy==1.2.3’, ‘pandas&gt;=1.4.0’]</p></li>
 <li><p><strong>use_gpu</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether this model needs gpu</p></li>
@@ -23080,7 +7895,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The new model, which has not been trained.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Model" title="abacusai.client.Model">Model</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../model/index.html#abacusai.model.Model" title="abacusai.model.Model">Model</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -23119,14 +7934,14 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>package_requirements</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of package requirement strings. For example: <cite>[‘numpy==1.2.3’, ‘pandas&gt;=1.4.0’]</cite>.</p></li>
 <li><p><strong>use_gpu</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether this model needs gpu</p></li>
 <li><p><strong>is_thread_safe</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether this model is thread safe</p></li>
-<li><p><strong>training_config</strong> (<a class="reference internal" href="#abacusai.client.TrainingConfig" title="abacusai.client.TrainingConfig"><em>TrainingConfig</em></a>) – The training config used to train this model.</p></li>
+<li><p><strong>training_config</strong> (<a class="reference internal" href="../api_class/index.html#abacusai.api_class.TrainingConfig" title="abacusai.api_class.TrainingConfig"><em>TrainingConfig</em></a>) – The training config used to train this model.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>The updated model.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Model" title="abacusai.client.Model">Model</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../model/index.html#abacusai.model.Model" title="abacusai.model.Model">Model</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -23156,7 +7971,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The updated model.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Upload" title="abacusai.client.Upload">Upload</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../upload/index.html#abacusai.upload.Upload" title="abacusai.upload.Upload">Upload</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -23188,7 +8003,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The updated model.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Model" title="abacusai.client.Model">Model</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../model/index.html#abacusai.model.Model" title="abacusai.model.Model">Model</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -23201,7 +8016,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>model_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A unique string identifier of the model to update.</p></li>
-<li><p><strong>training_config</strong> (<a class="reference internal" href="#abacusai.client.TrainingConfig" title="abacusai.client.TrainingConfig"><em>TrainingConfig</em></a>) – The training config used to train this model.</p></li>
+<li><p><strong>training_config</strong> (<a class="reference internal" href="../api_class/index.html#abacusai.api_class.TrainingConfig" title="abacusai.api_class.TrainingConfig"><em>TrainingConfig</em></a>) – The training config used to train this model.</p></li>
 <li><p><strong>feature_group_ids</strong> (<em>List</em>) – The list of feature groups used as input to the model.</p></li>
 </ul>
 </dd>
@@ -23209,7 +8024,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The model object corresponding to the updated training config.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Model" title="abacusai.client.Model">Model</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../model/index.html#abacusai.model.Model" title="abacusai.model.Model">Model</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -23244,7 +8059,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Model object after the prediction configuration is applied.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Model" title="abacusai.client.Model">Model</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../model/index.html#abacusai.model.Model" title="abacusai.model.Model">Model</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -23264,7 +8079,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>custom_algorithm_configs</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – User-defined training configs for each custom algorithm.</p></li>
 <li><p><strong>cpu_size</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Size of the CPU for the user-defined algorithms during training.</p></li>
 <li><p><strong>memory</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Memory (in GB) for the user-defined algorithms during training.</p></li>
-<li><p><strong>training_config</strong> (<a class="reference internal" href="#abacusai.client.TrainingConfig" title="abacusai.client.TrainingConfig"><em>TrainingConfig</em></a>) – The training config used to train this model.</p></li>
+<li><p><strong>training_config</strong> (<a class="reference internal" href="../api_class/index.html#abacusai.api_class.TrainingConfig" title="abacusai.api_class.TrainingConfig"><em>TrainingConfig</em></a>) – The training config used to train this model.</p></li>
 <li><p><strong>algorithm_training_configs</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of algorithm specifc training configs that will be part of the model training AutoML run.</p></li>
 </ul>
 </dd>
@@ -23272,7 +8087,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The model that is being retrained.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Model" title="abacusai.client.Model">Model</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../model/index.html#abacusai.model.Model" title="abacusai.model.Model">Model</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -23308,14 +8123,14 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>model_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier for the version of the model.</p></li>
 <li><p><strong>table_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the feature group table to create.</p></li>
-<li><p><strong>artifact_type</strong> (<a class="reference internal" href="#abacusai.client.EvalArtifactType" title="abacusai.client.EvalArtifactType"><em>EvalArtifactType</em></a>) – eval artifact type to export.</p></li>
+<li><p><strong>artifact_type</strong> (<a class="reference internal" href="../api_class/enums/index.html#abacusai.api_class.enums.EvalArtifactType" title="abacusai.api_class.enums.EvalArtifactType"><em>EvalArtifactType</em></a>) – eval artifact type to export.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>The created feature group.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -23345,7 +8160,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>project_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique version ID of the project.</p></li>
 <li><p><strong>feature_group_names_for_training</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – A list of feature group table names to be used for training.</p></li>
 <li><p><strong>training_data_parameter_name_override</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Override from feature group type to parameter name in the train function.</p></li>
-<li><p><strong>training_config</strong> (<a class="reference internal" href="#abacusai.client.TrainingConfig" title="abacusai.client.TrainingConfig"><em>TrainingConfig</em></a>) – Training config for the options supported by the Abacus.AI platform.</p></li>
+<li><p><strong>training_config</strong> (<a class="reference internal" href="../api_class/index.html#abacusai.api_class.TrainingConfig" title="abacusai.api_class.TrainingConfig"><em>TrainingConfig</em></a>) – Training config for the options supported by the Abacus.AI platform.</p></li>
 <li><p><strong>custom_algorithm_config</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – User-defined config that can be serialized by JSON.</p></li>
 </ul>
 </dd>
@@ -23353,7 +8168,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Information about how to call the customer-provided train function.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.CustomTrainFunctionInfo" title="abacusai.client.CustomTrainFunctionInfo">CustomTrainFunctionInfo</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../custom_train_function_info/index.html#abacusai.custom_train_function_info.CustomTrainFunctionInfo" title="abacusai.custom_train_function_info.CustomTrainFunctionInfo">CustomTrainFunctionInfo</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -23374,14 +8189,14 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Object describing the export and its status.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.ModelArtifactsExport" title="abacusai.client.ModelArtifactsExport">ModelArtifactsExport</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../model_artifacts_export/index.html#abacusai.model_artifacts_export.ModelArtifactsExport" title="abacusai.model_artifacts_export.ModelArtifactsExport">ModelArtifactsExport</a></p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="abacusai.client.ApiClient.create_model_monitor">
-<span class="sig-name descname"><span class="pre">create_model_monitor</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">project_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">prediction_feature_group_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">training_feature_group_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refresh_schedule</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target_value</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target_value_bias</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target_value_performance</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_mappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">training_feature_mappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_group_base_monitor_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_group_comparison_monitor_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">include_interactive_performance_analysis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ApiClient.create_model_monitor" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">create_model_monitor</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">project_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">prediction_feature_group_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">training_feature_group_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refresh_schedule</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target_value</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target_value_bias</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target_value_performance</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_mappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">training_feature_mappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_group_base_monitor_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_group_comparison_monitor_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">exclude_interactive_performance_analysis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">exclude_bias_analysis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">exclude_performance_analysis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">exclude_feature_drift_analysis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">exclude_data_integrity_analysis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.client.ApiClient.create_model_monitor" title="Link to this definition"></a></dt>
 <dd><p>Runs a model monitor for the specified project.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -23399,14 +8214,18 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>training_feature_mappings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – A JSON map to override features for training_fature_group, where keys are column names and the values are feature data use types.</p></li>
 <li><p><strong>feature_group_base_monitor_config</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Selection strategy for the feature_group 1 with the feature group version if selected.</p></li>
 <li><p><strong>feature_group_comparison_monitor_config</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Selection strategy for the feature_group 1 with the feature group version if selected.</p></li>
-<li><p><strong>include_interactive_performance_analysis</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to include interactive performance analysis.</p></li>
+<li><p><strong>exclude_interactive_performance_analysis</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to exclude interactive performance analysis. Defaults to True if not provided.</p></li>
+<li><p><strong>exclude_bias_analysis</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to exclude bias analysis in the model monitor. For default value bias analysis is included.</p></li>
+<li><p><strong>exclude_performance_analysis</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to exclude performance analysis in the model monitor. For default value performance analysis is included.</p></li>
+<li><p><strong>exclude_feature_drift_analysis</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to exclude feature drift analysis in the model monitor. For default value feature drift analysis is included.</p></li>
+<li><p><strong>exclude_data_integrity_analysis</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to exclude data integrity analysis in the model monitor. For default value data integrity analysis is included.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>The new model monitor that was created.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.ModelMonitor" title="abacusai.client.ModelMonitor">ModelMonitor</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../model_monitor/index.html#abacusai.model_monitor.ModelMonitor" title="abacusai.model_monitor.ModelMonitor">ModelMonitor</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -23423,7 +8242,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The model monitor that is being re-run.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.ModelMonitor" title="abacusai.client.ModelMonitor">ModelMonitor</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../model_monitor/index.html#abacusai.model_monitor.ModelMonitor" title="abacusai.model_monitor.ModelMonitor">ModelMonitor</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -23485,7 +8304,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The new model monitor that was created.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.ModelMonitor" title="abacusai.client.ModelMonitor">ModelMonitor</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../model_monitor/index.html#abacusai.model_monitor.ModelMonitor" title="abacusai.model_monitor.ModelMonitor">ModelMonitor</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -23511,7 +8330,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The new model monitor that was created.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.ModelMonitor" title="abacusai.client.ModelMonitor">ModelMonitor</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../model_monitor/index.html#abacusai.model_monitor.ModelMonitor" title="abacusai.model_monitor.ModelMonitor">ModelMonitor</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -23527,8 +8346,8 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name you want your model monitor to have. Defaults to “&lt;Project Name&gt; Model Monitor”.</p></li>
 <li><p><strong>prediction_feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier of the prediction data feature group.</p></li>
 <li><p><strong>training_feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier of the training data feature group.</p></li>
-<li><p><strong>training_forecast_config</strong> (<a class="reference internal" href="#abacusai.client.ForecastingMonitorConfig" title="abacusai.client.ForecastingMonitorConfig"><em>ForecastingMonitorConfig</em></a>) – The configuration for the training data.</p></li>
-<li><p><strong>prediction_forecast_config</strong> (<a class="reference internal" href="#abacusai.client.ForecastingMonitorConfig" title="abacusai.client.ForecastingMonitorConfig"><em>ForecastingMonitorConfig</em></a>) – The configuration for the prediction data.</p></li>
+<li><p><strong>training_forecast_config</strong> (<a class="reference internal" href="../api_class/index.html#abacusai.api_class.ForecastingMonitorConfig" title="abacusai.api_class.ForecastingMonitorConfig"><em>ForecastingMonitorConfig</em></a>) – The configuration for the training data.</p></li>
+<li><p><strong>prediction_forecast_config</strong> (<a class="reference internal" href="../api_class/index.html#abacusai.api_class.ForecastingMonitorConfig" title="abacusai.api_class.ForecastingMonitorConfig"><em>ForecastingMonitorConfig</em></a>) – The configuration for the prediction data.</p></li>
 <li><p><strong>forecast_frequency</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The frequency of the forecast. Defaults to the frequency of the prediction data.</p></li>
 <li><p><strong>refresh_schedule</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A cron-style string that describes a schedule in UTC to automatically rerun the created forecasting monitor.</p></li>
 </ul>
@@ -23537,7 +8356,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The new model monitor that was created.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.ModelMonitor" title="abacusai.client.ModelMonitor">ModelMonitor</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../model_monitor/index.html#abacusai.model_monitor.ModelMonitor" title="abacusai.model_monitor.ModelMonitor">ModelMonitor</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -23567,7 +8386,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The new EDA object that was created.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Eda" title="abacusai.client.Eda">Eda</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../eda/index.html#abacusai.eda.Eda" title="abacusai.eda.Eda">Eda</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -23584,7 +8403,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The EDA object that is being rerun.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Eda" title="abacusai.client.Eda">Eda</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../eda/index.html#abacusai.eda.Eda" title="abacusai.eda.Eda">Eda</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -23643,7 +8462,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The created holdout analysis</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.HoldoutAnalysis" title="abacusai.client.HoldoutAnalysis">HoldoutAnalysis</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../holdout_analysis/index.html#abacusai.holdout_analysis.HoldoutAnalysis" title="abacusai.holdout_analysis.HoldoutAnalysis">HoldoutAnalysis</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -23664,7 +8483,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The created holdout analysis version</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.HoldoutAnalysisVersion" title="abacusai.client.HoldoutAnalysisVersion">HoldoutAnalysisVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../holdout_analysis_version/index.html#abacusai.holdout_analysis_version.HoldoutAnalysisVersion" title="abacusai.holdout_analysis_version.HoldoutAnalysisVersion">HoldoutAnalysisVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -23678,8 +8497,8 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>project_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier for the project.</p></li>
 <li><p><strong>alert_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the alert.</p></li>
-<li><p><strong>condition_config</strong> (<a class="reference internal" href="#abacusai.client.AlertConditionConfig" title="abacusai.client.AlertConditionConfig"><em>AlertConditionConfig</em></a>) – Condition to run the actions for the alert.</p></li>
-<li><p><strong>action_config</strong> (<a class="reference internal" href="#abacusai.client.AlertActionConfig" title="abacusai.client.AlertActionConfig"><em>AlertActionConfig</em></a>) – Configuration for the action of the alert.</p></li>
+<li><p><strong>condition_config</strong> (<a class="reference internal" href="../api_class/index.html#abacusai.api_class.AlertConditionConfig" title="abacusai.api_class.AlertConditionConfig"><em>AlertConditionConfig</em></a>) – Condition to run the actions for the alert.</p></li>
+<li><p><strong>action_config</strong> (<a class="reference internal" href="../api_class/index.html#abacusai.api_class.AlertActionConfig" title="abacusai.api_class.AlertActionConfig"><em>AlertActionConfig</em></a>) – Configuration for the action of the alert.</p></li>
 <li><p><strong>model_monitor_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier for the model monitor created under the project.</p></li>
 <li><p><strong>realtime_monitor_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier for the real-time monitor for the deployment created under the project.</p></li>
 </ul>
@@ -23688,7 +8507,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Object describing the monitor alert.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.MonitorAlert" title="abacusai.client.MonitorAlert">MonitorAlert</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../monitor_alert/index.html#abacusai.monitor_alert.MonitorAlert" title="abacusai.monitor_alert.MonitorAlert">MonitorAlert</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -23702,15 +8521,15 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>monitor_alert_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique identifier of the monitor alert.</p></li>
 <li><p><strong>alert_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the alert.</p></li>
-<li><p><strong>condition_config</strong> (<a class="reference internal" href="#abacusai.client.AlertConditionConfig" title="abacusai.client.AlertConditionConfig"><em>AlertConditionConfig</em></a>) – Condition to run the actions for the alert.</p></li>
-<li><p><strong>action_config</strong> (<a class="reference internal" href="#abacusai.client.AlertActionConfig" title="abacusai.client.AlertActionConfig"><em>AlertActionConfig</em></a>) – Configuration for the action of the alert.</p></li>
+<li><p><strong>condition_config</strong> (<a class="reference internal" href="../api_class/index.html#abacusai.api_class.AlertConditionConfig" title="abacusai.api_class.AlertConditionConfig"><em>AlertConditionConfig</em></a>) – Condition to run the actions for the alert.</p></li>
+<li><p><strong>action_config</strong> (<a class="reference internal" href="../api_class/index.html#abacusai.api_class.AlertActionConfig" title="abacusai.api_class.AlertActionConfig"><em>AlertActionConfig</em></a>) – Configuration for the action of the alert.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>Object describing the monitor alert.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.MonitorAlert" title="abacusai.client.MonitorAlert">MonitorAlert</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../monitor_alert/index.html#abacusai.monitor_alert.MonitorAlert" title="abacusai.monitor_alert.MonitorAlert">MonitorAlert</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -23727,7 +8546,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Object describing the monitor alert.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.MonitorAlert" title="abacusai.client.MonitorAlert">MonitorAlert</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../monitor_alert/index.html#abacusai.monitor_alert.MonitorAlert" title="abacusai.monitor_alert.MonitorAlert">MonitorAlert</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -23766,7 +8585,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The created prediction operator object.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.PredictionOperator" title="abacusai.client.PredictionOperator">PredictionOperator</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../prediction_operator/index.html#abacusai.prediction_operator.PredictionOperator" title="abacusai.prediction_operator.PredictionOperator">PredictionOperator</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -23794,7 +8613,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The updated prediction operator object.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.PredictionOperator" title="abacusai.client.PredictionOperator">PredictionOperator</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../prediction_operator/index.html#abacusai.prediction_operator.PredictionOperator" title="abacusai.prediction_operator.PredictionOperator">PredictionOperator</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -23825,7 +8644,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The created deployment object.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Deployment" title="abacusai.client.Deployment">Deployment</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../deployment/index.html#abacusai.deployment.Deployment" title="abacusai.deployment.Deployment">Deployment</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -23842,7 +8661,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The created prediction operator version object.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.PredictionOperatorVersion" title="abacusai.client.PredictionOperatorVersion">PredictionOperatorVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../prediction_operator_version/index.html#abacusai.prediction_operator_version.PredictionOperatorVersion" title="abacusai.prediction_operator_version.PredictionOperatorVersion">PredictionOperatorVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -23885,7 +8704,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The new model or feature group deployment.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Deployment" title="abacusai.client.Deployment">Deployment</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../deployment/index.html#abacusai.deployment.Deployment" title="abacusai.deployment.Deployment">Deployment</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -23906,7 +8725,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The deployment token.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.DeploymentAuthToken" title="abacusai.client.DeploymentAuthToken">DeploymentAuthToken</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../deployment_auth_token/index.html#abacusai.deployment_auth_token.DeploymentAuthToken" title="abacusai.deployment_auth_token.DeploymentAuthToken">DeploymentAuthToken</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -24097,7 +8916,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>deployment_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier for a deployment created under the project.</p></li>
-<li><p><strong>prediction_arguments</strong> (<a class="reference internal" href="#abacusai.client.PredictionArguments" title="abacusai.client.PredictionArguments"><em>PredictionArguments</em></a>) – The prediction arguments to set.</p></li>
+<li><p><strong>prediction_arguments</strong> (<a class="reference internal" href="../api_class/deployment/index.html#abacusai.api_class.deployment.PredictionArguments" title="abacusai.api_class.deployment.PredictionArguments"><em>PredictionArguments</em></a>) – The prediction arguments to set.</p></li>
 <li><p><strong>set_as_override</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If True, use these arguments as overrides instead of defaults for predict calls</p></li>
 </ul>
 </dd>
@@ -24105,7 +8924,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>description of the updated deployment.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Deployment" title="abacusai.client.Deployment">Deployment</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../deployment/index.html#abacusai.deployment.Deployment" title="abacusai.deployment.Deployment">Deployment</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -24120,15 +8939,15 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>deployment_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier for the deployment.</p></li>
 <li><p><strong>alert_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the alert.</p></li>
-<li><p><strong>condition_config</strong> (<a class="reference internal" href="#abacusai.client.AlertConditionConfig" title="abacusai.client.AlertConditionConfig"><em>AlertConditionConfig</em></a>) – Condition to run the actions for the alert.</p></li>
-<li><p><strong>action_config</strong> (<a class="reference internal" href="#abacusai.client.AlertActionConfig" title="abacusai.client.AlertActionConfig"><em>AlertActionConfig</em></a>) – Configuration for the action of the alert.</p></li>
+<li><p><strong>condition_config</strong> (<a class="reference internal" href="../api_class/index.html#abacusai.api_class.AlertConditionConfig" title="abacusai.api_class.AlertConditionConfig"><em>AlertConditionConfig</em></a>) – Condition to run the actions for the alert.</p></li>
+<li><p><strong>action_config</strong> (<a class="reference internal" href="../api_class/index.html#abacusai.api_class.AlertActionConfig" title="abacusai.api_class.AlertActionConfig"><em>AlertActionConfig</em></a>) – Configuration for the action of the alert.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>Object describing the deployment alert.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.MonitorAlert" title="abacusai.client.MonitorAlert">MonitorAlert</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../monitor_alert/index.html#abacusai.monitor_alert.MonitorAlert" title="abacusai.monitor_alert.MonitorAlert">MonitorAlert</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -24149,7 +8968,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Object describing the real-time monitor.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.RealtimeMonitor" title="abacusai.client.RealtimeMonitor">RealtimeMonitor</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../realtime_monitor/index.html#abacusai.realtime_monitor.RealtimeMonitor" title="abacusai.realtime_monitor.RealtimeMonitor">RealtimeMonitor</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -24170,7 +8989,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Object describing the realtime monitor.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.RealtimeMonitor" title="abacusai.client.RealtimeMonitor">RealtimeMonitor</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../realtime_monitor/index.html#abacusai.realtime_monitor.RealtimeMonitor" title="abacusai.realtime_monitor.RealtimeMonitor">RealtimeMonitor</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -24206,14 +9025,14 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>model_monitor_ids</strong> (<em>List</em>) – Comma-separated list of model monitor IDs.</p></li>
 <li><p><strong>notebook_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Notebook ID associated with refresh policy.</p></li>
 <li><p><strong>prediction_operator_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Prediction Operator ID associated with refresh policy.</p></li>
-<li><p><strong>feature_group_export_config</strong> (<a class="reference internal" href="#abacusai.client.FeatureGroupExportConfig" title="abacusai.client.FeatureGroupExportConfig"><em>FeatureGroupExportConfig</em></a>) – Feature group export configuration.</p></li>
+<li><p><strong>feature_group_export_config</strong> (<a class="reference internal" href="../api_class/index.html#abacusai.api_class.FeatureGroupExportConfig" title="abacusai.api_class.FeatureGroupExportConfig"><em>FeatureGroupExportConfig</em></a>) – Feature group export configuration.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>The created refresh policy.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.RefreshPolicy" title="abacusai.client.RefreshPolicy">RefreshPolicy</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../refresh_policy/index.html#abacusai.refresh_policy.RefreshPolicy" title="abacusai.refresh_policy.RefreshPolicy">RefreshPolicy</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -24272,14 +9091,14 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>refresh_policy_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier associated with the refresh policy.</p></li>
 <li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the refresh policy to be updated.</p></li>
 <li><p><strong>cron</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Cron string describing the schedule from the refresh policy to be updated.</p></li>
-<li><p><strong>feature_group_export_config</strong> (<a class="reference internal" href="#abacusai.client.FeatureGroupExportConfig" title="abacusai.client.FeatureGroupExportConfig"><em>FeatureGroupExportConfig</em></a>) – Feature group export configuration to update a feature group refresh policy.</p></li>
+<li><p><strong>feature_group_export_config</strong> (<a class="reference internal" href="../api_class/index.html#abacusai.api_class.FeatureGroupExportConfig" title="abacusai.api_class.FeatureGroupExportConfig"><em>FeatureGroupExportConfig</em></a>) – Feature group export configuration to update a feature group refresh policy.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>Updated refresh policy.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.RefreshPolicy" title="abacusai.client.RefreshPolicy">RefreshPolicy</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../refresh_policy/index.html#abacusai.refresh_policy.RefreshPolicy" title="abacusai.refresh_policy.RefreshPolicy">RefreshPolicy</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -25313,7 +10132,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The relevant documentation results found from the document retriever.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.DocumentRetrieverLookupResult" title="abacusai.client.DocumentRetrieverLookupResult">DocumentRetrieverLookupResult</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../document_retriever_lookup_result/index.html#abacusai.document_retriever_lookup_result.DocumentRetrieverLookupResult" title="abacusai.document_retriever_lookup_result.DocumentRetrieverLookupResult">DocumentRetrieverLookupResult</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -25356,7 +10175,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The result of the agent execution</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.AgentDataExecutionResult" title="abacusai.client.AgentDataExecutionResult">AgentDataExecutionResult</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../agent_data_execution_result/index.html#abacusai.agent_data_execution_result.AgentDataExecutionResult" title="abacusai.agent_data_execution_result.AgentDataExecutionResult">AgentDataExecutionResult</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -25371,7 +10190,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>deployment_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier for the deployment.</p></li>
 <li><p><strong>table_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the feature group table to write the results of the batch prediction. Can only be specified if outputLocation and databaseConnectorId are not specified. If tableName is specified, the outputType will be enforced as CSV.</p></li>
 <li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the batch prediction job.</p></li>
-<li><p><strong>batch_prediction_args</strong> (<a class="reference internal" href="#abacusai.client.BatchPredictionArgs" title="abacusai.client.BatchPredictionArgs"><em>BatchPredictionArgs</em></a>) – Batch Prediction args specific to problem type.</p></li>
+<li><p><strong>batch_prediction_args</strong> (<a class="reference internal" href="../api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.BatchPredictionArgs" title="abacusai.api_class.batch_prediction.BatchPredictionArgs"><em>BatchPredictionArgs</em></a>) – Batch Prediction args specific to problem type.</p></li>
 <li><p><strong>output_format</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Format of the batch prediction output (CSV or JSON).</p></li>
 <li><p><strong>output_location</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Location to write the prediction results. Otherwise, results will be stored in Abacus.AI.</p></li>
 <li><p><strong>database_connector_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique identifier of a Database Connection to write predictions to. Cannot be specified in conjunction with outputLocation.</p></li>
@@ -25391,7 +10210,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The batch prediction description.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.BatchPrediction" title="abacusai.client.BatchPrediction">BatchPrediction</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../batch_prediction/index.html#abacusai.batch_prediction.BatchPrediction" title="abacusai.batch_prediction.BatchPrediction">BatchPrediction</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -25408,7 +10227,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The batch prediction version started by this method call.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.BatchPredictionVersion" title="abacusai.client.BatchPredictionVersion">BatchPredictionVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../batch_prediction_version/index.html#abacusai.batch_prediction_version.BatchPredictionVersion" title="abacusai.batch_prediction_version.BatchPredictionVersion">BatchPredictionVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -25422,7 +10241,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>batch_prediction_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique identifier of the batch prediction.</p></li>
 <li><p><strong>deployment_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique identifier of the deployment.</p></li>
-<li><p><strong>batch_prediction_args</strong> (<a class="reference internal" href="#abacusai.client.BatchPredictionArgs" title="abacusai.client.BatchPredictionArgs"><em>BatchPredictionArgs</em></a>) – Batch Prediction args specific to problem type.</p></li>
+<li><p><strong>batch_prediction_args</strong> (<a class="reference internal" href="../api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.BatchPredictionArgs" title="abacusai.api_class.batch_prediction.BatchPredictionArgs"><em>BatchPredictionArgs</em></a>) – Batch Prediction args specific to problem type.</p></li>
 <li><p><strong>output_format</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If specified, sets the format of the batch prediction output (CSV or JSON).</p></li>
 <li><p><strong>csv_input_prefix</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Prefix to prepend to the input columns, only applies when output format is CSV.</p></li>
 <li><p><strong>csv_prediction_prefix</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Prefix to prepend to the prediction columns, only applies when output format is CSV.</p></li>
@@ -25438,7 +10257,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The batch prediction.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.BatchPrediction" title="abacusai.client.BatchPrediction">BatchPrediction</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../batch_prediction/index.html#abacusai.batch_prediction.BatchPrediction" title="abacusai.batch_prediction.BatchPrediction">BatchPrediction</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -25459,7 +10278,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The batch prediction description.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.BatchPrediction" title="abacusai.client.BatchPrediction">BatchPrediction</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../batch_prediction/index.html#abacusai.batch_prediction.BatchPrediction" title="abacusai.batch_prediction.BatchPrediction">BatchPrediction</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -25480,7 +10299,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Description of the batch prediction.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.BatchPrediction" title="abacusai.client.BatchPrediction">BatchPrediction</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../batch_prediction/index.html#abacusai.batch_prediction.BatchPrediction" title="abacusai.batch_prediction.BatchPrediction">BatchPrediction</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -25500,7 +10319,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Batch prediction after the output has been applied.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.BatchPrediction" title="abacusai.client.BatchPrediction">BatchPrediction</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../batch_prediction/index.html#abacusai.batch_prediction.BatchPrediction" title="abacusai.batch_prediction.BatchPrediction">BatchPrediction</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -25517,7 +10336,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The batch prediction description.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.BatchPrediction" title="abacusai.client.BatchPrediction">BatchPrediction</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../batch_prediction/index.html#abacusai.batch_prediction.BatchPrediction" title="abacusai.batch_prediction.BatchPrediction">BatchPrediction</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -25538,7 +10357,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Description of the batch prediction.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.BatchPrediction" title="abacusai.client.BatchPrediction">BatchPrediction</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../batch_prediction/index.html#abacusai.batch_prediction.BatchPrediction" title="abacusai.batch_prediction.BatchPrediction">BatchPrediction</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -25558,7 +10377,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Batch prediction object.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.BatchPrediction" title="abacusai.client.BatchPrediction">BatchPrediction</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../batch_prediction/index.html#abacusai.batch_prediction.BatchPrediction" title="abacusai.batch_prediction.BatchPrediction">BatchPrediction</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -25669,7 +10488,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The feature group row that was upserted.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroupRow" title="abacusai.client.FeatureGroupRow">FeatureGroupRow</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group_row/index.html#abacusai.feature_group_row.FeatureGroupRow" title="abacusai.feature_group_row.FeatureGroupRow">FeatureGroupRow</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -25703,7 +10522,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>An object representing the feature group row process</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroupRowProcess" title="abacusai.client.FeatureGroupRowProcess">FeatureGroupRowProcess</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group_row_process/index.html#abacusai.feature_group_row_process.FeatureGroupRowProcess" title="abacusai.feature_group_row_process.FeatureGroupRowProcess">FeatureGroupRowProcess</a></p>
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@@ -25724,7 +10543,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A list of object representing the feature group row process</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
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+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../feature_group_row_process/index.html#abacusai.feature_group_row_process.FeatureGroupRowProcess" title="abacusai.feature_group_row_process.FeatureGroupRowProcess">FeatureGroupRowProcess</a>]</p>
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@@ -25741,7 +10560,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroupRowProcessSummary" title="abacusai.client.FeatureGroupRowProcessSummary">FeatureGroupRowProcessSummary</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group_row_process_summary/index.html#abacusai.feature_group_row_process_summary.FeatureGroupRowProcessSummary" title="abacusai.feature_group_row_process_summary.FeatureGroupRowProcessSummary">FeatureGroupRowProcessSummary</a></p>
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 <dd class="field-even"><p>An object representing the feature group row process.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroupRowProcess" title="abacusai.client.FeatureGroupRowProcess">FeatureGroupRowProcess</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group_row_process/index.html#abacusai.feature_group_row_process.FeatureGroupRowProcess" title="abacusai.feature_group_row_process.FeatureGroupRowProcess">FeatureGroupRowProcess</a></p>
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@@ -25781,7 +10600,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.FeatureGroupRowProcessLogs" title="abacusai.client.FeatureGroupRowProcessLogs">FeatureGroupRowProcessLogs</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group_row_process_logs/index.html#abacusai.feature_group_row_process_logs.FeatureGroupRowProcessLogs" title="abacusai.feature_group_row_process_logs.FeatureGroupRowProcessLogs">FeatureGroupRowProcessLogs</a></p>
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-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.PythonFunction" title="abacusai.client.PythonFunction">PythonFunction</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../python_function/index.html#abacusai.python_function.PythonFunction" title="abacusai.python_function.PythonFunction">PythonFunction</a></p>
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-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.PythonFunction" title="abacusai.client.PythonFunction">PythonFunction</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../python_function/index.html#abacusai.python_function.PythonFunction" title="abacusai.python_function.PythonFunction">PythonFunction</a></p>
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+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../pipeline_version/index.html#abacusai.pipeline_version.PipelineVersion" title="abacusai.pipeline_version.PipelineVersion">PipelineVersion</a>]</p>
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+<dd class="field-odd"><p><a class="reference internal" href="../pipeline_step/index.html#abacusai.pipeline_step.PipelineStep" title="abacusai.pipeline_step.PipelineStep">PipelineStep</a></p>
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 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.PipelineVersion" title="abacusai.client.PipelineVersion">PipelineVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../pipeline_version/index.html#abacusai.pipeline_version.PipelineVersion" title="abacusai.pipeline_version.PipelineVersion">PipelineVersion</a></p>
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 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.GraphDashboard" title="abacusai.client.GraphDashboard">GraphDashboard</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../graph_dashboard/index.html#abacusai.graph_dashboard.GraphDashboard" title="abacusai.graph_dashboard.GraphDashboard">GraphDashboard</a></p>
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 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.GraphDashboard" title="abacusai.client.GraphDashboard">GraphDashboard</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../graph_dashboard/index.html#abacusai.graph_dashboard.GraphDashboard" title="abacusai.graph_dashboard.GraphDashboard">GraphDashboard</a></p>
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 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.GraphDashboard" title="abacusai.client.GraphDashboard">GraphDashboard</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../graph_dashboard/index.html#abacusai.graph_dashboard.GraphDashboard" title="abacusai.graph_dashboard.GraphDashboard">GraphDashboard</a></p>
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 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.GraphDashboard" title="abacusai.client.GraphDashboard">GraphDashboard</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../graph_dashboard/index.html#abacusai.graph_dashboard.GraphDashboard" title="abacusai.graph_dashboard.GraphDashboard">GraphDashboard</a></p>
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 <dt class="field-odd">Return type<span class="colon">:</span></dt>
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+<dd class="field-odd"><p><a class="reference internal" href="../algorithm/index.html#abacusai.algorithm.Algorithm" title="abacusai.algorithm.Algorithm">Algorithm</a></p>
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@@ -26360,14 +11179,14 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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 <li><p><strong>project_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier associated with the project.</p></li>
 <li><p><strong>feature_group_ids</strong> (<em>List</em>) – List of feature group IDs specifying input data.</p></li>
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+<li><p><strong>training_config</strong> (<a class="reference internal" href="../api_class/index.html#abacusai.api_class.TrainingConfig" title="abacusai.api_class.TrainingConfig"><em>TrainingConfig</em></a>) – The training config to be used for model training.</p></li>
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 <dt class="field-even">Returns<span class="colon">:</span></dt>
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 <dt class="field-odd">Return type<span class="colon">:</span></dt>
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+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../algorithm/index.html#abacusai.algorithm.Algorithm" title="abacusai.algorithm.Algorithm">Algorithm</a>]</p>
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@@ -26389,7 +11208,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.CustomLossFunction" title="abacusai.client.CustomLossFunction">CustomLossFunction</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../custom_loss_function/index.html#abacusai.custom_loss_function.CustomLossFunction" title="abacusai.custom_loss_function.CustomLossFunction">CustomLossFunction</a></p>
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@@ -26410,7 +11229,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.CustomLossFunction" title="abacusai.client.CustomLossFunction">CustomLossFunction</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../custom_loss_function/index.html#abacusai.custom_loss_function.CustomLossFunction" title="abacusai.custom_loss_function.CustomLossFunction">CustomLossFunction</a></p>
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 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.CustomMetric" title="abacusai.client.CustomMetric">CustomMetric</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../custom_metric/index.html#abacusai.custom_metric.CustomMetric" title="abacusai.custom_metric.CustomMetric">CustomMetric</a></p>
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 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.CustomMetric" title="abacusai.client.CustomMetric">CustomMetric</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../custom_metric/index.html#abacusai.custom_metric.CustomMetric" title="abacusai.custom_metric.CustomMetric">CustomMetric</a></p>
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@@ -26495,7 +11314,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Module" title="abacusai.client.Module">Module</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../module/index.html#abacusai.module.Module" title="abacusai.module.Module">Module</a></p>
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@@ -26526,7 +11345,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
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 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Module" title="abacusai.client.Module">Module</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../module/index.html#abacusai.module.Module" title="abacusai.module.Module">Module</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -26546,7 +11365,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The created secret.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.OrganizationSecret" title="abacusai.client.OrganizationSecret">OrganizationSecret</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../organization_secret/index.html#abacusai.organization_secret.OrganizationSecret" title="abacusai.organization_secret.OrganizationSecret">OrganizationSecret</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -26577,7 +11396,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The updated secret.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.OrganizationSecret" title="abacusai.client.OrganizationSecret">OrganizationSecret</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../organization_secret/index.html#abacusai.organization_secret.OrganizationSecret" title="abacusai.organization_secret.OrganizationSecret">OrganizationSecret</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -26614,7 +11433,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The chat session with Data Science Co-pilot</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.ChatSession" title="abacusai.client.ChatSession">ChatSession</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../chat_session/index.html#abacusai.chat_session.ChatSession" title="abacusai.chat_session.ChatSession">ChatSession</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -26675,7 +11494,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A list of suggested Abacus APIs</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.AbacusApi" title="abacusai.client.AbacusApi">AbacusApi</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../abacus_api/index.html#abacusai.abacus_api.AbacusApi" title="abacusai.abacus_api.AbacusApi">AbacusApi</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -26697,7 +11516,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The deployment conversation.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.DeploymentConversation" title="abacusai.client.DeploymentConversation">DeploymentConversation</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../deployment_conversation/index.html#abacusai.deployment_conversation.DeploymentConversation" title="abacusai.deployment_conversation.DeploymentConversation">DeploymentConversation</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -26782,7 +11601,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The App User Group.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.AppUserGroup" title="abacusai.client.AppUserGroup">AppUserGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../app_user_group/index.html#abacusai.app_user_group.AppUserGroup" title="abacusai.app_user_group.AppUserGroup">AppUserGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -26814,7 +11633,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The response of the invitation. This will contain the emails that were successfully invited and the emails that were not.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.ExternalInvite" title="abacusai.client.ExternalInvite">ExternalInvite</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../external_invite/index.html#abacusai.external_invite.ExternalInvite" title="abacusai.external_invite.ExternalInvite">ExternalInvite</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -26915,7 +11734,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The newly created External Application.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.ExternalApplication" title="abacusai.client.ExternalApplication">ExternalApplication</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../external_application/index.html#abacusai.external_application.ExternalApplication" title="abacusai.external_application.ExternalApplication">ExternalApplication</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -26940,7 +11759,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The updated External Application.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.ExternalApplication" title="abacusai.client.ExternalApplication">ExternalApplication</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../external_application/index.html#abacusai.external_application.ExternalApplication" title="abacusai.external_application.ExternalApplication">ExternalApplication</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -26968,8 +11787,8 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>memory</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Overrides the default memory allocation (in GB) for the agent.</p></li>
 <li><p><strong>description</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A description of the agent, including its purpose and instructions.</p></li>
 <li><p><strong>evaluation_feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The ID of the feature group to use for evaluation.</p></li>
-<li><p><strong>workflow_graph</strong> (<a class="reference internal" href="#abacusai.client.WorkflowGraph" title="abacusai.client.WorkflowGraph"><em>WorkflowGraph</em></a>) – The workflow graph for the agent.</p></li>
-<li><p><strong>agent_interface</strong> (<a class="reference internal" href="#abacusai.client.AgentInterface" title="abacusai.client.AgentInterface"><em>AgentInterface</em></a>) – The interface that the agent will be deployed with.</p></li>
+<li><p><strong>workflow_graph</strong> (<a class="reference internal" href="../api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowGraph" title="abacusai.api_class.ai_agents.WorkflowGraph"><em>WorkflowGraph</em></a>) – The workflow graph for the agent.</p></li>
+<li><p><strong>agent_interface</strong> (<a class="reference internal" href="../api_class/enums/index.html#abacusai.api_class.enums.AgentInterface" title="abacusai.api_class.enums.AgentInterface"><em>AgentInterface</em></a>) – The interface that the agent will be deployed with.</p></li>
 <li><p><strong>function_source_code</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
 <li><p><strong>agent_function_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
 <li><p><strong>package_requirements</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>)</p></li>
@@ -26982,7 +11801,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The new agent.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Agent" title="abacusai.client.Agent">Agent</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../agent/index.html#abacusai.agent.Agent" title="abacusai.agent.Agent">Agent</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -26997,8 +11816,8 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>model_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique ID associated with the AI Agent to be changed.</p></li>
 <li><p><strong>memory</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Memory (in GB) for the agent.</p></li>
 <li><p><strong>description</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A description of the agent, including its purpose and instructions.</p></li>
-<li><p><strong>workflow_graph</strong> (<a class="reference internal" href="#abacusai.client.WorkflowGraph" title="abacusai.client.WorkflowGraph"><em>WorkflowGraph</em></a>) – The workflow graph for the agent.</p></li>
-<li><p><strong>agent_interface</strong> (<a class="reference internal" href="#abacusai.client.AgentInterface" title="abacusai.client.AgentInterface"><em>AgentInterface</em></a>) – The interface that the agent will be deployed with.</p></li>
+<li><p><strong>workflow_graph</strong> (<a class="reference internal" href="../api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowGraph" title="abacusai.api_class.ai_agents.WorkflowGraph"><em>WorkflowGraph</em></a>) – The workflow graph for the agent.</p></li>
+<li><p><strong>agent_interface</strong> (<a class="reference internal" href="../api_class/enums/index.html#abacusai.api_class.enums.AgentInterface" title="abacusai.api_class.enums.AgentInterface"><em>AgentInterface</em></a>) – The interface that the agent will be deployed with.</p></li>
 <li><p><strong>function_source_code</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
 <li><p><strong>agent_function_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
 <li><p><strong>package_requirements</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>)</p></li>
@@ -27011,7 +11830,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The updated agent.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.Agent" title="abacusai.client.Agent">Agent</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../agent/index.html#abacusai.agent.Agent" title="abacusai.agent.Agent">Agent</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -27025,7 +11844,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>prompt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Prompt to use for generation.</p></li>
 <li><p><strong>system_message</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – System prompt for models that support it.</p></li>
-<li><p><strong>llm_name</strong> (<a class="reference internal" href="#abacusai.client.LLMName" title="abacusai.client.LLMName"><em>LLMName</em></a>) – Name of the underlying LLM to be used for generation. Default is auto selection.</p></li>
+<li><p><strong>llm_name</strong> (<a class="reference internal" href="../api_class/enums/index.html#abacusai.api_class.enums.LLMName" title="abacusai.api_class.enums.LLMName"><em>LLMName</em></a>) – Name of the underlying LLM to be used for generation. Default is auto selection.</p></li>
 <li><p><strong>max_tokens</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Maximum number of tokens to generate. If set, the model will just stop generating after this token limit is reached.</p></li>
 <li><p><strong>temperature</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – Temperature to use for generation. Higher temperature makes more non-deterministic responses, a value of zero makes mostly deterministic reponses. Default is 0.0. A range of 0.0 - 2.0 is allowed.</p></li>
 <li><p><strong>messages</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – A list of messages to use as conversation history. For completion models like OPENAI_GPT3_5_TEXT and PALM_TEXT this should not be set. A message is a dict with attributes: is_user (bool): Whether the message is from the user. text (str): The message’s text.</p></li>
@@ -27037,7 +11856,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The response from the model, raw text and parsed components.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.LlmResponse" title="abacusai.client.LlmResponse">LlmResponse</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../llm_response/index.html#abacusai.llm_response.LlmResponse" title="abacusai.llm_response.LlmResponse">LlmResponse</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -27058,7 +11877,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>LLM input object comprising of information about the feature groups with given IDs.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.LlmInput" title="abacusai.client.LlmInput">LlmInput</a></p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../llm_input/index.html#abacusai.llm_input.LlmInput" title="abacusai.llm_input.LlmInput">LlmInput</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -27074,7 +11893,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>feature_group_ids</strong> (<em>List</em>) – A list of feature group IDs that the query should be executed against.</p></li>
 <li><p><strong>external_database_schemas</strong> (<em>List</em>) – A list of schmeas from external database that the query should be executed against.</p></li>
 <li><p><strong>prompt_context</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The context message used to construct the prompt for the language model. If not provide, a default context message is used.</p></li>
-<li><p><strong>llm_name</strong> (<a class="reference internal" href="#abacusai.client.LLMName" title="abacusai.client.LLMName"><em>LLMName</em></a>) – The name of the language model to use. If not provided, the default language model is used.</p></li>
+<li><p><strong>llm_name</strong> (<a class="reference internal" href="../api_class/enums/index.html#abacusai.api_class.enums.LLMName" title="abacusai.api_class.enums.LLMName"><em>LLMName</em></a>) – The name of the language model to use. If not provided, the default language model is used.</p></li>
 <li><p><strong>temperature</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – The temperature to use for the language model if supported. If not provided, the default temperature is used.</p></li>
 <li><p><strong>sql_dialect</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The dialect of sql to generate sql for. The default is Spark.</p></li>
 </ul>
@@ -27083,7 +11902,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The generated SQL code.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.LlmGeneratedCode" title="abacusai.client.LlmGeneratedCode">LlmGeneratedCode</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../llm_generated_code/index.html#abacusai.llm_generated_code.LlmGeneratedCode" title="abacusai.llm_generated_code.LlmGeneratedCode">LlmGeneratedCode</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -27098,14 +11917,14 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>field_descriptors</strong> (<em>List</em>) – A list of fields to extract from the document.</p></li>
 <li><p><strong>document_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The ID of the document to query.</p></li>
 <li><p><strong>document_text</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The text of the document to query. Only used if document_id is not provided.</p></li>
-<li><p><strong>llm_name</strong> (<a class="reference internal" href="#abacusai.client.LLMName" title="abacusai.client.LLMName"><em>LLMName</em></a>) – The name of the language model to use. If not provided, the default language model is used.</p></li>
+<li><p><strong>llm_name</strong> (<a class="reference internal" href="../api_class/enums/index.html#abacusai.api_class.enums.LLMName" title="abacusai.api_class.enums.LLMName"><em>LLMName</em></a>) – The name of the language model to use. If not provided, the default language model is used.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>The response from the document query.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.ExtractedFields" title="abacusai.client.ExtractedFields">ExtractedFields</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../extracted_fields/index.html#abacusai.extracted_fields.ExtractedFields" title="abacusai.extracted_fields.ExtractedFields">ExtractedFields</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -27134,7 +11953,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Results of running the search queries.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.WebSearchResponse" title="abacusai.client.WebSearchResponse">WebSearchResponse</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../web_search_response/index.html#abacusai.web_search_response.WebSearchResponse" title="abacusai.web_search_response.WebSearchResponse">WebSearchResponse</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -27159,7 +11978,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A list of ChatMessage that represents the conversation.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.ChatMessage" title="abacusai.client.ChatMessage">ChatMessage</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../chat_message/index.html#abacusai.chat_message.ChatMessage" title="abacusai.chat_message.ChatMessage">ChatMessage</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -27179,7 +11998,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The response from the LLM App.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.LlmResponse" title="abacusai.client.LlmResponse">LlmResponse</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../llm_response/index.html#abacusai.llm_response.LlmResponse" title="abacusai.llm_response.LlmResponse">LlmResponse</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -27195,14 +12014,14 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>project_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The ID of project that the Document Retriever is created in.</p></li>
 <li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the Document Retriever. Can be up to 120 characters long and can only contain alphanumeric characters and underscores.</p></li>
 <li><p><strong>feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The ID of the feature group that the Document Retriever is associated with.</p></li>
-<li><p><strong>document_retriever_config</strong> (<a class="reference internal" href="#abacusai.client.VectorStoreConfig" title="abacusai.client.VectorStoreConfig"><em>VectorStoreConfig</em></a>) – The configuration, including chunk_size and chunk_overlap_fraction, for document retrieval.</p></li>
+<li><p><strong>document_retriever_config</strong> (<a class="reference internal" href="../api_class/document_retriever/index.html#abacusai.api_class.document_retriever.VectorStoreConfig" title="abacusai.api_class.document_retriever.VectorStoreConfig"><em>VectorStoreConfig</em></a>) – The configuration, including chunk_size and chunk_overlap_fraction, for document retrieval.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>The newly created document retriever.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.DocumentRetriever" title="abacusai.client.DocumentRetriever">DocumentRetriever</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../document_retriever/index.html#abacusai.document_retriever.DocumentRetriever" title="abacusai.document_retriever.DocumentRetriever">DocumentRetriever</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -27222,7 +12041,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The updated document retriever.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.DocumentRetriever" title="abacusai.client.DocumentRetriever">DocumentRetriever</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../document_retriever/index.html#abacusai.document_retriever.DocumentRetriever" title="abacusai.document_retriever.DocumentRetriever">DocumentRetriever</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -27236,14 +12055,14 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>document_retriever_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique ID associated with the document retriever to create version with.</p></li>
 <li><p><strong>feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The ID of the feature group to update the document retriever with.</p></li>
-<li><p><strong>document_retriever_config</strong> (<a class="reference internal" href="#abacusai.client.VectorStoreConfig" title="abacusai.client.VectorStoreConfig"><em>VectorStoreConfig</em></a>) – The configuration, including chunk_size and chunk_overlap_fraction, for document retrieval.</p></li>
+<li><p><strong>document_retriever_config</strong> (<a class="reference internal" href="../api_class/document_retriever/index.html#abacusai.api_class.document_retriever.VectorStoreConfig" title="abacusai.api_class.document_retriever.VectorStoreConfig"><em>VectorStoreConfig</em></a>) – The configuration, including chunk_size and chunk_overlap_fraction, for document retrieval.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>The newly created document retriever version.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.DocumentRetrieverVersion" title="abacusai.client.DocumentRetrieverVersion">DocumentRetrieverVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../document_retriever_version/index.html#abacusai.document_retriever_version.DocumentRetrieverVersion" title="abacusai.document_retriever_version.DocumentRetrieverVersion">DocumentRetrieverVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -27276,7 +12095,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The documentation snippet found from the document retriever.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.client.DocumentRetrieverLookupResult" title="abacusai.client.DocumentRetrieverLookupResult">DocumentRetrieverLookupResult</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../document_retriever_lookup_result/index.html#abacusai.document_retriever_lookup_result.DocumentRetrieverLookupResult" title="abacusai.document_retriever_lookup_result.DocumentRetrieverLookupResult">DocumentRetrieverLookupResult</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -27305,7 +12124,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>doc_ids</strong> (<em>List</em>) – A list of document store IDs to retrieve the snippets from.</p></li>
 <li><p><strong>blobs</strong> (<a class="reference external" href="https://docs.python.org/3/library/io.html#io.TextIOBase" title="(in Python v3.12)"><em>io.TextIOBase</em></a>) – A dictionary mapping document names to the blob data.</p></li>
 <li><p><strong>query</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Query string to find relevant snippets in the documents.</p></li>
-<li><p><strong>document_retriever_config</strong> (<a class="reference internal" href="#abacusai.client.VectorStoreConfig" title="abacusai.client.VectorStoreConfig"><em>VectorStoreConfig</em></a>) – If provided, used to configure the retrieval steps like chunking for embeddings.</p></li>
+<li><p><strong>document_retriever_config</strong> (<a class="reference internal" href="../api_class/document_retriever/index.html#abacusai.api_class.document_retriever.VectorStoreConfig" title="abacusai.api_class.document_retriever.VectorStoreConfig"><em>VectorStoreConfig</em></a>) – If provided, used to configure the retrieval steps like chunking for embeddings.</p></li>
 <li><p><strong>num_retrieval_margin_words</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – If provided, will add this number of words from left and right of the returned snippets.</p></li>
 <li><p><strong>max_words_per_snippet</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – If provided, will limit the number of words in each snippet to the value specified.</p></li>
 <li><p><strong>max_snippets_per_document</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – If provided, will limit the number of snippets retrieved from each document to the value specified.</p></li>
@@ -27320,13 +12139,14 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The snippets found from the documents.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.client.DocumentRetrieverLookupResult" title="abacusai.client.DocumentRetrieverLookupResult">DocumentRetrieverLookupResult</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../document_retriever_lookup_result/index.html#abacusai.document_retriever_lookup_result.DocumentRetrieverLookupResult" title="abacusai.document_retriever_lookup_result.DocumentRetrieverLookupResult">DocumentRetrieverLookupResult</a>]</p>
 </dd>
 </dl>
 </dd></dl>
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/code_source/index.html b/docs/autoapi/abacusai/code_source/index.html
index abd59a4c1..c7c585dd0 100644
--- a/docs/autoapi/abacusai/code_source/index.html
+++ b/docs/autoapi/abacusai/code_source/index.html
@@ -46,222 +46,217 @@
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
               <ul class="current">
-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
 <li class="toctree-l2 current"><a class="reference internal" href="../index.html#submodules">Submodules</a><ul class="current">
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-<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html">abacusai.agent_data_document_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html">abacusai.agent_data_execution_result</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
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 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
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+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
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-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.code_source</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></li>
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             <a href="../../../_sources/autoapi/abacusai/code_source/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.code_source">
-<span id="abacusai-code-source"></span><h1>abacusai.code_source<a class="headerlink" href="#module-abacusai.code_source" title="Link to this heading"></a></h1>
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+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
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 <table class="autosummary longtable docutils align-default">
 <tbody>
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-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.code_source.CodeSource" title="abacusai.code_source.CodeSource"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CodeSource</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.code_source.CodeSource" title="abacusai.code_source.CodeSource"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CodeSource</span></code></a></p></td>
 <td><p>Code source for python-based custom feature groups and models</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.code_source.AbstractApiClass">
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-<dt class="sig sig-object py" id="abacusai.code_source.AbstractApiClass.__eq__">
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-
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-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.code_source.CodeSource">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.code_source.</span></span><span class="sig-name descname"><span class="pre">CodeSource</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceCode</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">applicationConnectorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">applicationConnectorInfo</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">packageRequirements</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">publishingMsg</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">moduleDependencies</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.code_source.CodeSource" title="Link to this definition"></a></dt>
@@ -374,6 +349,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
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-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
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@@ -281,8 +276,8 @@
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-      <li class="breadcrumb-item active">abacusai.concatenation_config</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></li>
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@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.concatenation_config">
-<span id="abacusai-concatenation-config"></span><h1>abacusai.concatenation_config<a class="headerlink" href="#module-abacusai.concatenation_config" title="Link to this heading"></a></h1>
+<span id="abacusai-concatenation-config"></span><h1><a class="reference internal" href="#module-abacusai.concatenation_config" title="abacusai.concatenation_config"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a><a class="headerlink" href="#module-abacusai.concatenation_config" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.concatenation_config.AbstractApiClass" title="abacusai.concatenation_config.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.concatenation_config.ConcatenationConfig" title="abacusai.concatenation_config.ConcatenationConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ConcatenationConfig</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.concatenation_config.ConcatenationConfig" title="abacusai.concatenation_config.ConcatenationConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ConcatenationConfig</span></code></a></p></td>
 <td><p>Feature Group Concatenation Config</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.concatenation_config.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.concatenation_config.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.concatenation_config.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.concatenation_config.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.concatenation_config.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.concatenation_config.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.concatenation_config.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.concatenation_config.ConcatenationConfig">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.concatenation_config.</span></span><span class="sig-name descname"><span class="pre">ConcatenationConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">concatenatedTable</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mergeType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">replaceUntilTimestamp</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skipMaterialize</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.concatenation_config.ConcatenationConfig" title="Link to this definition"></a></dt>
@@ -363,6 +338,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/cpu_gpu_memory_specs/index.html b/docs/autoapi/abacusai/cpu_gpu_memory_specs/index.html
index 0fec62ad4..cc15ec514 100644
--- a/docs/autoapi/abacusai/cpu_gpu_memory_specs/index.html
+++ b/docs/autoapi/abacusai/cpu_gpu_memory_specs/index.html
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+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
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-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.cpu_gpu_memory_specs</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
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@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.cpu_gpu_memory_specs">
-<span id="abacusai-cpu-gpu-memory-specs"></span><h1>abacusai.cpu_gpu_memory_specs<a class="headerlink" href="#module-abacusai.cpu_gpu_memory_specs" title="Link to this heading"></a></h1>
+<span id="abacusai-cpu-gpu-memory-specs"></span><h1><a class="reference internal" href="#module-abacusai.cpu_gpu_memory_specs" title="abacusai.cpu_gpu_memory_specs"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a><a class="headerlink" href="#module-abacusai.cpu_gpu_memory_specs" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.cpu_gpu_memory_specs.AbstractApiClass" title="abacusai.cpu_gpu_memory_specs.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.cpu_gpu_memory_specs.CpuGpuMemorySpecs" title="abacusai.cpu_gpu_memory_specs.CpuGpuMemorySpecs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CpuGpuMemorySpecs</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.cpu_gpu_memory_specs.CpuGpuMemorySpecs" title="abacusai.cpu_gpu_memory_specs.CpuGpuMemorySpecs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CpuGpuMemorySpecs</span></code></a></p></td>
 <td><p>Includes the memory specs of the CPU/GPU</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.cpu_gpu_memory_specs.AbstractApiClass">
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-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.cpu_gpu_memory_specs.AbstractApiClass._get_attribute_as_dict">
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-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.cpu_gpu_memory_specs.CpuGpuMemorySpecs">
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@@ -361,6 +336,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/cryptography/index.html b/docs/autoapi/abacusai/cryptography/index.html
index 9f740876d..a837b4152 100644
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+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
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-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
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 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.cryptography</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/cryptography/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,9 +288,11 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.cryptography">
-<span id="abacusai-cryptography"></span><h1>abacusai.cryptography<a class="headerlink" href="#module-abacusai.cryptography" title="Link to this heading"></a></h1>
+<span id="abacusai-cryptography"></span><h1><a class="reference internal" href="#module-abacusai.cryptography" title="abacusai.cryptography"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a><a class="headerlink" href="#module-abacusai.cryptography" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="functions">
-<h2>Functions<a class="headerlink" href="#functions" title="Link to this heading"></a></h2>
+<h3>Functions<a class="headerlink" href="#functions" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.cryptography.verify_response" title="abacusai.cryptography.verify_response"><code class="xref py py-obj docutils literal notranslate"><span class="pre">verify_response</span></code></a>(public_key, response)</p></td>
@@ -306,9 +303,6 @@ <h2>Functions<a class="headerlink" href="#functions" title="Link to this heading
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <dl class="py function">
 <dt class="sig sig-object py" id="abacusai.cryptography.verify_response">
 <span class="sig-prename descclassname"><span class="pre">abacusai.cryptography.</span></span><span class="sig-name descname"><span class="pre">verify_response</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">public_key</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">response</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.cryptography.verify_response" title="Link to this definition"></a></dt>
@@ -340,6 +334,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 </dl>
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/custom_loss_function/index.html b/docs/autoapi/abacusai/custom_loss_function/index.html
index ed63fd3ac..502603996 100644
--- a/docs/autoapi/abacusai/custom_loss_function/index.html
+++ b/docs/autoapi/abacusai/custom_loss_function/index.html
@@ -46,222 +46,217 @@
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-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html">abacusai.agent_data_execution_result</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html">abacusai.custom_metric</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html">abacusai.custom_metric_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html">abacusai.custom_train_function_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html">abacusai.data_consistency_duplication</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html">abacusai.data_prep_logs</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html">abacusai.data_upload_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html">abacusai.database_column_feature_mapping</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html">abacusai.database_connector_column</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html">abacusai.database_connector_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html">abacusai.dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html">abacusai.dataset_column</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html">abacusai.deployment</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html">abacusai.deployment_conversation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html">abacusai.deployment_conversation_event</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html">abacusai.deployment_conversation_export</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html">abacusai.document_retriever_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html">abacusai.document_retriever_lookup_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html">abacusai.document_retriever_version</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html">abacusai.drift_distributions</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html">abacusai.eda_chart_description</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html">abacusai.eda_data_consistency</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html">abacusai.eda_feature_association</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html">abacusai.eda_feature_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html">abacusai.eda_forecasting_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html">abacusai.eda_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html">abacusai.embedding_feature_drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html">abacusai.execute_feature_group_operation</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html">abacusai.external_invite</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html">abacusai.extracted_fields</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature/index.html">abacusai.feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html">abacusai.feature_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html">abacusai.feature_drift_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html">abacusai.feature_drift_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html">abacusai.feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html">abacusai.feature_group_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html">abacusai.feature_group_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html">abacusai.feature_group_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html">abacusai.feature_group_export_download_url</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html">abacusai.feature_group_lineage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html">abacusai.feature_group_refresh_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html">abacusai.feature_group_row</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html">abacusai.feature_group_row_process</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html">abacusai.feature_group_row_process_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html">abacusai.feature_group_row_process_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html">abacusai.feature_group_template_variable_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html">abacusai.feature_group_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html">abacusai.feature_importance</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html">abacusai.feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html">abacusai.feature_performance_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html">abacusai.file_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
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-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.custom_loss_function</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></li>
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@@ -293,90 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.custom_loss_function">
-<span id="abacusai-custom-loss-function"></span><h1>abacusai.custom_loss_function<a class="headerlink" href="#module-abacusai.custom_loss_function" title="Link to this heading"></a></h1>
+<span id="abacusai-custom-loss-function"></span><h1><a class="reference internal" href="#module-abacusai.custom_loss_function" title="abacusai.custom_loss_function"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a><a class="headerlink" href="#module-abacusai.custom_loss_function" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.custom_loss_function.CodeSource" title="abacusai.custom_loss_function.CodeSource"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CodeSource</span></code></a></p></td>
-<td><p>Code source for python-based custom feature groups and models</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.custom_loss_function.AbstractApiClass" title="abacusai.custom_loss_function.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.custom_loss_function.CustomLossFunction" title="abacusai.custom_loss_function.CustomLossFunction"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CustomLossFunction</span></code></a></p></td>
 <td><p>Custom Loss Function</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.custom_loss_function.CodeSource">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.custom_loss_function.</span></span><span class="sig-name descname"><span class="pre">CodeSource</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceCode</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">applicationConnectorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">applicationConnectorInfo</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">packageRequirements</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">publishingMsg</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">moduleDependencies</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.custom_loss_function.CodeSource" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Code source for python-based custom feature groups and models</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>sourceType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of the source, one of TEXT, PYTHON, FILE_UPLOAD, or APPLICATION_CONNECTOR</p></li>
-<li><p><strong>sourceCode</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If the type of the source is TEXT, the raw text of the function</p></li>
-<li><p><strong>applicationConnectorId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The Application Connector to fetch the code from</p></li>
-<li><p><strong>applicationConnectorInfo</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Args passed to the application connector to fetch the code</p></li>
-<li><p><strong>packageRequirements</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The pip package dependencies required to run the code</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The status of the code and validations</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If the status is failed, an error message describing what went wrong</p></li>
-<li><p><strong>publishingMsg</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Warnings in the source code</p></li>
-<li><p><strong>moduleDependencies</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The list of internal modules dependencies required to run the code</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.custom_loss_function.CodeSource.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.custom_loss_function.CodeSource.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.custom_loss_function.CodeSource.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.custom_loss_function.CodeSource.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.custom_loss_function.CodeSource.import_as_cell">
-<span class="sig-name descname"><span class="pre">import_as_cell</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.custom_loss_function.CodeSource.import_as_cell" title="Link to this definition"></a></dt>
-<dd><p>Adds the source code as an unexecuted cell in the notebook.</p>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.custom_loss_function.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.custom_loss_function.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.custom_loss_function.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.custom_loss_function.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.custom_loss_function.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.custom_loss_function.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.custom_loss_function.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.custom_loss_function.CustomLossFunction">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.custom_loss_function.</span></span><span class="sig-name descname"><span class="pre">CustomLossFunction</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">notebookId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lossFunctionName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lossFunctionType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">codeSource</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.custom_loss_function.CustomLossFunction" title="Link to this definition"></a></dt>
@@ -391,7 +314,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – When the loss function was created.</p></li>
 <li><p><strong>lossFunctionName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the function defined in the source code.</p></li>
 <li><p><strong>lossFunctionType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The category of problems that this loss would be applicable to, e.g. regression, multi-label classification, etc.</p></li>
-<li><p><strong>codeSource</strong> (<a class="reference internal" href="#abacusai.custom_loss_function.CodeSource" title="abacusai.custom_loss_function.CodeSource"><em>CodeSource</em></a>) – Information about the source code of the loss function.</p></li>
+<li><p><strong>codeSource</strong> (<a class="reference internal" href="../code_source/index.html#abacusai.code_source.CodeSource" title="abacusai.code_source.CodeSource"><em>CodeSource</em></a>) – Information about the source code of the loss function.</p></li>
 </ul>
 </dd>
 </dl>
@@ -417,6 +340,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/custom_metric/index.html b/docs/autoapi/abacusai/custom_metric/index.html
index 9c44f548c..de20a193a 100644
--- a/docs/autoapi/abacusai/custom_metric/index.html
+++ b/docs/autoapi/abacusai/custom_metric/index.html
@@ -46,222 +46,217 @@
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+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.custom_metric</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></li>
       <li class="wy-breadcrumbs-aside">
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@@ -293,111 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.custom_metric">
-<span id="abacusai-custom-metric"></span><h1>abacusai.custom_metric<a class="headerlink" href="#module-abacusai.custom_metric" title="Link to this heading"></a></h1>
+<span id="abacusai-custom-metric"></span><h1><a class="reference internal" href="#module-abacusai.custom_metric" title="abacusai.custom_metric"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a><a class="headerlink" href="#module-abacusai.custom_metric" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.custom_metric.CustomMetricVersion" title="abacusai.custom_metric.CustomMetricVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CustomMetricVersion</span></code></a></p></td>
-<td><p>Custom metric version</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.custom_metric.AbstractApiClass" title="abacusai.custom_metric.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.custom_metric.CustomMetric" title="abacusai.custom_metric.CustomMetric"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CustomMetric</span></code></a></p></td>
 <td><p>Custom metric.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.custom_metric.CustomMetricVersion">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.custom_metric.</span></span><span class="sig-name descname"><span class="pre">CustomMetricVersion</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">customMetricVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">customMetricFunctionName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">codeSource</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.custom_metric.CustomMetricVersion" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Custom metric version</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>customMetricVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier for the custom metric version.</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name assigned to the custom metric.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – ISO-8601 string indicating when the custom metric was created.</p></li>
-<li><p><strong>customMetricFunctionName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the function defined in the source code.</p></li>
-<li><p><strong>codeSource</strong> (<a class="reference internal" href="../agent/index.html#abacusai.agent.CodeSource" title="abacusai.agent.CodeSource"><em>CodeSource</em></a>) – Information about the source code of the custom metric.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.custom_metric.CustomMetricVersion.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.custom_metric.CustomMetricVersion.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.custom_metric.CustomMetricVersion.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.custom_metric.CustomMetricVersion.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.custom_metric.CustomMetricVersion.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.custom_metric.CustomMetricVersion.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.custom_metric.CustomMetricVersion" title="abacusai.custom_metric.CustomMetricVersion">CustomMetricVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.custom_metric.CustomMetricVersion.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.custom_metric.CustomMetricVersion.describe" title="Link to this definition"></a></dt>
-<dd><p>Describes a given custom metric version</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>custom_metric_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A unique string identifier for the custom metric version.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An object describing the custom metric version.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.custom_metric.CustomMetricVersion" title="abacusai.custom_metric.CustomMetricVersion">CustomMetricVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.custom_metric.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.custom_metric.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.custom_metric.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.custom_metric.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.custom_metric.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.custom_metric.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.custom_metric.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.custom_metric.CustomMetric">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.custom_metric.</span></span><span class="sig-name descname"><span class="pre">CustomMetric</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">customMetricId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">problemType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">notebookId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">latestCustomMetricVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.custom_metric.CustomMetric" title="Link to this definition"></a></dt>
@@ -412,7 +314,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Date and time when the custom metric was created (ISO 8601 format).</p></li>
 <li><p><strong>problemType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Problem type that this custom metric is applicable to (e.g. regression).</p></li>
 <li><p><strong>notebookId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier of the notebook used to create/edit the custom metric.</p></li>
-<li><p><strong>latestCustomMetricVersion</strong> (<a class="reference internal" href="#abacusai.custom_metric.CustomMetricVersion" title="abacusai.custom_metric.CustomMetricVersion"><em>CustomMetricVersion</em></a>) – Latest version of the custom metric.</p></li>
+<li><p><strong>latestCustomMetricVersion</strong> (<a class="reference internal" href="../custom_metric_version/index.html#abacusai.custom_metric_version.CustomMetricVersion" title="abacusai.custom_metric_version.CustomMetricVersion"><em>CustomMetricVersion</em></a>) – Latest version of the custom metric.</p></li>
 </ul>
 </dd>
 </dl>
@@ -438,6 +340,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/custom_metric_version/index.html b/docs/autoapi/abacusai/custom_metric_version/index.html
index e5d64652d..36dfa7729 100644
--- a/docs/autoapi/abacusai/custom_metric_version/index.html
+++ b/docs/autoapi/abacusai/custom_metric_version/index.html
@@ -46,222 +46,217 @@
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+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.custom_metric_version</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/custom_metric_version/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,90 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.custom_metric_version">
-<span id="abacusai-custom-metric-version"></span><h1>abacusai.custom_metric_version<a class="headerlink" href="#module-abacusai.custom_metric_version" title="Link to this heading"></a></h1>
+<span id="abacusai-custom-metric-version"></span><h1><a class="reference internal" href="#module-abacusai.custom_metric_version" title="abacusai.custom_metric_version"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a><a class="headerlink" href="#module-abacusai.custom_metric_version" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.custom_metric_version.CodeSource" title="abacusai.custom_metric_version.CodeSource"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CodeSource</span></code></a></p></td>
-<td><p>Code source for python-based custom feature groups and models</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.custom_metric_version.AbstractApiClass" title="abacusai.custom_metric_version.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.custom_metric_version.CustomMetricVersion" title="abacusai.custom_metric_version.CustomMetricVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CustomMetricVersion</span></code></a></p></td>
 <td><p>Custom metric version</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.custom_metric_version.CodeSource">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.custom_metric_version.</span></span><span class="sig-name descname"><span class="pre">CodeSource</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceCode</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">applicationConnectorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">applicationConnectorInfo</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">packageRequirements</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">publishingMsg</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">moduleDependencies</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.custom_metric_version.CodeSource" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Code source for python-based custom feature groups and models</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>sourceType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of the source, one of TEXT, PYTHON, FILE_UPLOAD, or APPLICATION_CONNECTOR</p></li>
-<li><p><strong>sourceCode</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If the type of the source is TEXT, the raw text of the function</p></li>
-<li><p><strong>applicationConnectorId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The Application Connector to fetch the code from</p></li>
-<li><p><strong>applicationConnectorInfo</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Args passed to the application connector to fetch the code</p></li>
-<li><p><strong>packageRequirements</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The pip package dependencies required to run the code</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The status of the code and validations</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If the status is failed, an error message describing what went wrong</p></li>
-<li><p><strong>publishingMsg</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Warnings in the source code</p></li>
-<li><p><strong>moduleDependencies</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The list of internal modules dependencies required to run the code</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.custom_metric_version.CodeSource.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.custom_metric_version.CodeSource.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.custom_metric_version.CodeSource.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.custom_metric_version.CodeSource.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.custom_metric_version.CodeSource.import_as_cell">
-<span class="sig-name descname"><span class="pre">import_as_cell</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.custom_metric_version.CodeSource.import_as_cell" title="Link to this definition"></a></dt>
-<dd><p>Adds the source code as an unexecuted cell in the notebook.</p>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.custom_metric_version.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.custom_metric_version.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.custom_metric_version.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.custom_metric_version.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.custom_metric_version.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.custom_metric_version.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.custom_metric_version.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.custom_metric_version.CustomMetricVersion">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.custom_metric_version.</span></span><span class="sig-name descname"><span class="pre">CustomMetricVersion</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">customMetricVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">customMetricFunctionName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">codeSource</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.custom_metric_version.CustomMetricVersion" title="Link to this definition"></a></dt>
@@ -390,7 +313,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name assigned to the custom metric.</p></li>
 <li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – ISO-8601 string indicating when the custom metric was created.</p></li>
 <li><p><strong>customMetricFunctionName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the function defined in the source code.</p></li>
-<li><p><strong>codeSource</strong> (<a class="reference internal" href="#abacusai.custom_metric_version.CodeSource" title="abacusai.custom_metric_version.CodeSource"><em>CodeSource</em></a>) – Information about the source code of the custom metric.</p></li>
+<li><p><strong>codeSource</strong> (<a class="reference internal" href="../code_source/index.html#abacusai.code_source.CodeSource" title="abacusai.code_source.CodeSource"><em>CodeSource</em></a>) – Information about the source code of the custom metric.</p></li>
 </ul>
 </dd>
 </dl>
@@ -447,6 +370,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/custom_train_function_info/index.html b/docs/autoapi/abacusai/custom_train_function_info/index.html
index 0782c2ba1..c796079f5 100644
--- a/docs/autoapi/abacusai/custom_train_function_info/index.html
+++ b/docs/autoapi/abacusai/custom_train_function_info/index.html
@@ -46,222 +46,217 @@
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
               <ul class="current">
-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
 <li class="toctree-l2 current"><a class="reference internal" href="../index.html#submodules">Submodules</a><ul class="current">
-<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html">abacusai.abacus_api</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent/index.html">abacusai.agent</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html">abacusai.agent_data_document_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html">abacusai.agent_data_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html">abacusai.agent_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html">abacusai.ai_building_task</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html">abacusai.algorithm</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html">abacusai.annotation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html">abacusai.annotation_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html">abacusai.annotation_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html">abacusai.annotation_entry</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html">abacusai.annotations_status</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html">abacusai.api_client_utils</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html">abacusai.api_endpoint</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html">abacusai.api_key</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html">abacusai.app_user_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html">abacusai.application_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html">abacusai.batch_prediction</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html">abacusai.batch_prediction_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html">abacusai.batch_prediction_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html">abacusai.custom_metric_version</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.custom_train_function_info</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html">abacusai.data_consistency_duplication</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html">abacusai.database_column_feature_mapping</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html">abacusai.dataset_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html">abacusai.dataset_version_logs</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html">abacusai.deployment_conversation</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html">abacusai.deployment_conversation_export</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html">abacusai.document_retriever</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html">abacusai.document_retriever_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html">abacusai.document_retriever_lookup_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html">abacusai.document_retriever_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html">abacusai.drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html">abacusai.drift_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda/index.html">abacusai.eda</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html">abacusai.eda_chart_description</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html">abacusai.eda_data_consistency</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html">abacusai.feature_drift_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html">abacusai.feature_drift_summary</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html">abacusai.feature_group_export_download_url</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html">abacusai.feature_group_row</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html">abacusai.feature_group_row_process_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html">abacusai.feature_group_row_process_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html">abacusai.feature_group_template_variable_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html">abacusai.feature_group_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html">abacusai.feature_importance</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html">abacusai.feature_mapping</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
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-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
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@@ -281,8 +276,8 @@
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+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
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   <section id="module-abacusai.custom_train_function_info">
-<span id="abacusai-custom-train-function-info"></span><h1>abacusai.custom_train_function_info<a class="headerlink" href="#module-abacusai.custom_train_function_info" title="Link to this heading"></a></h1>
+<span id="abacusai-custom-train-function-info"></span><h1><a class="reference internal" href="#module-abacusai.custom_train_function_info" title="abacusai.custom_train_function_info"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a><a class="headerlink" href="#module-abacusai.custom_train_function_info" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
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 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.custom_train_function_info.AbstractApiClass" title="abacusai.custom_train_function_info.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.custom_train_function_info.CustomTrainFunctionInfo" title="abacusai.custom_train_function_info.CustomTrainFunctionInfo"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CustomTrainFunctionInfo</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.custom_train_function_info.CustomTrainFunctionInfo" title="abacusai.custom_train_function_info.CustomTrainFunctionInfo"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CustomTrainFunctionInfo</span></code></a></p></td>
 <td><p>Information about how to call the customer provided train function.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.custom_train_function_info.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.custom_train_function_info.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.custom_train_function_info.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.custom_train_function_info.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.custom_train_function_info.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.custom_train_function_info.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.custom_train_function_info.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.custom_train_function_info.CustomTrainFunctionInfo">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.custom_train_function_info.</span></span><span class="sig-name descname"><span class="pre">CustomTrainFunctionInfo</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingDataParameterNameMapping</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">schemaMappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainDataParameterToFeatureGroupIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.custom_train_function_info.CustomTrainFunctionInfo" title="Link to this definition"></a></dt>
@@ -363,6 +338,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/data_consistency_duplication/index.html b/docs/autoapi/abacusai/data_consistency_duplication/index.html
index 15468db13..038669181 100644
--- a/docs/autoapi/abacusai/data_consistency_duplication/index.html
+++ b/docs/autoapi/abacusai/data_consistency_duplication/index.html
@@ -46,222 +46,217 @@
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+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
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-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
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@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.data_consistency_duplication</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></li>
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             <a href="../../../_sources/autoapi/abacusai/data_consistency_duplication/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.data_consistency_duplication">
-<span id="abacusai-data-consistency-duplication"></span><h1>abacusai.data_consistency_duplication<a class="headerlink" href="#module-abacusai.data_consistency_duplication" title="Link to this heading"></a></h1>
+<span id="abacusai-data-consistency-duplication"></span><h1><a class="reference internal" href="#module-abacusai.data_consistency_duplication" title="abacusai.data_consistency_duplication"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a><a class="headerlink" href="#module-abacusai.data_consistency_duplication" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.data_consistency_duplication.AbstractApiClass" title="abacusai.data_consistency_duplication.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.data_consistency_duplication.DataConsistencyDuplication" title="abacusai.data_consistency_duplication.DataConsistencyDuplication"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataConsistencyDuplication</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.data_consistency_duplication.DataConsistencyDuplication" title="abacusai.data_consistency_duplication.DataConsistencyDuplication"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataConsistencyDuplication</span></code></a></p></td>
 <td><p>Data Consistency for duplication within data</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.data_consistency_duplication.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.data_consistency_duplication.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.data_consistency_duplication.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.data_consistency_duplication.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.data_consistency_duplication.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.data_consistency_duplication.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.data_consistency_duplication.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.data_consistency_duplication.DataConsistencyDuplication">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.data_consistency_duplication.</span></span><span class="sig-name descname"><span class="pre">DataConsistencyDuplication</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">totalCount</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">numDuplicates</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sample</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.data_consistency_duplication.DataConsistencyDuplication" title="Link to this definition"></a></dt>
@@ -362,6 +337,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/data_metrics/index.html b/docs/autoapi/abacusai/data_metrics/index.html
index 10a2840a5..f889252ee 100644
--- a/docs/autoapi/abacusai/data_metrics/index.html
+++ b/docs/autoapi/abacusai/data_metrics/index.html
@@ -46,222 +46,217 @@
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-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
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-<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html">abacusai.agent_data_execution_result</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html">abacusai.document_retriever_lookup_result</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html">abacusai.feature_drift_record</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html">abacusai.feature_group_template_variable_options</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
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-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
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-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
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 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.data_metrics</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/data_metrics/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.data_metrics">
-<span id="abacusai-data-metrics"></span><h1>abacusai.data_metrics<a class="headerlink" href="#module-abacusai.data_metrics" title="Link to this heading"></a></h1>
+<span id="abacusai-data-metrics"></span><h1><a class="reference internal" href="#module-abacusai.data_metrics" title="abacusai.data_metrics"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a><a class="headerlink" href="#module-abacusai.data_metrics" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.data_metrics.AbstractApiClass" title="abacusai.data_metrics.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.data_metrics.DataMetrics" title="abacusai.data_metrics.DataMetrics"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataMetrics</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.data_metrics.DataMetrics" title="abacusai.data_metrics.DataMetrics"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataMetrics</span></code></a></p></td>
 <td><p>Processed Metrics and Schema for a dataset version or feature group version</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.data_metrics.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.data_metrics.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.data_metrics.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.data_metrics.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.data_metrics.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.data_metrics.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.data_metrics.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.data_metrics.DataMetrics">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.data_metrics.</span></span><span class="sig-name descname"><span class="pre">DataMetrics</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">metrics</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">schema</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">numRows</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">numCols</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">numDuplicateRows</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.data_metrics.DataMetrics" title="Link to this definition"></a></dt>
@@ -364,6 +339,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/data_prep_logs/index.html b/docs/autoapi/abacusai/data_prep_logs/index.html
index 0f7c4ec3d..1747d65a8 100644
--- a/docs/autoapi/abacusai/data_prep_logs/index.html
+++ b/docs/autoapi/abacusai/data_prep_logs/index.html
@@ -46,222 +46,217 @@
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-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
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-<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html">abacusai.agent_data_execution_result</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html">abacusai.annotations_status</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html">abacusai.api_client_utils</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html">abacusai.api_endpoint</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html">abacusai.api_key</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html">abacusai.app_user_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html">abacusai.application_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html">abacusai.batch_prediction</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html">abacusai.batch_prediction_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html">abacusai.batch_prediction_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html">abacusai.code_source</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html">abacusai.concatenation_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html">abacusai.cpu_gpu_memory_specs</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html">abacusai.custom_metric</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html">abacusai.custom_metric_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html">abacusai.custom_train_function_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html">abacusai.data_consistency_duplication</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html">abacusai.data_metrics</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.data_prep_logs</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html">abacusai.data_quality_results</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html">abacusai.data_upload_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html">abacusai.database_column_feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html">abacusai.database_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html">abacusai.database_connector_column</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html">abacusai.database_connector_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html">abacusai.dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html">abacusai.dataset_column</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html">abacusai.dataset_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html">abacusai.dataset_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html">abacusai.deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html">abacusai.deployment_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html">abacusai.deployment_conversation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html">abacusai.deployment_conversation_event</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html">abacusai.deployment_conversation_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html">abacusai.document_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html">abacusai.document_retriever</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html">abacusai.document_retriever_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html">abacusai.document_retriever_lookup_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html">abacusai.document_retriever_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html">abacusai.drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html">abacusai.drift_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda/index.html">abacusai.eda</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html">abacusai.eda_chart_description</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html">abacusai.eda_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html">abacusai.eda_data_consistency</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html">abacusai.eda_feature_association</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html">abacusai.eda_feature_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html">abacusai.eda_forecasting_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html">abacusai.eda_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html">abacusai.embedding_feature_drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html">abacusai.execute_feature_group_operation</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html">abacusai.external_invite</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html">abacusai.extracted_fields</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature/index.html">abacusai.feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html">abacusai.feature_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html">abacusai.feature_drift_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html">abacusai.feature_drift_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html">abacusai.feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html">abacusai.feature_group_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html">abacusai.feature_group_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html">abacusai.feature_group_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html">abacusai.feature_group_export_download_url</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html">abacusai.feature_group_lineage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html">abacusai.feature_group_refresh_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html">abacusai.feature_group_row</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html">abacusai.feature_group_row_process</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html">abacusai.feature_group_row_process_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html">abacusai.feature_group_row_process_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html">abacusai.feature_group_template_variable_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html">abacusai.feature_group_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html">abacusai.feature_importance</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html">abacusai.feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html">abacusai.feature_performance_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html">abacusai.file_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
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@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
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       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.data_prep_logs</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></li>
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@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.data_prep_logs">
-<span id="abacusai-data-prep-logs"></span><h1>abacusai.data_prep_logs<a class="headerlink" href="#module-abacusai.data_prep_logs" title="Link to this heading"></a></h1>
+<span id="abacusai-data-prep-logs"></span><h1><a class="reference internal" href="#module-abacusai.data_prep_logs" title="abacusai.data_prep_logs"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a><a class="headerlink" href="#module-abacusai.data_prep_logs" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.data_prep_logs.AbstractApiClass" title="abacusai.data_prep_logs.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.data_prep_logs.DataPrepLogs" title="abacusai.data_prep_logs.DataPrepLogs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataPrepLogs</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.data_prep_logs.DataPrepLogs" title="abacusai.data_prep_logs.DataPrepLogs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataPrepLogs</span></code></a></p></td>
 <td><p>Logs from data preparation.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.data_prep_logs.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.data_prep_logs.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.data_prep_logs.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.data_prep_logs.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.data_prep_logs.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.data_prep_logs.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.data_prep_logs.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.data_prep_logs.DataPrepLogs">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.data_prep_logs.</span></span><span class="sig-name descname"><span class="pre">DataPrepLogs</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">logs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.data_prep_logs.DataPrepLogs" title="Link to this definition"></a></dt>
@@ -360,6 +335,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/data_quality_results/index.html b/docs/autoapi/abacusai/data_quality_results/index.html
index bea74afe3..19489c850 100644
--- a/docs/autoapi/abacusai/data_quality_results/index.html
+++ b/docs/autoapi/abacusai/data_quality_results/index.html
@@ -46,222 +46,217 @@
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+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
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@@ -281,8 +276,8 @@
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       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.data_quality_results</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/data_quality_results/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.data_quality_results">
-<span id="abacusai-data-quality-results"></span><h1>abacusai.data_quality_results<a class="headerlink" href="#module-abacusai.data_quality_results" title="Link to this heading"></a></h1>
+<span id="abacusai-data-quality-results"></span><h1><a class="reference internal" href="#module-abacusai.data_quality_results" title="abacusai.data_quality_results"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a><a class="headerlink" href="#module-abacusai.data_quality_results" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.data_quality_results.AbstractApiClass" title="abacusai.data_quality_results.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.data_quality_results.DataQualityResults" title="abacusai.data_quality_results.DataQualityResults"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataQualityResults</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.data_quality_results.DataQualityResults" title="abacusai.data_quality_results.DataQualityResults"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataQualityResults</span></code></a></p></td>
 <td><p>Data Quality results from normalization stage</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.data_quality_results.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.data_quality_results.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.data_quality_results.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.data_quality_results.AbstractApiClass.__eq__">
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-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.data_quality_results.AbstractApiClass._get_attribute_as_dict">
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-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.data_quality_results.DataQualityResults">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.data_quality_results.</span></span><span class="sig-name descname"><span class="pre">DataQualityResults</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">results</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.data_quality_results.DataQualityResults" title="Link to this definition"></a></dt>
@@ -360,6 +335,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/data_upload_result/index.html b/docs/autoapi/abacusai/data_upload_result/index.html
index 49522d2e7..6c7d50485 100644
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+++ b/docs/autoapi/abacusai/data_upload_result/index.html
@@ -46,222 +46,217 @@
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-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
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-<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html">abacusai.agent_data_execution_result</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html">abacusai.database_column_feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html">abacusai.database_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html">abacusai.database_connector_column</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html">abacusai.database_connector_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html">abacusai.dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html">abacusai.dataset_column</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html">abacusai.dataset_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html">abacusai.dataset_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html">abacusai.deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html">abacusai.deployment_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html">abacusai.deployment_conversation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html">abacusai.deployment_conversation_event</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html">abacusai.deployment_conversation_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html">abacusai.document_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html">abacusai.document_retriever</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html">abacusai.document_retriever_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html">abacusai.document_retriever_lookup_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html">abacusai.document_retriever_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html">abacusai.drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html">abacusai.drift_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda/index.html">abacusai.eda</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html">abacusai.eda_chart_description</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html">abacusai.eda_data_consistency</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html">abacusai.eda_feature_association</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html">abacusai.eda_feature_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html">abacusai.eda_forecasting_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html">abacusai.eda_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html">abacusai.embedding_feature_drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html">abacusai.execute_feature_group_operation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html">abacusai.external_application</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html">abacusai.external_invite</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html">abacusai.extracted_fields</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature/index.html">abacusai.feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html">abacusai.feature_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html">abacusai.feature_drift_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html">abacusai.feature_drift_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html">abacusai.feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html">abacusai.feature_group_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html">abacusai.feature_group_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html">abacusai.feature_group_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html">abacusai.feature_group_export_download_url</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html">abacusai.feature_group_lineage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html">abacusai.feature_group_refresh_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html">abacusai.feature_group_row</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html">abacusai.feature_group_row_process</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html">abacusai.feature_group_row_process_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html">abacusai.feature_group_row_process_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html">abacusai.feature_group_template_variable_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html">abacusai.feature_group_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html">abacusai.feature_importance</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html">abacusai.feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html">abacusai.feature_performance_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html">abacusai.file_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
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@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.data_upload_result</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/data_upload_result/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.data_upload_result">
-<span id="abacusai-data-upload-result"></span><h1>abacusai.data_upload_result<a class="headerlink" href="#module-abacusai.data_upload_result" title="Link to this heading"></a></h1>
+<span id="abacusai-data-upload-result"></span><h1><a class="reference internal" href="#module-abacusai.data_upload_result" title="abacusai.data_upload_result"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a><a class="headerlink" href="#module-abacusai.data_upload_result" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.data_upload_result.AbstractApiClass" title="abacusai.data_upload_result.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.data_upload_result.DataUploadResult" title="abacusai.data_upload_result.DataUploadResult"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataUploadResult</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.data_upload_result.DataUploadResult" title="abacusai.data_upload_result.DataUploadResult"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataUploadResult</span></code></a></p></td>
 <td><p>Results of uploading data to agent.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.data_upload_result.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.data_upload_result.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.data_upload_result.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.data_upload_result.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.data_upload_result.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.data_upload_result.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.data_upload_result.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.data_upload_result.DataUploadResult">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.data_upload_result.</span></span><span class="sig-name descname"><span class="pre">DataUploadResult</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">docInfos</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.data_upload_result.DataUploadResult" title="Link to this definition"></a></dt>
@@ -360,6 +335,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/database_column_feature_mapping/index.html b/docs/autoapi/abacusai/database_column_feature_mapping/index.html
index 5082cc6b4..553714389 100644
--- a/docs/autoapi/abacusai/database_column_feature_mapping/index.html
+++ b/docs/autoapi/abacusai/database_column_feature_mapping/index.html
@@ -46,222 +46,217 @@
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
               <ul class="current">
-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
 <li class="toctree-l2 current"><a class="reference internal" href="../index.html#submodules">Submodules</a><ul class="current">
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-<li class="toctree-l3"><a class="reference internal" href="../agent/index.html">abacusai.agent</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html">abacusai.agent_data_document_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html">abacusai.agent_data_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html">abacusai.agent_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html">abacusai.ai_building_task</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html">abacusai.algorithm</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html">abacusai.annotation_config</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html">abacusai.annotations_status</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html">abacusai.api_endpoint</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html">abacusai.api_key</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html">abacusai.app_user_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html">abacusai.application_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html">abacusai.batch_prediction</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html">abacusai.batch_prediction_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html">abacusai.batch_prediction_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html">abacusai.code_source</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html">abacusai.concatenation_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html">abacusai.cpu_gpu_memory_specs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html">abacusai.cryptography</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html">abacusai.custom_loss_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html">abacusai.custom_metric</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html">abacusai.custom_metric_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html">abacusai.custom_train_function_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html">abacusai.data_consistency_duplication</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html">abacusai.data_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html">abacusai.data_prep_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html">abacusai.data_quality_results</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html">abacusai.data_upload_result</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.database_column_feature_mapping</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html">abacusai.database_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html">abacusai.database_connector_column</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html">abacusai.database_connector_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html">abacusai.dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html">abacusai.dataset_column</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html">abacusai.dataset_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html">abacusai.dataset_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html">abacusai.deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html">abacusai.deployment_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html">abacusai.deployment_conversation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html">abacusai.deployment_conversation_event</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html">abacusai.deployment_conversation_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html">abacusai.document_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html">abacusai.document_retriever</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html">abacusai.document_retriever_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html">abacusai.document_retriever_lookup_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html">abacusai.document_retriever_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html">abacusai.drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html">abacusai.drift_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda/index.html">abacusai.eda</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html">abacusai.eda_chart_description</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html">abacusai.eda_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html">abacusai.eda_data_consistency</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html">abacusai.eda_feature_association</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html">abacusai.eda_feature_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html">abacusai.eda_forecasting_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html">abacusai.eda_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html">abacusai.embedding_feature_drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html">abacusai.execute_feature_group_operation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html">abacusai.external_application</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html">abacusai.external_invite</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html">abacusai.extracted_fields</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature/index.html">abacusai.feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html">abacusai.feature_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html">abacusai.feature_drift_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html">abacusai.feature_drift_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html">abacusai.feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html">abacusai.feature_group_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html">abacusai.feature_group_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html">abacusai.feature_group_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html">abacusai.feature_group_export_download_url</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html">abacusai.feature_group_lineage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html">abacusai.feature_group_refresh_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html">abacusai.feature_group_row</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html">abacusai.feature_group_row_process</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html">abacusai.feature_group_row_process_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html">abacusai.feature_group_row_process_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html">abacusai.feature_group_template_variable_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html">abacusai.feature_group_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html">abacusai.feature_importance</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html">abacusai.feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html">abacusai.feature_performance_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html">abacusai.file_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
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@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
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       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.database_column_feature_mapping</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></li>
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@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.database_column_feature_mapping">
-<span id="abacusai-database-column-feature-mapping"></span><h1>abacusai.database_column_feature_mapping<a class="headerlink" href="#module-abacusai.database_column_feature_mapping" title="Link to this heading"></a></h1>
+<span id="abacusai-database-column-feature-mapping"></span><h1><a class="reference internal" href="#module-abacusai.database_column_feature_mapping" title="abacusai.database_column_feature_mapping"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a><a class="headerlink" href="#module-abacusai.database_column_feature_mapping" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
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 <table class="autosummary longtable docutils align-default">
 <tbody>
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-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.database_column_feature_mapping.DatabaseColumnFeatureMapping" title="abacusai.database_column_feature_mapping.DatabaseColumnFeatureMapping"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatabaseColumnFeatureMapping</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.database_column_feature_mapping.DatabaseColumnFeatureMapping" title="abacusai.database_column_feature_mapping.DatabaseColumnFeatureMapping"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatabaseColumnFeatureMapping</span></code></a></p></td>
 <td><p>Mapping for export of feature group version to database column</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
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-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.database_column_feature_mapping.AbstractApiClass">
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-<dd><p>Return self==value.</p>
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-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.database_column_feature_mapping.AbstractApiClass._get_attribute_as_dict">
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-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
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@@ -361,6 +336,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
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+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
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@@ -281,8 +276,8 @@
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   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.database_connector</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/database_connector/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.database_connector">
-<span id="abacusai-database-connector"></span><h1>abacusai.database_connector<a class="headerlink" href="#module-abacusai.database_connector" title="Link to this heading"></a></h1>
+<span id="abacusai-database-connector"></span><h1><a class="reference internal" href="#module-abacusai.database_connector" title="abacusai.database_connector"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a><a class="headerlink" href="#module-abacusai.database_connector" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.database_connector.AbstractApiClass" title="abacusai.database_connector.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.database_connector.DatabaseConnector" title="abacusai.database_connector.DatabaseConnector"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatabaseConnector</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.database_connector.DatabaseConnector" title="abacusai.database_connector.DatabaseConnector"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatabaseConnector</span></code></a></p></td>
 <td><p>A connector to an external service</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.database_connector.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.database_connector.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.database_connector.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.database_connector.AbstractApiClass.__eq__">
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-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.database_connector.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.database_connector.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.database_connector.DatabaseConnector">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.database_connector.</span></span><span class="sig-name descname"><span class="pre">DatabaseConnector</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">databaseConnectorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">service</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">auth</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.database_connector.DatabaseConnector" title="Link to this definition"></a></dt>
@@ -389,7 +364,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The schema of the object.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.DatabaseConnectorSchema" title="abacusai.client.DatabaseConnectorSchema">DatabaseConnectorSchema</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../database_connector_schema/index.html#abacusai.database_connector_schema.DatabaseConnectorSchema" title="abacusai.database_connector_schema.DatabaseConnectorSchema">DatabaseConnectorSchema</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -440,6 +415,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/database_connector_column/index.html b/docs/autoapi/abacusai/database_connector_column/index.html
index 080314133..106a41e64 100644
--- a/docs/autoapi/abacusai/database_connector_column/index.html
+++ b/docs/autoapi/abacusai/database_connector_column/index.html
@@ -46,222 +46,217 @@
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+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
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+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html">abacusai.database_connector_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html">abacusai.dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html">abacusai.dataset_column</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html">abacusai.dataset_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html">abacusai.dataset_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html">abacusai.deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html">abacusai.deployment_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html">abacusai.deployment_conversation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html">abacusai.deployment_conversation_event</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html">abacusai.deployment_conversation_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html">abacusai.document_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html">abacusai.document_retriever</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html">abacusai.document_retriever_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html">abacusai.document_retriever_lookup_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html">abacusai.document_retriever_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html">abacusai.drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html">abacusai.drift_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda/index.html">abacusai.eda</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html">abacusai.eda_chart_description</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html">abacusai.eda_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html">abacusai.eda_data_consistency</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html">abacusai.eda_feature_association</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html">abacusai.eda_feature_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html">abacusai.eda_forecasting_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html">abacusai.eda_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html">abacusai.embedding_feature_drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html">abacusai.execute_feature_group_operation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html">abacusai.external_application</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html">abacusai.external_invite</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html">abacusai.extracted_fields</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature/index.html">abacusai.feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html">abacusai.feature_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html">abacusai.feature_drift_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html">abacusai.feature_drift_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html">abacusai.feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html">abacusai.feature_group_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html">abacusai.feature_group_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html">abacusai.feature_group_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html">abacusai.feature_group_export_download_url</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html">abacusai.feature_group_lineage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html">abacusai.feature_group_refresh_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html">abacusai.feature_group_row</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html">abacusai.feature_group_row_process</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html">abacusai.feature_group_row_process_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html">abacusai.feature_group_row_process_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html">abacusai.feature_group_template_variable_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html">abacusai.feature_group_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html">abacusai.feature_importance</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html">abacusai.feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html">abacusai.feature_performance_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html">abacusai.file_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.database_connector_column</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/database_connector_column/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.database_connector_column">
-<span id="abacusai-database-connector-column"></span><h1>abacusai.database_connector_column<a class="headerlink" href="#module-abacusai.database_connector_column" title="Link to this heading"></a></h1>
+<span id="abacusai-database-connector-column"></span><h1><a class="reference internal" href="#module-abacusai.database_connector_column" title="abacusai.database_connector_column"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a><a class="headerlink" href="#module-abacusai.database_connector_column" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.database_connector_column.AbstractApiClass" title="abacusai.database_connector_column.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.database_connector_column.DatabaseConnectorColumn" title="abacusai.database_connector_column.DatabaseConnectorColumn"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatabaseConnectorColumn</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.database_connector_column.DatabaseConnectorColumn" title="abacusai.database_connector_column.DatabaseConnectorColumn"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatabaseConnectorColumn</span></code></a></p></td>
 <td><p>A schema description for a column from a database connector</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.database_connector_column.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.database_connector_column.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.database_connector_column.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.database_connector_column.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.database_connector_column.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.database_connector_column.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.database_connector_column.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.database_connector_column.DatabaseConnectorColumn">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.database_connector_column.</span></span><span class="sig-name descname"><span class="pre">DatabaseConnectorColumn</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">externalDataType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.database_connector_column.DatabaseConnectorColumn" title="Link to this definition"></a></dt>
@@ -361,6 +336,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/database_connector_schema/index.html b/docs/autoapi/abacusai/database_connector_schema/index.html
index 2f909bb1c..a5ab987bd 100644
--- a/docs/autoapi/abacusai/database_connector_schema/index.html
+++ b/docs/autoapi/abacusai/database_connector_schema/index.html
@@ -46,222 +46,217 @@
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
               <ul class="current">
-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
 <li class="toctree-l2 current"><a class="reference internal" href="../index.html#submodules">Submodules</a><ul class="current">
-<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html">abacusai.abacus_api</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent/index.html">abacusai.agent</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html">abacusai.agent_data_document_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html">abacusai.agent_data_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html">abacusai.agent_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html">abacusai.ai_building_task</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html">abacusai.algorithm</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html">abacusai.annotation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html">abacusai.annotation_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html">abacusai.annotation_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html">abacusai.annotation_entry</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html">abacusai.annotations_status</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html">abacusai.api_client_utils</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html">abacusai.api_endpoint</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html">abacusai.api_key</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html">abacusai.app_user_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html">abacusai.application_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html">abacusai.batch_prediction</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html">abacusai.batch_prediction_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html">abacusai.batch_prediction_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html">abacusai.code_source</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html">abacusai.concatenation_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html">abacusai.cpu_gpu_memory_specs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html">abacusai.cryptography</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html">abacusai.custom_loss_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html">abacusai.custom_metric</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html">abacusai.custom_metric_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html">abacusai.custom_train_function_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html">abacusai.data_consistency_duplication</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html">abacusai.data_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html">abacusai.data_prep_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html">abacusai.data_quality_results</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html">abacusai.data_upload_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html">abacusai.database_column_feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html">abacusai.database_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html">abacusai.database_connector_column</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.database_connector_schema</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html">abacusai.dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html">abacusai.dataset_column</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html">abacusai.dataset_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html">abacusai.dataset_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html">abacusai.deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html">abacusai.deployment_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html">abacusai.deployment_conversation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html">abacusai.deployment_conversation_event</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html">abacusai.deployment_conversation_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html">abacusai.document_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html">abacusai.document_retriever</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html">abacusai.document_retriever_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html">abacusai.document_retriever_lookup_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html">abacusai.document_retriever_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html">abacusai.drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html">abacusai.drift_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda/index.html">abacusai.eda</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html">abacusai.eda_chart_description</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html">abacusai.eda_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html">abacusai.eda_data_consistency</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html">abacusai.eda_feature_association</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html">abacusai.eda_feature_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html">abacusai.eda_forecasting_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html">abacusai.eda_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html">abacusai.embedding_feature_drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html">abacusai.execute_feature_group_operation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html">abacusai.external_application</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html">abacusai.external_invite</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html">abacusai.extracted_fields</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature/index.html">abacusai.feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html">abacusai.feature_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html">abacusai.feature_drift_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html">abacusai.feature_drift_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html">abacusai.feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html">abacusai.feature_group_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html">abacusai.feature_group_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html">abacusai.feature_group_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html">abacusai.feature_group_export_download_url</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html">abacusai.feature_group_lineage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html">abacusai.feature_group_refresh_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html">abacusai.feature_group_row</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html">abacusai.feature_group_row_process</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html">abacusai.feature_group_row_process_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html">abacusai.feature_group_row_process_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html">abacusai.feature_group_template_variable_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html">abacusai.feature_group_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html">abacusai.feature_importance</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html">abacusai.feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html">abacusai.feature_performance_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html">abacusai.file_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
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       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.database_connector_schema</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></li>
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@@ -293,77 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.database_connector_schema">
-<span id="abacusai-database-connector-schema"></span><h1>abacusai.database_connector_schema<a class="headerlink" href="#module-abacusai.database_connector_schema" title="Link to this heading"></a></h1>
+<span id="abacusai-database-connector-schema"></span><h1><a class="reference internal" href="#module-abacusai.database_connector_schema" title="abacusai.database_connector_schema"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a><a class="headerlink" href="#module-abacusai.database_connector_schema" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.database_connector_schema.DatabaseConnectorColumn" title="abacusai.database_connector_schema.DatabaseConnectorColumn"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatabaseConnectorColumn</span></code></a></p></td>
-<td><p>A schema description for a column from a database connector</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.database_connector_schema.AbstractApiClass" title="abacusai.database_connector_schema.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.database_connector_schema.DatabaseConnectorSchema" title="abacusai.database_connector_schema.DatabaseConnectorSchema"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatabaseConnectorSchema</span></code></a></p></td>
 <td><p>A schema description for a table from a database connector</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.database_connector_schema.DatabaseConnectorColumn">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.database_connector_schema.</span></span><span class="sig-name descname"><span class="pre">DatabaseConnectorColumn</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">externalDataType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.database_connector_schema.DatabaseConnectorColumn" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A schema description for a column from a database connector</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique name of the column.</p></li>
-<li><p><strong>externalDataType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The data type of column in the external database system.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.database_connector_schema.DatabaseConnectorColumn.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.database_connector_schema.DatabaseConnectorColumn.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.database_connector_schema.DatabaseConnectorColumn.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.database_connector_schema.DatabaseConnectorColumn.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.database_connector_schema.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.database_connector_schema.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.database_connector_schema.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.database_connector_schema.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.database_connector_schema.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.database_connector_schema.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.database_connector_schema.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.database_connector_schema.DatabaseConnectorSchema">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.database_connector_schema.</span></span><span class="sig-name descname"><span class="pre">DatabaseConnectorSchema</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tableName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">columns</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.database_connector_schema.DatabaseConnectorSchema" title="Link to this definition"></a></dt>
@@ -374,7 +310,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
 <li><p><strong>tableName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique name of the table.</p></li>
-<li><p><strong>columns</strong> (<a class="reference internal" href="#abacusai.database_connector_schema.DatabaseConnectorColumn" title="abacusai.database_connector_schema.DatabaseConnectorColumn"><em>DatabaseConnectorColumn</em></a>) – List of columns in the table.</p></li>
+<li><p><strong>columns</strong> (<a class="reference internal" href="../database_connector_column/index.html#abacusai.database_connector_column.DatabaseConnectorColumn" title="abacusai.database_connector_column.DatabaseConnectorColumn"><em>DatabaseConnectorColumn</em></a>) – List of columns in the table.</p></li>
 </ul>
 </dd>
 </dl>
@@ -400,6 +336,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/dataset/index.html b/docs/autoapi/abacusai/dataset/index.html
index f89528ef5..6eabe94e9 100644
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+++ b/docs/autoapi/abacusai/dataset/index.html
@@ -46,222 +46,217 @@
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 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a><ul>
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 </li>
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-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
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-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.dataset</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></li>
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@@ -293,477 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.dataset">
-<span id="abacusai-dataset"></span><h1>abacusai.dataset<a class="headerlink" href="#module-abacusai.dataset" title="Link to this heading"></a></h1>
+<span id="abacusai-dataset"></span><h1><a class="reference internal" href="#module-abacusai.dataset" title="abacusai.dataset"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a><a class="headerlink" href="#module-abacusai.dataset" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.dataset.ApplicationConnectorDatasetConfig" title="abacusai.dataset.ApplicationConnectorDatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApplicationConnectorDatasetConfig</span></code></a></p></td>
-<td><p>An abstract class for dataset configs specific to application connectors.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.dataset.DatasetDocumentProcessingConfig" title="abacusai.dataset.DatasetDocumentProcessingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatasetDocumentProcessingConfig</span></code></a></p></td>
-<td><p>Document processing configuration for dataset imports.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.dataset.DataType" title="abacusai.dataset.DataType"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataType</span></code></a></p></td>
-<td><p>Generic enumeration.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.dataset.DocumentProcessingConfig" title="abacusai.dataset.DocumentProcessingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DocumentProcessingConfig</span></code></a></p></td>
-<td><p>Document processing configuration.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.dataset.ParsingConfig" title="abacusai.dataset.ParsingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ParsingConfig</span></code></a></p></td>
-<td><p>Custom config for dataset parsing.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.dataset.DatasetColumn" title="abacusai.dataset.DatasetColumn"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatasetColumn</span></code></a></p></td>
-<td><p>A schema description for a column</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.dataset.DatasetVersion" title="abacusai.dataset.DatasetVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatasetVersion</span></code></a></p></td>
-<td><p>A specific version of a dataset</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.dataset.RefreshSchedule" title="abacusai.dataset.RefreshSchedule"><code class="xref py py-obj docutils literal notranslate"><span class="pre">RefreshSchedule</span></code></a></p></td>
-<td><p>A refresh schedule for an object. Defines when the next version of the object will be created</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.dataset.AbstractApiClass" title="abacusai.dataset.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.dataset.Dataset" title="abacusai.dataset.Dataset"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Dataset</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.dataset.Dataset" title="abacusai.dataset.Dataset"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Dataset</span></code></a></p></td>
 <td><p>A dataset reference</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.dataset.ApplicationConnectorDatasetConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.dataset.</span></span><span class="sig-name descname"><span class="pre">ApplicationConnectorDatasetConfig</span></span><a class="headerlink" href="#abacusai.dataset.ApplicationConnectorDatasetConfig" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../api_class/dataset/index.html#abacusai.api_class.dataset.DatasetConfig" title="abacusai.api_class.dataset.DatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.dataset.DatasetConfig</span></code></a></p>
-<p>An abstract class for dataset configs specific to application connectors.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>application_connector_type</strong> (<a class="reference internal" href="../api_class/enums/index.html#abacusai.api_class.enums.ApplicationConnectorType" title="abacusai.api_class.enums.ApplicationConnectorType"><em>enums.ApplicationConnectorType</em></a>) – The type of application connector</p>
-</dd>
-</dl>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.dataset.ApplicationConnectorDatasetConfig.application_connector_type">
-<span class="sig-name descname"><span class="pre">application_connector_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../api_class/enums/index.html#abacusai.api_class.enums.ApplicationConnectorType" title="abacusai.api_class.enums.ApplicationConnectorType"><span class="pre">abacusai.api_class.enums.ApplicationConnectorType</span></a></em><a class="headerlink" href="#abacusai.dataset.ApplicationConnectorDatasetConfig.application_connector_type" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.dataset.ApplicationConnectorDatasetConfig._get_builder">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_get_builder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.dataset.ApplicationConnectorDatasetConfig._get_builder" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.dataset.DatasetDocumentProcessingConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.dataset.</span></span><span class="sig-name descname"><span class="pre">DatasetDocumentProcessingConfig</span></span><a class="headerlink" href="#abacusai.dataset.DatasetDocumentProcessingConfig" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="#abacusai.dataset.DocumentProcessingConfig" title="abacusai.dataset.DocumentProcessingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DocumentProcessingConfig</span></code></a></p>
-<p>Document processing configuration for dataset imports.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>extract_bounding_boxes</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to perform OCR and extract bounding boxes. If False, no OCR will be done but only the embedded text from digital documents will be extracted. Defaults to False.</p></li>
-<li><p><strong>ocr_mode</strong> (<a class="reference internal" href="../api_class/dataset/index.html#abacusai.api_class.dataset.OcrMode" title="abacusai.api_class.dataset.OcrMode"><em>OcrMode</em></a>) – OCR mode. There are different OCR modes available for different kinds of documents and use cases. This option only takes effect when extract_bounding_boxes is True.</p></li>
-<li><p><strong>use_full_ocr</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to perform full OCR. If True, OCR will be performed on the full page. If False, OCR will be performed on the non-text regions only. By default, it will be decided automatically based on the OCR mode and the document type. This option only takes effect when extract_bounding_boxes is True.</p></li>
-<li><p><strong>remove_header_footer</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to remove headers and footers. Defaults to False. This option only takes effect when extract_bounding_boxes is True.</p></li>
-<li><p><strong>remove_watermarks</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to remove watermarks. By default, it will be decided automatically based on the OCR mode and the document type. This option only takes effect when extract_bounding_boxes is True.</p></li>
-<li><p><strong>convert_to_markdown</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to convert extracted text to markdown. Defaults to False. This option only takes effect when extract_bounding_boxes is True.</p></li>
-<li><p><strong>page_text_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the output column which contains the extracted text for each page. If not provided, no column will be created.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.dataset.DatasetDocumentProcessingConfig.page_text_column">
-<span class="sig-name descname"><span class="pre">page_text_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.dataset.DatasetDocumentProcessingConfig.page_text_column" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.dataset.DataType">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.dataset.</span></span><span class="sig-name descname"><span class="pre">DataType</span></span><a class="headerlink" href="#abacusai.dataset.DataType" title="Link to this definition"></a></dt>
-<dd><p>Bases: <code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiEnum</span></code></p>
-<p>Generic enumeration.</p>
-<p>Derive from this class to define new enumerations.</p>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.dataset.DataType.INTEGER">
-<span class="sig-name descname"><span class="pre">INTEGER</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'integer'</span></em><a class="headerlink" href="#abacusai.dataset.DataType.INTEGER" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.dataset.DataType.FLOAT">
-<span class="sig-name descname"><span class="pre">FLOAT</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'float'</span></em><a class="headerlink" href="#abacusai.dataset.DataType.FLOAT" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.dataset.DataType.STRING">
-<span class="sig-name descname"><span class="pre">STRING</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'string'</span></em><a class="headerlink" href="#abacusai.dataset.DataType.STRING" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.dataset.DataType.DATE">
-<span class="sig-name descname"><span class="pre">DATE</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'date'</span></em><a class="headerlink" href="#abacusai.dataset.DataType.DATE" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.dataset.DataType.DATETIME">
-<span class="sig-name descname"><span class="pre">DATETIME</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'datetime'</span></em><a class="headerlink" href="#abacusai.dataset.DataType.DATETIME" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.dataset.DataType.BOOLEAN">
-<span class="sig-name descname"><span class="pre">BOOLEAN</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'boolean'</span></em><a class="headerlink" href="#abacusai.dataset.DataType.BOOLEAN" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.dataset.DataType.LIST">
-<span class="sig-name descname"><span class="pre">LIST</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'list'</span></em><a class="headerlink" href="#abacusai.dataset.DataType.LIST" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.dataset.DataType.STRUCT">
-<span class="sig-name descname"><span class="pre">STRUCT</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'struct'</span></em><a class="headerlink" href="#abacusai.dataset.DataType.STRUCT" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.dataset.DataType.NULL">
-<span class="sig-name descname"><span class="pre">NULL</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'null'</span></em><a class="headerlink" href="#abacusai.dataset.DataType.NULL" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.dataset.DocumentProcessingConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.dataset.</span></span><span class="sig-name descname"><span class="pre">DocumentProcessingConfig</span></span><a class="headerlink" href="#abacusai.dataset.DocumentProcessingConfig" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
-<p>Document processing configuration.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>extract_bounding_boxes</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to perform OCR and extract bounding boxes. If False, no OCR will be done but only the embedded text from digital documents will be extracted. Defaults to False.</p></li>
-<li><p><strong>ocr_mode</strong> (<a class="reference internal" href="../api_class/dataset/index.html#abacusai.api_class.dataset.OcrMode" title="abacusai.api_class.dataset.OcrMode"><em>OcrMode</em></a>) – OCR mode. There are different OCR modes available for different kinds of documents and use cases. This option only takes effect when extract_bounding_boxes is True.</p></li>
-<li><p><strong>use_full_ocr</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to perform full OCR. If True, OCR will be performed on the full page. If False, OCR will be performed on the non-text regions only. By default, it will be decided automatically based on the OCR mode and the document type. This option only takes effect when extract_bounding_boxes is True.</p></li>
-<li><p><strong>remove_header_footer</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to remove headers and footers. Defaults to False. This option only takes effect when extract_bounding_boxes is True.</p></li>
-<li><p><strong>remove_watermarks</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to remove watermarks. By default, it will be decided automatically based on the OCR mode and the document type. This option only takes effect when extract_bounding_boxes is True.</p></li>
-<li><p><strong>convert_to_markdown</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to convert extracted text to markdown. Defaults to False. This option only takes effect when extract_bounding_boxes is True.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.dataset.DocumentProcessingConfig.extract_bounding_boxes">
-<span class="sig-name descname"><span class="pre">extract_bounding_boxes</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.dataset.DocumentProcessingConfig.extract_bounding_boxes" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.dataset.DocumentProcessingConfig.ocr_mode">
-<span class="sig-name descname"><span class="pre">ocr_mode</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../api_class/enums/index.html#abacusai.api_class.enums.OcrMode" title="abacusai.api_class.enums.OcrMode"><span class="pre">abacusai.api_class.enums.OcrMode</span></a></em><a class="headerlink" href="#abacusai.dataset.DocumentProcessingConfig.ocr_mode" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.dataset.DocumentProcessingConfig.use_full_ocr">
-<span class="sig-name descname"><span class="pre">use_full_ocr</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.dataset.DocumentProcessingConfig.use_full_ocr" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.dataset.DocumentProcessingConfig.remove_header_footer">
-<span class="sig-name descname"><span class="pre">remove_header_footer</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.dataset.DocumentProcessingConfig.remove_header_footer" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.dataset.DocumentProcessingConfig.remove_watermarks">
-<span class="sig-name descname"><span class="pre">remove_watermarks</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">True</span></em><a class="headerlink" href="#abacusai.dataset.DocumentProcessingConfig.remove_watermarks" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.dataset.DocumentProcessingConfig.convert_to_markdown">
-<span class="sig-name descname"><span class="pre">convert_to_markdown</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.dataset.DocumentProcessingConfig.convert_to_markdown" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.dataset.ParsingConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.dataset.</span></span><span class="sig-name descname"><span class="pre">ParsingConfig</span></span><a class="headerlink" href="#abacusai.dataset.ParsingConfig" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
-<p>Custom config for dataset parsing.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>escape</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Escape character for CSV files. Defaults to ‘”’.</p></li>
-<li><p><strong>csv_delimiter</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Delimiter for CSV files. Defaults to None.</p></li>
-<li><p><strong>file_path_with_schema</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Path to the file with schema. Defaults to None.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.dataset.ParsingConfig.escape">
-<span class="sig-name descname"><span class="pre">escape</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.dataset.ParsingConfig.escape" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.dataset.ParsingConfig.csv_delimiter">
-<span class="sig-name descname"><span class="pre">csv_delimiter</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.dataset.ParsingConfig.csv_delimiter" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.dataset.ParsingConfig.file_path_with_schema">
-<span class="sig-name descname"><span class="pre">file_path_with_schema</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.dataset.ParsingConfig.file_path_with_schema" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.dataset.DatasetColumn">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.dataset.</span></span><span class="sig-name descname"><span class="pre">DatasetColumn</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dataType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">detectedDataType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">detectedFeatureType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">originalName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">validDataTypes</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">timeFormat</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">timestampFrequency</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.dataset.DatasetColumn" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A schema description for a column</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique name of the column.</p></li>
-<li><p><strong>dataType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The underlying data type of each column.</p></li>
-<li><p><strong>detectedDataType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The detected data type of the column.</p></li>
-<li><p><strong>featureType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Feature type of the column.</p></li>
-<li><p><strong>detectedFeatureType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The detected feature type of the column.</p></li>
-<li><p><strong>originalName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The original name of the column.</p></li>
-<li><p><strong>validDataTypes</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – The valid data type options for this column.</p></li>
-<li><p><strong>timeFormat</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The detected time format of the column.</p></li>
-<li><p><strong>timestampFrequency</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The detected frequency of the timestamps in the dataset.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.dataset.DatasetColumn.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.dataset.DatasetColumn.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.dataset.DatasetColumn.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.dataset.DatasetColumn.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.dataset.DatasetVersion">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.dataset.</span></span><span class="sig-name descname"><span class="pre">DatasetVersion</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">datasetVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">datasetId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">size</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">rowCount</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fileInspectMetadata</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">incrementalQueriedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">uploadId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mergeFileSchemas</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">databaseConnectorConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">applicationConnectorConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">invalidRecords</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.dataset.DatasetVersion" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A specific version of a dataset</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>datasetVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the dataset version.</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The current status of the dataset version</p></li>
-<li><p><strong>datasetId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A reference to the Dataset this dataset version belongs to.</p></li>
-<li><p><strong>size</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The size in bytes of the file.</p></li>
-<li><p><strong>rowCount</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Number of rows in the dataset version.</p></li>
-<li><p><strong>fileInspectMetadata</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Metadata information about file’s inspection. For example - the detected delimiter for CSV files.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The timestamp this dataset version was created.</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If status is FAILED, this field will be populated with an error.</p></li>
-<li><p><strong>incrementalQueriedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If the dataset version is from an incremental dataset, this is the last entry of timestamp column when the dataset version was created.</p></li>
-<li><p><strong>uploadId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If the dataset version is being uploaded, this the reference to the Upload</p></li>
-<li><p><strong>mergeFileSchemas</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If the merge file schemas policy is enabled.</p></li>
-<li><p><strong>databaseConnectorConfig</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The database connector query used to retrieve data for this version.</p></li>
-<li><p><strong>applicationConnectorConfig</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The application connector used to retrieve data for this version.</p></li>
-<li><p><strong>invalidRecords</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Invalid records in the dataset version</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.dataset.DatasetVersion.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.dataset.DatasetVersion.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.dataset.DatasetVersion.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.dataset.DatasetVersion.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.dataset.DatasetVersion.get_metrics">
-<span class="sig-name descname"><span class="pre">get_metrics</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">selected_columns</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">include_charts</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">include_statistics</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.dataset.DatasetVersion.get_metrics" title="Link to this definition"></a></dt>
-<dd><p>Get metrics for a specific dataset version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>selected_columns</strong> (<em>List</em>) – A list of columns to order first.</p></li>
-<li><p><strong>include_charts</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – A flag indicating whether charts should be included in the response. Default is false.</p></li>
-<li><p><strong>include_statistics</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – A flag indicating whether statistics should be included in the response. Default is true.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The metrics for the specified Dataset version.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.DataMetrics" title="abacusai.client.DataMetrics">DataMetrics</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.dataset.DatasetVersion.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.dataset.DatasetVersion.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.dataset.DatasetVersion" title="abacusai.dataset.DatasetVersion">DatasetVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.dataset.DatasetVersion.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.dataset.DatasetVersion.describe" title="Link to this definition"></a></dt>
-<dd><p>Retrieves a full description of the specified dataset version, including its ID, name, source type, and other attributes.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>dataset_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier associated with the dataset version.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The dataset version.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.dataset.DatasetVersion" title="abacusai.dataset.DatasetVersion">DatasetVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.dataset.DatasetVersion.get_logs">
-<span class="sig-name descname"><span class="pre">get_logs</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.dataset.DatasetVersion.get_logs" title="Link to this definition"></a></dt>
-<dd><p>Retrieves the dataset import logs.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>dataset_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique version ID of the dataset version.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The logs for the specified dataset version.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.DatasetVersionLogs" title="abacusai.client.DatasetVersionLogs">DatasetVersionLogs</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.dataset.DatasetVersion.wait_for_import">
-<span class="sig-name descname"><span class="pre">wait_for_import</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">900</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.dataset.DatasetVersion.wait_for_import" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until dataset version is imported.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.dataset.DatasetVersion.wait_for_inspection">
-<span class="sig-name descname"><span class="pre">wait_for_inspection</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.dataset.DatasetVersion.wait_for_inspection" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until dataset version is completely inspected.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.dataset.DatasetVersion.get_status">
-<span class="sig-name descname"><span class="pre">get_status</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.dataset.DatasetVersion.get_status" title="Link to this definition"></a></dt>
-<dd><p>Gets the status of the dataset version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A string describing the status of a dataset version (importing, inspecting, complete, etc.).</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)">str</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.dataset.RefreshSchedule">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.dataset.</span></span><span class="sig-name descname"><span class="pre">RefreshSchedule</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refreshPolicyId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nextRunTime</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cron</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refreshType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.dataset.RefreshSchedule" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A refresh schedule for an object. Defines when the next version of the object will be created</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>refreshPolicyId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the refresh policy</p></li>
-<li><p><strong>nextRunTime</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The next run time of the refresh policy. If null, the policy is paused.</p></li>
-<li><p><strong>cron</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A cron-style string that describes the when this refresh policy is to be executed in UTC</p></li>
-<li><p><strong>refreshType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of refresh that will be run</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – An error message for the last pipeline run of a policy</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.dataset.RefreshSchedule.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.dataset.RefreshSchedule.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.dataset.RefreshSchedule.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.dataset.RefreshSchedule.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.dataset.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.dataset.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.dataset.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.dataset.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.dataset.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.dataset.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.dataset.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.dataset.Dataset">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.dataset.</span></span><span class="sig-name descname"><span class="pre">Dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">datasetId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dataSource</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ignoreBefore</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ephemeral</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookbackDays</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">databaseConnectorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">databaseConnectorConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">connectorType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupTableName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">applicationConnectorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">applicationConnectorConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">incremental</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">isDocumentset</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">extractBoundingBoxes</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mergeFileSchemas</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">referenceOnlyDocumentset</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">schema</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refreshSchedules</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">latestDatasetVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">parsingConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">documentProcessingConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.dataset.Dataset" title="Link to this definition"></a></dt>
@@ -791,11 +327,11 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>extractBoundingBoxes</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Signifies whether to extract bounding boxes out of the documents. Only valid if is_documentset if True.</p></li>
 <li><p><strong>mergeFileSchemas</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If the merge file schemas policy is enabled.</p></li>
 <li><p><strong>referenceOnlyDocumentset</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Signifies whether to save the data reference only. Only valid if is_documentset if True.</p></li>
-<li><p><strong>latestDatasetVersion</strong> (<a class="reference internal" href="#abacusai.dataset.DatasetVersion" title="abacusai.dataset.DatasetVersion"><em>DatasetVersion</em></a>) – The latest version of this dataset.</p></li>
-<li><p><strong>schema</strong> (<a class="reference internal" href="#abacusai.dataset.DatasetColumn" title="abacusai.dataset.DatasetColumn"><em>DatasetColumn</em></a>) – List of resolved columns.</p></li>
-<li><p><strong>refreshSchedules</strong> (<a class="reference internal" href="#abacusai.dataset.RefreshSchedule" title="abacusai.dataset.RefreshSchedule"><em>RefreshSchedule</em></a>) – List of schedules that determines when the next version of the dataset will be created.</p></li>
-<li><p><strong>parsingConfig</strong> (<a class="reference internal" href="#abacusai.dataset.ParsingConfig" title="abacusai.dataset.ParsingConfig"><em>ParsingConfig</em></a>) – The parsing config used for dataset.</p></li>
-<li><p><strong>documentProcessingConfig</strong> (<a class="reference internal" href="#abacusai.dataset.DocumentProcessingConfig" title="abacusai.dataset.DocumentProcessingConfig"><em>DocumentProcessingConfig</em></a>) – The document processing config used for dataset (when is_documentset is True).</p></li>
+<li><p><strong>latestDatasetVersion</strong> (<a class="reference internal" href="../dataset_version/index.html#abacusai.dataset_version.DatasetVersion" title="abacusai.dataset_version.DatasetVersion"><em>DatasetVersion</em></a>) – The latest version of this dataset.</p></li>
+<li><p><strong>schema</strong> (<a class="reference internal" href="../dataset_column/index.html#abacusai.dataset_column.DatasetColumn" title="abacusai.dataset_column.DatasetColumn"><em>DatasetColumn</em></a>) – List of resolved columns.</p></li>
+<li><p><strong>refreshSchedules</strong> (<a class="reference internal" href="../refresh_schedule/index.html#abacusai.refresh_schedule.RefreshSchedule" title="abacusai.refresh_schedule.RefreshSchedule"><em>RefreshSchedule</em></a>) – List of schedules that determines when the next version of the dataset will be created.</p></li>
+<li><p><strong>parsingConfig</strong> (<a class="reference internal" href="../api_class/dataset/index.html#abacusai.api_class.dataset.ParsingConfig" title="abacusai.api_class.dataset.ParsingConfig"><em>ParsingConfig</em></a>) – The parsing config used for dataset.</p></li>
+<li><p><strong>documentProcessingConfig</strong> (<a class="reference internal" href="../api_class/dataset/index.html#abacusai.api_class.dataset.DocumentProcessingConfig" title="abacusai.api_class.dataset.DocumentProcessingConfig"><em>DocumentProcessingConfig</em></a>) – The document processing config used for dataset (when is_documentset is True).</p></li>
 </ul>
 </dd>
 </dl>
@@ -830,14 +366,14 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>file_format</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – File format to be used. If not specified, the service will try to detect the file format.</p></li>
 <li><p><strong>csv_delimiter</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If the file format is CSV, use a specific CSV delimiter.</p></li>
 <li><p><strong>merge_file_schemas</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Signifies if the merge file schema policy is enabled.</p></li>
-<li><p><strong>parsing_config</strong> (<a class="reference internal" href="#abacusai.dataset.ParsingConfig" title="abacusai.dataset.ParsingConfig"><em>ParsingConfig</em></a>) – Custom config for dataset parsing.</p></li>
+<li><p><strong>parsing_config</strong> (<a class="reference internal" href="../api_class/dataset/index.html#abacusai.api_class.dataset.ParsingConfig" title="abacusai.api_class.dataset.ParsingConfig"><em>ParsingConfig</em></a>) – Custom config for dataset parsing.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>The new Dataset Version created.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.dataset.DatasetVersion" title="abacusai.dataset.DatasetVersion">DatasetVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../dataset_version/index.html#abacusai.dataset_version.DatasetVersion" title="abacusai.dataset_version.DatasetVersion">DatasetVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -859,7 +395,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The new Dataset Version created.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.dataset.DatasetVersion" title="abacusai.dataset.DatasetVersion">DatasetVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../dataset_version/index.html#abacusai.dataset_version.DatasetVersion" title="abacusai.dataset_version.DatasetVersion">DatasetVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -870,13 +406,13 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd><p>Creates a new version of the specified dataset.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>dataset_config</strong> (<a class="reference internal" href="#abacusai.dataset.ApplicationConnectorDatasetConfig" title="abacusai.dataset.ApplicationConnectorDatasetConfig"><em>ApplicationConnectorDatasetConfig</em></a>) – Dataset config for the application connector. If any of the fields are not specified, the last values will be used.</p>
+<dd class="field-odd"><p><strong>dataset_config</strong> (<a class="reference internal" href="../api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.ApplicationConnectorDatasetConfig" title="abacusai.api_class.dataset_application_connector.ApplicationConnectorDatasetConfig"><em>ApplicationConnectorDatasetConfig</em></a>) – Dataset config for the application connector. If any of the fields are not specified, the last values will be used.</p>
 </dd>
 <dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>The new Dataset Version created.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.dataset.DatasetVersion" title="abacusai.dataset.DatasetVersion">DatasetVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../dataset_version/index.html#abacusai.dataset_version.DatasetVersion" title="abacusai.dataset_version.DatasetVersion">DatasetVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -893,7 +429,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Token to be used when uploading file parts.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.Upload" title="abacusai.client.Upload">Upload</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../upload/index.html#abacusai.upload.Upload" title="abacusai.upload.Upload">Upload</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -904,13 +440,13 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd><p>Creates a new dataset version for a source docstore dataset with the provided document processing configuration. This does not re-import the data but uses the same data which is imported in the latest dataset version and only performs document processing on it.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>document_processing_config</strong> (<a class="reference internal" href="#abacusai.dataset.DatasetDocumentProcessingConfig" title="abacusai.dataset.DatasetDocumentProcessingConfig"><em>DatasetDocumentProcessingConfig</em></a>) – The document processing configuration to use for the new dataset version. If not specified, the document processing configuration from the source dataset will be used.</p>
+<dd class="field-odd"><p><strong>document_processing_config</strong> (<a class="reference internal" href="../api_class/dataset/index.html#abacusai.api_class.dataset.DatasetDocumentProcessingConfig" title="abacusai.api_class.dataset.DatasetDocumentProcessingConfig"><em>DatasetDocumentProcessingConfig</em></a>) – The document processing configuration to use for the new dataset version. If not specified, the document processing configuration from the source dataset will be used.</p>
 </dd>
 <dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>The new dataset version created.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.dataset.DatasetVersion" title="abacusai.dataset.DatasetVersion">DatasetVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../dataset_version/index.html#abacusai.dataset_version.DatasetVersion" title="abacusai.dataset_version.DatasetVersion">DatasetVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -927,7 +463,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The new Dataset Version created by taking a snapshot of the current data in the streaming dataset.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.dataset.DatasetVersion" title="abacusai.dataset.DatasetVersion">DatasetVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../dataset_version/index.html#abacusai.dataset_version.DatasetVersion" title="abacusai.dataset_version.DatasetVersion">DatasetVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -940,7 +476,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the column.</p></li>
-<li><p><strong>data_type</strong> (<a class="reference internal" href="#abacusai.dataset.DataType" title="abacusai.dataset.DataType"><em>DataType</em></a>) – The type of the data in the column. Note: Some ColumnMappings may restrict the options or explicitly set the DataType.</p></li>
+<li><p><strong>data_type</strong> (<a class="reference internal" href="../api_class/enums/index.html#abacusai.api_class.enums.DataType" title="abacusai.api_class.enums.DataType"><em>DataType</em></a>) – The type of the data in the column. Note: Some ColumnMappings may restrict the options or explicitly set the DataType.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns<span class="colon">:</span></dt>
@@ -979,7 +515,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>List of column schema definitions.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.dataset.DatasetColumn" title="abacusai.dataset.DatasetColumn">DatasetColumn</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../dataset_column/index.html#abacusai.dataset_column.DatasetColumn" title="abacusai.dataset_column.DatasetColumn">DatasetColumn</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -1047,7 +583,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A list of dataset versions.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.dataset.DatasetVersion" title="abacusai.dataset.DatasetVersion">DatasetVersion</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../dataset_version/index.html#abacusai.dataset_version.DatasetVersion" title="abacusai.dataset_version.DatasetVersion">DatasetVersion</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -1108,7 +644,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-odd"><p>A feature group object.</p>
 </dd>
 <dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="../client/index.html#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-even"><p><a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -1125,7 +661,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The refresh policy object.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.RefreshPolicy" title="abacusai.client.RefreshPolicy">RefreshPolicy</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../refresh_policy/index.html#abacusai.refresh_policy.RefreshPolicy" title="abacusai.refresh_policy.RefreshPolicy">RefreshPolicy</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -1139,13 +675,14 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-odd"><p>A list of refresh policy objects.</p>
 </dd>
 <dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p>List[<a class="reference internal" href="../client/index.html#abacusai.client.RefreshPolicy" title="abacusai.client.RefreshPolicy">RefreshPolicy</a>]</p>
+<dd class="field-even"><p>List[<a class="reference internal" href="../refresh_policy/index.html#abacusai.refresh_policy.RefreshPolicy" title="abacusai.refresh_policy.RefreshPolicy">RefreshPolicy</a>]</p>
 </dd>
 </dl>
 </dd></dl>
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/dataset_column/index.html b/docs/autoapi/abacusai/dataset_column/index.html
index 9cc4306c1..1288302af 100644
--- a/docs/autoapi/abacusai/dataset_column/index.html
+++ b/docs/autoapi/abacusai/dataset_column/index.html
@@ -46,222 +46,217 @@
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
               <ul class="current">
-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
 <li class="toctree-l2 current"><a class="reference internal" href="../index.html#submodules">Submodules</a><ul class="current">
-<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html">abacusai.abacus_api</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent/index.html">abacusai.agent</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html">abacusai.agent_data_document_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html">abacusai.agent_data_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html">abacusai.agent_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html">abacusai.ai_building_task</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html">abacusai.algorithm</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html">abacusai.annotation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html">abacusai.annotation_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html">abacusai.annotation_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html">abacusai.annotation_entry</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html">abacusai.annotations_status</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html">abacusai.api_client_utils</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html">abacusai.api_endpoint</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html">abacusai.api_key</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html">abacusai.app_user_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html">abacusai.application_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html">abacusai.batch_prediction</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html">abacusai.batch_prediction_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html">abacusai.batch_prediction_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html">abacusai.code_source</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html">abacusai.concatenation_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html">abacusai.cpu_gpu_memory_specs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html">abacusai.cryptography</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html">abacusai.custom_loss_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html">abacusai.custom_metric</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html">abacusai.custom_metric_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html">abacusai.custom_train_function_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html">abacusai.data_consistency_duplication</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html">abacusai.data_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html">abacusai.data_prep_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html">abacusai.data_quality_results</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html">abacusai.data_upload_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html">abacusai.database_column_feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html">abacusai.database_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html">abacusai.database_connector_column</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html">abacusai.database_connector_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html">abacusai.dataset</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.dataset_column</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html">abacusai.dataset_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html">abacusai.dataset_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html">abacusai.deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html">abacusai.deployment_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html">abacusai.deployment_conversation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html">abacusai.deployment_conversation_event</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html">abacusai.deployment_conversation_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html">abacusai.document_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html">abacusai.document_retriever</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html">abacusai.document_retriever_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html">abacusai.document_retriever_lookup_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html">abacusai.document_retriever_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html">abacusai.drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html">abacusai.drift_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda/index.html">abacusai.eda</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html">abacusai.eda_chart_description</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html">abacusai.eda_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html">abacusai.eda_data_consistency</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html">abacusai.eda_feature_association</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html">abacusai.eda_feature_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html">abacusai.eda_forecasting_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html">abacusai.eda_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html">abacusai.embedding_feature_drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html">abacusai.execute_feature_group_operation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html">abacusai.external_application</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html">abacusai.external_invite</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html">abacusai.extracted_fields</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature/index.html">abacusai.feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html">abacusai.feature_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html">abacusai.feature_drift_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html">abacusai.feature_drift_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html">abacusai.feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html">abacusai.feature_group_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html">abacusai.feature_group_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html">abacusai.feature_group_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html">abacusai.feature_group_export_download_url</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html">abacusai.feature_group_lineage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html">abacusai.feature_group_refresh_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html">abacusai.feature_group_row</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html">abacusai.feature_group_row_process</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html">abacusai.feature_group_row_process_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html">abacusai.feature_group_row_process_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html">abacusai.feature_group_template_variable_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html">abacusai.feature_group_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html">abacusai.feature_importance</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html">abacusai.feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html">abacusai.feature_performance_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html">abacusai.file_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
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@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
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       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.dataset_column</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></li>
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@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.dataset_column">
-<span id="abacusai-dataset-column"></span><h1>abacusai.dataset_column<a class="headerlink" href="#module-abacusai.dataset_column" title="Link to this heading"></a></h1>
+<span id="abacusai-dataset-column"></span><h1><a class="reference internal" href="#module-abacusai.dataset_column" title="abacusai.dataset_column"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a><a class="headerlink" href="#module-abacusai.dataset_column" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.dataset_column.AbstractApiClass" title="abacusai.dataset_column.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.dataset_column.DatasetColumn" title="abacusai.dataset_column.DatasetColumn"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatasetColumn</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.dataset_column.DatasetColumn" title="abacusai.dataset_column.DatasetColumn"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatasetColumn</span></code></a></p></td>
 <td><p>A schema description for a column</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.dataset_column.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.dataset_column.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.dataset_column.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.dataset_column.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.dataset_column.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.dataset_column.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.dataset_column.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.dataset_column.DatasetColumn">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.dataset_column.</span></span><span class="sig-name descname"><span class="pre">DatasetColumn</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dataType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">detectedDataType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">detectedFeatureType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">originalName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">validDataTypes</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">timeFormat</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">timestampFrequency</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.dataset_column.DatasetColumn" title="Link to this definition"></a></dt>
@@ -368,6 +343,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
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+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
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@@ -281,8 +276,8 @@
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       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.dataset_version</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/dataset_version/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.dataset_version">
-<span id="abacusai-dataset-version"></span><h1>abacusai.dataset_version<a class="headerlink" href="#module-abacusai.dataset_version" title="Link to this heading"></a></h1>
+<span id="abacusai-dataset-version"></span><h1><a class="reference internal" href="#module-abacusai.dataset_version" title="abacusai.dataset_version"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a><a class="headerlink" href="#module-abacusai.dataset_version" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.dataset_version.AbstractApiClass" title="abacusai.dataset_version.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.dataset_version.DatasetVersion" title="abacusai.dataset_version.DatasetVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatasetVersion</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.dataset_version.DatasetVersion" title="abacusai.dataset_version.DatasetVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatasetVersion</span></code></a></p></td>
 <td><p>A specific version of a dataset</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.dataset_version.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.dataset_version.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.dataset_version.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.dataset_version.AbstractApiClass.__eq__">
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-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.dataset_version.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.dataset_version.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.dataset_version.DatasetVersion">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.dataset_version.</span></span><span class="sig-name descname"><span class="pre">DatasetVersion</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">datasetVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">datasetId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">size</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">rowCount</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fileInspectMetadata</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">incrementalQueriedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">uploadId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mergeFileSchemas</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">databaseConnectorConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">applicationConnectorConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">invalidRecords</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.dataset_version.DatasetVersion" title="Link to this definition"></a></dt>
@@ -387,7 +362,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The metrics for the specified Dataset version.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.DataMetrics" title="abacusai.client.DataMetrics">DataMetrics</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../data_metrics/index.html#abacusai.data_metrics.DataMetrics" title="abacusai.data_metrics.DataMetrics">DataMetrics</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -435,7 +410,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The logs for the specified dataset version.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.DatasetVersionLogs" title="abacusai.client.DatasetVersionLogs">DatasetVersionLogs</a></p>
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 </dd>
 </dl>
 </dd></dl>
@@ -478,6 +453,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/dataset_version_logs/index.html b/docs/autoapi/abacusai/dataset_version_logs/index.html
index b9e1a43f4..fc0e4db14 100644
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+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html">abacusai.deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html">abacusai.deployment_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html">abacusai.deployment_conversation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html">abacusai.deployment_conversation_event</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html">abacusai.deployment_conversation_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html">abacusai.document_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html">abacusai.document_retriever</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html">abacusai.document_retriever_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html">abacusai.document_retriever_lookup_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html">abacusai.document_retriever_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html">abacusai.drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html">abacusai.drift_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda/index.html">abacusai.eda</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html">abacusai.eda_chart_description</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html">abacusai.eda_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html">abacusai.eda_data_consistency</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html">abacusai.eda_feature_association</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html">abacusai.eda_feature_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html">abacusai.eda_forecasting_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html">abacusai.eda_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html">abacusai.embedding_feature_drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html">abacusai.execute_feature_group_operation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html">abacusai.external_application</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html">abacusai.external_invite</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html">abacusai.extracted_fields</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature/index.html">abacusai.feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html">abacusai.feature_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html">abacusai.feature_drift_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html">abacusai.feature_drift_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html">abacusai.feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html">abacusai.feature_group_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html">abacusai.feature_group_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html">abacusai.feature_group_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html">abacusai.feature_group_export_download_url</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html">abacusai.feature_group_lineage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html">abacusai.feature_group_refresh_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html">abacusai.feature_group_row</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html">abacusai.feature_group_row_process</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html">abacusai.feature_group_row_process_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html">abacusai.feature_group_row_process_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html">abacusai.feature_group_template_variable_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html">abacusai.feature_group_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html">abacusai.feature_importance</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html">abacusai.feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html">abacusai.feature_performance_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html">abacusai.file_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.dataset_version_logs</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/dataset_version_logs/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.dataset_version_logs">
-<span id="abacusai-dataset-version-logs"></span><h1>abacusai.dataset_version_logs<a class="headerlink" href="#module-abacusai.dataset_version_logs" title="Link to this heading"></a></h1>
+<span id="abacusai-dataset-version-logs"></span><h1><a class="reference internal" href="#module-abacusai.dataset_version_logs" title="abacusai.dataset_version_logs"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a><a class="headerlink" href="#module-abacusai.dataset_version_logs" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.dataset_version_logs.AbstractApiClass" title="abacusai.dataset_version_logs.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.dataset_version_logs.DatasetVersionLogs" title="abacusai.dataset_version_logs.DatasetVersionLogs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatasetVersionLogs</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.dataset_version_logs.DatasetVersionLogs" title="abacusai.dataset_version_logs.DatasetVersionLogs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatasetVersionLogs</span></code></a></p></td>
 <td><p>Logs from dataset version.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.dataset_version_logs.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.dataset_version_logs.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.dataset_version_logs.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.dataset_version_logs.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.dataset_version_logs.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.dataset_version_logs.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.dataset_version_logs.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.dataset_version_logs.DatasetVersionLogs">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.dataset_version_logs.</span></span><span class="sig-name descname"><span class="pre">DatasetVersionLogs</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">logs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.dataset_version_logs.DatasetVersionLogs" title="Link to this definition"></a></dt>
@@ -360,6 +335,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/deployment/index.html b/docs/autoapi/abacusai/deployment/index.html
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+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.deployment</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></li>
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@@ -293,225 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.deployment">
-<span id="abacusai-deployment"></span><h1>abacusai.deployment<a class="headerlink" href="#module-abacusai.deployment" title="Link to this heading"></a></h1>
+<span id="abacusai-deployment"></span><h1><a class="reference internal" href="#module-abacusai.deployment" title="abacusai.deployment"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a><a class="headerlink" href="#module-abacusai.deployment" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.deployment.AlertActionConfig" title="abacusai.deployment.AlertActionConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AlertActionConfig</span></code></a></p></td>
-<td><p>An abstract class for alert action configs</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.deployment.AlertConditionConfig" title="abacusai.deployment.AlertConditionConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AlertConditionConfig</span></code></a></p></td>
-<td><p>An abstract class for alert condition configs</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.deployment.BatchPredictionArgs" title="abacusai.deployment.BatchPredictionArgs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">BatchPredictionArgs</span></code></a></p></td>
-<td><p>An abstract class for Batch Prediction args specific to problem type.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.deployment.PredictionArguments" title="abacusai.deployment.PredictionArguments"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PredictionArguments</span></code></a></p></td>
-<td><p>An abstract class for prediction arguments specific to problem type.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.deployment.FeatureGroupExportConfig" title="abacusai.deployment.FeatureGroupExportConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupExportConfig</span></code></a></p></td>
-<td><p>Export configuration (file connector or database connector information) for feature group exports.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.deployment.RefreshSchedule" title="abacusai.deployment.RefreshSchedule"><code class="xref py py-obj docutils literal notranslate"><span class="pre">RefreshSchedule</span></code></a></p></td>
-<td><p>A refresh schedule for an object. Defines when the next version of the object will be created</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.deployment.AbstractApiClass" title="abacusai.deployment.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.deployment.Deployment" title="abacusai.deployment.Deployment"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Deployment</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.deployment.Deployment" title="abacusai.deployment.Deployment"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Deployment</span></code></a></p></td>
 <td><p>A model deployment</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.deployment.AlertActionConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.deployment.</span></span><span class="sig-name descname"><span class="pre">AlertActionConfig</span></span><a class="headerlink" href="#abacusai.deployment.AlertActionConfig" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
-<p>An abstract class for alert action configs</p>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.deployment.AlertActionConfig.action_type">
-<span class="sig-name descname"><span class="pre">action_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../api_class/enums/index.html#abacusai.api_class.enums.AlertActionType" title="abacusai.api_class.enums.AlertActionType"><span class="pre">abacusai.api_class.enums.AlertActionType</span></a></em><a class="headerlink" href="#abacusai.deployment.AlertActionConfig.action_type" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.deployment.AlertActionConfig._get_builder">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_get_builder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.deployment.AlertActionConfig._get_builder" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.deployment.AlertConditionConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.deployment.</span></span><span class="sig-name descname"><span class="pre">AlertConditionConfig</span></span><a class="headerlink" href="#abacusai.deployment.AlertConditionConfig" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
-<p>An abstract class for alert condition configs</p>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.deployment.AlertConditionConfig.alert_type">
-<span class="sig-name descname"><span class="pre">alert_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../api_class/enums/index.html#abacusai.api_class.enums.MonitorAlertType" title="abacusai.api_class.enums.MonitorAlertType"><span class="pre">abacusai.api_class.enums.MonitorAlertType</span></a></em><a class="headerlink" href="#abacusai.deployment.AlertConditionConfig.alert_type" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.deployment.AlertConditionConfig._get_builder">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_get_builder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.deployment.AlertConditionConfig._get_builder" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.deployment.BatchPredictionArgs">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.deployment.</span></span><span class="sig-name descname"><span class="pre">BatchPredictionArgs</span></span><a class="headerlink" href="#abacusai.deployment.BatchPredictionArgs" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
-<p>An abstract class for Batch Prediction args specific to problem type.</p>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.deployment.BatchPredictionArgs._support_kwargs">
-<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.deployment.BatchPredictionArgs._support_kwargs" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.deployment.BatchPredictionArgs.kwargs">
-<span class="sig-name descname"><span class="pre">kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><span class="pre">dict</span></a></em><a class="headerlink" href="#abacusai.deployment.BatchPredictionArgs.kwargs" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.deployment.BatchPredictionArgs.problem_type">
-<span class="sig-name descname"><span class="pre">problem_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../api_class/enums/index.html#abacusai.api_class.enums.ProblemType" title="abacusai.api_class.enums.ProblemType"><span class="pre">abacusai.api_class.enums.ProblemType</span></a></em><a class="headerlink" href="#abacusai.deployment.BatchPredictionArgs.problem_type" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.deployment.BatchPredictionArgs._get_builder">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_get_builder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.deployment.BatchPredictionArgs._get_builder" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.deployment.PredictionArguments">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.deployment.</span></span><span class="sig-name descname"><span class="pre">PredictionArguments</span></span><a class="headerlink" href="#abacusai.deployment.PredictionArguments" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
-<p>An abstract class for prediction arguments specific to problem type.</p>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.deployment.PredictionArguments._support_kwargs">
-<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.deployment.PredictionArguments._support_kwargs" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.deployment.PredictionArguments.kwargs">
-<span class="sig-name descname"><span class="pre">kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><span class="pre">dict</span></a></em><a class="headerlink" href="#abacusai.deployment.PredictionArguments.kwargs" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.deployment.PredictionArguments.problem_type">
-<span class="sig-name descname"><span class="pre">problem_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../api_class/enums/index.html#abacusai.api_class.enums.ProblemType" title="abacusai.api_class.enums.ProblemType"><span class="pre">abacusai.api_class.enums.ProblemType</span></a></em><a class="headerlink" href="#abacusai.deployment.PredictionArguments.problem_type" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.deployment.PredictionArguments._get_builder">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_get_builder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.deployment.PredictionArguments._get_builder" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.deployment.FeatureGroupExportConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.deployment.</span></span><span class="sig-name descname"><span class="pre">FeatureGroupExportConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">outputLocation</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fileFormat</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">databaseConnectorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">objectName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">writeMode</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">databaseFeatureMapping</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">idColumn</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">additionalIdColumns</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.deployment.FeatureGroupExportConfig" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Export configuration (file connector or database connector information) for feature group exports.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>outputLocation</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The File Connector location to which the feature group is being written.</p></li>
-<li><p><strong>fileFormat</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The file format being written to output_location.</p></li>
-<li><p><strong>databaseConnectorId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique string identifier of the database connector used.</p></li>
-<li><p><strong>objectName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The object in the database connector to which the feature group is being written.</p></li>
-<li><p><strong>writeMode</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – UPSERT or INSERT for writing to the database connector.</p></li>
-<li><p><strong>databaseFeatureMapping</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The column/feature pairs mapping the features to the database columns.</p></li>
-<li><p><strong>idColumn</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The id column to use as the upsert key.</p></li>
-<li><p><strong>additionalIdColumns</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – For database connectors which support it, additional ID columns to use as a complex key for upserting.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.deployment.FeatureGroupExportConfig.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.deployment.FeatureGroupExportConfig.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.deployment.FeatureGroupExportConfig.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.deployment.FeatureGroupExportConfig.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.deployment.RefreshSchedule">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.deployment.</span></span><span class="sig-name descname"><span class="pre">RefreshSchedule</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refreshPolicyId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nextRunTime</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cron</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refreshType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.deployment.RefreshSchedule" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A refresh schedule for an object. Defines when the next version of the object will be created</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>refreshPolicyId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the refresh policy</p></li>
-<li><p><strong>nextRunTime</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The next run time of the refresh policy. If null, the policy is paused.</p></li>
-<li><p><strong>cron</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A cron-style string that describes the when this refresh policy is to be executed in UTC</p></li>
-<li><p><strong>refreshType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of refresh that will be run</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – An error message for the last pipeline run of a policy</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.deployment.RefreshSchedule.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.deployment.RefreshSchedule.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.deployment.RefreshSchedule.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.deployment.RefreshSchedule.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.deployment.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.deployment.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.deployment.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.deployment.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.deployment.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.deployment.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.deployment.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.deployment.Deployment">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.deployment.</span></span><span class="sig-name descname"><span class="pre">Deployment</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deploymentId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deployedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">projectId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">callsPerSecond</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">autoDeploy</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skipMetricsCheck</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">algoName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">regions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batchStreamingUpdates</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">algorithm</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pendingModelVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelDeploymentConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionOperatorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionOperatorVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pendingPredictionOperatorVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">onlineFeatureGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">outputOnlineFeatureGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">realtimeMonitorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refreshSchedules</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupExportConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">defaultPredictionArguments</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.deployment.Deployment" title="Link to this definition"></a></dt>
@@ -548,9 +336,9 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>onlineFeatureGroupId</strong> (<em>id</em>) – The online feature group ID that the deployment is running on</p></li>
 <li><p><strong>outputOnlineFeatureGroupId</strong> (<em>id</em>) – The online feature group ID that the deployment is outputting results to</p></li>
 <li><p><strong>realtimeMonitorId</strong> (<em>id</em>) – The realtime monitor ID of the realtime-monitor that is associated with the deployment</p></li>
-<li><p><strong>refreshSchedules</strong> (<a class="reference internal" href="#abacusai.deployment.RefreshSchedule" title="abacusai.deployment.RefreshSchedule"><em>RefreshSchedule</em></a>) – A list of refresh schedules that indicate when the deployment will be updated to the latest model version.</p></li>
-<li><p><strong>featureGroupExportConfig</strong> (<a class="reference internal" href="#abacusai.deployment.FeatureGroupExportConfig" title="abacusai.deployment.FeatureGroupExportConfig"><em>FeatureGroupExportConfig</em></a>) – The export config (file connector or database connector information) for feature group deployment exports.</p></li>
-<li><p><strong>defaultPredictionArguments</strong> (<a class="reference internal" href="#abacusai.deployment.PredictionArguments" title="abacusai.deployment.PredictionArguments"><em>PredictionArguments</em></a>) – The default prediction arguments for prediction APIs</p></li>
+<li><p><strong>refreshSchedules</strong> (<a class="reference internal" href="../refresh_schedule/index.html#abacusai.refresh_schedule.RefreshSchedule" title="abacusai.refresh_schedule.RefreshSchedule"><em>RefreshSchedule</em></a>) – A list of refresh schedules that indicate when the deployment will be updated to the latest model version.</p></li>
+<li><p><strong>featureGroupExportConfig</strong> (<a class="reference internal" href="../api_class/index.html#abacusai.api_class.FeatureGroupExportConfig" title="abacusai.api_class.FeatureGroupExportConfig"><em>FeatureGroupExportConfig</em></a>) – The export config (file connector or database connector information) for feature group deployment exports.</p></li>
+<li><p><strong>defaultPredictionArguments</strong> (<a class="reference internal" href="../api_class/deployment/index.html#abacusai.api_class.deployment.PredictionArguments" title="abacusai.api_class.deployment.PredictionArguments"><em>PredictionArguments</em></a>) – The default prediction arguments for prediction APIs</p></li>
 </ul>
 </dd>
 </dl>
@@ -590,7 +378,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The webhook attached to the deployment.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.Webhook" title="abacusai.client.Webhook">Webhook</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../webhook/index.html#abacusai.webhook.Webhook" title="abacusai.webhook.Webhook">Webhook</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -607,7 +395,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>List of the webhooks attached to the given deployment ID.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../client/index.html#abacusai.client.Webhook" title="abacusai.client.Webhook">Webhook</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../webhook/index.html#abacusai.webhook.Webhook" title="abacusai.webhook.Webhook">Webhook</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -801,7 +589,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
-<li><p><strong>prediction_arguments</strong> (<a class="reference internal" href="#abacusai.deployment.PredictionArguments" title="abacusai.deployment.PredictionArguments"><em>PredictionArguments</em></a>) – The prediction arguments to set.</p></li>
+<li><p><strong>prediction_arguments</strong> (<a class="reference internal" href="../api_class/deployment/index.html#abacusai.api_class.deployment.PredictionArguments" title="abacusai.api_class.deployment.PredictionArguments"><em>PredictionArguments</em></a>) – The prediction arguments to set.</p></li>
 <li><p><strong>set_as_override</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If True, use these arguments as overrides instead of defaults for predict calls</p></li>
 </ul>
 </dd>
@@ -823,15 +611,15 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>alert_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the alert.</p></li>
-<li><p><strong>condition_config</strong> (<a class="reference internal" href="#abacusai.deployment.AlertConditionConfig" title="abacusai.deployment.AlertConditionConfig"><em>AlertConditionConfig</em></a>) – Condition to run the actions for the alert.</p></li>
-<li><p><strong>action_config</strong> (<a class="reference internal" href="#abacusai.deployment.AlertActionConfig" title="abacusai.deployment.AlertActionConfig"><em>AlertActionConfig</em></a>) – Configuration for the action of the alert.</p></li>
+<li><p><strong>condition_config</strong> (<a class="reference internal" href="../api_class/index.html#abacusai.api_class.AlertConditionConfig" title="abacusai.api_class.AlertConditionConfig"><em>AlertConditionConfig</em></a>) – Condition to run the actions for the alert.</p></li>
+<li><p><strong>action_config</strong> (<a class="reference internal" href="../api_class/index.html#abacusai.api_class.AlertActionConfig" title="abacusai.api_class.AlertActionConfig"><em>AlertActionConfig</em></a>) – Configuration for the action of the alert.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>Object describing the deployment alert.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.MonitorAlert" title="abacusai.client.MonitorAlert">MonitorAlert</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../monitor_alert/index.html#abacusai.monitor_alert.MonitorAlert" title="abacusai.monitor_alert.MonitorAlert">MonitorAlert</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -848,7 +636,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>An array of deployment alerts.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../client/index.html#abacusai.client.MonitorAlert" title="abacusai.client.MonitorAlert">MonitorAlert</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../monitor_alert/index.html#abacusai.monitor_alert.MonitorAlert" title="abacusai.monitor_alert.MonitorAlert">MonitorAlert</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -868,7 +656,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Object describing the real-time monitor.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.RealtimeMonitor" title="abacusai.client.RealtimeMonitor">RealtimeMonitor</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../realtime_monitor/index.html#abacusai.realtime_monitor.RealtimeMonitor" title="abacusai.realtime_monitor.RealtimeMonitor">RealtimeMonitor</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -932,7 +720,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>table_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the feature group table to write the results of the batch prediction. Can only be specified if outputLocation and databaseConnectorId are not specified. If tableName is specified, the outputType will be enforced as CSV.</p></li>
 <li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the batch prediction job.</p></li>
-<li><p><strong>batch_prediction_args</strong> (<a class="reference internal" href="#abacusai.deployment.BatchPredictionArgs" title="abacusai.deployment.BatchPredictionArgs"><em>BatchPredictionArgs</em></a>) – Batch Prediction args specific to problem type.</p></li>
+<li><p><strong>batch_prediction_args</strong> (<a class="reference internal" href="../api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.BatchPredictionArgs" title="abacusai.api_class.batch_prediction.BatchPredictionArgs"><em>BatchPredictionArgs</em></a>) – Batch Prediction args specific to problem type.</p></li>
 <li><p><strong>output_format</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Format of the batch prediction output (CSV or JSON).</p></li>
 <li><p><strong>output_location</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Location to write the prediction results. Otherwise, results will be stored in Abacus.AI.</p></li>
 <li><p><strong>database_connector_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique identifier of a Database Connection to write predictions to. Cannot be specified in conjunction with outputLocation.</p></li>
@@ -969,7 +757,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>An object representing the feature group row process</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.FeatureGroupRowProcess" title="abacusai.client.FeatureGroupRowProcess">FeatureGroupRowProcess</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group_row_process/index.html#abacusai.feature_group_row_process.FeatureGroupRowProcess" title="abacusai.feature_group_row_process.FeatureGroupRowProcess">FeatureGroupRowProcess</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -989,7 +777,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A list of object representing the feature group row process</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
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+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../feature_group_row_process/index.html#abacusai.feature_group_row_process.FeatureGroupRowProcess" title="abacusai.feature_group_row_process.FeatureGroupRowProcess">FeatureGroupRowProcess</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -1006,7 +794,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>An object representing the summary of the statuses of the individual feature group processes</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
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 </dd>
 </dl>
 </dd></dl>
@@ -1023,7 +811,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>An object representing the feature group row process.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.FeatureGroupRowProcess" title="abacusai.client.FeatureGroupRowProcess">FeatureGroupRowProcess</a></p>
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 </dd>
 </dl>
 </dd></dl>
@@ -1040,7 +828,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>An object representing the logs for the feature group row process</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.FeatureGroupRowProcessLogs" title="abacusai.client.FeatureGroupRowProcessLogs">FeatureGroupRowProcessLogs</a></p>
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 </dd>
 </dl>
 </dd></dl>
@@ -1061,7 +849,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The deployment conversation.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.DeploymentConversation" title="abacusai.client.DeploymentConversation">DeploymentConversation</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../deployment_conversation/index.html#abacusai.deployment_conversation.DeploymentConversation" title="abacusai.deployment_conversation.DeploymentConversation">DeploymentConversation</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -1078,7 +866,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The deployment conversations.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../client/index.html#abacusai.client.DeploymentConversation" title="abacusai.client.DeploymentConversation">DeploymentConversation</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../deployment_conversation/index.html#abacusai.deployment_conversation.DeploymentConversation" title="abacusai.deployment_conversation.DeploymentConversation">DeploymentConversation</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -1100,7 +888,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The newly created External Application.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.ExternalApplication" title="abacusai.client.ExternalApplication">ExternalApplication</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../external_application/index.html#abacusai.external_application.ExternalApplication" title="abacusai.external_application.ExternalApplication">ExternalApplication</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -1170,7 +958,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The refresh policy object.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.RefreshPolicy" title="abacusai.client.RefreshPolicy">RefreshPolicy</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../refresh_policy/index.html#abacusai.refresh_policy.RefreshPolicy" title="abacusai.refresh_policy.RefreshPolicy">RefreshPolicy</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -1184,13 +972,14 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-odd"><p>A list of refresh policy objects.</p>
 </dd>
 <dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p>List[<a class="reference internal" href="../client/index.html#abacusai.client.RefreshPolicy" title="abacusai.client.RefreshPolicy">RefreshPolicy</a>]</p>
+<dd class="field-even"><p>List[<a class="reference internal" href="../refresh_policy/index.html#abacusai.refresh_policy.RefreshPolicy" title="abacusai.refresh_policy.RefreshPolicy">RefreshPolicy</a>]</p>
 </dd>
 </dl>
 </dd></dl>
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
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index 63227084d..4324c44e5 100644
--- a/docs/autoapi/abacusai/deployment_auth_token/index.html
+++ b/docs/autoapi/abacusai/deployment_auth_token/index.html
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+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
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@@ -281,8 +276,8 @@
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       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.deployment_auth_token</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></li>
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             <a href="../../../_sources/autoapi/abacusai/deployment_auth_token/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.deployment_auth_token">
-<span id="abacusai-deployment-auth-token"></span><h1>abacusai.deployment_auth_token<a class="headerlink" href="#module-abacusai.deployment_auth_token" title="Link to this heading"></a></h1>
+<span id="abacusai-deployment-auth-token"></span><h1><a class="reference internal" href="#module-abacusai.deployment_auth_token" title="abacusai.deployment_auth_token"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a><a class="headerlink" href="#module-abacusai.deployment_auth_token" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.deployment_auth_token.AbstractApiClass" title="abacusai.deployment_auth_token.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.deployment_auth_token.DeploymentAuthToken" title="abacusai.deployment_auth_token.DeploymentAuthToken"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DeploymentAuthToken</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.deployment_auth_token.DeploymentAuthToken" title="abacusai.deployment_auth_token.DeploymentAuthToken"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DeploymentAuthToken</span></code></a></p></td>
 <td><p>A deployment authentication token that is used to authenticate prediction requests</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.deployment_auth_token.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.deployment_auth_token.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.deployment_auth_token.AbstractApiClass" title="Link to this definition"></a></dt>
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-<dt class="sig sig-object py" id="abacusai.deployment_auth_token.AbstractApiClass.__eq__">
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-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.deployment_auth_token.AbstractApiClass._get_attribute_as_dict">
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-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.deployment_auth_token.DeploymentAuthToken">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.deployment_auth_token.</span></span><span class="sig-name descname"><span class="pre">DeploymentAuthToken</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deploymentToken</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.deployment_auth_token.DeploymentAuthToken" title="Link to this definition"></a></dt>
@@ -362,6 +337,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/deployment_conversation/index.html b/docs/autoapi/abacusai/deployment_conversation/index.html
index ae64d4cf3..6a5d4135d 100644
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+++ b/docs/autoapi/abacusai/deployment_conversation/index.html
@@ -46,222 +46,217 @@
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+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
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+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html">abacusai.deployment_conversation_event</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html">abacusai.deployment_conversation_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html">abacusai.document_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html">abacusai.document_retriever</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html">abacusai.document_retriever_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html">abacusai.document_retriever_lookup_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html">abacusai.document_retriever_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html">abacusai.drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html">abacusai.drift_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda/index.html">abacusai.eda</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html">abacusai.eda_chart_description</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html">abacusai.eda_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html">abacusai.eda_data_consistency</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html">abacusai.eda_feature_association</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html">abacusai.eda_feature_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html">abacusai.eda_forecasting_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html">abacusai.eda_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html">abacusai.embedding_feature_drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html">abacusai.execute_feature_group_operation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html">abacusai.external_application</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html">abacusai.external_invite</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html">abacusai.extracted_fields</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature/index.html">abacusai.feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html">abacusai.feature_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html">abacusai.feature_drift_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html">abacusai.feature_drift_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html">abacusai.feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html">abacusai.feature_group_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html">abacusai.feature_group_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html">abacusai.feature_group_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html">abacusai.feature_group_export_download_url</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html">abacusai.feature_group_lineage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html">abacusai.feature_group_refresh_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html">abacusai.feature_group_row</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html">abacusai.feature_group_row_process</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html">abacusai.feature_group_row_process_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html">abacusai.feature_group_row_process_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html">abacusai.feature_group_template_variable_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html">abacusai.feature_group_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html">abacusai.feature_importance</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html">abacusai.feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html">abacusai.feature_performance_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html">abacusai.file_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.deployment_conversation</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/deployment_conversation/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,104 +288,21 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.deployment_conversation">
-<span id="abacusai-deployment-conversation"></span><h1>abacusai.deployment_conversation<a class="headerlink" href="#module-abacusai.deployment_conversation" title="Link to this heading"></a></h1>
+<span id="abacusai-deployment-conversation"></span><h1><a class="reference internal" href="#module-abacusai.deployment_conversation" title="abacusai.deployment_conversation"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a><a class="headerlink" href="#module-abacusai.deployment_conversation" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.deployment_conversation.DeploymentConversationEvent" title="abacusai.deployment_conversation.DeploymentConversationEvent"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DeploymentConversationEvent</span></code></a></p></td>
-<td><p>A single deployment conversation message.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.deployment_conversation.AbstractApiClass" title="abacusai.deployment_conversation.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.deployment_conversation.DeploymentConversation" title="abacusai.deployment_conversation.DeploymentConversation"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DeploymentConversation</span></code></a></p></td>
 <td><p>A deployment conversation.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.deployment_conversation.DeploymentConversationEvent">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.deployment_conversation.</span></span><span class="sig-name descname"><span class="pre">DeploymentConversationEvent</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">role</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">text</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">timestamp</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">messageIndex</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">regenerateAttempt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">searchResults</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">isUseful</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feedback</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feedbackType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">docInfos</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">keywordArguments</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">inputParams</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">attachments</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">responseVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">agentWorkflowNodeId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nextAgentWorkflowNodeId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">chatType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">agentResponse</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">segments</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">streamedData</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">streamedSectionData</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">highlights</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">llmDisplayName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">llmBotIcon</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.deployment_conversation.DeploymentConversationEvent" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A single deployment conversation message.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>role</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The role of the message sender</p></li>
-<li><p><strong>text</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The text of the message</p></li>
-<li><p><strong>timestamp</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The timestamp at which the message was sent</p></li>
-<li><p><strong>messageIndex</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The index of the message in the conversation</p></li>
-<li><p><strong>regenerateAttempt</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The sequence number of regeneration. Not regenerated if 0.</p></li>
-<li><p><strong>modelVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The model instance id associated with the message.</p></li>
-<li><p><strong>searchResults</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The search results for the message.</p></li>
-<li><p><strong>isUseful</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether this message was marked as useful or not</p></li>
-<li><p><strong>feedback</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The feedback provided for the message</p></li>
-<li><p><strong>feedbackType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of feedback provided for the message</p></li>
-<li><p><strong>docInfos</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – A list of information on the documents associated with the message</p></li>
-<li><p><strong>keywordArguments</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – User message only. A dictionary of keyword arguments used to generate response.</p></li>
-<li><p><strong>inputParams</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – User message only. A dictionary of input parameters used to generate response.</p></li>
-<li><p><strong>attachments</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – A list of attachments associated with the message.</p></li>
-<li><p><strong>responseVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The version of the response, used to differentiate w/ legacy agent response.</p></li>
-<li><p><strong>agentWorkflowNodeId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The workflow node id associated with the agent response.</p></li>
-<li><p><strong>nextAgentWorkflowNodeId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The id of the workflow node to be executed next.</p></li>
-<li><p><strong>chatType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of chat llm that was run for the message.</p></li>
-<li><p><strong>agentResponse</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Response from the agent. Only for conversation with agents.</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The error message in case of an error.</p></li>
-<li><p><strong>segments</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The segments of the message.</p></li>
-<li><p><strong>streamedData</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Aggregated streamed messages from the agent.</p></li>
-<li><p><strong>streamedSectionData</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Aggregated streamed section outputs from the agent in a list.</p></li>
-<li><p><strong>highlights</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Chunks with bounding boxes for highlighting the result sources.</p></li>
-<li><p><strong>llmDisplayName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The display name of the LLM model used to generate the response. Only used for system-created bots.</p></li>
-<li><p><strong>llmBotIcon</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The icon location of the LLM model used to generate the response. Only used for system-created bots.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.deployment_conversation.DeploymentConversationEvent.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.deployment_conversation.DeploymentConversationEvent.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.deployment_conversation.DeploymentConversationEvent.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.deployment_conversation.DeploymentConversationEvent.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.deployment_conversation.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.deployment_conversation.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.deployment_conversation.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.deployment_conversation.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.deployment_conversation.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.deployment_conversation.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.deployment_conversation.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.deployment_conversation.DeploymentConversation">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.deployment_conversation.</span></span><span class="sig-name descname"><span class="pre">DeploymentConversation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deploymentConversationId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deploymentId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lastEventCreatedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">externalSessionId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">regenerateAttempt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">externalApplicationId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">history</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.deployment_conversation.DeploymentConversation" title="Link to this definition"></a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.deployment_conversation.</span></span><span class="sig-name descname"><span class="pre">DeploymentConversation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deploymentConversationId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deploymentId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lastEventCreatedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">externalSessionId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">regenerateAttempt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">externalApplicationId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">unusedDocumentUploadIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">history</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.deployment_conversation.DeploymentConversation" title="Link to this definition"></a></dt>
 <dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
 <p>A deployment conversation.</p>
 <dl class="field-list simple">
@@ -405,7 +317,8 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>externalSessionId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The external session id associated with the deployment conversation.</p></li>
 <li><p><strong>regenerateAttempt</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The sequence number of regeneration. Not regenerated if 0.</p></li>
 <li><p><strong>externalApplicationId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The external application id associated with the deployment conversation.</p></li>
-<li><p><strong>history</strong> (<a class="reference internal" href="#abacusai.deployment_conversation.DeploymentConversationEvent" title="abacusai.deployment_conversation.DeploymentConversationEvent"><em>DeploymentConversationEvent</em></a>) – The history of the deployment conversation.</p></li>
+<li><p><strong>unusedDocumentUploadIds</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – The list of unused document upload ids associated with the deployment conversation.</p></li>
+<li><p><strong>history</strong> (<a class="reference internal" href="../deployment_conversation_event/index.html#abacusai.deployment_conversation_event.DeploymentConversationEvent" title="abacusai.deployment_conversation_event.DeploymentConversationEvent"><em>DeploymentConversationEvent</em></a>) – The history of the deployment conversation.</p></li>
 </ul>
 </dd>
 </dl>
@@ -431,7 +344,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 <dl class="py method">
 <dt class="sig sig-object py" id="abacusai.deployment_conversation.DeploymentConversation.get">
-<span class="sig-name descname"><span class="pre">get</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">external_session_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deployment_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deployment_token</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filter_intermediate_conversation_events</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.deployment_conversation.DeploymentConversation.get" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">get</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">external_session_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deployment_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deployment_token</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filter_intermediate_conversation_events</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">get_unused_document_uploads</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.deployment_conversation.DeploymentConversation.get" title="Link to this definition"></a></dt>
 <dd><p>Gets a deployment conversation.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -440,6 +353,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>deployment_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The deployment this conversation belongs to. This is required if not logged in.</p></li>
 <li><p><strong>deployment_token</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The deployment token to authenticate access to the deployment. This is required if not logged in.</p></li>
 <li><p><strong>filter_intermediate_conversation_events</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, intermediate conversation events will be filtered out. Default is true.</p></li>
+<li><p><strong>get_unused_document_uploads</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, unused document uploads will be returned. Default is false.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns<span class="colon">:</span></dt>
@@ -527,13 +441,14 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The deployment conversation html export.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.DeploymentConversationExport" title="abacusai.client.DeploymentConversationExport">DeploymentConversationExport</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../deployment_conversation_export/index.html#abacusai.deployment_conversation_export.DeploymentConversationExport" title="abacusai.deployment_conversation_export.DeploymentConversationExport">DeploymentConversationExport</a></p>
 </dd>
 </dl>
 </dd></dl>
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/deployment_conversation_event/index.html b/docs/autoapi/abacusai/deployment_conversation_event/index.html
index 83f8850ab..60dc5d62a 100644
--- a/docs/autoapi/abacusai/deployment_conversation_event/index.html
+++ b/docs/autoapi/abacusai/deployment_conversation_event/index.html
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+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
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@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.deployment_conversation_event</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></li>
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             <a href="../../../_sources/autoapi/abacusai/deployment_conversation_event/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.deployment_conversation_event">
-<span id="abacusai-deployment-conversation-event"></span><h1>abacusai.deployment_conversation_event<a class="headerlink" href="#module-abacusai.deployment_conversation_event" title="Link to this heading"></a></h1>
+<span id="abacusai-deployment-conversation-event"></span><h1><a class="reference internal" href="#module-abacusai.deployment_conversation_event" title="abacusai.deployment_conversation_event"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a><a class="headerlink" href="#module-abacusai.deployment_conversation_event" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.deployment_conversation_event.AbstractApiClass" title="abacusai.deployment_conversation_event.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.deployment_conversation_event.DeploymentConversationEvent" title="abacusai.deployment_conversation_event.DeploymentConversationEvent"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DeploymentConversationEvent</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.deployment_conversation_event.DeploymentConversationEvent" title="abacusai.deployment_conversation_event.DeploymentConversationEvent"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DeploymentConversationEvent</span></code></a></p></td>
 <td><p>A single deployment conversation message.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.deployment_conversation_event.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.deployment_conversation_event.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.deployment_conversation_event.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.deployment_conversation_event.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.deployment_conversation_event.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.deployment_conversation_event.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.deployment_conversation_event.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.deployment_conversation_event.DeploymentConversationEvent">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.deployment_conversation_event.</span></span><span class="sig-name descname"><span class="pre">DeploymentConversationEvent</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">role</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">text</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">timestamp</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">messageIndex</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">regenerateAttempt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">searchResults</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">isUseful</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feedback</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feedbackType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">docInfos</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">keywordArguments</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">inputParams</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">attachments</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">responseVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">agentWorkflowNodeId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nextAgentWorkflowNodeId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">chatType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">agentResponse</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">segments</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">streamedData</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">streamedSectionData</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">highlights</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">llmDisplayName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">llmBotIcon</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.deployment_conversation_event.DeploymentConversationEvent" title="Link to this definition"></a></dt>
@@ -385,6 +360,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/deployment_conversation_export/index.html b/docs/autoapi/abacusai/deployment_conversation_export/index.html
index 3a60e5ede..e83007abd 100644
--- a/docs/autoapi/abacusai/deployment_conversation_export/index.html
+++ b/docs/autoapi/abacusai/deployment_conversation_export/index.html
@@ -46,222 +46,217 @@
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+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html">abacusai.document_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html">abacusai.document_retriever</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html">abacusai.document_retriever_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html">abacusai.document_retriever_lookup_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html">abacusai.document_retriever_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html">abacusai.drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html">abacusai.drift_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda/index.html">abacusai.eda</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html">abacusai.eda_chart_description</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html">abacusai.eda_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html">abacusai.eda_data_consistency</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html">abacusai.eda_feature_association</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html">abacusai.eda_feature_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html">abacusai.eda_forecasting_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html">abacusai.eda_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html">abacusai.embedding_feature_drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html">abacusai.execute_feature_group_operation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html">abacusai.external_application</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html">abacusai.external_invite</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html">abacusai.extracted_fields</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature/index.html">abacusai.feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html">abacusai.feature_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html">abacusai.feature_drift_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html">abacusai.feature_drift_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html">abacusai.feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html">abacusai.feature_group_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html">abacusai.feature_group_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html">abacusai.feature_group_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html">abacusai.feature_group_export_download_url</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html">abacusai.feature_group_lineage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html">abacusai.feature_group_refresh_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html">abacusai.feature_group_row</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html">abacusai.feature_group_row_process</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html">abacusai.feature_group_row_process_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html">abacusai.feature_group_row_process_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html">abacusai.feature_group_template_variable_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html">abacusai.feature_group_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html">abacusai.feature_importance</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html">abacusai.feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html">abacusai.feature_performance_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html">abacusai.file_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.deployment_conversation_export</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/deployment_conversation_export/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.deployment_conversation_export">
-<span id="abacusai-deployment-conversation-export"></span><h1>abacusai.deployment_conversation_export<a class="headerlink" href="#module-abacusai.deployment_conversation_export" title="Link to this heading"></a></h1>
+<span id="abacusai-deployment-conversation-export"></span><h1><a class="reference internal" href="#module-abacusai.deployment_conversation_export" title="abacusai.deployment_conversation_export"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a><a class="headerlink" href="#module-abacusai.deployment_conversation_export" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.deployment_conversation_export.AbstractApiClass" title="abacusai.deployment_conversation_export.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.deployment_conversation_export.DeploymentConversationExport" title="abacusai.deployment_conversation_export.DeploymentConversationExport"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DeploymentConversationExport</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.deployment_conversation_export.DeploymentConversationExport" title="abacusai.deployment_conversation_export.DeploymentConversationExport"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DeploymentConversationExport</span></code></a></p></td>
 <td><p>A deployment conversation html export, to be used for downloading the conversation.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.deployment_conversation_export.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.deployment_conversation_export.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.deployment_conversation_export.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.deployment_conversation_export.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.deployment_conversation_export.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.deployment_conversation_export.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.deployment_conversation_export.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.deployment_conversation_export.DeploymentConversationExport">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.deployment_conversation_export.</span></span><span class="sig-name descname"><span class="pre">DeploymentConversationExport</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deploymentConversationId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">conversationExportHtml</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.deployment_conversation_export.DeploymentConversationExport" title="Link to this definition"></a></dt>
@@ -361,6 +336,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/document_data/index.html b/docs/autoapi/abacusai/document_data/index.html
index ce7d71006..47958a2f7 100644
--- a/docs/autoapi/abacusai/document_data/index.html
+++ b/docs/autoapi/abacusai/document_data/index.html
@@ -46,222 +46,217 @@
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
               <ul class="current">
-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
 <li class="toctree-l2 current"><a class="reference internal" href="../index.html#submodules">Submodules</a><ul class="current">
-<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html">abacusai.abacus_api</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent/index.html">abacusai.agent</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html">abacusai.agent_data_document_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html">abacusai.agent_data_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html">abacusai.agent_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html">abacusai.ai_building_task</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html">abacusai.algorithm</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html">abacusai.annotation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html">abacusai.annotation_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html">abacusai.annotation_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html">abacusai.annotation_entry</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html">abacusai.annotations_status</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html">abacusai.api_client_utils</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html">abacusai.api_endpoint</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html">abacusai.api_key</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html">abacusai.app_user_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html">abacusai.application_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html">abacusai.batch_prediction</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html">abacusai.batch_prediction_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html">abacusai.batch_prediction_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html">abacusai.code_source</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html">abacusai.concatenation_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html">abacusai.cpu_gpu_memory_specs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html">abacusai.cryptography</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html">abacusai.custom_loss_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html">abacusai.custom_metric</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html">abacusai.custom_metric_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html">abacusai.custom_train_function_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html">abacusai.data_consistency_duplication</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html">abacusai.data_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html">abacusai.data_prep_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html">abacusai.data_quality_results</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html">abacusai.data_upload_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html">abacusai.database_column_feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html">abacusai.database_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html">abacusai.database_connector_column</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html">abacusai.database_connector_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html">abacusai.dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html">abacusai.dataset_column</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html">abacusai.dataset_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html">abacusai.dataset_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html">abacusai.deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html">abacusai.deployment_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html">abacusai.deployment_conversation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html">abacusai.deployment_conversation_event</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html">abacusai.deployment_conversation_export</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.document_data</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html">abacusai.document_retriever</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html">abacusai.document_retriever_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html">abacusai.document_retriever_lookup_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html">abacusai.document_retriever_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html">abacusai.drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html">abacusai.drift_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda/index.html">abacusai.eda</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html">abacusai.eda_chart_description</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html">abacusai.eda_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html">abacusai.eda_data_consistency</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html">abacusai.eda_feature_association</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html">abacusai.eda_feature_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html">abacusai.eda_forecasting_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html">abacusai.eda_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html">abacusai.embedding_feature_drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html">abacusai.execute_feature_group_operation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html">abacusai.external_application</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html">abacusai.external_invite</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html">abacusai.extracted_fields</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature/index.html">abacusai.feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html">abacusai.feature_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html">abacusai.feature_drift_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html">abacusai.feature_drift_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html">abacusai.feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html">abacusai.feature_group_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html">abacusai.feature_group_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html">abacusai.feature_group_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html">abacusai.feature_group_export_download_url</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html">abacusai.feature_group_lineage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html">abacusai.feature_group_refresh_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html">abacusai.feature_group_row</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html">abacusai.feature_group_row_process</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html">abacusai.feature_group_row_process_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html">abacusai.feature_group_row_process_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html">abacusai.feature_group_template_variable_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html">abacusai.feature_group_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html">abacusai.feature_importance</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html">abacusai.feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html">abacusai.feature_performance_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html">abacusai.file_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
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       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.document_data</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/document_data/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,41 +288,21 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.document_data">
-<span id="abacusai-document-data"></span><h1>abacusai.document_data<a class="headerlink" href="#module-abacusai.document_data" title="Link to this heading"></a></h1>
+<span id="abacusai-document-data"></span><h1><a class="reference internal" href="#module-abacusai.document_data" title="abacusai.document_data"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a><a class="headerlink" href="#module-abacusai.document_data" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.document_data.AbstractApiClass" title="abacusai.document_data.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.document_data.DocumentData" title="abacusai.document_data.DocumentData"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DocumentData</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.document_data.DocumentData" title="abacusai.document_data.DocumentData"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DocumentData</span></code></a></p></td>
 <td><p>Data extracted from a docstore document.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.document_data.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.document_data.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.document_data.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.document_data.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.document_data.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.document_data.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.document_data.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.document_data.DocumentData">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.document_data.</span></span><span class="sig-name descname"><span class="pre">DocumentData</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">docId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mimeType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pageCount</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">totalPageCount</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">extractedText</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">embeddedText</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pages</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tokens</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">metadata</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pageMarkdown</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">extractedPageText</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.document_data.DocumentData" title="Link to this definition"></a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.document_data.</span></span><span class="sig-name descname"><span class="pre">DocumentData</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">docId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mimeType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pageCount</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">totalPageCount</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">extractedText</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">embeddedText</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pages</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tokens</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">metadata</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pageMarkdown</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">extractedPageText</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">augmentedPageText</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.document_data.DocumentData" title="Link to this definition"></a></dt>
 <dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
 <p>Data extracted from a docstore document.</p>
 <dl class="field-list simple">
@@ -345,6 +320,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>metadata</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of metadata for each page in the document.</p></li>
 <li><p><strong>pageMarkdown</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The markdown text for the page.</p></li>
 <li><p><strong>extractedPageText</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of extracted text for each page in the document obtained from OCR.</p></li>
+<li><p><strong>augmentedPageText</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of extracted text for each page in the document obtained from OCR augmented with embedded links in the document.</p></li>
 </ul>
 </dd>
 </dl>
@@ -370,6 +346,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/document_retriever/index.html b/docs/autoapi/abacusai/document_retriever/index.html
index 6b408b660..432b8ab55 100644
--- a/docs/autoapi/abacusai/document_retriever/index.html
+++ b/docs/autoapi/abacusai/document_retriever/index.html
@@ -46,222 +46,217 @@
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
               <ul class="current">
-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
 <li class="toctree-l2 current"><a class="reference internal" href="../index.html#submodules">Submodules</a><ul class="current">
-<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html">abacusai.abacus_api</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent/index.html">abacusai.agent</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html">abacusai.agent_data_document_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html">abacusai.agent_data_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html">abacusai.agent_version</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html">abacusai.algorithm</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html">abacusai.annotation</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html">abacusai.annotation_entry</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html">abacusai.annotations_status</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html">abacusai.api_client_utils</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html">abacusai.api_endpoint</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html">abacusai.batch_prediction_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html">abacusai.code_source</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html">abacusai.concatenation_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html">abacusai.cpu_gpu_memory_specs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html">abacusai.cryptography</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html">abacusai.custom_loss_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html">abacusai.custom_metric</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html">abacusai.custom_metric_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html">abacusai.custom_train_function_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html">abacusai.data_consistency_duplication</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html">abacusai.deployment_conversation</a></li>
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-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.document_retriever</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html">abacusai.document_retriever_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html">abacusai.document_retriever_lookup_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html">abacusai.document_retriever_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html">abacusai.drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html">abacusai.drift_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda/index.html">abacusai.eda</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html">abacusai.eda_chart_description</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html">abacusai.eda_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html">abacusai.eda_data_consistency</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html">abacusai.eda_feature_association</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html">abacusai.eda_feature_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html">abacusai.eda_forecasting_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html">abacusai.eda_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html">abacusai.embedding_feature_drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html">abacusai.execute_feature_group_operation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html">abacusai.external_application</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html">abacusai.external_invite</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html">abacusai.extracted_fields</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature/index.html">abacusai.feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html">abacusai.feature_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html">abacusai.feature_drift_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html">abacusai.feature_drift_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html">abacusai.feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html">abacusai.feature_group_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html">abacusai.feature_group_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html">abacusai.feature_group_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html">abacusai.feature_group_export_download_url</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html">abacusai.feature_group_lineage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html">abacusai.feature_group_refresh_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html">abacusai.feature_group_row</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html">abacusai.feature_group_row_process</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html">abacusai.feature_group_row_process_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html">abacusai.feature_group_row_process_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html">abacusai.feature_group_template_variable_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html">abacusai.feature_group_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html">abacusai.feature_importance</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html">abacusai.feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html">abacusai.feature_performance_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html">abacusai.file_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.document_retriever</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></li>
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       </li>
@@ -293,273 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.document_retriever">
-<span id="abacusai-document-retriever"></span><h1>abacusai.document_retriever<a class="headerlink" href="#module-abacusai.document_retriever" title="Link to this heading"></a></h1>
+<span id="abacusai-document-retriever"></span><h1><a class="reference internal" href="#module-abacusai.document_retriever" title="abacusai.document_retriever"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a><a class="headerlink" href="#module-abacusai.document_retriever" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.document_retriever.VectorStoreConfig" title="abacusai.document_retriever.VectorStoreConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">VectorStoreConfig</span></code></a></p></td>
-<td><p>Config for indexing options of a document retriever. Default values of optional arguments are heuristically selected by the Abacus.AI platform based on the underlying data.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.document_retriever.DocumentRetrieverConfig" title="abacusai.document_retriever.DocumentRetrieverConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DocumentRetrieverConfig</span></code></a></p></td>
-<td><p>A config for document retriever creation.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.document_retriever.DocumentRetrieverVersion" title="abacusai.document_retriever.DocumentRetrieverVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DocumentRetrieverVersion</span></code></a></p></td>
-<td><p>A version of document retriever.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.document_retriever.AbstractApiClass" title="abacusai.document_retriever.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.document_retriever.DocumentRetriever" title="abacusai.document_retriever.DocumentRetriever"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DocumentRetriever</span></code></a></p></td>
 <td><p>A vector store that stores embeddings for a list of document trunks.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.document_retriever.VectorStoreConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.document_retriever.</span></span><span class="sig-name descname"><span class="pre">VectorStoreConfig</span></span><a class="headerlink" href="#abacusai.document_retriever.VectorStoreConfig" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
-<p>Config for indexing options of a document retriever. Default values of optional arguments are heuristically selected by the Abacus.AI platform based on the underlying data.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>chunk_size</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The size of text chunks in the vector store.</p></li>
-<li><p><strong>chunk_overlap_fraction</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – The fraction of overlap between chunks.</p></li>
-<li><p><strong>text_encoder</strong> (<a class="reference internal" href="../api_class/document_retriever/index.html#abacusai.api_class.document_retriever.VectorStoreTextEncoder" title="abacusai.api_class.document_retriever.VectorStoreTextEncoder"><em>VectorStoreTextEncoder</em></a>) – Encoder used to index texts from the documents.</p></li>
-<li><p><strong>chunk_size_factors</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Chunking data with multiple sizes. The specified list of factors are used to calculate more sizes, in addition to <cite>chunk_size</cite>.</p></li>
-<li><p><strong>score_multiplier_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If provided, will use the values in this metadata column to modify the relevance score of returned chunks for all queries.</p></li>
-<li><p><strong>prune_vectors</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Transform vectors using SVD so that the average component of vectors in the corpus are removed.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.document_retriever.VectorStoreConfig.chunk_size">
-<span class="sig-name descname"><span class="pre">chunk_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.document_retriever.VectorStoreConfig.chunk_size" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.document_retriever.VectorStoreConfig.chunk_overlap_fraction">
-<span class="sig-name descname"><span class="pre">chunk_overlap_fraction</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.document_retriever.VectorStoreConfig.chunk_overlap_fraction" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.document_retriever.VectorStoreConfig.text_encoder">
-<span class="sig-name descname"><span class="pre">text_encoder</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../api_class/enums/index.html#abacusai.api_class.enums.VectorStoreTextEncoder" title="abacusai.api_class.enums.VectorStoreTextEncoder"><span class="pre">abacusai.api_class.enums.VectorStoreTextEncoder</span></a></em><a class="headerlink" href="#abacusai.document_retriever.VectorStoreConfig.text_encoder" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.document_retriever.VectorStoreConfig.chunk_size_factors">
-<span class="sig-name descname"><span class="pre">chunk_size_factors</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><span class="pre">list</span></a></em><a class="headerlink" href="#abacusai.document_retriever.VectorStoreConfig.chunk_size_factors" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.document_retriever.VectorStoreConfig.score_multiplier_column">
-<span class="sig-name descname"><span class="pre">score_multiplier_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.document_retriever.VectorStoreConfig.score_multiplier_column" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.document_retriever.VectorStoreConfig.prune_vectors">
-<span class="sig-name descname"><span class="pre">prune_vectors</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.document_retriever.VectorStoreConfig.prune_vectors" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.document_retriever.DocumentRetrieverConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.document_retriever.</span></span><span class="sig-name descname"><span class="pre">DocumentRetrieverConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">chunkSize</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">chunkOverlapFraction</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">textEncoder</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scoreMultiplierColumn</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pruneVectors</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.document_retriever.DocumentRetrieverConfig" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A config for document retriever creation.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>chunkSize</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The size of chunks for vector store, i.e., maximum number of words in the chunk.</p></li>
-<li><p><strong>chunkOverlapFraction</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – The fraction of overlap between two consecutive chunks.</p></li>
-<li><p><strong>textEncoder</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The text encoder used to encode texts in the vector store.</p></li>
-<li><p><strong>scoreMultiplierColumn</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The values in this metadata column are used to modify the relevance scores of returned chunks.</p></li>
-<li><p><strong>pruneVectors</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Corpus specific transformation of vectors that applies dimensional reduction techniques to strip common components from the vectors.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.document_retriever.DocumentRetrieverConfig.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.document_retriever.DocumentRetrieverConfig.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.document_retriever.DocumentRetrieverConfig.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.document_retriever.DocumentRetrieverConfig.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.document_retriever.DocumentRetrieverVersion">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.document_retriever.</span></span><span class="sig-name descname"><span class="pre">DocumentRetrieverVersion</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">documentRetrieverId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">documentRetrieverVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deploymentStatus</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">numberOfChunks</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">embeddingFileSize</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">warnings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">resolvedConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.document_retriever.DocumentRetrieverVersion" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A version of document retriever.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>documentRetrieverId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the Document Retriever.</p></li>
-<li><p><strong>documentRetrieverVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the Document Retriever version.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – When the Document Retriever was created.</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The status of creating Document Retriever version.</p></li>
-<li><p><strong>deploymentStatus</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The status of deploying the Document Retriever version.</p></li>
-<li><p><strong>featureGroupId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The feature group id associated with the document retriever.</p></li>
-<li><p><strong>featureGroupVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the feature group version at which the Document Retriever version is created.</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The error message when it failed to create the document retriever version.</p></li>
-<li><p><strong>numberOfChunks</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The number of chunks for the document retriever.</p></li>
-<li><p><strong>embeddingFileSize</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The size of embedding file for the document retriever.</p></li>
-<li><p><strong>warnings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The warning messages when creating the document retriever.</p></li>
-<li><p><strong>resolvedConfig</strong> (<a class="reference internal" href="#abacusai.document_retriever.DocumentRetrieverConfig" title="abacusai.document_retriever.DocumentRetrieverConfig"><em>DocumentRetrieverConfig</em></a>) – The resolved configurations, such as default settings, for indexing documents.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.document_retriever.DocumentRetrieverVersion.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.document_retriever.DocumentRetrieverVersion.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.document_retriever.DocumentRetrieverVersion.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.document_retriever.DocumentRetrieverVersion.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.document_retriever.DocumentRetrieverVersion.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.document_retriever.DocumentRetrieverVersion.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.document_retriever.DocumentRetrieverVersion" title="abacusai.document_retriever.DocumentRetrieverVersion">DocumentRetrieverVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.document_retriever.DocumentRetrieverVersion.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.document_retriever.DocumentRetrieverVersion.describe" title="Link to this definition"></a></dt>
-<dd><p>Describe a document retriever version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>document_retriever_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A unique string identifier associated with the document retriever version.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The document retriever version object.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.document_retriever.DocumentRetrieverVersion" title="abacusai.document_retriever.DocumentRetrieverVersion">DocumentRetrieverVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.document_retriever.DocumentRetrieverVersion.wait_for_results">
-<span class="sig-name descname"><span class="pre">wait_for_results</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">3600</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.document_retriever.DocumentRetrieverVersion.wait_for_results" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until document retriever version is complete.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.document_retriever.DocumentRetrieverVersion.wait_until_ready">
-<span class="sig-name descname"><span class="pre">wait_until_ready</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">3600</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.document_retriever.DocumentRetrieverVersion.wait_until_ready" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until the document retriever version is ready.  It restarts the document retriever if it is stopped.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.document_retriever.DocumentRetrieverVersion.wait_until_deployment_ready">
-<span class="sig-name descname"><span class="pre">wait_until_deployment_ready</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">3600</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.document_retriever.DocumentRetrieverVersion.wait_until_deployment_ready" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until the document retriever deployment is ready to serve.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out. Default value given is 3600 seconds.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.document_retriever.DocumentRetrieverVersion.get_status">
-<span class="sig-name descname"><span class="pre">get_status</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.document_retriever.DocumentRetrieverVersion.get_status" title="Link to this definition"></a></dt>
-<dd><p>Gets the status of the document retriever version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A string describing the status of a document retriever version (pending, complete, etc.).</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)">str</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.document_retriever.DocumentRetrieverVersion.get_deployment_status">
-<span class="sig-name descname"><span class="pre">get_deployment_status</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.document_retriever.DocumentRetrieverVersion.get_deployment_status" title="Link to this definition"></a></dt>
-<dd><p>Gets the status of the document retriever version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A string describing the deployment status of a document retriever version (pending, deploying, etc.).</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)">str</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.document_retriever.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.document_retriever.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.document_retriever.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.document_retriever.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.document_retriever.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.document_retriever.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.document_retriever.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.document_retriever.DocumentRetriever">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.document_retriever.</span></span><span class="sig-name descname"><span class="pre">DocumentRetriever</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">documentRetrieverId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">indexingRequired</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">latestDocumentRetrieverVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">documentRetrieverConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.document_retriever.DocumentRetriever" title="Link to this definition"></a></dt>
@@ -575,8 +315,8 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>featureGroupId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The feature group id associated with the document retriever.</p></li>
 <li><p><strong>featureGroupName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The feature group name associated with the document retriever.</p></li>
 <li><p><strong>indexingRequired</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether the document retriever is required to be indexed due to changes in underlying data.</p></li>
-<li><p><strong>latestDocumentRetrieverVersion</strong> (<a class="reference internal" href="#abacusai.document_retriever.DocumentRetrieverVersion" title="abacusai.document_retriever.DocumentRetrieverVersion"><em>DocumentRetrieverVersion</em></a>) – The latest version of vector store.</p></li>
-<li><p><strong>documentRetrieverConfig</strong> (<a class="reference internal" href="#abacusai.document_retriever.DocumentRetrieverConfig" title="abacusai.document_retriever.DocumentRetrieverConfig"><em>DocumentRetrieverConfig</em></a>) – The config for vector store creation.</p></li>
+<li><p><strong>latestDocumentRetrieverVersion</strong> (<a class="reference internal" href="../document_retriever_version/index.html#abacusai.document_retriever_version.DocumentRetrieverVersion" title="abacusai.document_retriever_version.DocumentRetrieverVersion"><em>DocumentRetrieverVersion</em></a>) – The latest version of vector store.</p></li>
+<li><p><strong>documentRetrieverConfig</strong> (<a class="reference internal" href="../document_retriever_config/index.html#abacusai.document_retriever_config.DocumentRetrieverConfig" title="abacusai.document_retriever_config.DocumentRetrieverConfig"><em>DocumentRetrieverConfig</em></a>) – The config for vector store creation.</p></li>
 </ul>
 </dd>
 </dl>
@@ -625,14 +365,14 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The ID of the feature group to update the document retriever with.</p></li>
-<li><p><strong>document_retriever_config</strong> (<a class="reference internal" href="#abacusai.document_retriever.VectorStoreConfig" title="abacusai.document_retriever.VectorStoreConfig"><em>VectorStoreConfig</em></a>) – The configuration, including chunk_size and chunk_overlap_fraction, for document retrieval.</p></li>
+<li><p><strong>document_retriever_config</strong> (<a class="reference internal" href="../api_class/document_retriever/index.html#abacusai.api_class.document_retriever.VectorStoreConfig" title="abacusai.api_class.document_retriever.VectorStoreConfig"><em>VectorStoreConfig</em></a>) – The configuration, including chunk_size and chunk_overlap_fraction, for document retrieval.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>The newly created document retriever version.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.document_retriever.DocumentRetrieverVersion" title="abacusai.document_retriever.DocumentRetrieverVersion">DocumentRetrieverVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../document_retriever_version/index.html#abacusai.document_retriever_version.DocumentRetrieverVersion" title="abacusai.document_retriever_version.DocumentRetrieverVersion">DocumentRetrieverVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -683,7 +423,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>All the document retriever versions associated with the document retriever.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.document_retriever.DocumentRetrieverVersion" title="abacusai.document_retriever.DocumentRetrieverVersion">DocumentRetrieverVersion</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../document_retriever_version/index.html#abacusai.document_retriever_version.DocumentRetrieverVersion" title="abacusai.document_retriever_version.DocumentRetrieverVersion">DocumentRetrieverVersion</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -704,7 +444,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The documentation snippet found from the document retriever.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.DocumentRetrieverLookupResult" title="abacusai.client.DocumentRetrieverLookupResult">DocumentRetrieverLookupResult</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../document_retriever_lookup_result/index.html#abacusai.document_retriever_lookup_result.DocumentRetrieverLookupResult" title="abacusai.document_retriever_lookup_result.DocumentRetrieverLookupResult">DocumentRetrieverLookupResult</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -799,13 +539,14 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The relevant documentation results found from the document retriever.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../client/index.html#abacusai.client.DocumentRetrieverLookupResult" title="abacusai.client.DocumentRetrieverLookupResult">DocumentRetrieverLookupResult</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../document_retriever_lookup_result/index.html#abacusai.document_retriever_lookup_result.DocumentRetrieverLookupResult" title="abacusai.document_retriever_lookup_result.DocumentRetrieverLookupResult">DocumentRetrieverLookupResult</a>]</p>
 </dd>
 </dl>
 </dd></dl>
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/document_retriever_config/index.html b/docs/autoapi/abacusai/document_retriever_config/index.html
index 2ed2e1e6a..2844fb4eb 100644
--- a/docs/autoapi/abacusai/document_retriever_config/index.html
+++ b/docs/autoapi/abacusai/document_retriever_config/index.html
@@ -46,222 +46,217 @@
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
               <ul class="current">
-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
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 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
 <li class="toctree-l2 current"><a class="reference internal" href="../index.html#submodules">Submodules</a><ul class="current">
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+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html">abacusai.document_retriever_lookup_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html">abacusai.document_retriever_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html">abacusai.drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html">abacusai.drift_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda/index.html">abacusai.eda</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html">abacusai.eda_chart_description</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html">abacusai.eda_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html">abacusai.eda_data_consistency</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html">abacusai.eda_feature_association</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html">abacusai.eda_feature_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html">abacusai.eda_forecasting_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html">abacusai.eda_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html">abacusai.embedding_feature_drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html">abacusai.execute_feature_group_operation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html">abacusai.external_application</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html">abacusai.external_invite</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html">abacusai.extracted_fields</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature/index.html">abacusai.feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html">abacusai.feature_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html">abacusai.feature_drift_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html">abacusai.feature_drift_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html">abacusai.feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html">abacusai.feature_group_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html">abacusai.feature_group_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html">abacusai.feature_group_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html">abacusai.feature_group_export_download_url</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html">abacusai.feature_group_lineage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html">abacusai.feature_group_refresh_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html">abacusai.feature_group_row</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html">abacusai.feature_group_row_process</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html">abacusai.feature_group_row_process_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html">abacusai.feature_group_row_process_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html">abacusai.feature_group_template_variable_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html">abacusai.feature_group_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html">abacusai.feature_importance</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html">abacusai.feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html">abacusai.feature_performance_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html">abacusai.file_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
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-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
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 </ul>
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@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.document_retriever_config</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/document_retriever_config/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.document_retriever_config">
-<span id="abacusai-document-retriever-config"></span><h1>abacusai.document_retriever_config<a class="headerlink" href="#module-abacusai.document_retriever_config" title="Link to this heading"></a></h1>
+<span id="abacusai-document-retriever-config"></span><h1><a class="reference internal" href="#module-abacusai.document_retriever_config" title="abacusai.document_retriever_config"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a><a class="headerlink" href="#module-abacusai.document_retriever_config" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.document_retriever_config.AbstractApiClass" title="abacusai.document_retriever_config.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.document_retriever_config.DocumentRetrieverConfig" title="abacusai.document_retriever_config.DocumentRetrieverConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DocumentRetrieverConfig</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.document_retriever_config.DocumentRetrieverConfig" title="abacusai.document_retriever_config.DocumentRetrieverConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DocumentRetrieverConfig</span></code></a></p></td>
 <td><p>A config for document retriever creation.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.document_retriever_config.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.document_retriever_config.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.document_retriever_config.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.document_retriever_config.AbstractApiClass.__eq__">
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-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.document_retriever_config.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.document_retriever_config.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.document_retriever_config.DocumentRetrieverConfig">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.document_retriever_config.</span></span><span class="sig-name descname"><span class="pre">DocumentRetrieverConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">chunkSize</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">chunkOverlapFraction</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">textEncoder</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scoreMultiplierColumn</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pruneVectors</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.document_retriever_config.DocumentRetrieverConfig" title="Link to this definition"></a></dt>
@@ -364,6 +339,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/document_retriever_lookup_result/index.html b/docs/autoapi/abacusai/document_retriever_lookup_result/index.html
index b347a7a75..27a08c6ed 100644
--- a/docs/autoapi/abacusai/document_retriever_lookup_result/index.html
+++ b/docs/autoapi/abacusai/document_retriever_lookup_result/index.html
@@ -46,222 +46,217 @@
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               <ul class="current">
-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
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-<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html">abacusai.agent_data_execution_result</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html">abacusai.database_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html">abacusai.database_connector_column</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html">abacusai.database_connector_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html">abacusai.dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html">abacusai.dataset_column</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html">abacusai.dataset_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html">abacusai.dataset_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html">abacusai.deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html">abacusai.deployment_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html">abacusai.deployment_conversation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html">abacusai.deployment_conversation_event</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html">abacusai.deployment_conversation_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html">abacusai.document_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html">abacusai.document_retriever</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html">abacusai.document_retriever_config</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.document_retriever_lookup_result</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html">abacusai.document_retriever_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html">abacusai.drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html">abacusai.drift_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda/index.html">abacusai.eda</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html">abacusai.eda_chart_description</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html">abacusai.eda_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html">abacusai.eda_data_consistency</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html">abacusai.eda_feature_association</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html">abacusai.eda_feature_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html">abacusai.eda_forecasting_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html">abacusai.eda_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html">abacusai.embedding_feature_drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html">abacusai.execute_feature_group_operation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html">abacusai.external_application</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html">abacusai.external_invite</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html">abacusai.extracted_fields</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature/index.html">abacusai.feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html">abacusai.feature_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html">abacusai.feature_drift_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html">abacusai.feature_drift_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html">abacusai.feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html">abacusai.feature_group_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html">abacusai.feature_group_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html">abacusai.feature_group_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html">abacusai.feature_group_export_download_url</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html">abacusai.feature_group_lineage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html">abacusai.feature_group_refresh_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html">abacusai.feature_group_row</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html">abacusai.feature_group_row_process</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html">abacusai.feature_group_row_process_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html">abacusai.feature_group_row_process_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html">abacusai.feature_group_template_variable_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html">abacusai.feature_group_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html">abacusai.feature_importance</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html">abacusai.feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html">abacusai.feature_performance_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html">abacusai.file_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
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@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
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       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.document_retriever_lookup_result</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></li>
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             <a href="../../../_sources/autoapi/abacusai/document_retriever_lookup_result/index.rst.txt" rel="nofollow"> View page source</a>
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@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.document_retriever_lookup_result">
-<span id="abacusai-document-retriever-lookup-result"></span><h1>abacusai.document_retriever_lookup_result<a class="headerlink" href="#module-abacusai.document_retriever_lookup_result" title="Link to this heading"></a></h1>
+<span id="abacusai-document-retriever-lookup-result"></span><h1><a class="reference internal" href="#module-abacusai.document_retriever_lookup_result" title="abacusai.document_retriever_lookup_result"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a><a class="headerlink" href="#module-abacusai.document_retriever_lookup_result" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.document_retriever_lookup_result.AbstractApiClass" title="abacusai.document_retriever_lookup_result.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.document_retriever_lookup_result.DocumentRetrieverLookupResult" title="abacusai.document_retriever_lookup_result.DocumentRetrieverLookupResult"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DocumentRetrieverLookupResult</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.document_retriever_lookup_result.DocumentRetrieverLookupResult" title="abacusai.document_retriever_lookup_result.DocumentRetrieverLookupResult"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DocumentRetrieverLookupResult</span></code></a></p></td>
 <td><p>Result of a document retriever lookup.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.document_retriever_lookup_result.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.document_retriever_lookup_result.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.document_retriever_lookup_result.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.document_retriever_lookup_result.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.document_retriever_lookup_result.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.document_retriever_lookup_result.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.document_retriever_lookup_result.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.document_retriever_lookup_result.DocumentRetrieverLookupResult">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.document_retriever_lookup_result.</span></span><span class="sig-name descname"><span class="pre">DocumentRetrieverLookupResult</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">document</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">score</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">properties</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pages</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">boundingBoxes</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.document_retriever_lookup_result.DocumentRetrieverLookupResult" title="Link to this definition"></a></dt>
@@ -364,6 +339,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/document_retriever_version/index.html b/docs/autoapi/abacusai/document_retriever_version/index.html
index ff097d66a..1ab54047b 100644
--- a/docs/autoapi/abacusai/document_retriever_version/index.html
+++ b/docs/autoapi/abacusai/document_retriever_version/index.html
@@ -46,222 +46,217 @@
 </div>
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               <ul class="current">
-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html">abacusai.agent_data_document_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html">abacusai.agent_data_execution_result</a></li>
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-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.document_retriever_version</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
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+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
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+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.document_retriever_version</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/document_retriever_version/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,80 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.document_retriever_version">
-<span id="abacusai-document-retriever-version"></span><h1>abacusai.document_retriever_version<a class="headerlink" href="#module-abacusai.document_retriever_version" title="Link to this heading"></a></h1>
+<span id="abacusai-document-retriever-version"></span><h1><a class="reference internal" href="#module-abacusai.document_retriever_version" title="abacusai.document_retriever_version"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a><a class="headerlink" href="#module-abacusai.document_retriever_version" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.document_retriever_version.DocumentRetrieverConfig" title="abacusai.document_retriever_version.DocumentRetrieverConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DocumentRetrieverConfig</span></code></a></p></td>
-<td><p>A config for document retriever creation.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.document_retriever_version.AbstractApiClass" title="abacusai.document_retriever_version.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.document_retriever_version.DocumentRetrieverVersion" title="abacusai.document_retriever_version.DocumentRetrieverVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DocumentRetrieverVersion</span></code></a></p></td>
 <td><p>A version of document retriever.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.document_retriever_version.DocumentRetrieverConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.document_retriever_version.</span></span><span class="sig-name descname"><span class="pre">DocumentRetrieverConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">chunkSize</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">chunkOverlapFraction</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">textEncoder</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scoreMultiplierColumn</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pruneVectors</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.document_retriever_version.DocumentRetrieverConfig" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A config for document retriever creation.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>chunkSize</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The size of chunks for vector store, i.e., maximum number of words in the chunk.</p></li>
-<li><p><strong>chunkOverlapFraction</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – The fraction of overlap between two consecutive chunks.</p></li>
-<li><p><strong>textEncoder</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The text encoder used to encode texts in the vector store.</p></li>
-<li><p><strong>scoreMultiplierColumn</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The values in this metadata column are used to modify the relevance scores of returned chunks.</p></li>
-<li><p><strong>pruneVectors</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Corpus specific transformation of vectors that applies dimensional reduction techniques to strip common components from the vectors.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.document_retriever_version.DocumentRetrieverConfig.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.document_retriever_version.DocumentRetrieverConfig.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.document_retriever_version.DocumentRetrieverConfig.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.document_retriever_version.DocumentRetrieverConfig.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.document_retriever_version.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.document_retriever_version.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.document_retriever_version.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.document_retriever_version.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.document_retriever_version.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.document_retriever_version.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.document_retriever_version.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.document_retriever_version.DocumentRetrieverVersion">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.document_retriever_version.</span></span><span class="sig-name descname"><span class="pre">DocumentRetrieverVersion</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">documentRetrieverId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">documentRetrieverVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deploymentStatus</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">numberOfChunks</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">embeddingFileSize</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">warnings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">resolvedConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.document_retriever_version.DocumentRetrieverVersion" title="Link to this definition"></a></dt>
@@ -387,7 +320,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>numberOfChunks</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The number of chunks for the document retriever.</p></li>
 <li><p><strong>embeddingFileSize</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The size of embedding file for the document retriever.</p></li>
 <li><p><strong>warnings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The warning messages when creating the document retriever.</p></li>
-<li><p><strong>resolvedConfig</strong> (<a class="reference internal" href="#abacusai.document_retriever_version.DocumentRetrieverConfig" title="abacusai.document_retriever_version.DocumentRetrieverConfig"><em>DocumentRetrieverConfig</em></a>) – The resolved configurations, such as default settings, for indexing documents.</p></li>
+<li><p><strong>resolvedConfig</strong> (<a class="reference internal" href="../document_retriever_config/index.html#abacusai.document_retriever_config.DocumentRetrieverConfig" title="abacusai.document_retriever_config.DocumentRetrieverConfig"><em>DocumentRetrieverConfig</em></a>) – The resolved configurations, such as default settings, for indexing documents.</p></li>
 </ul>
 </dd>
 </dl>
@@ -505,6 +438,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/drift_distribution/index.html b/docs/autoapi/abacusai/drift_distribution/index.html
index 9299a553e..fb5840fac 100644
--- a/docs/autoapi/abacusai/drift_distribution/index.html
+++ b/docs/autoapi/abacusai/drift_distribution/index.html
@@ -46,222 +46,217 @@
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
               <ul class="current">
-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
 <li class="toctree-l2 current"><a class="reference internal" href="../index.html#submodules">Submodules</a><ul class="current">
-<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html">abacusai.abacus_api</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent/index.html">abacusai.agent</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html">abacusai.agent_data_document_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html">abacusai.agent_data_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html">abacusai.agent_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html">abacusai.ai_building_task</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html">abacusai.algorithm</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html">abacusai.annotation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html">abacusai.annotation_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html">abacusai.annotation_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html">abacusai.annotation_entry</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html">abacusai.annotations_status</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html">abacusai.api_client_utils</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html">abacusai.api_endpoint</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html">abacusai.api_key</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html">abacusai.app_user_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html">abacusai.application_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html">abacusai.batch_prediction</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html">abacusai.batch_prediction_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html">abacusai.batch_prediction_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html">abacusai.code_source</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html">abacusai.concatenation_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html">abacusai.cpu_gpu_memory_specs</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html">abacusai.custom_loss_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html">abacusai.custom_metric</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html">abacusai.custom_metric_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html">abacusai.custom_train_function_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html">abacusai.data_consistency_duplication</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html">abacusai.data_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html">abacusai.data_prep_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html">abacusai.data_quality_results</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html">abacusai.data_upload_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html">abacusai.database_column_feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html">abacusai.database_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html">abacusai.database_connector_column</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html">abacusai.database_connector_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html">abacusai.dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html">abacusai.dataset_column</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html">abacusai.dataset_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html">abacusai.dataset_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html">abacusai.deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html">abacusai.deployment_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html">abacusai.deployment_conversation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html">abacusai.deployment_conversation_event</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html">abacusai.deployment_conversation_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html">abacusai.document_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html">abacusai.document_retriever</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html">abacusai.document_retriever_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html">abacusai.document_retriever_lookup_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html">abacusai.document_retriever_version</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.drift_distribution</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html">abacusai.drift_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda/index.html">abacusai.eda</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html">abacusai.eda_chart_description</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html">abacusai.eda_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html">abacusai.eda_data_consistency</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html">abacusai.eda_feature_association</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html">abacusai.eda_feature_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html">abacusai.eda_forecasting_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html">abacusai.eda_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html">abacusai.embedding_feature_drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html">abacusai.execute_feature_group_operation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html">abacusai.external_application</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html">abacusai.external_invite</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html">abacusai.extracted_fields</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature/index.html">abacusai.feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html">abacusai.feature_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html">abacusai.feature_drift_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html">abacusai.feature_drift_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html">abacusai.feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html">abacusai.feature_group_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html">abacusai.feature_group_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html">abacusai.feature_group_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html">abacusai.feature_group_export_download_url</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html">abacusai.feature_group_lineage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html">abacusai.feature_group_refresh_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html">abacusai.feature_group_row</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html">abacusai.feature_group_row_process</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html">abacusai.feature_group_row_process_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html">abacusai.feature_group_row_process_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html">abacusai.feature_group_template_variable_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html">abacusai.feature_group_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html">abacusai.feature_importance</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html">abacusai.feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html">abacusai.feature_performance_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html">abacusai.file_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
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@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
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-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.drift_distribution</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></li>
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@@ -293,82 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.drift_distribution">
-<span id="abacusai-drift-distribution"></span><h1>abacusai.drift_distribution<a class="headerlink" href="#module-abacusai.drift_distribution" title="Link to this heading"></a></h1>
+<span id="abacusai-drift-distribution"></span><h1><a class="reference internal" href="#module-abacusai.drift_distribution" title="abacusai.drift_distribution"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a><a class="headerlink" href="#module-abacusai.drift_distribution" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.drift_distribution.FeatureDistribution" title="abacusai.drift_distribution.FeatureDistribution"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureDistribution</span></code></a></p></td>
-<td><p>For a single feature, how it has changed in the training data versus some specified window</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.drift_distribution.AbstractApiClass" title="abacusai.drift_distribution.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.drift_distribution.DriftDistribution" title="abacusai.drift_distribution.DriftDistribution"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DriftDistribution</span></code></a></p></td>
 <td><p>How actuals or predicted values have changed in the training data versus predicted data</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.drift_distribution.FeatureDistribution">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.drift_distribution.</span></span><span class="sig-name descname"><span class="pre">FeatureDistribution</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingDistribution</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionDistribution</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">numericalTrainingDistribution</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">numericalPredictionDistribution</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingStatistics</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionStatistics</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.drift_distribution.FeatureDistribution" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>For a single feature, how it has changed in the training data versus some specified window</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>type</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Data type of values in each distribution, typically ‘categorical’ or ‘numerical’.</p></li>
-<li><p><strong>trainingDistribution</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – A dict describing the range of values in the training distribution.</p></li>
-<li><p><strong>predictionDistribution</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – A dict describing the range of values in the specified window.</p></li>
-<li><p><strong>numericalTrainingDistribution</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – A dict describing the summary statistics of the numerical training distribution.</p></li>
-<li><p><strong>numericalPredictionDistribution</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – A dict describing the summary statistics of the numerical prediction distribution.</p></li>
-<li><p><strong>trainingStatistics</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – A dict describing summary statistics of values in the training distribution.</p></li>
-<li><p><strong>predictionStatistics</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – A dict describing summary statistics of values in the specified window.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.drift_distribution.FeatureDistribution.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.drift_distribution.FeatureDistribution.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.drift_distribution.FeatureDistribution.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.drift_distribution.FeatureDistribution.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.drift_distribution.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.drift_distribution.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.drift_distribution.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.drift_distribution.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.drift_distribution.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.drift_distribution.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.drift_distribution.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.drift_distribution.DriftDistribution">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.drift_distribution.</span></span><span class="sig-name descname"><span class="pre">DriftDistribution</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainColumn</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictedColumn</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">metrics</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">distribution</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.drift_distribution.DriftDistribution" title="Link to this definition"></a></dt>
@@ -381,7 +312,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>trainColumn</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The feature name in the train table.</p></li>
 <li><p><strong>predictedColumn</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The feature name in the prediction table.</p></li>
 <li><p><strong>metrics</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Drift measures.</p></li>
-<li><p><strong>distribution</strong> (<a class="reference internal" href="#abacusai.drift_distribution.FeatureDistribution" title="abacusai.drift_distribution.FeatureDistribution"><em>FeatureDistribution</em></a>) – A FeatureDistribution, how the training data compares to the predicted data.</p></li>
+<li><p><strong>distribution</strong> (<a class="reference internal" href="../feature_distribution/index.html#abacusai.feature_distribution.FeatureDistribution" title="abacusai.feature_distribution.FeatureDistribution"><em>FeatureDistribution</em></a>) – A FeatureDistribution, how the training data compares to the predicted data.</p></li>
 </ul>
 </dd>
 </dl>
@@ -407,6 +338,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/drift_distributions/index.html b/docs/autoapi/abacusai/drift_distributions/index.html
index 785c109d2..b6d49fa21 100644
--- a/docs/autoapi/abacusai/drift_distributions/index.html
+++ b/docs/autoapi/abacusai/drift_distributions/index.html
@@ -46,222 +46,217 @@
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+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../eda/index.html">abacusai.eda</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html">abacusai.eda_chart_description</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html">abacusai.eda_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html">abacusai.eda_data_consistency</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html">abacusai.eda_feature_association</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html">abacusai.eda_feature_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html">abacusai.eda_forecasting_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html">abacusai.eda_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html">abacusai.embedding_feature_drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html">abacusai.execute_feature_group_operation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html">abacusai.external_application</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html">abacusai.external_invite</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html">abacusai.extracted_fields</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature/index.html">abacusai.feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html">abacusai.feature_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html">abacusai.feature_drift_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html">abacusai.feature_drift_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html">abacusai.feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html">abacusai.feature_group_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html">abacusai.feature_group_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html">abacusai.feature_group_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html">abacusai.feature_group_export_download_url</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html">abacusai.feature_group_lineage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html">abacusai.feature_group_refresh_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html">abacusai.feature_group_row</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html">abacusai.feature_group_row_process</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html">abacusai.feature_group_row_process_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html">abacusai.feature_group_row_process_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html">abacusai.feature_group_template_variable_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html">abacusai.feature_group_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html">abacusai.feature_importance</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html">abacusai.feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html">abacusai.feature_performance_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html">abacusai.file_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.drift_distributions</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/drift_distributions/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,79 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.drift_distributions">
-<span id="abacusai-drift-distributions"></span><h1>abacusai.drift_distributions<a class="headerlink" href="#module-abacusai.drift_distributions" title="Link to this heading"></a></h1>
+<span id="abacusai-drift-distributions"></span><h1><a class="reference internal" href="#module-abacusai.drift_distributions" title="abacusai.drift_distributions"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a><a class="headerlink" href="#module-abacusai.drift_distributions" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.drift_distributions.DriftDistribution" title="abacusai.drift_distributions.DriftDistribution"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DriftDistribution</span></code></a></p></td>
-<td><p>How actuals or predicted values have changed in the training data versus predicted data</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.drift_distributions.AbstractApiClass" title="abacusai.drift_distributions.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.drift_distributions.DriftDistributions" title="abacusai.drift_distributions.DriftDistributions"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DriftDistributions</span></code></a></p></td>
 <td><p>For either actuals or predicted values, how it has changed in the training data versus some specified window</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.drift_distributions.DriftDistribution">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.drift_distributions.</span></span><span class="sig-name descname"><span class="pre">DriftDistribution</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainColumn</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictedColumn</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">metrics</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">distribution</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.drift_distributions.DriftDistribution" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>How actuals or predicted values have changed in the training data versus predicted data</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>trainColumn</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The feature name in the train table.</p></li>
-<li><p><strong>predictedColumn</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The feature name in the prediction table.</p></li>
-<li><p><strong>metrics</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Drift measures.</p></li>
-<li><p><strong>distribution</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.FeatureDistribution" title="abacusai.client.FeatureDistribution"><em>FeatureDistribution</em></a>) – A FeatureDistribution, how the training data compares to the predicted data.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.drift_distributions.DriftDistribution.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.drift_distributions.DriftDistribution.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.drift_distributions.DriftDistribution.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.drift_distributions.DriftDistribution.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.drift_distributions.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.drift_distributions.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.drift_distributions.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.drift_distributions.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.drift_distributions.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.drift_distributions.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.drift_distributions.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.drift_distributions.DriftDistributions">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.drift_distributions.</span></span><span class="sig-name descname"><span class="pre">DriftDistributions</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labelDrift</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionDrift</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bpPredictionDrift</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.drift_distributions.DriftDistributions" title="Link to this definition"></a></dt>
@@ -375,9 +309,9 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>labelDrift</strong> (<a class="reference internal" href="#abacusai.drift_distributions.DriftDistribution" title="abacusai.drift_distributions.DriftDistribution"><em>DriftDistribution</em></a>) – A DriftDistribution describing column names and the range of values for label drift.</p></li>
-<li><p><strong>predictionDrift</strong> (<a class="reference internal" href="#abacusai.drift_distributions.DriftDistribution" title="abacusai.drift_distributions.DriftDistribution"><em>DriftDistribution</em></a>) – A DriftDistribution describing column names and the range of values for prediction drift.</p></li>
-<li><p><strong>bpPredictionDrift</strong> (<a class="reference internal" href="#abacusai.drift_distributions.DriftDistribution" title="abacusai.drift_distributions.DriftDistribution"><em>DriftDistribution</em></a>) – A DriftDistribution describing column names and the range of values for prediction drift, when the predictions come from BP.</p></li>
+<li><p><strong>labelDrift</strong> (<a class="reference internal" href="../drift_distribution/index.html#abacusai.drift_distribution.DriftDistribution" title="abacusai.drift_distribution.DriftDistribution"><em>DriftDistribution</em></a>) – A DriftDistribution describing column names and the range of values for label drift.</p></li>
+<li><p><strong>predictionDrift</strong> (<a class="reference internal" href="../drift_distribution/index.html#abacusai.drift_distribution.DriftDistribution" title="abacusai.drift_distribution.DriftDistribution"><em>DriftDistribution</em></a>) – A DriftDistribution describing column names and the range of values for prediction drift.</p></li>
+<li><p><strong>bpPredictionDrift</strong> (<a class="reference internal" href="../drift_distribution/index.html#abacusai.drift_distribution.DriftDistribution" title="abacusai.drift_distribution.DriftDistribution"><em>DriftDistribution</em></a>) – A DriftDistribution describing column names and the range of values for prediction drift, when the predictions come from BP.</p></li>
 </ul>
 </dd>
 </dl>
@@ -403,6 +337,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/eda/index.html b/docs/autoapi/abacusai/eda/index.html
index f23480e2e..d141d5179 100644
--- a/docs/autoapi/abacusai/eda/index.html
+++ b/docs/autoapi/abacusai/eda/index.html
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+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
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+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
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 </li>
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+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
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-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.eda</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></li>
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@@ -293,280 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.eda">
-<span id="abacusai-eda"></span><h1>abacusai.eda<a class="headerlink" href="#module-abacusai.eda" title="Link to this heading"></a></h1>
+<span id="abacusai-eda"></span><h1><a class="reference internal" href="#module-abacusai.eda" title="abacusai.eda"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a><a class="headerlink" href="#module-abacusai.eda" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.eda.EdaVersion" title="abacusai.eda.EdaVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">EdaVersion</span></code></a></p></td>
-<td><p>A version of an eda object</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.eda.RefreshSchedule" title="abacusai.eda.RefreshSchedule"><code class="xref py py-obj docutils literal notranslate"><span class="pre">RefreshSchedule</span></code></a></p></td>
-<td><p>A refresh schedule for an object. Defines when the next version of the object will be created</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.eda.AbstractApiClass" title="abacusai.eda.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.eda.Eda" title="abacusai.eda.Eda"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Eda</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.eda.Eda" title="abacusai.eda.Eda"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Eda</span></code></a></p></td>
 <td><p>A exploratory data analysis object</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.eda.EdaVersion">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.eda.</span></span><span class="sig-name descname"><span class="pre">EdaVersion</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edaVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edaId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edaStartedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edaCompletedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">referenceFeatureGroupVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">testFeatureGroupVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.eda.EdaVersion" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A version of an eda object</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>edaVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of a eda version.</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The current status of the eda object.</p></li>
-<li><p><strong>edaId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A reference to the eda this version belongs to.</p></li>
-<li><p><strong>edaStartedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The start time and date of the eda process.</p></li>
-<li><p><strong>edaCompletedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The end time and date of the eda process.</p></li>
-<li><p><strong>referenceFeatureGroupVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – Feature group version IDs that this refresh pipeline run is analyzing.</p></li>
-<li><p><strong>testFeatureGroupVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – Feature group version IDs that this refresh pipeline run is analyzing.</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Relevant error if the status is FAILED.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.eda.EdaVersion.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.eda.EdaVersion.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.eda.EdaVersion.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.eda.EdaVersion.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.eda.EdaVersion.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.eda.EdaVersion.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.eda.EdaVersion" title="abacusai.eda.EdaVersion">EdaVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.eda.EdaVersion.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.eda.EdaVersion.describe" title="Link to this definition"></a></dt>
-<dd><p>Retrieves a full description of the specified EDA version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>eda_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier of the EDA version.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An EDA version.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.eda.EdaVersion" title="abacusai.eda.EdaVersion">EdaVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.eda.EdaVersion.delete">
-<span class="sig-name descname"><span class="pre">delete</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.eda.EdaVersion.delete" title="Link to this definition"></a></dt>
-<dd><p>Deletes the specified EDA version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>eda_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier of the EDA version to delete.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.eda.EdaVersion.get_eda_collinearity">
-<span class="sig-name descname"><span class="pre">get_eda_collinearity</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.eda.EdaVersion.get_eda_collinearity" title="Link to this definition"></a></dt>
-<dd><p>Gets the Collinearity between all features for the Exploratory Data Analysis.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>eda_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier associated with the EDA instance.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An object with a record of correlations between each feature for the EDA.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.EdaCollinearity" title="abacusai.client.EdaCollinearity">EdaCollinearity</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.eda.EdaVersion.get_eda_data_consistency">
-<span class="sig-name descname"><span class="pre">get_eda_data_consistency</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">transformation_feature</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.eda.EdaVersion.get_eda_data_consistency" title="Link to this definition"></a></dt>
-<dd><p>Gets the data consistency for the Exploratory Data Analysis.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>transformation_feature</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The transformation feature to get consistency for.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Object with duplication, deletion, and transformation data for data consistency analysis for an EDA.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.EdaDataConsistency" title="abacusai.client.EdaDataConsistency">EdaDataConsistency</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.eda.EdaVersion.get_collinearity_for_feature">
-<span class="sig-name descname"><span class="pre">get_collinearity_for_feature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.eda.EdaVersion.get_collinearity_for_feature" title="Link to this definition"></a></dt>
-<dd><p>Gets the Collinearity for the given feature from the Exploratory Data Analysis.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the feature for which correlation is shown.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Object with a record of correlations for the provided feature for an EDA.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.EdaFeatureCollinearity" title="abacusai.client.EdaFeatureCollinearity">EdaFeatureCollinearity</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.eda.EdaVersion.get_feature_association">
-<span class="sig-name descname"><span class="pre">get_feature_association</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">reference_feature_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">test_feature_name</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.eda.EdaVersion.get_feature_association" title="Link to this definition"></a></dt>
-<dd><p>Gets the Feature Association for the given features from the feature group version within the eda_version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>reference_feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the feature for feature association (on x-axis for the plots generated for the Feature association in the product).</p></li>
-<li><p><strong>test_feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the feature for feature association (on y-axis for the plots generated for the Feature association in the product).</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An object with a record of data for the feature association between the two given features for an EDA version.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.EdaFeatureAssociation" title="abacusai.client.EdaFeatureAssociation">EdaFeatureAssociation</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.eda.EdaVersion.get_eda_forecasting_analysis">
-<span class="sig-name descname"><span class="pre">get_eda_forecasting_analysis</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.eda.EdaVersion.get_eda_forecasting_analysis" title="Link to this definition"></a></dt>
-<dd><p>Gets the Forecasting analysis for the Exploratory Data Analysis.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>eda_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier associated with the EDA version.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Object with forecasting analysis that includes sales_across_time, cummulative_contribution, missing_value_distribution, history_length, num_rows_histogram, product_maturity data.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.EdaForecastingAnalysis" title="abacusai.client.EdaForecastingAnalysis">EdaForecastingAnalysis</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.eda.EdaVersion.wait_for_eda">
-<span class="sig-name descname"><span class="pre">wait_for_eda</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1200</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.eda.EdaVersion.wait_for_eda" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until eda version is ready.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.eda.EdaVersion.get_status">
-<span class="sig-name descname"><span class="pre">get_status</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.eda.EdaVersion.get_status" title="Link to this definition"></a></dt>
-<dd><p>Gets the status of the eda version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A string describing the status of the model monitor version, for e.g., pending, complete, etc.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)">str</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.eda.RefreshSchedule">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.eda.</span></span><span class="sig-name descname"><span class="pre">RefreshSchedule</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refreshPolicyId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nextRunTime</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cron</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refreshType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.eda.RefreshSchedule" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A refresh schedule for an object. Defines when the next version of the object will be created</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>refreshPolicyId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the refresh policy</p></li>
-<li><p><strong>nextRunTime</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The next run time of the refresh policy. If null, the policy is paused.</p></li>
-<li><p><strong>cron</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A cron-style string that describes the when this refresh policy is to be executed in UTC</p></li>
-<li><p><strong>refreshType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of refresh that will be run</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – An error message for the last pipeline run of a policy</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.eda.RefreshSchedule.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.eda.RefreshSchedule.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.eda.RefreshSchedule.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.eda.RefreshSchedule.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.eda.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.eda.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.eda.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.eda.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.eda.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.eda.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.eda.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.eda.Eda">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.eda.</span></span><span class="sig-name descname"><span class="pre">Eda</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edaId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">projectId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">referenceFeatureGroupVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">testFeatureGroupVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edaConfigs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">latestEdaVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refreshSchedules</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.eda.Eda" title="Link to this definition"></a></dt>
@@ -584,8 +317,8 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>referenceFeatureGroupVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Reference Feature group version for data consistency analysis, will be latest feature group version for collinearity analysis.</p></li>
 <li><p><strong>testFeatureGroupVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Test Feature group version for data consistency analysis, will be latest feature group version for collinearity analysis.</p></li>
 <li><p><strong>edaConfigs</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Configurations for eda object.</p></li>
-<li><p><strong>latestEdaVersion</strong> (<a class="reference internal" href="#abacusai.eda.EdaVersion" title="abacusai.eda.EdaVersion"><em>EdaVersion</em></a>) – The latest eda object version.</p></li>
-<li><p><strong>refreshSchedules</strong> (<a class="reference internal" href="#abacusai.eda.RefreshSchedule" title="abacusai.eda.RefreshSchedule"><em>RefreshSchedule</em></a>) – List of refresh schedules that indicate when the next model version will be trained.</p></li>
+<li><p><strong>latestEdaVersion</strong> (<a class="reference internal" href="../eda_version/index.html#abacusai.eda_version.EdaVersion" title="abacusai.eda_version.EdaVersion"><em>EdaVersion</em></a>) – The latest eda object version.</p></li>
+<li><p><strong>refreshSchedules</strong> (<a class="reference internal" href="../refresh_schedule/index.html#abacusai.refresh_schedule.RefreshSchedule" title="abacusai.refresh_schedule.RefreshSchedule"><em>RefreshSchedule</em></a>) – List of refresh schedules that indicate when the next model version will be trained.</p></li>
 </ul>
 </dd>
 </dl>
@@ -672,7 +405,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A list of EDA versions.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.eda.EdaVersion" title="abacusai.eda.EdaVersion">EdaVersion</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../eda_version/index.html#abacusai.eda_version.EdaVersion" title="abacusai.eda_version.EdaVersion">EdaVersion</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -701,6 +434,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/eda_chart_description/index.html b/docs/autoapi/abacusai/eda_chart_description/index.html
index 04ae70935..cca92420e 100644
--- a/docs/autoapi/abacusai/eda_chart_description/index.html
+++ b/docs/autoapi/abacusai/eda_chart_description/index.html
@@ -46,222 +46,217 @@
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
               <ul class="current">
-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
 <li class="toctree-l2 current"><a class="reference internal" href="../index.html#submodules">Submodules</a><ul class="current">
-<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html">abacusai.abacus_api</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html">abacusai.agent_data_document_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html">abacusai.agent_data_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html">abacusai.agent_version</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html">abacusai.eda_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html">abacusai.eda_data_consistency</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html">abacusai.eda_feature_association</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html">abacusai.eda_feature_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html">abacusai.eda_forecasting_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html">abacusai.eda_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html">abacusai.embedding_feature_drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html">abacusai.execute_feature_group_operation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html">abacusai.external_application</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html">abacusai.external_invite</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html">abacusai.extracted_fields</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature/index.html">abacusai.feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html">abacusai.feature_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html">abacusai.feature_drift_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html">abacusai.feature_drift_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html">abacusai.feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html">abacusai.feature_group_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html">abacusai.feature_group_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html">abacusai.feature_group_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html">abacusai.feature_group_export_download_url</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html">abacusai.feature_group_lineage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html">abacusai.feature_group_refresh_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html">abacusai.feature_group_row</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html">abacusai.feature_group_row_process</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html">abacusai.feature_group_row_process_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html">abacusai.feature_group_row_process_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html">abacusai.feature_group_template_variable_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html">abacusai.feature_group_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html">abacusai.feature_importance</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html">abacusai.feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html">abacusai.feature_performance_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html">abacusai.file_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
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 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.eda_chart_description</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/eda_chart_description/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.eda_chart_description">
-<span id="abacusai-eda-chart-description"></span><h1>abacusai.eda_chart_description<a class="headerlink" href="#module-abacusai.eda_chart_description" title="Link to this heading"></a></h1>
+<span id="abacusai-eda-chart-description"></span><h1><a class="reference internal" href="#module-abacusai.eda_chart_description" title="abacusai.eda_chart_description"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a><a class="headerlink" href="#module-abacusai.eda_chart_description" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.eda_chart_description.AbstractApiClass" title="abacusai.eda_chart_description.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.eda_chart_description.EdaChartDescription" title="abacusai.eda_chart_description.EdaChartDescription"><code class="xref py py-obj docutils literal notranslate"><span class="pre">EdaChartDescription</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.eda_chart_description.EdaChartDescription" title="abacusai.eda_chart_description.EdaChartDescription"><code class="xref py py-obj docutils literal notranslate"><span class="pre">EdaChartDescription</span></code></a></p></td>
 <td><p>Eda Chart Description.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.eda_chart_description.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.eda_chart_description.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.eda_chart_description.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.eda_chart_description.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.eda_chart_description.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.eda_chart_description.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.eda_chart_description.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.eda_chart_description.EdaChartDescription">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.eda_chart_description.</span></span><span class="sig-name descname"><span class="pre">EdaChartDescription</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">chartType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.eda_chart_description.EdaChartDescription" title="Link to this definition"></a></dt>
@@ -361,6 +336,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/eda_collinearity/index.html b/docs/autoapi/abacusai/eda_collinearity/index.html
index 003f3a1fb..7a799475c 100644
--- a/docs/autoapi/abacusai/eda_collinearity/index.html
+++ b/docs/autoapi/abacusai/eda_collinearity/index.html
@@ -46,222 +46,217 @@
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
               <ul class="current">
-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
 <li class="toctree-l2 current"><a class="reference internal" href="../index.html#submodules">Submodules</a><ul class="current">
-<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html">abacusai.abacus_api</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent/index.html">abacusai.agent</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html">abacusai.agent_data_document_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html">abacusai.agent_data_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html">abacusai.agent_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html">abacusai.ai_building_task</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html">abacusai.algorithm</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html">abacusai.annotation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html">abacusai.annotation_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html">abacusai.annotation_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html">abacusai.annotation_entry</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html">abacusai.annotations_status</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html">abacusai.api_client_utils</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html">abacusai.api_endpoint</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html">abacusai.api_key</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html">abacusai.app_user_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html">abacusai.application_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html">abacusai.batch_prediction</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html">abacusai.batch_prediction_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html">abacusai.batch_prediction_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html">abacusai.code_source</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html">abacusai.concatenation_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html">abacusai.cpu_gpu_memory_specs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html">abacusai.cryptography</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html">abacusai.custom_loss_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html">abacusai.custom_metric</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html">abacusai.custom_metric_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html">abacusai.custom_train_function_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html">abacusai.data_consistency_duplication</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html">abacusai.data_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html">abacusai.data_prep_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html">abacusai.data_quality_results</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html">abacusai.data_upload_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html">abacusai.database_column_feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html">abacusai.database_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html">abacusai.database_connector_column</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html">abacusai.database_connector_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html">abacusai.dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html">abacusai.dataset_column</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html">abacusai.dataset_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html">abacusai.dataset_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html">abacusai.deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html">abacusai.deployment_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html">abacusai.deployment_conversation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html">abacusai.deployment_conversation_event</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html">abacusai.deployment_conversation_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html">abacusai.document_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html">abacusai.document_retriever</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html">abacusai.document_retriever_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html">abacusai.document_retriever_lookup_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html">abacusai.document_retriever_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html">abacusai.drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html">abacusai.drift_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda/index.html">abacusai.eda</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html">abacusai.eda_chart_description</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.eda_collinearity</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html">abacusai.eda_data_consistency</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html">abacusai.eda_feature_association</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html">abacusai.eda_feature_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html">abacusai.eda_forecasting_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html">abacusai.eda_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html">abacusai.embedding_feature_drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html">abacusai.execute_feature_group_operation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html">abacusai.external_application</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html">abacusai.external_invite</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html">abacusai.extracted_fields</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature/index.html">abacusai.feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html">abacusai.feature_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html">abacusai.feature_drift_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html">abacusai.feature_drift_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html">abacusai.feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html">abacusai.feature_group_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html">abacusai.feature_group_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html">abacusai.feature_group_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html">abacusai.feature_group_export_download_url</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html">abacusai.feature_group_lineage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html">abacusai.feature_group_refresh_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html">abacusai.feature_group_row</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html">abacusai.feature_group_row_process</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html">abacusai.feature_group_row_process_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html">abacusai.feature_group_row_process_summary</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
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-      <li class="breadcrumb-item active">abacusai.eda_collinearity</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
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@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.eda_collinearity">
-<span id="abacusai-eda-collinearity"></span><h1>abacusai.eda_collinearity<a class="headerlink" href="#module-abacusai.eda_collinearity" title="Link to this heading"></a></h1>
+<span id="abacusai-eda-collinearity"></span><h1><a class="reference internal" href="#module-abacusai.eda_collinearity" title="abacusai.eda_collinearity"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a><a class="headerlink" href="#module-abacusai.eda_collinearity" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.eda_collinearity.AbstractApiClass" title="abacusai.eda_collinearity.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.eda_collinearity.EdaCollinearity" title="abacusai.eda_collinearity.EdaCollinearity"><code class="xref py py-obj docutils literal notranslate"><span class="pre">EdaCollinearity</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.eda_collinearity.EdaCollinearity" title="abacusai.eda_collinearity.EdaCollinearity"><code class="xref py py-obj docutils literal notranslate"><span class="pre">EdaCollinearity</span></code></a></p></td>
 <td><p>Eda Collinearity of the latest version of the data between all the features.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.eda_collinearity.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.eda_collinearity.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.eda_collinearity.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.eda_collinearity.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.eda_collinearity.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.eda_collinearity.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.eda_collinearity.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.eda_collinearity.EdaCollinearity">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.eda_collinearity.</span></span><span class="sig-name descname"><span class="pre">EdaCollinearity</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">columnNames</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">collinearityMatrix</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">groupFeatureDict</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">collinearityGroups</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">columnNamesX</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.eda_collinearity.EdaCollinearity" title="Link to this definition"></a></dt>
@@ -364,6 +339,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
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index 42d23b911..7c8af5596 100644
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+++ b/docs/autoapi/abacusai/eda_data_consistency/index.html
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+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html">abacusai.eda_feature_association</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html">abacusai.eda_feature_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html">abacusai.eda_forecasting_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html">abacusai.eda_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html">abacusai.embedding_feature_drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html">abacusai.execute_feature_group_operation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html">abacusai.external_application</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html">abacusai.external_invite</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html">abacusai.extracted_fields</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature/index.html">abacusai.feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html">abacusai.feature_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html">abacusai.feature_drift_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html">abacusai.feature_drift_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html">abacusai.feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html">abacusai.feature_group_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html">abacusai.feature_group_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html">abacusai.feature_group_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html">abacusai.feature_group_export_download_url</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html">abacusai.feature_group_lineage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html">abacusai.feature_group_refresh_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html">abacusai.feature_group_row</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html">abacusai.feature_group_row_process</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html">abacusai.feature_group_row_process_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html">abacusai.feature_group_row_process_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html">abacusai.feature_group_template_variable_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html">abacusai.feature_group_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html">abacusai.feature_importance</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html">abacusai.feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html">abacusai.feature_performance_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html">abacusai.file_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.eda_data_consistency</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/eda_data_consistency/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,78 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.eda_data_consistency">
-<span id="abacusai-eda-data-consistency"></span><h1>abacusai.eda_data_consistency<a class="headerlink" href="#module-abacusai.eda_data_consistency" title="Link to this heading"></a></h1>
+<span id="abacusai-eda-data-consistency"></span><h1><a class="reference internal" href="#module-abacusai.eda_data_consistency" title="abacusai.eda_data_consistency"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a><a class="headerlink" href="#module-abacusai.eda_data_consistency" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.eda_data_consistency.DataConsistencyDuplication" title="abacusai.eda_data_consistency.DataConsistencyDuplication"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DataConsistencyDuplication</span></code></a></p></td>
-<td><p>Data Consistency for duplication within data</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.eda_data_consistency.AbstractApiClass" title="abacusai.eda_data_consistency.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.eda_data_consistency.EdaDataConsistency" title="abacusai.eda_data_consistency.EdaDataConsistency"><code class="xref py py-obj docutils literal notranslate"><span class="pre">EdaDataConsistency</span></code></a></p></td>
 <td><p>Eda Data Consistency, contained the duplicates in the base version, Comparison version, Deletions between the base and comparison and feature transformations between the base and comparison data.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.eda_data_consistency.DataConsistencyDuplication">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.eda_data_consistency.</span></span><span class="sig-name descname"><span class="pre">DataConsistencyDuplication</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">totalCount</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">numDuplicates</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sample</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.eda_data_consistency.DataConsistencyDuplication" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Data Consistency for duplication within data</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>totalCount</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Total count of rows in data.</p></li>
-<li><p><strong>numDuplicates</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Number of Duplicates based on primary keys in data.</p></li>
-<li><p><strong>sample</strong> (<a class="reference internal" href="../feature_record/index.html#abacusai.feature_record.FeatureRecord" title="abacusai.feature_record.FeatureRecord"><em>FeatureRecord</em></a>) – A list of dicts enumerating rows the rows that contained duplications in primary keys.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.eda_data_consistency.DataConsistencyDuplication.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.eda_data_consistency.DataConsistencyDuplication.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.eda_data_consistency.DataConsistencyDuplication.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.eda_data_consistency.DataConsistencyDuplication.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.eda_data_consistency.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.eda_data_consistency.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.eda_data_consistency.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.eda_data_consistency.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.eda_data_consistency.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.eda_data_consistency.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.eda_data_consistency.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.eda_data_consistency.EdaDataConsistency">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.eda_data_consistency.</span></span><span class="sig-name descname"><span class="pre">EdaDataConsistency</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">columnNames</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">primaryKeys</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">transformationColumnNames</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">baseDuplicates</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">compareDuplicates</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deletions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">transformations</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.eda_data_consistency.EdaDataConsistency" title="Link to this definition"></a></dt>
@@ -377,9 +312,9 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>columnNames</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Name of all the features in the data</p></li>
 <li><p><strong>primaryKeys</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Name of the primary keys in the data</p></li>
 <li><p><strong>transformationColumnNames</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Name of all the features that are not the primary keys</p></li>
-<li><p><strong>baseDuplicates</strong> (<a class="reference internal" href="#abacusai.eda_data_consistency.DataConsistencyDuplication" title="abacusai.eda_data_consistency.DataConsistencyDuplication"><em>DataConsistencyDuplication</em></a>) – A DataConsistencyDuplication describing the number of duplicates within the data</p></li>
-<li><p><strong>compareDuplicates</strong> (<a class="reference internal" href="#abacusai.eda_data_consistency.DataConsistencyDuplication" title="abacusai.eda_data_consistency.DataConsistencyDuplication"><em>DataConsistencyDuplication</em></a>) – A DataConsistencyDuplication describing the number of duplicates within the data</p></li>
-<li><p><strong>deletions</strong> (<a class="reference internal" href="#abacusai.eda_data_consistency.DataConsistencyDuplication" title="abacusai.eda_data_consistency.DataConsistencyDuplication"><em>DataConsistencyDuplication</em></a>) – A DataConsistencyDeletion describing the number of deletion between two versions in the data</p></li>
+<li><p><strong>baseDuplicates</strong> (<a class="reference internal" href="../data_consistency_duplication/index.html#abacusai.data_consistency_duplication.DataConsistencyDuplication" title="abacusai.data_consistency_duplication.DataConsistencyDuplication"><em>DataConsistencyDuplication</em></a>) – A DataConsistencyDuplication describing the number of duplicates within the data</p></li>
+<li><p><strong>compareDuplicates</strong> (<a class="reference internal" href="../data_consistency_duplication/index.html#abacusai.data_consistency_duplication.DataConsistencyDuplication" title="abacusai.data_consistency_duplication.DataConsistencyDuplication"><em>DataConsistencyDuplication</em></a>) – A DataConsistencyDuplication describing the number of duplicates within the data</p></li>
+<li><p><strong>deletions</strong> (<a class="reference internal" href="../data_consistency_duplication/index.html#abacusai.data_consistency_duplication.DataConsistencyDuplication" title="abacusai.data_consistency_duplication.DataConsistencyDuplication"><em>DataConsistencyDuplication</em></a>) – A DataConsistencyDeletion describing the number of deletion between two versions in the data</p></li>
 <li><p><strong>transformations</strong> (<em>DataConsistencyTransformation</em>) – A DataConsistencyTransformation the number of changes that occured per feature in the data</p></li>
 </ul>
 </dd>
@@ -406,6 +341,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/eda_feature_association/index.html b/docs/autoapi/abacusai/eda_feature_association/index.html
index 7ba22425f..56132f40a 100644
--- a/docs/autoapi/abacusai/eda_feature_association/index.html
+++ b/docs/autoapi/abacusai/eda_feature_association/index.html
@@ -46,222 +46,217 @@
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
               <ul class="current">
-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
 <li class="toctree-l2 current"><a class="reference internal" href="../index.html#submodules">Submodules</a><ul class="current">
-<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html">abacusai.abacus_api</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent/index.html">abacusai.agent</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html">abacusai.agent_data_document_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html">abacusai.agent_data_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html">abacusai.agent_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html">abacusai.ai_building_task</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html">abacusai.algorithm</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html">abacusai.annotation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html">abacusai.annotation_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html">abacusai.annotation_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html">abacusai.annotation_entry</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html">abacusai.annotations_status</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html">abacusai.api_client_utils</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html">abacusai.batch_prediction</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html">abacusai.batch_prediction_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html">abacusai.batch_prediction_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html">abacusai.code_source</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html">abacusai.concatenation_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html">abacusai.cpu_gpu_memory_specs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html">abacusai.cryptography</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html">abacusai.custom_loss_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html">abacusai.custom_metric</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html">abacusai.custom_metric_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html">abacusai.custom_train_function_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html">abacusai.data_consistency_duplication</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html">abacusai.data_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html">abacusai.data_prep_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html">abacusai.data_quality_results</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html">abacusai.data_upload_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html">abacusai.database_column_feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html">abacusai.database_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html">abacusai.database_connector_column</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html">abacusai.database_connector_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html">abacusai.dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html">abacusai.dataset_column</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html">abacusai.dataset_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html">abacusai.dataset_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html">abacusai.deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html">abacusai.deployment_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html">abacusai.deployment_conversation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html">abacusai.deployment_conversation_event</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html">abacusai.deployment_conversation_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html">abacusai.document_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html">abacusai.document_retriever</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html">abacusai.document_retriever_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html">abacusai.document_retriever_lookup_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html">abacusai.document_retriever_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html">abacusai.drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html">abacusai.drift_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda/index.html">abacusai.eda</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html">abacusai.eda_chart_description</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html">abacusai.eda_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html">abacusai.eda_data_consistency</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.eda_feature_association</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html">abacusai.eda_feature_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html">abacusai.eda_forecasting_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html">abacusai.eda_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html">abacusai.embedding_feature_drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html">abacusai.execute_feature_group_operation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html">abacusai.external_application</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html">abacusai.external_invite</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html">abacusai.extracted_fields</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature/index.html">abacusai.feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html">abacusai.feature_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html">abacusai.feature_drift_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html">abacusai.feature_drift_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html">abacusai.feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html">abacusai.feature_group_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html">abacusai.feature_group_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html">abacusai.feature_group_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html">abacusai.feature_group_export_download_url</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
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@@ -281,8 +276,8 @@
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-      <li class="breadcrumb-item active">abacusai.eda_feature_association</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></li>
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@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.eda_feature_association">
-<span id="abacusai-eda-feature-association"></span><h1>abacusai.eda_feature_association<a class="headerlink" href="#module-abacusai.eda_feature_association" title="Link to this heading"></a></h1>
+<span id="abacusai-eda-feature-association"></span><h1><a class="reference internal" href="#module-abacusai.eda_feature_association" title="abacusai.eda_feature_association"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a><a class="headerlink" href="#module-abacusai.eda_feature_association" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.eda_feature_association.AbstractApiClass" title="abacusai.eda_feature_association.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.eda_feature_association.EdaFeatureAssociation" title="abacusai.eda_feature_association.EdaFeatureAssociation"><code class="xref py py-obj docutils literal notranslate"><span class="pre">EdaFeatureAssociation</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.eda_feature_association.EdaFeatureAssociation" title="abacusai.eda_feature_association.EdaFeatureAssociation"><code class="xref py py-obj docutils literal notranslate"><span class="pre">EdaFeatureAssociation</span></code></a></p></td>
 <td><p>Eda Feature Association between two features in the data.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.eda_feature_association.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.eda_feature_association.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.eda_feature_association.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.eda_feature_association.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.eda_feature_association.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.eda_feature_association.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.eda_feature_association.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.eda_feature_association.EdaFeatureAssociation">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.eda_feature_association.</span></span><span class="sig-name descname"><span class="pre">EdaFeatureAssociation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">data</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">isScatter</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">isBoxWhisker</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">xAxis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">yAxis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">xAxisColumnValues</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">yAxisColumnValues</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dataColumns</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.eda_feature_association.EdaFeatureAssociation" title="Link to this definition"></a></dt>
@@ -367,6 +342,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/eda_feature_collinearity/index.html b/docs/autoapi/abacusai/eda_feature_collinearity/index.html
index 0585f5e2a..f3b30cc1a 100644
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+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html">abacusai.eda_forecasting_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html">abacusai.eda_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html">abacusai.embedding_feature_drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html">abacusai.execute_feature_group_operation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html">abacusai.external_application</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html">abacusai.external_invite</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html">abacusai.extracted_fields</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature/index.html">abacusai.feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html">abacusai.feature_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html">abacusai.feature_drift_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html">abacusai.feature_drift_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html">abacusai.feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html">abacusai.feature_group_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html">abacusai.feature_group_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html">abacusai.feature_group_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html">abacusai.feature_group_export_download_url</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html">abacusai.feature_group_lineage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html">abacusai.feature_group_refresh_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html">abacusai.feature_group_row</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html">abacusai.feature_group_row_process</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html">abacusai.feature_group_row_process_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html">abacusai.feature_group_row_process_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html">abacusai.feature_group_template_variable_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html">abacusai.feature_group_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html">abacusai.feature_importance</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html">abacusai.feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html">abacusai.feature_performance_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html">abacusai.file_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
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@@ -281,8 +276,8 @@
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-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.eda_feature_collinearity</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></li>
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             <a href="../../../_sources/autoapi/abacusai/eda_feature_collinearity/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.eda_feature_collinearity">
-<span id="abacusai-eda-feature-collinearity"></span><h1>abacusai.eda_feature_collinearity<a class="headerlink" href="#module-abacusai.eda_feature_collinearity" title="Link to this heading"></a></h1>
+<span id="abacusai-eda-feature-collinearity"></span><h1><a class="reference internal" href="#module-abacusai.eda_feature_collinearity" title="abacusai.eda_feature_collinearity"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a><a class="headerlink" href="#module-abacusai.eda_feature_collinearity" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.eda_feature_collinearity.AbstractApiClass" title="abacusai.eda_feature_collinearity.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.eda_feature_collinearity.EdaFeatureCollinearity" title="abacusai.eda_feature_collinearity.EdaFeatureCollinearity"><code class="xref py py-obj docutils literal notranslate"><span class="pre">EdaFeatureCollinearity</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.eda_feature_collinearity.EdaFeatureCollinearity" title="abacusai.eda_feature_collinearity.EdaFeatureCollinearity"><code class="xref py py-obj docutils literal notranslate"><span class="pre">EdaFeatureCollinearity</span></code></a></p></td>
 <td><p>Eda Collinearity of the latest version of the data for a given feature.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.eda_feature_collinearity.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.eda_feature_collinearity.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.eda_feature_collinearity.AbstractApiClass" title="Link to this definition"></a></dt>
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-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.eda_feature_collinearity.AbstractApiClass._get_attribute_as_dict">
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-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.eda_feature_collinearity.EdaFeatureCollinearity">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.eda_feature_collinearity.</span></span><span class="sig-name descname"><span class="pre">EdaFeatureCollinearity</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">selectedFeature</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sortedColumnNames</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureCollinearity</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.eda_feature_collinearity.EdaFeatureCollinearity" title="Link to this definition"></a></dt>
@@ -362,6 +337,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/eda_forecasting_analysis/index.html b/docs/autoapi/abacusai/eda_forecasting_analysis/index.html
index 597b396d3..810cf4346 100644
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+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
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-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html">abacusai.deployment_conversation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html">abacusai.deployment_conversation_event</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html">abacusai.deployment_conversation_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html">abacusai.document_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html">abacusai.document_retriever</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html">abacusai.document_retriever_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html">abacusai.document_retriever_lookup_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html">abacusai.document_retriever_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html">abacusai.drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html">abacusai.drift_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda/index.html">abacusai.eda</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html">abacusai.eda_chart_description</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html">abacusai.eda_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html">abacusai.eda_data_consistency</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html">abacusai.eda_feature_association</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html">abacusai.eda_feature_collinearity</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.eda_forecasting_analysis</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html">abacusai.eda_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html">abacusai.embedding_feature_drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html">abacusai.execute_feature_group_operation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html">abacusai.external_application</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html">abacusai.external_invite</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html">abacusai.extracted_fields</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature/index.html">abacusai.feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html">abacusai.feature_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html">abacusai.feature_drift_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html">abacusai.feature_drift_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html">abacusai.feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html">abacusai.feature_group_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html">abacusai.feature_group_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html">abacusai.feature_group_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html">abacusai.feature_group_export_download_url</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html">abacusai.feature_group_lineage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html">abacusai.feature_group_refresh_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html">abacusai.feature_group_row</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html">abacusai.feature_group_row_process</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html">abacusai.feature_group_row_process_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html">abacusai.feature_group_row_process_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html">abacusai.feature_group_template_variable_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html">abacusai.feature_group_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html">abacusai.feature_importance</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html">abacusai.feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html">abacusai.feature_performance_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html">abacusai.file_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
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@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
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-      <li class="breadcrumb-item active">abacusai.eda_forecasting_analysis</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></li>
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@@ -293,83 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.eda_forecasting_analysis">
-<span id="abacusai-eda-forecasting-analysis"></span><h1>abacusai.eda_forecasting_analysis<a class="headerlink" href="#module-abacusai.eda_forecasting_analysis" title="Link to this heading"></a></h1>
+<span id="abacusai-eda-forecasting-analysis"></span><h1><a class="reference internal" href="#module-abacusai.eda_forecasting_analysis" title="abacusai.eda_forecasting_analysis"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a><a class="headerlink" href="#module-abacusai.eda_forecasting_analysis" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData" title="abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ForecastingAnalysisGraphData</span></code></a></p></td>
-<td><p>Forecasting Analysis Graph Data representation.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.eda_forecasting_analysis.AbstractApiClass" title="abacusai.eda_forecasting_analysis.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.eda_forecasting_analysis.EdaForecastingAnalysis" title="abacusai.eda_forecasting_analysis.EdaForecastingAnalysis"><code class="xref py py-obj docutils literal notranslate"><span class="pre">EdaForecastingAnalysis</span></code></a></p></td>
 <td><p>Eda Forecasting Analysis of the latest version of the data.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.eda_forecasting_analysis.</span></span><span class="sig-name descname"><span class="pre">ForecastingAnalysisGraphData</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">data</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">xAxis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">yAxis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dataColumns</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">chartName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">chartTypes</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">itemStatistics</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">chartDescriptions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Forecasting Analysis Graph Data representation.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>data</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of graph data</p></li>
-<li><p><strong>xAxis</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Feature that represents the x axis</p></li>
-<li><p><strong>yAxis</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Feature that represents the y axis</p></li>
-<li><p><strong>dataColumns</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Ordered name of the column for each rowwise data</p></li>
-<li><p><strong>chartName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the chart represented by the data</p></li>
-<li><p><strong>chartTypes</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Type of charts in that can exist in the current data.</p></li>
-<li><p><strong>itemStatistics</strong> (<a class="reference internal" href="../forecasting_analysis_graph_data/index.html#abacusai.forecasting_analysis_graph_data.ItemStatistics" title="abacusai.forecasting_analysis_graph_data.ItemStatistics"><em>ItemStatistics</em></a>) – In item wise charts, gives the mean, median, count, missing_percent, p10, p90, standard_deviation, min, max</p></li>
-<li><p><strong>chartDescriptions</strong> (<a class="reference internal" href="../eda_chart_description/index.html#abacusai.eda_chart_description.EdaChartDescription" title="abacusai.eda_chart_description.EdaChartDescription"><em>EdaChartDescription</em></a>) – List of descriptions of what the chart contains</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.eda_forecasting_analysis.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.eda_forecasting_analysis.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.eda_forecasting_analysis.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.eda_forecasting_analysis.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.eda_forecasting_analysis.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.eda_forecasting_analysis.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.eda_forecasting_analysis.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.eda_forecasting_analysis.EdaForecastingAnalysis">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.eda_forecasting_analysis.</span></span><span class="sig-name descname"><span class="pre">EdaForecastingAnalysis</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">primaryKeys</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">forecastingTargetFeature</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">timestampFeature</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">forecastFrequency</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">salesAcrossTime</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cummulativeContribution</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">missingValueDistribution</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">historyLength</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">numRowsHistogram</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">productMaturity</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">seasonalityYear</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">seasonalityMonth</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">seasonalityWeekOfYear</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">seasonalityDayOfYear</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">seasonalityDayOfMonth</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">seasonalityDayOfWeek</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">seasonalityQuarter</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">seasonalityHour</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">seasonalityMinute</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">seasonalitySecond</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">autocorrelation</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">partialAutocorrelation</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.eda_forecasting_analysis.EdaForecastingAnalysis" title="Link to this definition"></a></dt>
@@ -383,24 +313,24 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>forecastingTargetFeature</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Feature in the data that represents the target.</p></li>
 <li><p><strong>timestampFeature</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Feature in the data that represents the timestamp column.</p></li>
 <li><p><strong>forecastFrequency</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Frequency of data, could be hourly, daily, weekly, monthly, quarterly or yearly.</p></li>
-<li><p><strong>salesAcrossTime</strong> (<a class="reference internal" href="#abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData" title="abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing average, p10, p90, median sales across time</p></li>
-<li><p><strong>cummulativeContribution</strong> (<a class="reference internal" href="#abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData" title="abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing what percent of items contribute to what amount of sales.</p></li>
-<li><p><strong>missingValueDistribution</strong> (<a class="reference internal" href="#abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData" title="abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing missing or null value distribution</p></li>
-<li><p><strong>historyLength</strong> (<a class="reference internal" href="#abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData" title="abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing length of history distribution</p></li>
-<li><p><strong>numRowsHistogram</strong> (<a class="reference internal" href="#abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData" title="abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing number of rows for an item distribution</p></li>
-<li><p><strong>productMaturity</strong> (<a class="reference internal" href="#abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData" title="abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing length of how long a product has been alive with average, p10, p90 and median</p></li>
-<li><p><strong>seasonalityYear</strong> (<a class="reference internal" href="#abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData" title="abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing average, p10, p90, median sales across grouped years</p></li>
-<li><p><strong>seasonalityMonth</strong> (<a class="reference internal" href="#abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData" title="abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing average, p10, p90, median sales across grouped months</p></li>
-<li><p><strong>seasonalityWeekOfYear</strong> (<a class="reference internal" href="#abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData" title="abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing average, p10, p90, median sales across week of year seasonality</p></li>
-<li><p><strong>seasonalityDayOfYear</strong> (<a class="reference internal" href="#abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData" title="abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing average, p10, p90, median sales across day of year seasonality</p></li>
-<li><p><strong>seasonalityDayOfMonth</strong> (<a class="reference internal" href="#abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData" title="abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing average, p10, p90, median sales across day of month seasonality</p></li>
-<li><p><strong>seasonalityDayOfWeek</strong> (<a class="reference internal" href="#abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData" title="abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing average, p10, p90, median sales across day of week seasonality</p></li>
-<li><p><strong>seasonalityQuarter</strong> (<a class="reference internal" href="#abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData" title="abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing average, p10, p90, median sales across grouped quarters</p></li>
-<li><p><strong>seasonalityHour</strong> (<a class="reference internal" href="#abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData" title="abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing average, p10, p90, median sales across grouped hours</p></li>
-<li><p><strong>seasonalityMinute</strong> (<a class="reference internal" href="#abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData" title="abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing average, p10, p90, median sales across grouped minutes</p></li>
-<li><p><strong>seasonalitySecond</strong> (<a class="reference internal" href="#abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData" title="abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing average, p10, p90, median sales across grouped seconds</p></li>
-<li><p><strong>autocorrelation</strong> (<a class="reference internal" href="#abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData" title="abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing the correlation of the forecasting target and its lagged values at different time lags.</p></li>
-<li><p><strong>partialAutocorrelation</strong> (<a class="reference internal" href="#abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData" title="abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing the correlation of the forecasting target and its lagged values, controlling for the effects of intervening lags.</p></li>
+<li><p><strong>salesAcrossTime</strong> (<a class="reference internal" href="../forecasting_analysis_graph_data/index.html#abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData" title="abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing average, p10, p90, median sales across time</p></li>
+<li><p><strong>cummulativeContribution</strong> (<a class="reference internal" href="../forecasting_analysis_graph_data/index.html#abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData" title="abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing what percent of items contribute to what amount of sales.</p></li>
+<li><p><strong>missingValueDistribution</strong> (<a class="reference internal" href="../forecasting_analysis_graph_data/index.html#abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData" title="abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing missing or null value distribution</p></li>
+<li><p><strong>historyLength</strong> (<a class="reference internal" href="../forecasting_analysis_graph_data/index.html#abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData" title="abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing length of history distribution</p></li>
+<li><p><strong>numRowsHistogram</strong> (<a class="reference internal" href="../forecasting_analysis_graph_data/index.html#abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData" title="abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing number of rows for an item distribution</p></li>
+<li><p><strong>productMaturity</strong> (<a class="reference internal" href="../forecasting_analysis_graph_data/index.html#abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData" title="abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing length of how long a product has been alive with average, p10, p90 and median</p></li>
+<li><p><strong>seasonalityYear</strong> (<a class="reference internal" href="../forecasting_analysis_graph_data/index.html#abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData" title="abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing average, p10, p90, median sales across grouped years</p></li>
+<li><p><strong>seasonalityMonth</strong> (<a class="reference internal" href="../forecasting_analysis_graph_data/index.html#abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData" title="abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing average, p10, p90, median sales across grouped months</p></li>
+<li><p><strong>seasonalityWeekOfYear</strong> (<a class="reference internal" href="../forecasting_analysis_graph_data/index.html#abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData" title="abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing average, p10, p90, median sales across week of year seasonality</p></li>
+<li><p><strong>seasonalityDayOfYear</strong> (<a class="reference internal" href="../forecasting_analysis_graph_data/index.html#abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData" title="abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing average, p10, p90, median sales across day of year seasonality</p></li>
+<li><p><strong>seasonalityDayOfMonth</strong> (<a class="reference internal" href="../forecasting_analysis_graph_data/index.html#abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData" title="abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing average, p10, p90, median sales across day of month seasonality</p></li>
+<li><p><strong>seasonalityDayOfWeek</strong> (<a class="reference internal" href="../forecasting_analysis_graph_data/index.html#abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData" title="abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing average, p10, p90, median sales across day of week seasonality</p></li>
+<li><p><strong>seasonalityQuarter</strong> (<a class="reference internal" href="../forecasting_analysis_graph_data/index.html#abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData" title="abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing average, p10, p90, median sales across grouped quarters</p></li>
+<li><p><strong>seasonalityHour</strong> (<a class="reference internal" href="../forecasting_analysis_graph_data/index.html#abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData" title="abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing average, p10, p90, median sales across grouped hours</p></li>
+<li><p><strong>seasonalityMinute</strong> (<a class="reference internal" href="../forecasting_analysis_graph_data/index.html#abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData" title="abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing average, p10, p90, median sales across grouped minutes</p></li>
+<li><p><strong>seasonalitySecond</strong> (<a class="reference internal" href="../forecasting_analysis_graph_data/index.html#abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData" title="abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing average, p10, p90, median sales across grouped seconds</p></li>
+<li><p><strong>autocorrelation</strong> (<a class="reference internal" href="../forecasting_analysis_graph_data/index.html#abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData" title="abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing the correlation of the forecasting target and its lagged values at different time lags.</p></li>
+<li><p><strong>partialAutocorrelation</strong> (<a class="reference internal" href="../forecasting_analysis_graph_data/index.html#abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData" title="abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing the correlation of the forecasting target and its lagged values, controlling for the effects of intervening lags.</p></li>
 </ul>
 </dd>
 </dl>
@@ -426,6 +356,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/eda_version/index.html b/docs/autoapi/abacusai/eda_version/index.html
index 93a010611..c84a7b884 100644
--- a/docs/autoapi/abacusai/eda_version/index.html
+++ b/docs/autoapi/abacusai/eda_version/index.html
@@ -46,222 +46,217 @@
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
               <ul class="current">
-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
 <li class="toctree-l2 current"><a class="reference internal" href="../index.html#submodules">Submodules</a><ul class="current">
-<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html">abacusai.abacus_api</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent/index.html">abacusai.agent</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html">abacusai.agent_data_document_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html">abacusai.agent_data_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html">abacusai.agent_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html">abacusai.ai_building_task</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html">abacusai.algorithm</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html">abacusai.annotation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html">abacusai.annotation_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html">abacusai.annotation_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html">abacusai.annotation_entry</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html">abacusai.annotations_status</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html">abacusai.api_client_utils</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html">abacusai.api_endpoint</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html">abacusai.api_key</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html">abacusai.app_user_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html">abacusai.application_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html">abacusai.batch_prediction</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html">abacusai.batch_prediction_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html">abacusai.batch_prediction_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html">abacusai.code_source</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html">abacusai.concatenation_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html">abacusai.cpu_gpu_memory_specs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html">abacusai.cryptography</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html">abacusai.custom_loss_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html">abacusai.custom_metric</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html">abacusai.custom_metric_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html">abacusai.custom_train_function_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html">abacusai.data_consistency_duplication</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html">abacusai.data_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html">abacusai.data_prep_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html">abacusai.data_quality_results</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html">abacusai.data_upload_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html">abacusai.database_column_feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html">abacusai.database_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html">abacusai.database_connector_column</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html">abacusai.database_connector_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html">abacusai.dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html">abacusai.dataset_column</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html">abacusai.dataset_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html">abacusai.dataset_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html">abacusai.deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html">abacusai.deployment_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html">abacusai.deployment_conversation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html">abacusai.deployment_conversation_event</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html">abacusai.deployment_conversation_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html">abacusai.document_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html">abacusai.document_retriever</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html">abacusai.document_retriever_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html">abacusai.document_retriever_lookup_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html">abacusai.document_retriever_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html">abacusai.drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html">abacusai.drift_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda/index.html">abacusai.eda</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html">abacusai.eda_chart_description</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html">abacusai.eda_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html">abacusai.eda_data_consistency</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html">abacusai.eda_feature_association</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html">abacusai.eda_feature_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html">abacusai.eda_forecasting_analysis</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.eda_version</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html">abacusai.embedding_feature_drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html">abacusai.execute_feature_group_operation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html">abacusai.external_application</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html">abacusai.external_invite</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html">abacusai.extracted_fields</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature/index.html">abacusai.feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html">abacusai.feature_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html">abacusai.feature_drift_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html">abacusai.feature_drift_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html">abacusai.feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html">abacusai.feature_group_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html">abacusai.feature_group_export</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
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-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.eda_version</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></li>
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             <a href="../../../_sources/autoapi/abacusai/eda_version/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.eda_version">
-<span id="abacusai-eda-version"></span><h1>abacusai.eda_version<a class="headerlink" href="#module-abacusai.eda_version" title="Link to this heading"></a></h1>
+<span id="abacusai-eda-version"></span><h1><a class="reference internal" href="#module-abacusai.eda_version" title="abacusai.eda_version"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a><a class="headerlink" href="#module-abacusai.eda_version" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
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 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.eda_version.AbstractApiClass" title="abacusai.eda_version.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.eda_version.EdaVersion" title="abacusai.eda_version.EdaVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">EdaVersion</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.eda_version.EdaVersion" title="abacusai.eda_version.EdaVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">EdaVersion</span></code></a></p></td>
 <td><p>A version of an eda object</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.eda_version.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.eda_version.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.eda_version.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.eda_version.AbstractApiClass.__eq__">
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-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.eda_version.AbstractApiClass._get_attribute_as_dict">
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-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.eda_version.EdaVersion">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.eda_version.</span></span><span class="sig-name descname"><span class="pre">EdaVersion</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edaVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edaId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edaStartedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edaCompletedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">referenceFeatureGroupVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">testFeatureGroupVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.eda_version.EdaVersion" title="Link to this definition"></a></dt>
@@ -419,7 +394,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>An object with a record of correlations between each feature for the EDA.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.EdaCollinearity" title="abacusai.client.EdaCollinearity">EdaCollinearity</a></p>
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 </dd>
 </dl>
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@@ -436,7 +411,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Object with duplication, deletion, and transformation data for data consistency analysis for an EDA.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
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+<dd class="field-odd"><p><a class="reference internal" href="../eda_data_consistency/index.html#abacusai.eda_data_consistency.EdaDataConsistency" title="abacusai.eda_data_consistency.EdaDataConsistency">EdaDataConsistency</a></p>
 </dd>
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@@ -453,7 +428,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Object with a record of correlations for the provided feature for an EDA.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.EdaFeatureCollinearity" title="abacusai.client.EdaFeatureCollinearity">EdaFeatureCollinearity</a></p>
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 </dd>
 </dl>
 </dd></dl>
@@ -473,7 +448,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>An object with a record of data for the feature association between the two given features for an EDA version.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.EdaFeatureAssociation" title="abacusai.client.EdaFeatureAssociation">EdaFeatureAssociation</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../eda_feature_association/index.html#abacusai.eda_feature_association.EdaFeatureAssociation" title="abacusai.eda_feature_association.EdaFeatureAssociation">EdaFeatureAssociation</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -490,7 +465,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Object with forecasting analysis that includes sales_across_time, cummulative_contribution, missing_value_distribution, history_length, num_rows_histogram, product_maturity data.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.EdaForecastingAnalysis" title="abacusai.client.EdaForecastingAnalysis">EdaForecastingAnalysis</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../eda_forecasting_analysis/index.html#abacusai.eda_forecasting_analysis.EdaForecastingAnalysis" title="abacusai.eda_forecasting_analysis.EdaForecastingAnalysis">EdaForecastingAnalysis</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -522,6 +497,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/embedding_feature_drift_distribution/index.html b/docs/autoapi/abacusai/embedding_feature_drift_distribution/index.html
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 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html">abacusai.execute_feature_group_operation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html">abacusai.external_application</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html">abacusai.external_invite</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html">abacusai.extracted_fields</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature/index.html">abacusai.feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html">abacusai.feature_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html">abacusai.feature_drift_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html">abacusai.feature_drift_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html">abacusai.feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html">abacusai.feature_group_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html">abacusai.feature_group_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html">abacusai.feature_group_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html">abacusai.feature_group_export_download_url</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html">abacusai.feature_group_lineage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html">abacusai.feature_group_refresh_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html">abacusai.feature_group_row</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html">abacusai.feature_group_row_process</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html">abacusai.feature_group_row_process_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html">abacusai.feature_group_row_process_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html">abacusai.feature_group_template_variable_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html">abacusai.feature_group_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html">abacusai.feature_importance</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html">abacusai.feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html">abacusai.feature_performance_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html">abacusai.file_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.embedding_feature_drift_distribution</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></li>
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             <a href="../../../_sources/autoapi/abacusai/embedding_feature_drift_distribution/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.embedding_feature_drift_distribution">
-<span id="abacusai-embedding-feature-drift-distribution"></span><h1>abacusai.embedding_feature_drift_distribution<a class="headerlink" href="#module-abacusai.embedding_feature_drift_distribution" title="Link to this heading"></a></h1>
+<span id="abacusai-embedding-feature-drift-distribution"></span><h1><a class="reference internal" href="#module-abacusai.embedding_feature_drift_distribution" title="abacusai.embedding_feature_drift_distribution"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a><a class="headerlink" href="#module-abacusai.embedding_feature_drift_distribution" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.embedding_feature_drift_distribution.AbstractApiClass" title="abacusai.embedding_feature_drift_distribution.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.embedding_feature_drift_distribution.EmbeddingFeatureDriftDistribution" title="abacusai.embedding_feature_drift_distribution.EmbeddingFeatureDriftDistribution"><code class="xref py py-obj docutils literal notranslate"><span class="pre">EmbeddingFeatureDriftDistribution</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.embedding_feature_drift_distribution.EmbeddingFeatureDriftDistribution" title="abacusai.embedding_feature_drift_distribution.EmbeddingFeatureDriftDistribution"><code class="xref py py-obj docutils literal notranslate"><span class="pre">EmbeddingFeatureDriftDistribution</span></code></a></p></td>
 <td><p>Feature distribution for embeddings</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.embedding_feature_drift_distribution.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.embedding_feature_drift_distribution.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.embedding_feature_drift_distribution.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.embedding_feature_drift_distribution.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.embedding_feature_drift_distribution.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.embedding_feature_drift_distribution.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.embedding_feature_drift_distribution.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.embedding_feature_drift_distribution.EmbeddingFeatureDriftDistribution">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.embedding_feature_drift_distribution.</span></span><span class="sig-name descname"><span class="pre">EmbeddingFeatureDriftDistribution</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">distance</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">jsDistance</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">wsDistance</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ksStatistic</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">psi</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">csi</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">chiSquare</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">averageDrift</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.embedding_feature_drift_distribution.EmbeddingFeatureDriftDistribution" title="Link to this definition"></a></dt>
@@ -367,6 +342,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/execute_feature_group_operation/index.html b/docs/autoapi/abacusai/execute_feature_group_operation/index.html
index 0b5d127df..d88f034d2 100644
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+++ b/docs/autoapi/abacusai/execute_feature_group_operation/index.html
@@ -46,222 +46,217 @@
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
               <ul class="current">
-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
 <li class="toctree-l2 current"><a class="reference internal" href="../index.html#submodules">Submodules</a><ul class="current">
-<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html">abacusai.abacus_api</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent/index.html">abacusai.agent</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html">abacusai.agent_data_document_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html">abacusai.agent_data_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html">abacusai.agent_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html">abacusai.ai_building_task</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html">abacusai.algorithm</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html">abacusai.annotation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html">abacusai.annotation_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html">abacusai.annotation_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html">abacusai.annotation_entry</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html">abacusai.annotations_status</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html">abacusai.api_client_utils</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html">abacusai.api_endpoint</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html">abacusai.api_key</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html">abacusai.app_user_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html">abacusai.application_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html">abacusai.batch_prediction</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html">abacusai.batch_prediction_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html">abacusai.batch_prediction_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html">abacusai.code_source</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html">abacusai.concatenation_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html">abacusai.cpu_gpu_memory_specs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html">abacusai.cryptography</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html">abacusai.custom_loss_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html">abacusai.custom_metric</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html">abacusai.custom_metric_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html">abacusai.custom_train_function_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html">abacusai.data_consistency_duplication</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html">abacusai.data_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html">abacusai.data_prep_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html">abacusai.data_quality_results</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html">abacusai.data_upload_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html">abacusai.database_column_feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html">abacusai.database_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html">abacusai.database_connector_column</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html">abacusai.database_connector_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html">abacusai.dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html">abacusai.dataset_column</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html">abacusai.dataset_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html">abacusai.dataset_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html">abacusai.deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html">abacusai.deployment_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html">abacusai.deployment_conversation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html">abacusai.deployment_conversation_event</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html">abacusai.deployment_conversation_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html">abacusai.document_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html">abacusai.document_retriever</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html">abacusai.document_retriever_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html">abacusai.document_retriever_lookup_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html">abacusai.document_retriever_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html">abacusai.drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html">abacusai.drift_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda/index.html">abacusai.eda</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html">abacusai.eda_chart_description</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html">abacusai.eda_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html">abacusai.eda_data_consistency</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html">abacusai.eda_feature_association</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html">abacusai.eda_feature_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html">abacusai.eda_forecasting_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html">abacusai.eda_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html">abacusai.embedding_feature_drift_distribution</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.execute_feature_group_operation</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html">abacusai.external_application</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html">abacusai.external_invite</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html">abacusai.extracted_fields</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature/index.html">abacusai.feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html">abacusai.feature_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html">abacusai.feature_drift_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html">abacusai.feature_drift_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html">abacusai.feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html">abacusai.feature_group_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html">abacusai.feature_group_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html">abacusai.feature_group_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html">abacusai.feature_group_export_download_url</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html">abacusai.feature_group_lineage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html">abacusai.feature_group_refresh_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html">abacusai.feature_group_row</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html">abacusai.feature_group_row_process</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html">abacusai.feature_group_row_process_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html">abacusai.feature_group_row_process_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
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@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
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       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.execute_feature_group_operation</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></li>
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@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.execute_feature_group_operation">
-<span id="abacusai-execute-feature-group-operation"></span><h1>abacusai.execute_feature_group_operation<a class="headerlink" href="#module-abacusai.execute_feature_group_operation" title="Link to this heading"></a></h1>
+<span id="abacusai-execute-feature-group-operation"></span><h1><a class="reference internal" href="#module-abacusai.execute_feature_group_operation" title="abacusai.execute_feature_group_operation"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a><a class="headerlink" href="#module-abacusai.execute_feature_group_operation" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
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 <tbody>
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-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.execute_feature_group_operation.ExecuteFeatureGroupOperation" title="abacusai.execute_feature_group_operation.ExecuteFeatureGroupOperation"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ExecuteFeatureGroupOperation</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.execute_feature_group_operation.ExecuteFeatureGroupOperation" title="abacusai.execute_feature_group_operation.ExecuteFeatureGroupOperation"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ExecuteFeatureGroupOperation</span></code></a></p></td>
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-<section id="module-contents">
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-
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-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.execute_feature_group_operation.ExecuteFeatureGroupOperation">
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@@ -412,7 +387,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-odd"><p>The current object</p>
 </dd>
 <dt class="field-even">Return type<span class="colon">:</span></dt>
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 </dd>
 </dl>
 </dd></dl>
@@ -455,6 +430,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
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+</section>
 </section>
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+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html">abacusai.external_invite</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html">abacusai.extracted_fields</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature/index.html">abacusai.feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html">abacusai.feature_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html">abacusai.feature_drift_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html">abacusai.feature_drift_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html">abacusai.feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html">abacusai.feature_group_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html">abacusai.feature_group_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html">abacusai.feature_group_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html">abacusai.feature_group_export_download_url</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html">abacusai.feature_group_lineage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html">abacusai.feature_group_refresh_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html">abacusai.feature_group_row</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html">abacusai.feature_group_row_process</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html">abacusai.feature_group_row_process_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html">abacusai.feature_group_row_process_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html">abacusai.feature_group_template_variable_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html">abacusai.feature_group_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html">abacusai.feature_importance</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html">abacusai.feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html">abacusai.feature_performance_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html">abacusai.file_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
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 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
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-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
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@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.external_application</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/external_application/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.external_application">
-<span id="abacusai-external-application"></span><h1>abacusai.external_application<a class="headerlink" href="#module-abacusai.external_application" title="Link to this heading"></a></h1>
+<span id="abacusai-external-application"></span><h1><a class="reference internal" href="#module-abacusai.external_application" title="abacusai.external_application"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a><a class="headerlink" href="#module-abacusai.external_application" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.external_application.AbstractApiClass" title="abacusai.external_application.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.external_application.ExternalApplication" title="abacusai.external_application.ExternalApplication"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ExternalApplication</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.external_application.ExternalApplication" title="abacusai.external_application.ExternalApplication"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ExternalApplication</span></code></a></p></td>
 <td><p>An external application.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.external_application.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.external_application.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.external_application.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.external_application.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.external_application.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.external_application.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.external_application.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.external_application.ExternalApplication">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.external_application.</span></span><span class="sig-name descname"><span class="pre">ExternalApplication</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">externalApplicationId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deploymentId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">logo</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">theme</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">userGroupIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">useCase</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deploymentConversationRetentionHours</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">managedUserService</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionOverrides</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.external_application.ExternalApplication" title="Link to this definition"></a></dt>
@@ -437,6 +412,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/external_invite/index.html b/docs/autoapi/abacusai/external_invite/index.html
index e8a4bdbf8..7e994447f 100644
--- a/docs/autoapi/abacusai/external_invite/index.html
+++ b/docs/autoapi/abacusai/external_invite/index.html
@@ -46,222 +46,217 @@
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-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
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-<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html">abacusai.agent_data_document_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html">abacusai.agent_data_execution_result</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html">abacusai.drift_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda/index.html">abacusai.eda</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html">abacusai.eda_chart_description</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html">abacusai.eda_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html">abacusai.eda_data_consistency</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html">abacusai.eda_feature_association</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html">abacusai.eda_feature_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html">abacusai.eda_forecasting_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html">abacusai.eda_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html">abacusai.embedding_feature_drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html">abacusai.execute_feature_group_operation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html">abacusai.external_application</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.external_invite</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html">abacusai.extracted_fields</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature/index.html">abacusai.feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html">abacusai.feature_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html">abacusai.feature_drift_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html">abacusai.feature_drift_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html">abacusai.feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html">abacusai.feature_group_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html">abacusai.feature_group_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html">abacusai.feature_group_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html">abacusai.feature_group_export_download_url</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html">abacusai.feature_group_lineage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html">abacusai.feature_group_refresh_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html">abacusai.feature_group_row</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html">abacusai.feature_group_row_process</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html">abacusai.feature_group_row_process_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html">abacusai.feature_group_row_process_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html">abacusai.feature_group_template_variable_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html">abacusai.feature_group_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html">abacusai.feature_importance</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html">abacusai.feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html">abacusai.feature_performance_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html">abacusai.file_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.external_invite</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/external_invite/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.external_invite">
-<span id="abacusai-external-invite"></span><h1>abacusai.external_invite<a class="headerlink" href="#module-abacusai.external_invite" title="Link to this heading"></a></h1>
+<span id="abacusai-external-invite"></span><h1><a class="reference internal" href="#module-abacusai.external_invite" title="abacusai.external_invite"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a><a class="headerlink" href="#module-abacusai.external_invite" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.external_invite.AbstractApiClass" title="abacusai.external_invite.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.external_invite.ExternalInvite" title="abacusai.external_invite.ExternalInvite"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ExternalInvite</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.external_invite.ExternalInvite" title="abacusai.external_invite.ExternalInvite"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ExternalInvite</span></code></a></p></td>
 <td><p>The response of the invites for different emails</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.external_invite.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.external_invite.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.external_invite.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.external_invite.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.external_invite.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.external_invite.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.external_invite.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.external_invite.ExternalInvite">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.external_invite.</span></span><span class="sig-name descname"><span class="pre">ExternalInvite</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">userAlreadyInOrg</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">userAlreadyInAppGroup</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">userExistsAsInternal</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">successfulInvites</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.external_invite.ExternalInvite" title="Link to this definition"></a></dt>
@@ -363,6 +338,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/extracted_fields/index.html b/docs/autoapi/abacusai/extracted_fields/index.html
index 2d7d418c4..2c9a7c377 100644
--- a/docs/autoapi/abacusai/extracted_fields/index.html
+++ b/docs/autoapi/abacusai/extracted_fields/index.html
@@ -46,222 +46,217 @@
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
               <ul class="current">
-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html">abacusai.batch_prediction_version_logs</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html">abacusai.code_source</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html">abacusai.concatenation_config</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html">abacusai.custom_metric</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html">abacusai.custom_metric_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html">abacusai.custom_train_function_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html">abacusai.data_consistency_duplication</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html">abacusai.data_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html">abacusai.data_prep_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html">abacusai.data_quality_results</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html">abacusai.data_upload_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html">abacusai.database_column_feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html">abacusai.database_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html">abacusai.database_connector_column</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html">abacusai.database_connector_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html">abacusai.dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html">abacusai.dataset_column</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html">abacusai.dataset_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html">abacusai.dataset_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html">abacusai.deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html">abacusai.deployment_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html">abacusai.deployment_conversation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html">abacusai.deployment_conversation_event</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html">abacusai.deployment_conversation_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html">abacusai.document_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html">abacusai.document_retriever</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html">abacusai.document_retriever_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html">abacusai.document_retriever_lookup_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html">abacusai.document_retriever_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html">abacusai.drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html">abacusai.drift_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda/index.html">abacusai.eda</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html">abacusai.eda_chart_description</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html">abacusai.eda_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html">abacusai.eda_data_consistency</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html">abacusai.eda_feature_association</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html">abacusai.eda_feature_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html">abacusai.eda_forecasting_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html">abacusai.eda_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html">abacusai.embedding_feature_drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html">abacusai.execute_feature_group_operation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html">abacusai.external_application</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html">abacusai.external_invite</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.extracted_fields</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../feature/index.html">abacusai.feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html">abacusai.feature_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html">abacusai.feature_drift_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html">abacusai.feature_drift_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html">abacusai.feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html">abacusai.feature_group_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html">abacusai.feature_group_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html">abacusai.feature_group_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html">abacusai.feature_group_export_download_url</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html">abacusai.feature_group_lineage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html">abacusai.feature_group_refresh_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html">abacusai.feature_group_row</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html">abacusai.feature_group_row_process</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html">abacusai.feature_group_row_process_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html">abacusai.feature_group_row_process_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html">abacusai.feature_group_template_variable_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html">abacusai.feature_group_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html">abacusai.feature_importance</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html">abacusai.feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html">abacusai.feature_performance_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html">abacusai.file_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
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@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.extracted_fields</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/extracted_fields/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.extracted_fields">
-<span id="abacusai-extracted-fields"></span><h1>abacusai.extracted_fields<a class="headerlink" href="#module-abacusai.extracted_fields" title="Link to this heading"></a></h1>
+<span id="abacusai-extracted-fields"></span><h1><a class="reference internal" href="#module-abacusai.extracted_fields" title="abacusai.extracted_fields"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a><a class="headerlink" href="#module-abacusai.extracted_fields" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
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 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.extracted_fields.AbstractApiClass" title="abacusai.extracted_fields.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.extracted_fields.ExtractedFields" title="abacusai.extracted_fields.ExtractedFields"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ExtractedFields</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.extracted_fields.ExtractedFields" title="abacusai.extracted_fields.ExtractedFields"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ExtractedFields</span></code></a></p></td>
 <td><p>The fields extracted from a document.</p></td>
 </tr>
 </tbody>
 </table>
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-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
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-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.extracted_fields.AbstractApiClass._get_attribute_as_dict">
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-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.extracted_fields.ExtractedFields">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.extracted_fields.</span></span><span class="sig-name descname"><span class="pre">ExtractedFields</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">data</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">rawLlmResponse</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.extracted_fields.ExtractedFields" title="Link to this definition"></a></dt>
@@ -361,6 +336,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/feature/index.html b/docs/autoapi/abacusai/feature/index.html
index 1a1391f7e..6d3688901 100644
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+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html">abacusai.feature_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html">abacusai.feature_drift_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html">abacusai.feature_drift_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html">abacusai.feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html">abacusai.feature_group_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html">abacusai.feature_group_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html">abacusai.feature_group_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html">abacusai.feature_group_export_download_url</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html">abacusai.feature_group_lineage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html">abacusai.feature_group_refresh_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html">abacusai.feature_group_row</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html">abacusai.feature_group_row_process</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html">abacusai.feature_group_row_process_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html">abacusai.feature_group_row_process_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html">abacusai.feature_group_template_variable_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html">abacusai.feature_group_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html">abacusai.feature_importance</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html">abacusai.feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html">abacusai.feature_performance_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html">abacusai.file_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.feature</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/feature/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,129 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.feature">
-<span id="abacusai-feature"></span><h1>abacusai.feature<a class="headerlink" href="#module-abacusai.feature" title="Link to this heading"></a></h1>
+<span id="abacusai-feature"></span><h1><a class="reference internal" href="#module-abacusai.feature" title="abacusai.feature"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a><a class="headerlink" href="#module-abacusai.feature" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.feature.NestedFeature" title="abacusai.feature.NestedFeature"><code class="xref py py-obj docutils literal notranslate"><span class="pre">NestedFeature</span></code></a></p></td>
-<td><p>A nested feature in a feature group</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.feature.PointInTimeFeature" title="abacusai.feature.PointInTimeFeature"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PointInTimeFeature</span></code></a></p></td>
-<td><p>A point-in-time feature description</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.feature.AbstractApiClass" title="abacusai.feature.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.feature.Feature" title="abacusai.feature.Feature"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Feature</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.feature.Feature" title="abacusai.feature.Feature"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Feature</span></code></a></p></td>
 <td><p>A feature in a feature group</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.feature.NestedFeature">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature.</span></span><span class="sig-name descname"><span class="pre">NestedFeature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">selectClause</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureMapping</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dataType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceTable</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">originalName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature.NestedFeature" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A nested feature in a feature group</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique name of the column</p></li>
-<li><p><strong>selectClause</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The sql logic for creating this feature’s data</p></li>
-<li><p><strong>featureType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Feature Type of the Feature</p></li>
-<li><p><strong>featureMapping</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The Feature Mapping of the feature</p></li>
-<li><p><strong>dataType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Data Type of the Feature</p></li>
-<li><p><strong>sourceTable</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The source table of the column</p></li>
-<li><p><strong>originalName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The original name of the column</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature.NestedFeature.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature.NestedFeature.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature.NestedFeature.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature.NestedFeature.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.feature.PointInTimeFeature">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature.</span></span><span class="sig-name descname"><span class="pre">PointInTimeFeature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">historyTableName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">aggregationKeys</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">timestampKey</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">historicalTimestampKey</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookbackWindowSeconds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookbackWindowLagSeconds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookbackCount</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookbackUntilPosition</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">expression</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">groupName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature.PointInTimeFeature" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A point-in-time feature description</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>historyTableName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the history table. If not specified, the current table is used for a self-join.</p></li>
-<li><p><strong>aggregationKeys</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – List of keys to use for joining the historical table and performing the window aggregation.</p></li>
-<li><p><strong>timestampKey</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of feature which contains the timestamp value for the point-in-time feature.</p></li>
-<li><p><strong>historicalTimestampKey</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of feature which contains the historical timestamp.</p></li>
-<li><p><strong>lookbackWindowSeconds</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – If window is specified in terms of time, the number of seconds in the past from the current time for the start of the window.</p></li>
-<li><p><strong>lookbackWindowLagSeconds</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – Optional lag to offset the closest point for the window. If it is positive, the start of the window is delayed. If it is negative, we are looking at the “future” rows in the history table.</p></li>
-<li><p><strong>lookbackCount</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – If window is specified in terms of count, the start position of the window (0 is the current row).</p></li>
-<li><p><strong>lookbackUntilPosition</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Optional lag to offset the closest point for the window. If it is positive, the start of the window is delayed by that many rows. If it is negative, we are looking at those many “future” rows in the history table.</p></li>
-<li><p><strong>expression</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – SQL aggregate expression which can convert a sequence of rows into a scalar value.</p></li>
-<li><p><strong>groupName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The group name this point-in-time feature belongs to.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature.PointInTimeFeature.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature.PointInTimeFeature.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature.PointInTimeFeature.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature.PointInTimeFeature.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.feature.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.feature.Feature">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature.</span></span><span class="sig-name descname"><span class="pre">Feature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">selectClause</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureMapping</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceTable</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">originalName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">usingClause</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">orderClause</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">whereClause</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dataType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">detectedFeatureType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">detectedDataType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">columns</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pointInTimeInfo</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature.Feature" title="Link to this definition"></a></dt>
@@ -437,8 +321,8 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>dataType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Data Type of the Feature</p></li>
 <li><p><strong>detectedFeatureType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The detected feature type of the column</p></li>
 <li><p><strong>detectedDataType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The detected data type of the column</p></li>
-<li><p><strong>columns</strong> (<a class="reference internal" href="#abacusai.feature.NestedFeature" title="abacusai.feature.NestedFeature"><em>NestedFeature</em></a>) – Nested Features</p></li>
-<li><p><strong>pointInTimeInfo</strong> (<a class="reference internal" href="#abacusai.feature.PointInTimeFeature" title="abacusai.feature.PointInTimeFeature"><em>PointInTimeFeature</em></a>) – Point in time column information</p></li>
+<li><p><strong>columns</strong> (<a class="reference internal" href="../nested_feature/index.html#abacusai.nested_feature.NestedFeature" title="abacusai.nested_feature.NestedFeature"><em>NestedFeature</em></a>) – Nested Features</p></li>
+<li><p><strong>pointInTimeInfo</strong> (<a class="reference internal" href="../point_in_time_feature/index.html#abacusai.point_in_time_feature.PointInTimeFeature" title="abacusai.point_in_time_feature.PointInTimeFeature"><em>PointInTimeFeature</em></a>) – Point in time column information</p></li>
 </ul>
 </dd>
 </dl>
@@ -464,6 +348,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/feature_distribution/index.html b/docs/autoapi/abacusai/feature_distribution/index.html
index 1317d8d37..76c0305da 100644
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+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html">abacusai.feature_drift_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html">abacusai.feature_drift_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html">abacusai.feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html">abacusai.feature_group_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html">abacusai.feature_group_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html">abacusai.feature_group_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html">abacusai.feature_group_export_download_url</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html">abacusai.feature_group_lineage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html">abacusai.feature_group_refresh_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html">abacusai.feature_group_row</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html">abacusai.feature_group_row_process</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html">abacusai.feature_group_row_process_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html">abacusai.feature_group_row_process_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html">abacusai.feature_group_template_variable_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html">abacusai.feature_group_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html">abacusai.feature_importance</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html">abacusai.feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html">abacusai.feature_performance_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html">abacusai.file_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
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-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
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-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
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@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.feature_distribution</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/feature_distribution/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.feature_distribution">
-<span id="abacusai-feature-distribution"></span><h1>abacusai.feature_distribution<a class="headerlink" href="#module-abacusai.feature_distribution" title="Link to this heading"></a></h1>
+<span id="abacusai-feature-distribution"></span><h1><a class="reference internal" href="#module-abacusai.feature_distribution" title="abacusai.feature_distribution"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a><a class="headerlink" href="#module-abacusai.feature_distribution" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.feature_distribution.AbstractApiClass" title="abacusai.feature_distribution.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.feature_distribution.FeatureDistribution" title="abacusai.feature_distribution.FeatureDistribution"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureDistribution</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.feature_distribution.FeatureDistribution" title="abacusai.feature_distribution.FeatureDistribution"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureDistribution</span></code></a></p></td>
 <td><p>For a single feature, how it has changed in the training data versus some specified window</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.feature_distribution.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_distribution.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_distribution.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_distribution.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_distribution.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_distribution.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_distribution.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.feature_distribution.FeatureDistribution">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_distribution.</span></span><span class="sig-name descname"><span class="pre">FeatureDistribution</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingDistribution</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionDistribution</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">numericalTrainingDistribution</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">numericalPredictionDistribution</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingStatistics</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionStatistics</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_distribution.FeatureDistribution" title="Link to this definition"></a></dt>
@@ -366,6 +341,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/feature_drift_record/index.html b/docs/autoapi/abacusai/feature_drift_record/index.html
index 753c0ed8b..3a7c63234 100644
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@@ -46,222 +46,217 @@
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+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html">abacusai.data_quality_results</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html">abacusai.data_upload_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html">abacusai.database_column_feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html">abacusai.database_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html">abacusai.database_connector_column</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html">abacusai.database_connector_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html">abacusai.dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html">abacusai.dataset_column</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html">abacusai.dataset_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html">abacusai.dataset_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html">abacusai.deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html">abacusai.deployment_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html">abacusai.deployment_conversation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html">abacusai.deployment_conversation_event</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html">abacusai.deployment_conversation_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html">abacusai.document_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html">abacusai.document_retriever</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html">abacusai.document_retriever_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html">abacusai.document_retriever_lookup_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html">abacusai.document_retriever_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html">abacusai.drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html">abacusai.drift_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda/index.html">abacusai.eda</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html">abacusai.eda_chart_description</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html">abacusai.eda_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html">abacusai.eda_data_consistency</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html">abacusai.eda_feature_association</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html">abacusai.eda_feature_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html">abacusai.eda_forecasting_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html">abacusai.eda_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html">abacusai.embedding_feature_drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html">abacusai.execute_feature_group_operation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html">abacusai.external_application</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html">abacusai.external_invite</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html">abacusai.extracted_fields</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature/index.html">abacusai.feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html">abacusai.feature_distribution</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.feature_drift_record</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html">abacusai.feature_drift_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html">abacusai.feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html">abacusai.feature_group_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html">abacusai.feature_group_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html">abacusai.feature_group_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html">abacusai.feature_group_export_download_url</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html">abacusai.feature_group_lineage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html">abacusai.feature_group_refresh_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html">abacusai.feature_group_row</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html">abacusai.feature_group_row_process</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html">abacusai.feature_group_row_process_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html">abacusai.feature_group_row_process_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html">abacusai.feature_group_template_variable_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html">abacusai.feature_group_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html">abacusai.feature_importance</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html">abacusai.feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html">abacusai.feature_performance_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html">abacusai.file_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
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@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
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       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.feature_drift_record</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></li>
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@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.feature_drift_record">
-<span id="abacusai-feature-drift-record"></span><h1>abacusai.feature_drift_record<a class="headerlink" href="#module-abacusai.feature_drift_record" title="Link to this heading"></a></h1>
+<span id="abacusai-feature-drift-record"></span><h1><a class="reference internal" href="#module-abacusai.feature_drift_record" title="abacusai.feature_drift_record"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a><a class="headerlink" href="#module-abacusai.feature_drift_record" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.feature_drift_record.AbstractApiClass" title="abacusai.feature_drift_record.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.feature_drift_record.FeatureDriftRecord" title="abacusai.feature_drift_record.FeatureDriftRecord"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureDriftRecord</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.feature_drift_record.FeatureDriftRecord" title="abacusai.feature_drift_record.FeatureDriftRecord"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureDriftRecord</span></code></a></p></td>
 <td><p>Value of each type of drift</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.feature_drift_record.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_drift_record.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_drift_record.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_drift_record.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_drift_record.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_drift_record.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_drift_record.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.feature_drift_record.FeatureDriftRecord">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_drift_record.</span></span><span class="sig-name descname"><span class="pre">FeatureDriftRecord</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">distance</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">jsDistance</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">wsDistance</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ksStatistic</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">psi</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">csi</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">chiSquare</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_drift_record.FeatureDriftRecord" title="Link to this definition"></a></dt>
@@ -367,6 +342,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/feature_drift_summary/index.html b/docs/autoapi/abacusai/feature_drift_summary/index.html
index 35a9f1d69..49e4d798b 100644
--- a/docs/autoapi/abacusai/feature_drift_summary/index.html
+++ b/docs/autoapi/abacusai/feature_drift_summary/index.html
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+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html">abacusai.feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html">abacusai.feature_group_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html">abacusai.feature_group_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html">abacusai.feature_group_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html">abacusai.feature_group_export_download_url</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html">abacusai.feature_group_lineage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html">abacusai.feature_group_refresh_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html">abacusai.feature_group_row</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html">abacusai.feature_group_row_process</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html">abacusai.feature_group_row_process_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html">abacusai.feature_group_row_process_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html">abacusai.feature_group_template_variable_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html">abacusai.feature_group_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html">abacusai.feature_importance</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html">abacusai.feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html">abacusai.feature_performance_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html">abacusai.file_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.feature_drift_summary</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></li>
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@@ -293,163 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.feature_drift_summary">
-<span id="abacusai-feature-drift-summary"></span><h1>abacusai.feature_drift_summary<a class="headerlink" href="#module-abacusai.feature_drift_summary" title="Link to this heading"></a></h1>
+<span id="abacusai-feature-drift-summary"></span><h1><a class="reference internal" href="#module-abacusai.feature_drift_summary" title="abacusai.feature_drift_summary"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a><a class="headerlink" href="#module-abacusai.feature_drift_summary" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.feature_drift_summary.CategoricalRangeViolation" title="abacusai.feature_drift_summary.CategoricalRangeViolation"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CategoricalRangeViolation</span></code></a></p></td>
-<td><p>Summary of important range mismatches for a numerical feature discovered by a model monitoring instance</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.feature_drift_summary.NullViolation" title="abacusai.feature_drift_summary.NullViolation"><code class="xref py py-obj docutils literal notranslate"><span class="pre">NullViolation</span></code></a></p></td>
-<td><p>Summary of anomalous null frequencies for a feature discovered by a model monitoring instance</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.feature_drift_summary.RangeViolation" title="abacusai.feature_drift_summary.RangeViolation"><code class="xref py py-obj docutils literal notranslate"><span class="pre">RangeViolation</span></code></a></p></td>
-<td><p>Summary of important range mismatches for a numerical feature discovered by a model monitoring instance</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.feature_drift_summary.AbstractApiClass" title="abacusai.feature_drift_summary.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.feature_drift_summary.FeatureDriftSummary" title="abacusai.feature_drift_summary.FeatureDriftSummary"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureDriftSummary</span></code></a></p></td>
 <td><p>Summary of important model monitoring statistics for features available in a model monitoring instance</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.feature_drift_summary.CategoricalRangeViolation">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_drift_summary.</span></span><span class="sig-name descname"><span class="pre">CategoricalRangeViolation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mostCommonValues</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">freqOutsideTrainingRange</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_drift_summary.CategoricalRangeViolation" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Summary of important range mismatches for a numerical feature discovered by a model monitoring instance</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of feature.</p></li>
-<li><p><strong>mostCommonValues</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – List of most common feature names in the prediction distribution not present in the training distribution.</p></li>
-<li><p><strong>freqOutsideTrainingRange</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – Frequency of prediction rows outside training distribution for the specified feature.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_drift_summary.CategoricalRangeViolation.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_drift_summary.CategoricalRangeViolation.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_drift_summary.CategoricalRangeViolation.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_drift_summary.CategoricalRangeViolation.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.feature_drift_summary.NullViolation">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_drift_summary.</span></span><span class="sig-name descname"><span class="pre">NullViolation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">violation</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingNullFreq</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionNullFreq</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_drift_summary.NullViolation" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Summary of anomalous null frequencies for a feature discovered by a model monitoring instance</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of feature.</p></li>
-<li><p><strong>violation</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Description of null violation for a prediction feature.</p></li>
-<li><p><strong>trainingNullFreq</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – Proportion of null entries in training feature.</p></li>
-<li><p><strong>predictionNullFreq</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – Proportion of null entries in prediction feature.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_drift_summary.NullViolation.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_drift_summary.NullViolation.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_drift_summary.NullViolation.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_drift_summary.NullViolation.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.feature_drift_summary.RangeViolation">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_drift_summary.</span></span><span class="sig-name descname"><span class="pre">RangeViolation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingMin</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingMax</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionMin</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionMax</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">freqAboveTrainingRange</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">freqBelowTrainingRange</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_drift_summary.RangeViolation" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Summary of important range mismatches for a numerical feature discovered by a model monitoring instance</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of feature.</p></li>
-<li><p><strong>trainingMin</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – Minimum value of training distribution for the specified feature.</p></li>
-<li><p><strong>trainingMax</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – Maximum value of training distribution for the specified feature.</p></li>
-<li><p><strong>predictionMin</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – Minimum value of prediction distribution for the specified feature.</p></li>
-<li><p><strong>predictionMax</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – Maximum value of prediction distribution for the specified feature.</p></li>
-<li><p><strong>freqAboveTrainingRange</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – Frequency of prediction rows below training minimum for the specified feature.</p></li>
-<li><p><strong>freqBelowTrainingRange</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – Frequency of prediction rows above training maximum for the specified feature.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_drift_summary.RangeViolation.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_drift_summary.RangeViolation.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_drift_summary.RangeViolation.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_drift_summary.RangeViolation.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.feature_drift_summary.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_drift_summary.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_drift_summary.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_drift_summary.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_drift_summary.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_drift_summary.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_drift_summary.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.feature_drift_summary.FeatureDriftSummary">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_drift_summary.</span></span><span class="sig-name descname"><span class="pre">FeatureDriftSummary</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureIndex</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">distance</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">jsDistance</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">wsDistance</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ksStatistic</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionDrift</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">targetColumn</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dataIntegrityTimeseries</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nestedSummary</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">psi</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">csi</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">chiSquare</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nullViolations</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">rangeViolations</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">catViolations</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_drift_summary.FeatureDriftSummary" title="Link to this definition"></a></dt>
@@ -472,9 +322,9 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>psi</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – Population stability index computed between the training distribution and the range of values in the specified window.</p></li>
 <li><p><strong>csi</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – Characteristic Stability Index computed between the training distribution and the range of values in the specified window.</p></li>
 <li><p><strong>chiSquare</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – Chi-square statistic computed between the training distribution and the range of values in the specified window.</p></li>
-<li><p><strong>nullViolations</strong> (<a class="reference internal" href="#abacusai.feature_drift_summary.NullViolation" title="abacusai.feature_drift_summary.NullViolation"><em>NullViolation</em></a>) – A list of dicts of feature names and a description of corresponding null violations.</p></li>
-<li><p><strong>rangeViolations</strong> (<a class="reference internal" href="#abacusai.feature_drift_summary.RangeViolation" title="abacusai.feature_drift_summary.RangeViolation"><em>RangeViolation</em></a>) – A list of dicts of numerical feature names and corresponding prediction range discrepancies.</p></li>
-<li><p><strong>catViolations</strong> (<a class="reference internal" href="#abacusai.feature_drift_summary.CategoricalRangeViolation" title="abacusai.feature_drift_summary.CategoricalRangeViolation"><em>CategoricalRangeViolation</em></a>) – A list of dicts of categorical feature names and corresponding prediction range discrepancies.</p></li>
+<li><p><strong>nullViolations</strong> (<a class="reference internal" href="../null_violation/index.html#abacusai.null_violation.NullViolation" title="abacusai.null_violation.NullViolation"><em>NullViolation</em></a>) – A list of dicts of feature names and a description of corresponding null violations.</p></li>
+<li><p><strong>rangeViolations</strong> (<a class="reference internal" href="../range_violation/index.html#abacusai.range_violation.RangeViolation" title="abacusai.range_violation.RangeViolation"><em>RangeViolation</em></a>) – A list of dicts of numerical feature names and corresponding prediction range discrepancies.</p></li>
+<li><p><strong>catViolations</strong> (<a class="reference internal" href="../categorical_range_violation/index.html#abacusai.categorical_range_violation.CategoricalRangeViolation" title="abacusai.categorical_range_violation.CategoricalRangeViolation"><em>CategoricalRangeViolation</em></a>) – A list of dicts of categorical feature names and corresponding prediction range discrepancies.</p></li>
 </ul>
 </dd>
 </dl>
@@ -500,6 +350,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/feature_group/index.html b/docs/autoapi/abacusai/feature_group/index.html
index 465ce5cb4..cd538aacf 100644
--- a/docs/autoapi/abacusai/feature_group/index.html
+++ b/docs/autoapi/abacusai/feature_group/index.html
@@ -46,222 +46,217 @@
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 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html">abacusai.feature_group_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html">abacusai.feature_group_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html">abacusai.feature_group_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html">abacusai.feature_group_export_download_url</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html">abacusai.feature_group_lineage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html">abacusai.feature_group_refresh_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html">abacusai.feature_group_row</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html">abacusai.feature_group_row_process</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html">abacusai.feature_group_row_process_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html">abacusai.feature_group_row_process_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html">abacusai.feature_group_template_variable_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html">abacusai.feature_group_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html">abacusai.feature_importance</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html">abacusai.feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html">abacusai.feature_performance_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html">abacusai.file_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
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-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.feature_group</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></li>
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@@ -293,909 +288,21 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.feature_group">
-<span id="abacusai-feature-group"></span><h1>abacusai.feature_group<a class="headerlink" href="#module-abacusai.feature_group" title="Link to this heading"></a></h1>
-<section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
-<table class="autosummary longtable docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.feature_group.AnnotationConfig" title="abacusai.feature_group.AnnotationConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AnnotationConfig</span></code></a></p></td>
-<td><p>Annotation config for a feature group</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.feature_group.MergeConfig" title="abacusai.feature_group.MergeConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">MergeConfig</span></code></a></p></td>
-<td><p>An abstract class for the merge config of a feature group</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.feature_group.ProjectFeatureGroupConfig" title="abacusai.feature_group.ProjectFeatureGroupConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ProjectFeatureGroupConfig</span></code></a></p></td>
-<td><p>An abstract class for project feature group configuration.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.feature_group.SamplingConfig" title="abacusai.feature_group.SamplingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SamplingConfig</span></code></a></p></td>
-<td><p>An abstract class for the sampling config of a feature group</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.feature_group.CodeSource" title="abacusai.feature_group.CodeSource"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CodeSource</span></code></a></p></td>
-<td><p>Code source for python-based custom feature groups and models</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.feature_group.ConcatenationConfig" title="abacusai.feature_group.ConcatenationConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ConcatenationConfig</span></code></a></p></td>
-<td><p>Feature Group Concatenation Config</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.feature_group.Feature" title="abacusai.feature_group.Feature"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Feature</span></code></a></p></td>
-<td><p>A feature in a feature group</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.feature_group.FeatureGroupTemplate" title="abacusai.feature_group.FeatureGroupTemplate"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupTemplate</span></code></a></p></td>
-<td><p>A template for creating feature groups.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.feature_group.FeatureGroupVersion" title="abacusai.feature_group.FeatureGroupVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupVersion</span></code></a></p></td>
-<td><p>A materialized version of a feature group</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.feature_group.IndexingConfig" title="abacusai.feature_group.IndexingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">IndexingConfig</span></code></a></p></td>
-<td><p>The indexing config for a Feature Group</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.feature_group.NaturalLanguageExplanation" title="abacusai.feature_group.NaturalLanguageExplanation"><code class="xref py py-obj docutils literal notranslate"><span class="pre">NaturalLanguageExplanation</span></code></a></p></td>
-<td><p>Natural language explanation of an artifact/object</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.feature_group.PointInTimeGroup" title="abacusai.feature_group.PointInTimeGroup"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PointInTimeGroup</span></code></a></p></td>
-<td><p>A point in time group containing point in time features</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.feature_group.RefreshSchedule" title="abacusai.feature_group.RefreshSchedule"><code class="xref py py-obj docutils literal notranslate"><span class="pre">RefreshSchedule</span></code></a></p></td>
-<td><p>A refresh schedule for an object. Defines when the next version of the object will be created</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.feature_group.AbstractApiClass" title="abacusai.feature_group.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroup</span></code></a></p></td>
-<td><p>A feature group.</p></td>
-</tr>
-</tbody>
-</table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.feature_group.AnnotationConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_group.</span></span><span class="sig-name descname"><span class="pre">AnnotationConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureAnnotationConfigs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">statusFeature</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">commentsFeatures</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">metadataFeature</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.AnnotationConfig" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Annotation config for a feature group</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>featureAnnotationConfigs</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of feature annotation configs</p></li>
-<li><p><strong>labels</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of labels</p></li>
-<li><p><strong>statusFeature</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the feature that contains the status of the annotation (Optional)</p></li>
-<li><p><strong>commentsFeatures</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Features that contain comments for the annotation (Optional)</p></li>
-<li><p><strong>metadataFeature</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the feature that contains the metadata for the annotation (Optional)</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group.AnnotationConfig.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.AnnotationConfig.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group.AnnotationConfig.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.AnnotationConfig.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.feature_group.MergeConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_group.</span></span><span class="sig-name descname"><span class="pre">MergeConfig</span></span><a class="headerlink" href="#abacusai.feature_group.MergeConfig" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
-<p>An abstract class for the merge config of a feature group</p>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.feature_group.MergeConfig.merge_mode">
-<span class="sig-name descname"><span class="pre">merge_mode</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../api_class/enums/index.html#abacusai.api_class.enums.MergeMode" title="abacusai.api_class.enums.MergeMode"><span class="pre">abacusai.api_class.enums.MergeMode</span></a></em><a class="headerlink" href="#abacusai.feature_group.MergeConfig.merge_mode" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group.MergeConfig._get_builder">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_get_builder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.MergeConfig._get_builder" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group.MergeConfig.__post_init__">
-<span class="sig-name descname"><span class="pre">__post_init__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.MergeConfig.__post_init__" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.feature_group.ProjectFeatureGroupConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_group.</span></span><span class="sig-name descname"><span class="pre">ProjectFeatureGroupConfig</span></span><a class="headerlink" href="#abacusai.feature_group.ProjectFeatureGroupConfig" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
-<p>An abstract class for project feature group configuration.</p>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.feature_group.ProjectFeatureGroupConfig.type">
-<span class="sig-name descname"><span class="pre">type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../api_class/enums/index.html#abacusai.api_class.enums.ProjectConfigType" title="abacusai.api_class.enums.ProjectConfigType"><span class="pre">abacusai.api_class.enums.ProjectConfigType</span></a></em><a class="headerlink" href="#abacusai.feature_group.ProjectFeatureGroupConfig.type" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group.ProjectFeatureGroupConfig._get_builder">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_get_builder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.ProjectFeatureGroupConfig._get_builder" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.feature_group.SamplingConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_group.</span></span><span class="sig-name descname"><span class="pre">SamplingConfig</span></span><a class="headerlink" href="#abacusai.feature_group.SamplingConfig" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
-<p>An abstract class for the sampling config of a feature group</p>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.feature_group.SamplingConfig.sampling_method">
-<span class="sig-name descname"><span class="pre">sampling_method</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../api_class/enums/index.html#abacusai.api_class.enums.SamplingMethodType" title="abacusai.api_class.enums.SamplingMethodType"><span class="pre">abacusai.api_class.enums.SamplingMethodType</span></a></em><a class="headerlink" href="#abacusai.feature_group.SamplingConfig.sampling_method" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group.SamplingConfig._get_builder">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_get_builder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.SamplingConfig._get_builder" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group.SamplingConfig.__post_init__">
-<span class="sig-name descname"><span class="pre">__post_init__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.SamplingConfig.__post_init__" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.feature_group.CodeSource">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_group.</span></span><span class="sig-name descname"><span class="pre">CodeSource</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceCode</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">applicationConnectorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">applicationConnectorInfo</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">packageRequirements</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">publishingMsg</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">moduleDependencies</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.CodeSource" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Code source for python-based custom feature groups and models</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>sourceType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of the source, one of TEXT, PYTHON, FILE_UPLOAD, or APPLICATION_CONNECTOR</p></li>
-<li><p><strong>sourceCode</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If the type of the source is TEXT, the raw text of the function</p></li>
-<li><p><strong>applicationConnectorId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The Application Connector to fetch the code from</p></li>
-<li><p><strong>applicationConnectorInfo</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Args passed to the application connector to fetch the code</p></li>
-<li><p><strong>packageRequirements</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The pip package dependencies required to run the code</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The status of the code and validations</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If the status is failed, an error message describing what went wrong</p></li>
-<li><p><strong>publishingMsg</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Warnings in the source code</p></li>
-<li><p><strong>moduleDependencies</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The list of internal modules dependencies required to run the code</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group.CodeSource.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.CodeSource.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group.CodeSource.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.CodeSource.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group.CodeSource.import_as_cell">
-<span class="sig-name descname"><span class="pre">import_as_cell</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.CodeSource.import_as_cell" title="Link to this definition"></a></dt>
-<dd><p>Adds the source code as an unexecuted cell in the notebook.</p>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.feature_group.ConcatenationConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_group.</span></span><span class="sig-name descname"><span class="pre">ConcatenationConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">concatenatedTable</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mergeType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">replaceUntilTimestamp</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skipMaterialize</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.ConcatenationConfig" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Feature Group Concatenation Config</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>concatenatedTable</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The feature group to concatenate with the destination feature group.</p></li>
-<li><p><strong>mergeType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of merge to perform, either <cite>UNION</cite> or <cite>INTERSECTION</cite>.</p></li>
-<li><p><strong>replaceUntilTimestamp</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The Unix timestamp to specify the point up to which data from the source feature group will be replaced.</p></li>
-<li><p><strong>skipMaterialize</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If <cite>True</cite>, the concatenated feature group will not be materialized.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group.ConcatenationConfig.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.ConcatenationConfig.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group.ConcatenationConfig.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.ConcatenationConfig.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.feature_group.Feature">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_group.</span></span><span class="sig-name descname"><span class="pre">Feature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">selectClause</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureMapping</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceTable</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">originalName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">usingClause</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">orderClause</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">whereClause</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dataType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">detectedFeatureType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">detectedDataType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">columns</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pointInTimeInfo</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.Feature" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A feature in a feature group</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique name of the column</p></li>
-<li><p><strong>selectClause</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The sql logic for creating this feature’s data</p></li>
-<li><p><strong>featureMapping</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The Feature Mapping of the feature</p></li>
-<li><p><strong>sourceTable</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The source table of the column</p></li>
-<li><p><strong>originalName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The original name of the column</p></li>
-<li><p><strong>usingClause</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Nested Column Using Clause</p></li>
-<li><p><strong>orderClause</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Nested Column Ordering Clause</p></li>
-<li><p><strong>whereClause</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Nested Column Where Clause</p></li>
-<li><p><strong>featureType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Feature Type of the Feature</p></li>
-<li><p><strong>dataType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Data Type of the Feature</p></li>
-<li><p><strong>detectedFeatureType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The detected feature type of the column</p></li>
-<li><p><strong>detectedDataType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The detected data type of the column</p></li>
-<li><p><strong>columns</strong> (<a class="reference internal" href="../feature/index.html#abacusai.feature.NestedFeature" title="abacusai.feature.NestedFeature"><em>NestedFeature</em></a>) – Nested Features</p></li>
-<li><p><strong>pointInTimeInfo</strong> (<a class="reference internal" href="../feature/index.html#abacusai.feature.PointInTimeFeature" title="abacusai.feature.PointInTimeFeature"><em>PointInTimeFeature</em></a>) – Point in time column information</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group.Feature.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.Feature.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group.Feature.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.Feature.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroupTemplate">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_group.</span></span><span class="sig-name descname"><span class="pre">FeatureGroupTemplate</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupTemplateId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">isSystemTemplate</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">templateSql</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">templateVariables</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">updatedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.FeatureGroupTemplate" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A template for creating feature groups.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>featureGroupTemplateId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier for this feature group template.</p></li>
-<li><p><strong>description</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A user-friendly text description of this feature group template.</p></li>
-<li><p><strong>featureGroupId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier for the feature group used to create this template.</p></li>
-<li><p><strong>isSystemTemplate</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – True if this is a system template returned from a user organization.</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The user-friendly name of this feature group template.</p></li>
-<li><p><strong>templateSql</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – SQL that can include variables which will be replaced by values from the template config to resolve this template SQL into a valid SQL query for a feature group.</p></li>
-<li><p><strong>templateVariables</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – A map, from template variable names to parameters for replacing those template variables with values (e.g. to values and metadata on how to resolve those values).</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – When the feature group template was created.</p></li>
-<li><p><strong>updatedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – When the feature group template was updated.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroupTemplate.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.FeatureGroupTemplate.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroupTemplate.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.FeatureGroupTemplate.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroupTemplate.delete">
-<span class="sig-name descname"><span class="pre">delete</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.FeatureGroupTemplate.delete" title="Link to this definition"></a></dt>
-<dd><p>Delete an existing feature group template.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>feature_group_template_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier associated with the feature group template.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroupTemplate.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.FeatureGroupTemplate.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.feature_group.FeatureGroupTemplate" title="abacusai.feature_group.FeatureGroupTemplate">FeatureGroupTemplate</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroupTemplate.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.FeatureGroupTemplate.describe" title="Link to this definition"></a></dt>
-<dd><p>Describe a Feature Group Template.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>feature_group_template_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of a feature group template.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The feature group template object.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.feature_group.FeatureGroupTemplate" title="abacusai.feature_group.FeatureGroupTemplate">FeatureGroupTemplate</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroupTemplate.update">
-<span class="sig-name descname"><span class="pre">update</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">template_sql</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">template_variables</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.FeatureGroupTemplate.update" title="Link to this definition"></a></dt>
-<dd><p>Update a feature group template.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>template_sql</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If provided, the new value to use for the template SQL.</p></li>
-<li><p><strong>template_variables</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – If provided, the new value to use for the template variables.</p></li>
-<li><p><strong>description</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Description of this feature group template.</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – User-friendly name for this feature group template.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The updated feature group template.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.feature_group.FeatureGroupTemplate" title="abacusai.feature_group.FeatureGroupTemplate">FeatureGroupTemplate</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroupTemplate.preview_resolution">
-<span class="sig-name descname"><span class="pre">preview_resolution</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">template_bindings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">template_sql</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">template_variables</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">should_validate</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.FeatureGroupTemplate.preview_resolution" title="Link to this definition"></a></dt>
-<dd><p>Resolve template sql using template variables and template bindings.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>template_bindings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Values to override the template variable values specified by the template.</p></li>
-<li><p><strong>template_sql</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If specified, use this as the template SQL instead of the feature group template’s SQL.</p></li>
-<li><p><strong>template_variables</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Template variables to use. If a template is provided, this overrides the template’s template variables.</p></li>
-<li><p><strong>should_validate</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, validates the resolved SQL.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The resolved template</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.ResolvedFeatureGroupTemplate" title="abacusai.client.ResolvedFeatureGroupTemplate">ResolvedFeatureGroupTemplate</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroupVersion">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_group.</span></span><span class="sig-name descname"><span class="pre">FeatureGroupVersion</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sql</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceTables</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceDatasetVersions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deployable</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cpuSize</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">memory</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">useOriginalCsvNames</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pythonFunctionBindings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">indexingConfigWarningMsg</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">materializationStartedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">materializationCompletedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">columns</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">templateBindings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">features</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pointInTimeGroups</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">codeSource</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">annotationConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">indexingConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.FeatureGroupVersion" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A materialized version of a feature group</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>featureGroupVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier for this materialized version of feature group.</p></li>
-<li><p><strong>featureGroupId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the feature group this version belongs to.</p></li>
-<li><p><strong>sql</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The sql definition creating this feature group.</p></li>
-<li><p><strong>sourceTables</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – The source tables for this feature group.</p></li>
-<li><p><strong>sourceDatasetVersions</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – The dataset version ids for this feature group version.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The timestamp at which the feature group version was created.</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The current status of the feature group version.</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Relevant error if the status is FAILED.</p></li>
-<li><p><strong>deployable</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – whether feature group is deployable or not.</p></li>
-<li><p><strong>cpuSize</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Cpu size specified for the python feature group.</p></li>
-<li><p><strong>memory</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Memory in GB specified for the python feature group.</p></li>
-<li><p><strong>useOriginalCsvNames</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, the feature group will use the original column names in the source dataset.</p></li>
-<li><p><strong>pythonFunctionBindings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Config specifying variable names, types, and values to use when resolving a Python feature group.</p></li>
-<li><p><strong>indexingConfigWarningMsg</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The warning message related to indexing keys.</p></li>
-<li><p><strong>materializationStartedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The timestamp at which the feature group materialization started.</p></li>
-<li><p><strong>materializationCompletedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The timestamp at which the feature group materialization completed.</p></li>
-<li><p><strong>columns</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><em>feature</em><em>]</em>) – List of resolved columns.</p></li>
-<li><p><strong>templateBindings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Template variable bindings used for resolving the template.</p></li>
-<li><p><strong>features</strong> (<a class="reference internal" href="#abacusai.feature_group.Feature" title="abacusai.feature_group.Feature"><em>Feature</em></a>) – List of features.</p></li>
-<li><p><strong>pointInTimeGroups</strong> (<a class="reference internal" href="#abacusai.feature_group.PointInTimeGroup" title="abacusai.feature_group.PointInTimeGroup"><em>PointInTimeGroup</em></a>) – List of Point In Time Groups</p></li>
-<li><p><strong>codeSource</strong> (<a class="reference internal" href="#abacusai.feature_group.CodeSource" title="abacusai.feature_group.CodeSource"><em>CodeSource</em></a>) – If a python feature group, information on the source code</p></li>
-<li><p><strong>annotationConfig</strong> (<a class="reference internal" href="#abacusai.feature_group.AnnotationConfig" title="abacusai.feature_group.AnnotationConfig"><em>AnnotationConfig</em></a>) – The annotations config for the feature group.</p></li>
-<li><p><strong>indexingConfig</strong> (<a class="reference internal" href="#abacusai.feature_group.IndexingConfig" title="abacusai.feature_group.IndexingConfig"><em>IndexingConfig</em></a>) – The indexing config for the feature group.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroupVersion.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.FeatureGroupVersion.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroupVersion.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.FeatureGroupVersion.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroupVersion.create_snapshot_feature_group">
-<span class="sig-name descname"><span class="pre">create_snapshot_feature_group</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">table_name</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.FeatureGroupVersion.create_snapshot_feature_group" title="Link to this definition"></a></dt>
-<dd><p>Creates a Snapshot Feature Group corresponding to a specific Feature Group version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>table_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name for the newly created Snapshot Feature Group table. Can be up to 120 characters long and can only contain alphanumeric characters and underscores.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Feature Group corresponding to the newly created Snapshot.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroupVersion.export_to_file_connector">
-<span class="sig-name descname"><span class="pre">export_to_file_connector</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">location</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">export_file_format</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">overwrite</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.FeatureGroupVersion.export_to_file_connector" title="Link to this definition"></a></dt>
-<dd><p>Export Feature group to File Connector.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>location</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Cloud file location to export to.</p></li>
-<li><p><strong>export_file_format</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Enum string specifying the file format to export to.</p></li>
-<li><p><strong>overwrite</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true and a file exists at this location, this process will overwrite the file.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The FeatureGroupExport instance.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.FeatureGroupExport" title="abacusai.client.FeatureGroupExport">FeatureGroupExport</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroupVersion.export_to_database_connector">
-<span class="sig-name descname"><span class="pre">export_to_database_connector</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">database_connector_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">object_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">write_mode</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">database_feature_mapping</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id_column</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">additional_id_columns</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.FeatureGroupVersion.export_to_database_connector" title="Link to this definition"></a></dt>
-<dd><p>Export Feature group to Database Connector.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>database_connector_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier for the Database Connector to export to.</p></li>
-<li><p><strong>object_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the database object to write to.</p></li>
-<li><p><strong>write_mode</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Enum string indicating whether to use INSERT or UPSERT.</p></li>
-<li><p><strong>database_feature_mapping</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Key/value pair JSON object of “database connector column” -&gt; “feature name” pairs.</p></li>
-<li><p><strong>id_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Required if write_mode is UPSERT. Indicates which database column should be used as the lookup key.</p></li>
-<li><p><strong>additional_id_columns</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – For database connectors which support it, additional ID columns to use as a complex key for upserting.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The FeatureGroupExport instance.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.FeatureGroupExport" title="abacusai.client.FeatureGroupExport">FeatureGroupExport</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroupVersion.export_to_console">
-<span class="sig-name descname"><span class="pre">export_to_console</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">export_file_format</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.FeatureGroupVersion.export_to_console" title="Link to this definition"></a></dt>
-<dd><p>Export Feature group to console.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>export_file_format</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – File format to export to.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The FeatureGroupExport instance.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.FeatureGroupExport" title="abacusai.client.FeatureGroupExport">FeatureGroupExport</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroupVersion.get_materialization_logs">
-<span class="sig-name descname"><span class="pre">get_materialization_logs</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">stdout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stderr</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.FeatureGroupVersion.get_materialization_logs" title="Link to this definition"></a></dt>
-<dd><p>Returns logs for a materialized feature group version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>stdout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Set to True to get info logs.</p></li>
-<li><p><strong>stderr</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Set to True to get error logs.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A function logs object.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.FunctionLogs" title="abacusai.client.FunctionLogs">FunctionLogs</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroupVersion.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.FeatureGroupVersion.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.feature_group.FeatureGroupVersion" title="abacusai.feature_group.FeatureGroupVersion">FeatureGroupVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroupVersion.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.FeatureGroupVersion.describe" title="Link to this definition"></a></dt>
-<dd><p>Describe a feature group version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>feature_group_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier associated with the feature group version.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The feature group version.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.feature_group.FeatureGroupVersion" title="abacusai.feature_group.FeatureGroupVersion">FeatureGroupVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroupVersion.get_metrics">
-<span class="sig-name descname"><span class="pre">get_metrics</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">selected_columns</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">include_charts</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">include_statistics</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.FeatureGroupVersion.get_metrics" title="Link to this definition"></a></dt>
-<dd><p>Get metrics for a specific feature group version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>selected_columns</strong> (<em>List</em>) – A list of columns to order first.</p></li>
-<li><p><strong>include_charts</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – A flag indicating whether charts should be included in the response. Default is false.</p></li>
-<li><p><strong>include_statistics</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – A flag indicating whether statistics should be included in the response. Default is true.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The metrics for the specified feature group version.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.DataMetrics" title="abacusai.client.DataMetrics">DataMetrics</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroupVersion.get_logs">
-<span class="sig-name descname"><span class="pre">get_logs</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.FeatureGroupVersion.get_logs" title="Link to this definition"></a></dt>
-<dd><p>Retrieves the feature group materialization logs.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>feature_group_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique version ID of the feature group version.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The logs for the specified feature group version.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.FeatureGroupVersionLogs" title="abacusai.client.FeatureGroupVersionLogs">FeatureGroupVersionLogs</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroupVersion.wait_for_results">
-<span class="sig-name descname"><span class="pre">wait_for_results</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">3600</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.FeatureGroupVersion.wait_for_results" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until feature group version is materialized</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroupVersion.wait_for_materialization">
-<span class="sig-name descname"><span class="pre">wait_for_materialization</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">3600</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.FeatureGroupVersion.wait_for_materialization" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until feature group version is materialized.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroupVersion.get_status">
-<span class="sig-name descname"><span class="pre">get_status</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.FeatureGroupVersion.get_status" title="Link to this definition"></a></dt>
-<dd><p>Gets the status of the feature group version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A string describing the status of a feature group version (pending, complete, etc.).</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)">str</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroupVersion._download_avro_file">
-<span class="sig-name descname"><span class="pre">_download_avro_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file_part</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tmp_dir</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">part_index</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.FeatureGroupVersion._download_avro_file" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroupVersion.load_as_pandas">
-<span class="sig-name descname"><span class="pre">load_as_pandas</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">max_workers</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">10</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.FeatureGroupVersion.load_as_pandas" title="Link to this definition"></a></dt>
-<dd><p>Loads the feature group version into a pandas dataframe.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>max_workers</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The number of threads.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A pandas dataframe displaying the data in the feature group version.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>DataFrame</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroupVersion.load_as_pandas_documents">
-<span class="sig-name descname"><span class="pre">load_as_pandas_documents</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">doc_id_column</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">document_column</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_workers</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">10</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.FeatureGroupVersion.load_as_pandas_documents" title="Link to this definition"></a></dt>
-<dd><p>Loads a feature group with documents data into a pandas dataframe.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>doc_id_feature</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature / column containing the document ID.</p></li>
-<li><p><strong>document_feature</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature / column which either contains the document data itself or page infos with path to remotely stored documents. This column will be replaced with the extracted document data.</p></li>
-<li><p><strong>max_workers</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The number of threads.</p></li>
-<li><p><strong>doc_id_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
-<li><p><strong>document_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A pandas dataframe containing the extracted document data.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>DataFrame</p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.feature_group.IndexingConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_group.</span></span><span class="sig-name descname"><span class="pre">IndexingConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">primaryKey</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">updateTimestampKey</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookupKeys</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.IndexingConfig" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>The indexing config for a Feature Group</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>primaryKey</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A single key index</p></li>
-<li><p><strong>updateTimestampKey</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The primary timestamp feature</p></li>
-<li><p><strong>lookupKeys</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – A multi-key index. Cannot be used in conjuction with primary key.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group.IndexingConfig.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.IndexingConfig.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group.IndexingConfig.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.IndexingConfig.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.feature_group.NaturalLanguageExplanation">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_group.</span></span><span class="sig-name descname"><span class="pre">NaturalLanguageExplanation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">shortExplanation</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">longExplanation</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">isOutdated</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">htmlExplanation</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.NaturalLanguageExplanation" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Natural language explanation of an artifact/object</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>shortExplanation</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – succinct explanation of the artifact</p></li>
-<li><p><strong>longExplanation</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Longer and verbose explanation of the artifact</p></li>
-<li><p><strong>isOutdated</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Flag indicating whether the explanation is outdated due to a change in the underlying artifact</p></li>
-<li><p><strong>htmlExplanation</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – HTML formatted explanation of the artifact</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group.NaturalLanguageExplanation.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.NaturalLanguageExplanation.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group.NaturalLanguageExplanation.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.NaturalLanguageExplanation.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.feature_group.PointInTimeGroup">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_group.</span></span><span class="sig-name descname"><span class="pre">PointInTimeGroup</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">groupName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">windowKey</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">aggregationKeys</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookbackWindow</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookbackWindowLag</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookbackCount</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookbackUntilPosition</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">historyTableName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">historyWindowKey</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">historyAggregationKeys</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">features</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.PointInTimeGroup" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A point in time group containing point in time features</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>groupName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the point in time group</p></li>
-<li><p><strong>windowKey</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of feature which contains the timestamp value for the point in time feature</p></li>
-<li><p><strong>aggregationKeys</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of keys to use for join the historical table and performing the window aggregation.</p></li>
-<li><p><strong>lookbackWindow</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – Number of seconds in the past from the current time for start of the window.</p></li>
-<li><p><strong>lookbackWindowLag</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – Optional lag to offset the closest point for the window. If it is positive, we delay the start of window. If it is negative, we are looking at the “future” rows in the history table.</p></li>
-<li><p><strong>lookbackCount</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – If window is specified in terms of count, the start position of the window (0 is the current row)</p></li>
-<li><p><strong>lookbackUntilPosition</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Optional lag to offset the closest point for the window. If it is positive, we delay the start of window by that many rows. If it is negative, we are looking at those many “future” rows in the history table.</p></li>
-<li><p><strong>historyTableName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The table to use for aggregating, if not provided, the source table will be used</p></li>
-<li><p><strong>historyWindowKey</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of feature to use for ordering the rows on the history table. If not provided, the windowKey from the source table will be used</p></li>
-<li><p><strong>historyAggregationKeys</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of keys to use for join the historical table and performing the window aggregation. If not provided, the aggregationKeys from the source table will be used. Must be the same length and order as the source table’s aggregationKeys</p></li>
-<li><p><strong>features</strong> (<a class="reference internal" href="../point_in_time_group/index.html#abacusai.point_in_time_group.PointInTimeGroupFeature" title="abacusai.point_in_time_group.PointInTimeGroupFeature"><em>PointInTimeGroupFeature</em></a>) – List of features in the Point in Time group</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group.PointInTimeGroup.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.PointInTimeGroup.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group.PointInTimeGroup.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.PointInTimeGroup.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.feature_group.RefreshSchedule">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_group.</span></span><span class="sig-name descname"><span class="pre">RefreshSchedule</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refreshPolicyId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nextRunTime</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cron</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refreshType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.RefreshSchedule" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A refresh schedule for an object. Defines when the next version of the object will be created</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>refreshPolicyId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the refresh policy</p></li>
-<li><p><strong>nextRunTime</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The next run time of the refresh policy. If null, the policy is paused.</p></li>
-<li><p><strong>cron</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A cron-style string that describes the when this refresh policy is to be executed in UTC</p></li>
-<li><p><strong>refreshType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of refresh that will be run</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – An error message for the last pipeline run of a policy</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group.RefreshSchedule.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.RefreshSchedule.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group.RefreshSchedule.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.RefreshSchedule.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.feature_group.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_group.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
+<span id="abacusai-feature-group"></span><h1><a class="reference internal" href="#module-abacusai.feature_group" title="abacusai.feature_group"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a><a class="headerlink" href="#module-abacusai.feature_group" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
+<section id="classes">
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
+<table class="autosummary longtable docutils align-default">
+<tbody>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroup</span></code></a></p></td>
+<td><p>A feature group.</p></td>
+</tr>
+</tbody>
+</table>
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.feature_group.FeatureGroup">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_group.</span></span><span class="sig-name descname"><span class="pre">FeatureGroup</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modificationLock</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupSourceType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tableName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sql</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">datasetId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">functionSourceCode</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">functionName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceTables</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sqlError</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">latestVersionOutdated</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">referencedFeatureGroups</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tags</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">primaryKey</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">updateTimestampKey</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookupKeys</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">streamingEnabled</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">incremental</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mergeConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">operatorConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">samplingConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cpuSize</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">memory</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">streamingReady</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureTags</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">moduleName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">templateBindings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureExpression</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">useOriginalCsvNames</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pythonFunctionBindings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pythonFunctionName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">useGpu</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">features</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">duplicateFeatures</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pointInTimeGroups</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">annotationConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">concatenationConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">indexingConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">codeSource</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupTemplate</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">explanation</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refreshSchedules</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">latestFeatureGroupVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.FeatureGroup" title="Link to this definition"></a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_group.</span></span><span class="sig-name descname"><span class="pre">FeatureGroup</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modificationLock</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupSourceType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tableName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sql</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">datasetId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">functionSourceCode</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">functionName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceTables</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sqlError</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">latestVersionOutdated</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">referencedFeatureGroups</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tags</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">primaryKey</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">updateTimestampKey</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookupKeys</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">streamingEnabled</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">incremental</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mergeConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">samplingConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cpuSize</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">memory</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">streamingReady</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureTags</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">moduleName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">templateBindings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureExpression</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">useOriginalCsvNames</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pythonFunctionBindings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pythonFunctionName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">useGpu</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">features</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">duplicateFeatures</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pointInTimeGroups</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">annotationConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">concatenationConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">indexingConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">codeSource</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupTemplate</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">explanation</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refreshSchedules</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">latestFeatureGroupVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">operatorConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group.FeatureGroup" title="Link to this definition"></a></dt>
 <dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
 <p>A feature group.</p>
 <dl class="field-list simple">
@@ -1224,7 +331,6 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>streamingEnabled</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, the feature group can have data streamed to it.</p></li>
 <li><p><strong>incremental</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If feature group corresponds to an incremental dataset.</p></li>
 <li><p><strong>mergeConfig</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Merge configuration settings for the feature group.</p></li>
-<li><p><strong>operatorConfig</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Operator configuration settings for the feature group.</p></li>
 <li><p><strong>samplingConfig</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Sampling configuration for the feature group.</p></li>
 <li><p><strong>cpuSize</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – CPU size specified for the Python feature group.</p></li>
 <li><p><strong>memory</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Memory in GB specified for the Python feature group.</p></li>
@@ -1237,17 +343,18 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>pythonFunctionBindings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Config specifying variable names, types, and values to use when resolving a Python feature group.</p></li>
 <li><p><strong>pythonFunctionName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the Python function the feature group was built from.</p></li>
 <li><p><strong>useGpu</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether this feature group is using gpu</p></li>
-<li><p><strong>features</strong> (<a class="reference internal" href="#abacusai.feature_group.Feature" title="abacusai.feature_group.Feature"><em>Feature</em></a>) – List of resolved features.</p></li>
-<li><p><strong>duplicateFeatures</strong> (<a class="reference internal" href="#abacusai.feature_group.Feature" title="abacusai.feature_group.Feature"><em>Feature</em></a>) – List of duplicate features.</p></li>
-<li><p><strong>pointInTimeGroups</strong> (<a class="reference internal" href="#abacusai.feature_group.PointInTimeGroup" title="abacusai.feature_group.PointInTimeGroup"><em>PointInTimeGroup</em></a>) – List of Point In Time Groups.</p></li>
-<li><p><strong>annotationConfig</strong> (<a class="reference internal" href="#abacusai.feature_group.AnnotationConfig" title="abacusai.feature_group.AnnotationConfig"><em>AnnotationConfig</em></a>) – Annotation config for this feature</p></li>
-<li><p><strong>latestFeatureGroupVersion</strong> (<a class="reference internal" href="#abacusai.feature_group.FeatureGroupVersion" title="abacusai.feature_group.FeatureGroupVersion"><em>FeatureGroupVersion</em></a>) – Latest feature group version.</p></li>
-<li><p><strong>concatenationConfig</strong> (<a class="reference internal" href="#abacusai.feature_group.ConcatenationConfig" title="abacusai.feature_group.ConcatenationConfig"><em>ConcatenationConfig</em></a>) – Feature group ID whose data will be concatenated into this feature group.</p></li>
-<li><p><strong>indexingConfig</strong> (<a class="reference internal" href="#abacusai.feature_group.IndexingConfig" title="abacusai.feature_group.IndexingConfig"><em>IndexingConfig</em></a>) – Indexing config for the feature group for feature store</p></li>
-<li><p><strong>codeSource</strong> (<a class="reference internal" href="#abacusai.feature_group.CodeSource" title="abacusai.feature_group.CodeSource"><em>CodeSource</em></a>) – If a Python feature group, information on the source code.</p></li>
-<li><p><strong>featureGroupTemplate</strong> (<a class="reference internal" href="#abacusai.feature_group.FeatureGroupTemplate" title="abacusai.feature_group.FeatureGroupTemplate"><em>FeatureGroupTemplate</em></a>) – FeatureGroupTemplate to use when this feature group is attached to a template.</p></li>
-<li><p><strong>explanation</strong> (<a class="reference internal" href="#abacusai.feature_group.NaturalLanguageExplanation" title="abacusai.feature_group.NaturalLanguageExplanation"><em>NaturalLanguageExplanation</em></a>) – Natural language explanation of the feature group</p></li>
-<li><p><strong>refreshSchedules</strong> (<a class="reference internal" href="#abacusai.feature_group.RefreshSchedule" title="abacusai.feature_group.RefreshSchedule"><em>RefreshSchedule</em></a>) – List of schedules that determines when the next version of the feature group will be created.</p></li>
+<li><p><strong>features</strong> (<a class="reference internal" href="../feature/index.html#abacusai.feature.Feature" title="abacusai.feature.Feature"><em>Feature</em></a>) – List of resolved features.</p></li>
+<li><p><strong>duplicateFeatures</strong> (<a class="reference internal" href="../feature/index.html#abacusai.feature.Feature" title="abacusai.feature.Feature"><em>Feature</em></a>) – List of duplicate features.</p></li>
+<li><p><strong>pointInTimeGroups</strong> (<a class="reference internal" href="../point_in_time_group/index.html#abacusai.point_in_time_group.PointInTimeGroup" title="abacusai.point_in_time_group.PointInTimeGroup"><em>PointInTimeGroup</em></a>) – List of Point In Time Groups.</p></li>
+<li><p><strong>annotationConfig</strong> (<a class="reference internal" href="../annotation_config/index.html#abacusai.annotation_config.AnnotationConfig" title="abacusai.annotation_config.AnnotationConfig"><em>AnnotationConfig</em></a>) – Annotation config for this feature</p></li>
+<li><p><strong>latestFeatureGroupVersion</strong> (<a class="reference internal" href="../feature_group_version/index.html#abacusai.feature_group_version.FeatureGroupVersion" title="abacusai.feature_group_version.FeatureGroupVersion"><em>FeatureGroupVersion</em></a>) – Latest feature group version.</p></li>
+<li><p><strong>concatenationConfig</strong> (<a class="reference internal" href="../concatenation_config/index.html#abacusai.concatenation_config.ConcatenationConfig" title="abacusai.concatenation_config.ConcatenationConfig"><em>ConcatenationConfig</em></a>) – Feature group ID whose data will be concatenated into this feature group.</p></li>
+<li><p><strong>indexingConfig</strong> (<a class="reference internal" href="../indexing_config/index.html#abacusai.indexing_config.IndexingConfig" title="abacusai.indexing_config.IndexingConfig"><em>IndexingConfig</em></a>) – Indexing config for the feature group for feature store</p></li>
+<li><p><strong>codeSource</strong> (<a class="reference internal" href="../code_source/index.html#abacusai.code_source.CodeSource" title="abacusai.code_source.CodeSource"><em>CodeSource</em></a>) – If a Python feature group, information on the source code.</p></li>
+<li><p><strong>featureGroupTemplate</strong> (<a class="reference internal" href="../feature_group_template/index.html#abacusai.feature_group_template.FeatureGroupTemplate" title="abacusai.feature_group_template.FeatureGroupTemplate"><em>FeatureGroupTemplate</em></a>) – FeatureGroupTemplate to use when this feature group is attached to a template.</p></li>
+<li><p><strong>explanation</strong> (<a class="reference internal" href="../natural_language_explanation/index.html#abacusai.natural_language_explanation.NaturalLanguageExplanation" title="abacusai.natural_language_explanation.NaturalLanguageExplanation"><em>NaturalLanguageExplanation</em></a>) – Natural language explanation of the feature group</p></li>
+<li><p><strong>refreshSchedules</strong> (<a class="reference internal" href="../refresh_schedule/index.html#abacusai.refresh_schedule.RefreshSchedule" title="abacusai.refresh_schedule.RefreshSchedule"><em>RefreshSchedule</em></a>) – List of schedules that determines when the next version of the feature group will be created.</p></li>
+<li><p><strong>operatorConfig</strong> (<a class="reference internal" href="../api_class/feature_group/index.html#abacusai.api_class.feature_group.OperatorConfig" title="abacusai.api_class.feature_group.OperatorConfig"><em>OperatorConfig</em></a>) – Operator configuration settings for the feature group.</p></li>
 </ul>
 </dd>
 </dl>
@@ -1293,7 +400,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>project_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier for the project.</p></li>
-<li><p><strong>project_config</strong> (<a class="reference internal" href="#abacusai.feature_group.ProjectFeatureGroupConfig" title="abacusai.feature_group.ProjectFeatureGroupConfig"><em>ProjectFeatureGroupConfig</em></a>) – Feature group’s project configuration.</p></li>
+<li><p><strong>project_config</strong> (<a class="reference internal" href="../api_class/index.html#abacusai.api_class.ProjectFeatureGroupConfig" title="abacusai.api_class.ProjectFeatureGroupConfig"><em>ProjectFeatureGroupConfig</em></a>) – Feature group’s project configuration.</p></li>
 </ul>
 </dd>
 </dl>
@@ -1311,7 +418,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The feature group’s project configuration.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.ProjectConfig" title="abacusai.client.ProjectConfig">ProjectConfig</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../project_config/index.html#abacusai.project_config.ProjectConfig" title="abacusai.project_config.ProjectConfig">ProjectConfig</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -1463,7 +570,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The annotation config for the feature group.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.feature_group.AnnotationConfig" title="abacusai.feature_group.AnnotationConfig">AnnotationConfig</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../annotation_config/index.html#abacusai.annotation_config.AnnotationConfig" title="abacusai.annotation_config.AnnotationConfig">AnnotationConfig</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -1477,7 +584,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>table_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique name to be given to this sampling Feature Group. Can be up to 120 characters long and can only contain alphanumeric characters and underscores.</p></li>
-<li><p><strong>sampling_config</strong> (<a class="reference internal" href="#abacusai.feature_group.SamplingConfig" title="abacusai.feature_group.SamplingConfig"><em>SamplingConfig</em></a>) – Dictionary defining the sampling method and its parameters.</p></li>
+<li><p><strong>sampling_config</strong> (<a class="reference internal" href="../api_class/feature_group/index.html#abacusai.api_class.feature_group.SamplingConfig" title="abacusai.api_class.feature_group.SamplingConfig"><em>SamplingConfig</em></a>) – Dictionary defining the sampling method and its parameters.</p></li>
 <li><p><strong>description</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A human-readable description of this Feature Group.</p></li>
 </ul>
 </dd>
@@ -1496,7 +603,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd><p>Set a FeatureGroup’s sampling to the config values provided, so that the rows the FeatureGroup returns will be a sample of those it would otherwise have returned.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>sampling_config</strong> (<a class="reference internal" href="#abacusai.feature_group.SamplingConfig" title="abacusai.feature_group.SamplingConfig"><em>SamplingConfig</em></a>) – A JSON string object specifying the sampling method and parameters specific to that sampling method. An empty sampling_config indicates no sampling.</p>
+<dd class="field-odd"><p><strong>sampling_config</strong> (<a class="reference internal" href="../api_class/feature_group/index.html#abacusai.api_class.feature_group.SamplingConfig" title="abacusai.api_class.feature_group.SamplingConfig"><em>SamplingConfig</em></a>) – A JSON string object specifying the sampling method and parameters specific to that sampling method. An empty sampling_config indicates no sampling.</p>
 </dd>
 <dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>The updated FeatureGroup.</p>
@@ -1513,7 +620,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd><p>Set a MergeFeatureGroup’s merge config to the values provided, so that the feature group only returns a bounded range of an incremental dataset.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>merge_config</strong> (<a class="reference internal" href="#abacusai.feature_group.MergeConfig" title="abacusai.feature_group.MergeConfig"><em>MergeConfig</em></a>) – JSON object string specifying the merge rule. An empty merge_config will default to only including the latest dataset version.</p>
+<dd class="field-odd"><p><strong>merge_config</strong> (<a class="reference internal" href="../api_class/feature_group/index.html#abacusai.api_class.feature_group.MergeConfig" title="abacusai.api_class.feature_group.MergeConfig"><em>MergeConfig</em></a>) – JSON object string specifying the merge rule. An empty merge_config will default to only including the latest dataset version.</p>
 </dd>
 <dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>The updated FeatureGroup.</p>
@@ -1530,7 +637,13 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd><p>Set a OperatorFeatureGroup’s operator config to the values provided.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>operator_config</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – A dictionary object specifying the pre-defined operations.</p>
+<dd class="field-odd"><p><strong>operator_config</strong> (<a class="reference internal" href="../api_class/feature_group/index.html#abacusai.api_class.feature_group.OperatorConfig" title="abacusai.api_class.feature_group.OperatorConfig"><em>OperatorConfig</em></a>) – A dictionary object specifying the pre-defined operations.</p>
+</dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>The updated FeatureGroup.</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p><a class="reference internal" href="#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -1558,7 +671,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A list of objects for each column in the specified feature group.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.feature_group.Feature" title="abacusai.feature_group.Feature">Feature</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../feature/index.html#abacusai.feature.Feature" title="abacusai.feature.Feature">Feature</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -2023,7 +1136,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The feature group after the data_type is applied.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.Schema" title="abacusai.client.Schema">Schema</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../schema/index.html#abacusai.schema.Schema" title="abacusai.schema.Schema">Schema</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -2185,8 +1298,8 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>python_function_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the python function to be associated with the feature group.</p></li>
 <li><p><strong>python_function_bindings</strong> (<em>List</em>) – List of python function arguments.</p></li>
-<li><p><strong>cpu_size</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Size of the CPU for the feature group python function.</p></li>
-<li><p><strong>memory</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Memory (in GB) for the feature group python function.</p></li>
+<li><p><strong>cpu_size</strong> (<a class="reference internal" href="../api_class/enums/index.html#abacusai.api_class.enums.CPUSize" title="abacusai.api_class.enums.CPUSize"><em>CPUSize</em></a>) – Size of the CPU for the feature group python function.</p></li>
+<li><p><strong>memory</strong> (<a class="reference internal" href="../api_class/enums/index.html#abacusai.api_class.enums.MemorySize" title="abacusai.api_class.enums.MemorySize"><em>MemorySize</em></a>) – Memory (in GB) for the feature group python function.</p></li>
 <li><p><strong>use_gpu</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether the feature group needs a gpu or not. Otherwise default to CPU.</p></li>
 <li><p><strong>use_original_csv_names</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If enabled, it uses the original column names for input feature groups from CSV datasets.</p></li>
 </ul>
@@ -2261,7 +1374,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>List of feature group exports</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../client/index.html#abacusai.client.FeatureGroupExport" title="abacusai.client.FeatureGroupExport">FeatureGroupExport</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../feature_group_export/index.html#abacusai.feature_group_export.FeatureGroupExport" title="abacusai.feature_group_export.FeatureGroupExport">FeatureGroupExport</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -2289,7 +1402,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Information about the modification lock status and groups/organizations added to the feature group.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.ModificationLockInfo" title="abacusai.client.ModificationLockInfo">ModificationLockInfo</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../modification_lock_info/index.html#abacusai.modification_lock_info.ModificationLockInfo" title="abacusai.modification_lock_info.ModificationLockInfo">ModificationLockInfo</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -2378,7 +1491,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A feature group version.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.feature_group.FeatureGroupVersion" title="abacusai.feature_group.FeatureGroupVersion">FeatureGroupVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group_version/index.html#abacusai.feature_group_version.FeatureGroupVersion" title="abacusai.feature_group_version.FeatureGroupVersion">FeatureGroupVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -2398,7 +1511,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A list of feature group versions.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.feature_group.FeatureGroupVersion" title="abacusai.feature_group.FeatureGroupVersion">FeatureGroupVersion</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../feature_group_version/index.html#abacusai.feature_group_version.FeatureGroupVersion" title="abacusai.feature_group_version.FeatureGroupVersion">FeatureGroupVersion</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -2422,7 +1535,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The created feature group template.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.feature_group.FeatureGroupTemplate" title="abacusai.feature_group.FeatureGroupTemplate">FeatureGroupTemplate</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group_template/index.html#abacusai.feature_group_template.FeatureGroupTemplate" title="abacusai.feature_group_template.FeatureGroupTemplate">FeatureGroupTemplate</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -2439,7 +1552,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The suggested feature group template.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.feature_group.FeatureGroupTemplate" title="abacusai.feature_group.FeatureGroupTemplate">FeatureGroupTemplate</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group_template/index.html#abacusai.feature_group_template.FeatureGroupTemplate" title="abacusai.feature_group_template.FeatureGroupTemplate">FeatureGroupTemplate</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -2498,7 +1611,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The feature group row that was upserted.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.FeatureGroupRow" title="abacusai.client.FeatureGroupRow">FeatureGroupRow</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group_row/index.html#abacusai.feature_group_row.FeatureGroupRow" title="abacusai.feature_group_row.FeatureGroupRow">FeatureGroupRow</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -2531,7 +1644,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A list of feature group rows.</p>
 </dd>
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+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../feature_group_row/index.html#abacusai.feature_group_row.FeatureGroupRow" title="abacusai.feature_group_row.FeatureGroupRow">FeatureGroupRow</a>]</p>
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 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
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+<dd class="field-odd"><p><a class="reference internal" href="../natural_language_explanation/index.html#abacusai.natural_language_explanation.NaturalLanguageExplanation" title="abacusai.natural_language_explanation.NaturalLanguageExplanation">NaturalLanguageExplanation</a></p>
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@@ -2571,7 +1684,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The object containing natural language explanation(s) as field(s).</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.feature_group.NaturalLanguageExplanation" title="abacusai.feature_group.NaturalLanguageExplanation">NaturalLanguageExplanation</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../natural_language_explanation/index.html#abacusai.natural_language_explanation.NaturalLanguageExplanation" title="abacusai.natural_language_explanation.NaturalLanguageExplanation">NaturalLanguageExplanation</a></p>
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@@ -2686,7 +1799,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-odd"><p>A dataset object with all the relevant information about the dataset.</p>
 </dd>
 <dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="../client/index.html#abacusai.client.Dataset" title="abacusai.client.Dataset">Dataset</a></p>
+<dd class="field-even"><p><a class="reference internal" href="../dataset/index.html#abacusai.dataset.Dataset" title="abacusai.dataset.Dataset">Dataset</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -2707,6 +1820,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
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index f1cfb6bd0..2fc4661f0 100644
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+++ b/docs/autoapi/abacusai/feature_group_document/index.html
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+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html">abacusai.feature_group_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html">abacusai.feature_group_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html">abacusai.feature_group_export_download_url</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html">abacusai.feature_group_lineage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html">abacusai.feature_group_refresh_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html">abacusai.feature_group_row</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html">abacusai.feature_group_row_process</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html">abacusai.feature_group_row_process_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html">abacusai.feature_group_row_process_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html">abacusai.feature_group_template_variable_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html">abacusai.feature_group_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html">abacusai.feature_importance</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html">abacusai.feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html">abacusai.feature_performance_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html">abacusai.file_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
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@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.feature_group_document</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></li>
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             <a href="../../../_sources/autoapi/abacusai/feature_group_document/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.feature_group_document">
-<span id="abacusai-feature-group-document"></span><h1>abacusai.feature_group_document<a class="headerlink" href="#module-abacusai.feature_group_document" title="Link to this heading"></a></h1>
+<span id="abacusai-feature-group-document"></span><h1><a class="reference internal" href="#module-abacusai.feature_group_document" title="abacusai.feature_group_document"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a><a class="headerlink" href="#module-abacusai.feature_group_document" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
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 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.feature_group_document.AbstractApiClass" title="abacusai.feature_group_document.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.feature_group_document.FeatureGroupDocument" title="abacusai.feature_group_document.FeatureGroupDocument"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupDocument</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.feature_group_document.FeatureGroupDocument" title="abacusai.feature_group_document.FeatureGroupDocument"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupDocument</span></code></a></p></td>
 <td><p>A document of a feature group.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
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-<dd><p>Return self==value.</p>
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-
-<dl class="py method">
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-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.feature_group_document.FeatureGroupDocument">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_group_document.</span></span><span class="sig-name descname"><span class="pre">FeatureGroupDocument</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">docId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_document.FeatureGroupDocument" title="Link to this definition"></a></dt>
@@ -362,6 +337,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/feature_group_export/index.html b/docs/autoapi/abacusai/feature_group_export/index.html
index 5364e670b..1b7fea315 100644
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@@ -46,222 +46,217 @@
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+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
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+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html">abacusai.feature_group_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html">abacusai.feature_group_export_download_url</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html">abacusai.feature_group_lineage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html">abacusai.feature_group_refresh_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html">abacusai.feature_group_row</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html">abacusai.feature_group_row_process</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html">abacusai.feature_group_row_process_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html">abacusai.feature_group_row_process_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html">abacusai.feature_group_template_variable_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html">abacusai.feature_group_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html">abacusai.feature_importance</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html">abacusai.feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html">abacusai.feature_performance_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html">abacusai.file_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.feature_group_export</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></li>
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@@ -293,77 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.feature_group_export">
-<span id="abacusai-feature-group-export"></span><h1>abacusai.feature_group_export<a class="headerlink" href="#module-abacusai.feature_group_export" title="Link to this heading"></a></h1>
+<span id="abacusai-feature-group-export"></span><h1><a class="reference internal" href="#module-abacusai.feature_group_export" title="abacusai.feature_group_export"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a><a class="headerlink" href="#module-abacusai.feature_group_export" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.feature_group_export.ProjectConfig" title="abacusai.feature_group_export.ProjectConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ProjectConfig</span></code></a></p></td>
-<td><p>Project-specific config for a feature group</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.feature_group_export.AbstractApiClass" title="abacusai.feature_group_export.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.feature_group_export.FeatureGroupExport" title="abacusai.feature_group_export.FeatureGroupExport"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupExport</span></code></a></p></td>
 <td><p>A feature Group Export Job</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.feature_group_export.ProjectConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_group_export.</span></span><span class="sig-name descname"><span class="pre">ProjectConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_export.ProjectConfig" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Project-specific config for a feature group</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>type</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Type of project config</p></li>
-<li><p><strong>config</strong> (<a class="reference internal" href="../api_class/index.html#abacusai.api_class.ProjectFeatureGroupConfig" title="abacusai.api_class.ProjectFeatureGroupConfig"><em>ProjectFeatureGroupConfig</em></a>) – Project-specific config for this feature group</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group_export.ProjectConfig.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_export.ProjectConfig.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group_export.ProjectConfig.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_export.ProjectConfig.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.feature_group_export.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_group_export.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_export.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group_export.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_export.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group_export.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_export.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.feature_group_export.FeatureGroupExport">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_group_export.</span></span><span class="sig-name descname"><span class="pre">FeatureGroupExport</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupExportId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">failedWrites</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">totalWrites</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">connectorType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">outputLocation</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fileFormat</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">databaseConnectorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">objectName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">writeMode</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">databaseFeatureMapping</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">idColumn</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">exportCompletedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">additionalIdColumns</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">databaseOutputError</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">projectConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_export.FeatureGroupExport" title="Link to this definition"></a></dt>
@@ -391,7 +327,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>additionalIdColumns</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – For database connectors which support it, additional ID columns to use as a complex key for upserting.</p></li>
 <li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If <cite>status</cite> is <cite>FAILED</cite>, this field will be populated with an error.</p></li>
 <li><p><strong>databaseOutputError</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If <cite>True</cite>, there were errors reported by the database connector while writing.</p></li>
-<li><p><strong>projectConfig</strong> (<a class="reference internal" href="#abacusai.feature_group_export.ProjectConfig" title="abacusai.feature_group_export.ProjectConfig"><em>ProjectConfig</em></a>) – Project config for this feature group.</p></li>
+<li><p><strong>projectConfig</strong> (<a class="reference internal" href="../project_config/index.html#abacusai.project_config.ProjectConfig" title="abacusai.project_config.ProjectConfig"><em>ProjectConfig</em></a>) – Project config for this feature group.</p></li>
 </ul>
 </dd>
 </dl>
@@ -427,7 +363,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Instance containing the download URL and expiration time for the Feature Group Export.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.FeatureGroupExportDownloadUrl" title="abacusai.client.FeatureGroupExportDownloadUrl">FeatureGroupExportDownloadUrl</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group_export_download_url/index.html#abacusai.feature_group_export_download_url.FeatureGroupExportDownloadUrl" title="abacusai.feature_group_export_download_url.FeatureGroupExportDownloadUrl">FeatureGroupExportDownloadUrl</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -512,6 +448,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/feature_group_export_config/index.html b/docs/autoapi/abacusai/feature_group_export_config/index.html
index d4f47a39b..4925298fb 100644
--- a/docs/autoapi/abacusai/feature_group_export_config/index.html
+++ b/docs/autoapi/abacusai/feature_group_export_config/index.html
@@ -46,222 +46,217 @@
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+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html">abacusai.feature_group_export_download_url</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html">abacusai.feature_group_lineage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html">abacusai.feature_group_refresh_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html">abacusai.feature_group_row</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html">abacusai.feature_group_row_process</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html">abacusai.feature_group_row_process_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html">abacusai.feature_group_row_process_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html">abacusai.feature_group_template_variable_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html">abacusai.feature_group_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html">abacusai.feature_importance</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html">abacusai.feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html">abacusai.feature_performance_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html">abacusai.file_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
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-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.feature_group_export_config</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/feature_group_export_config/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.feature_group_export_config">
-<span id="abacusai-feature-group-export-config"></span><h1>abacusai.feature_group_export_config<a class="headerlink" href="#module-abacusai.feature_group_export_config" title="Link to this heading"></a></h1>
+<span id="abacusai-feature-group-export-config"></span><h1><a class="reference internal" href="#module-abacusai.feature_group_export_config" title="abacusai.feature_group_export_config"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a><a class="headerlink" href="#module-abacusai.feature_group_export_config" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
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 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.feature_group_export_config.AbstractApiClass" title="abacusai.feature_group_export_config.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.feature_group_export_config.FeatureGroupExportConfig" title="abacusai.feature_group_export_config.FeatureGroupExportConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupExportConfig</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.feature_group_export_config.FeatureGroupExportConfig" title="abacusai.feature_group_export_config.FeatureGroupExportConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupExportConfig</span></code></a></p></td>
 <td><p>Export configuration (file connector or database connector information) for feature group exports.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.feature_group_export_config.AbstractApiClass">
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-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group_export_config.AbstractApiClass.__eq__">
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-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group_export_config.AbstractApiClass._get_attribute_as_dict">
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-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.feature_group_export_config.FeatureGroupExportConfig">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_group_export_config.</span></span><span class="sig-name descname"><span class="pre">FeatureGroupExportConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">outputLocation</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fileFormat</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">databaseConnectorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">objectName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">writeMode</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">databaseFeatureMapping</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">idColumn</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">additionalIdColumns</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_export_config.FeatureGroupExportConfig" title="Link to this definition"></a></dt>
@@ -367,6 +342,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/feature_group_export_download_url/index.html b/docs/autoapi/abacusai/feature_group_export_download_url/index.html
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@@ -46,222 +46,217 @@
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-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html">abacusai.document_retriever_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html">abacusai.document_retriever_lookup_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html">abacusai.document_retriever_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html">abacusai.drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html">abacusai.drift_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda/index.html">abacusai.eda</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html">abacusai.eda_chart_description</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html">abacusai.eda_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html">abacusai.eda_data_consistency</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html">abacusai.eda_feature_association</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html">abacusai.eda_feature_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html">abacusai.eda_forecasting_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html">abacusai.eda_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html">abacusai.embedding_feature_drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html">abacusai.execute_feature_group_operation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html">abacusai.external_application</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html">abacusai.external_invite</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html">abacusai.extracted_fields</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature/index.html">abacusai.feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html">abacusai.feature_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html">abacusai.feature_drift_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html">abacusai.feature_drift_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html">abacusai.feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html">abacusai.feature_group_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html">abacusai.feature_group_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html">abacusai.feature_group_export_config</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.feature_group_export_download_url</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html">abacusai.feature_group_lineage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html">abacusai.feature_group_refresh_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html">abacusai.feature_group_row</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html">abacusai.feature_group_row_process</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html">abacusai.feature_group_row_process_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html">abacusai.feature_group_row_process_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html">abacusai.feature_group_template_variable_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html">abacusai.feature_group_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html">abacusai.feature_importance</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html">abacusai.feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html">abacusai.feature_performance_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html">abacusai.file_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.feature_group_export_download_url</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/feature_group_export_download_url/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.feature_group_export_download_url">
-<span id="abacusai-feature-group-export-download-url"></span><h1>abacusai.feature_group_export_download_url<a class="headerlink" href="#module-abacusai.feature_group_export_download_url" title="Link to this heading"></a></h1>
+<span id="abacusai-feature-group-export-download-url"></span><h1><a class="reference internal" href="#module-abacusai.feature_group_export_download_url" title="abacusai.feature_group_export_download_url"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a><a class="headerlink" href="#module-abacusai.feature_group_export_download_url" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.feature_group_export_download_url.AbstractApiClass" title="abacusai.feature_group_export_download_url.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.feature_group_export_download_url.FeatureGroupExportDownloadUrl" title="abacusai.feature_group_export_download_url.FeatureGroupExportDownloadUrl"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupExportDownloadUrl</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.feature_group_export_download_url.FeatureGroupExportDownloadUrl" title="abacusai.feature_group_export_download_url.FeatureGroupExportDownloadUrl"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupExportDownloadUrl</span></code></a></p></td>
 <td><p>A Feature Group Export Download Url, which is used to download the feature group version</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.feature_group_export_download_url.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_group_export_download_url.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_export_download_url.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group_export_download_url.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_export_download_url.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group_export_download_url.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_export_download_url.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.feature_group_export_download_url.FeatureGroupExportDownloadUrl">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_group_export_download_url.</span></span><span class="sig-name descname"><span class="pre">FeatureGroupExportDownloadUrl</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">downloadUrl</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">expiresAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_export_download_url.FeatureGroupExportDownloadUrl" title="Link to this definition"></a></dt>
@@ -361,6 +336,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
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+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html">abacusai.feature_group_refresh_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html">abacusai.feature_group_row</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html">abacusai.feature_group_row_process</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html">abacusai.feature_group_row_process_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html">abacusai.feature_group_row_process_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html">abacusai.feature_group_template_variable_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html">abacusai.feature_group_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html">abacusai.feature_importance</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html">abacusai.feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html">abacusai.feature_performance_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html">abacusai.file_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
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       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.feature_group_lineage</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
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       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.feature_group_lineage">
-<span id="abacusai-feature-group-lineage"></span><h1>abacusai.feature_group_lineage<a class="headerlink" href="#module-abacusai.feature_group_lineage" title="Link to this heading"></a></h1>
+<span id="abacusai-feature-group-lineage"></span><h1><a class="reference internal" href="#module-abacusai.feature_group_lineage" title="abacusai.feature_group_lineage"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a><a class="headerlink" href="#module-abacusai.feature_group_lineage" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
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 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.feature_group_lineage.AbstractApiClass" title="abacusai.feature_group_lineage.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.feature_group_lineage.FeatureGroupLineage" title="abacusai.feature_group_lineage.FeatureGroupLineage"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupLineage</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.feature_group_lineage.FeatureGroupLineage" title="abacusai.feature_group_lineage.FeatureGroupLineage"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupLineage</span></code></a></p></td>
 <td><p>Directed acyclic graph of feature group lineage for all feature groups in a project</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
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-</dd></dl>
-
-<dl class="py method">
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-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.feature_group_lineage.FeatureGroupLineage">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_group_lineage.</span></span><span class="sig-name descname"><span class="pre">FeatureGroupLineage</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nodes</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">connections</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_lineage.FeatureGroupLineage" title="Link to this definition"></a></dt>
@@ -361,6 +336,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/feature_group_refresh_export_config/index.html b/docs/autoapi/abacusai/feature_group_refresh_export_config/index.html
index eb545dc9c..2d2907d94 100644
--- a/docs/autoapi/abacusai/feature_group_refresh_export_config/index.html
+++ b/docs/autoapi/abacusai/feature_group_refresh_export_config/index.html
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+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html">abacusai.feature_group_row</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html">abacusai.feature_group_row_process</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html">abacusai.feature_group_row_process_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html">abacusai.feature_group_row_process_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html">abacusai.feature_group_template_variable_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html">abacusai.feature_group_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html">abacusai.feature_importance</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html">abacusai.feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html">abacusai.feature_performance_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html">abacusai.file_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
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 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
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@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.feature_group_refresh_export_config</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/feature_group_refresh_export_config/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.feature_group_refresh_export_config">
-<span id="abacusai-feature-group-refresh-export-config"></span><h1>abacusai.feature_group_refresh_export_config<a class="headerlink" href="#module-abacusai.feature_group_refresh_export_config" title="Link to this heading"></a></h1>
+<span id="abacusai-feature-group-refresh-export-config"></span><h1><a class="reference internal" href="#module-abacusai.feature_group_refresh_export_config" title="abacusai.feature_group_refresh_export_config"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a><a class="headerlink" href="#module-abacusai.feature_group_refresh_export_config" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.feature_group_refresh_export_config.AbstractApiClass" title="abacusai.feature_group_refresh_export_config.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.feature_group_refresh_export_config.FeatureGroupRefreshExportConfig" title="abacusai.feature_group_refresh_export_config.FeatureGroupRefreshExportConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupRefreshExportConfig</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.feature_group_refresh_export_config.FeatureGroupRefreshExportConfig" title="abacusai.feature_group_refresh_export_config.FeatureGroupRefreshExportConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupRefreshExportConfig</span></code></a></p></td>
 <td><p>A Feature Group Refresh Export Config outlines the export configuration for a feature group.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.feature_group_refresh_export_config.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_group_refresh_export_config.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_refresh_export_config.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group_refresh_export_config.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_refresh_export_config.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group_refresh_export_config.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_refresh_export_config.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.feature_group_refresh_export_config.FeatureGroupRefreshExportConfig">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_group_refresh_export_config.</span></span><span class="sig-name descname"><span class="pre">FeatureGroupRefreshExportConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">connectorType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">location</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">exportFileFormat</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">additionalIdColumns</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">databaseFeatureMapping</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">externalConnectionId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">idColumn</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">objectName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">writeMode</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_refresh_export_config.FeatureGroupRefreshExportConfig" title="Link to this definition"></a></dt>
@@ -368,6 +343,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/feature_group_row/index.html b/docs/autoapi/abacusai/feature_group_row/index.html
index 8b4bf5569..e041aadfd 100644
--- a/docs/autoapi/abacusai/feature_group_row/index.html
+++ b/docs/autoapi/abacusai/feature_group_row/index.html
@@ -46,222 +46,217 @@
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-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
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-<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html">abacusai.agent_data_document_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html">abacusai.agent_data_execution_result</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html">abacusai.data_prep_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html">abacusai.data_quality_results</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html">abacusai.data_upload_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html">abacusai.database_column_feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html">abacusai.database_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html">abacusai.database_connector_column</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html">abacusai.database_connector_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html">abacusai.dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html">abacusai.dataset_column</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html">abacusai.dataset_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html">abacusai.dataset_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html">abacusai.deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html">abacusai.deployment_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html">abacusai.deployment_conversation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html">abacusai.deployment_conversation_event</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html">abacusai.deployment_conversation_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html">abacusai.document_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html">abacusai.document_retriever</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html">abacusai.document_retriever_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html">abacusai.document_retriever_lookup_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html">abacusai.document_retriever_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html">abacusai.drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html">abacusai.drift_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda/index.html">abacusai.eda</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html">abacusai.eda_chart_description</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html">abacusai.eda_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html">abacusai.eda_data_consistency</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html">abacusai.eda_feature_association</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html">abacusai.eda_feature_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html">abacusai.eda_forecasting_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html">abacusai.eda_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html">abacusai.embedding_feature_drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html">abacusai.execute_feature_group_operation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html">abacusai.external_application</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html">abacusai.external_invite</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html">abacusai.extracted_fields</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature/index.html">abacusai.feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html">abacusai.feature_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html">abacusai.feature_drift_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html">abacusai.feature_drift_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html">abacusai.feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html">abacusai.feature_group_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html">abacusai.feature_group_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html">abacusai.feature_group_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html">abacusai.feature_group_export_download_url</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html">abacusai.feature_group_lineage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html">abacusai.feature_group_refresh_export_config</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.feature_group_row</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
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+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.feature_group_row</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/feature_group_row/index.rst.txt" rel="nofollow"> View page source</a>
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@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.feature_group_row">
-<span id="abacusai-feature-group-row"></span><h1>abacusai.feature_group_row<a class="headerlink" href="#module-abacusai.feature_group_row" title="Link to this heading"></a></h1>
+<span id="abacusai-feature-group-row"></span><h1><a class="reference internal" href="#module-abacusai.feature_group_row" title="abacusai.feature_group_row"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a><a class="headerlink" href="#module-abacusai.feature_group_row" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.feature_group_row.AbstractApiClass" title="abacusai.feature_group_row.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.feature_group_row.FeatureGroupRow" title="abacusai.feature_group_row.FeatureGroupRow"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupRow</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.feature_group_row.FeatureGroupRow" title="abacusai.feature_group_row.FeatureGroupRow"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupRow</span></code></a></p></td>
 <td><p>A row of a feature group.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.feature_group_row.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_group_row.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_row.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group_row.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_row.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group_row.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_row.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.feature_group_row.FeatureGroupRow">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_group_row.</span></span><span class="sig-name descname"><span class="pre">FeatureGroupRow</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">primaryKey</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">updatedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">contents</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_row.FeatureGroupRow" title="Link to this definition"></a></dt>
@@ -364,6 +339,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/feature_group_row_process/index.html b/docs/autoapi/abacusai/feature_group_row_process/index.html
index da16a0f6f..fad66ab1f 100644
--- a/docs/autoapi/abacusai/feature_group_row_process/index.html
+++ b/docs/autoapi/abacusai/feature_group_row_process/index.html
@@ -46,222 +46,217 @@
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+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html">abacusai.feature_group_row_process_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html">abacusai.feature_group_row_process_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html">abacusai.feature_group_template_variable_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html">abacusai.feature_group_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html">abacusai.feature_importance</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html">abacusai.feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html">abacusai.feature_performance_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html">abacusai.file_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
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-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
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@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
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-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.feature_group_row_process</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></li>
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             <a href="../../../_sources/autoapi/abacusai/feature_group_row_process/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.feature_group_row_process">
-<span id="abacusai-feature-group-row-process"></span><h1>abacusai.feature_group_row_process<a class="headerlink" href="#module-abacusai.feature_group_row_process" title="Link to this heading"></a></h1>
+<span id="abacusai-feature-group-row-process"></span><h1><a class="reference internal" href="#module-abacusai.feature_group_row_process" title="abacusai.feature_group_row_process"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a><a class="headerlink" href="#module-abacusai.feature_group_row_process" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.feature_group_row_process.AbstractApiClass" title="abacusai.feature_group_row_process.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.feature_group_row_process.FeatureGroupRowProcess" title="abacusai.feature_group_row_process.FeatureGroupRowProcess"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupRowProcess</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.feature_group_row_process.FeatureGroupRowProcess" title="abacusai.feature_group_row_process.FeatureGroupRowProcess"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupRowProcess</span></code></a></p></td>
 <td><p>A feature group row process</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.feature_group_row_process.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_group_row_process.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_row_process.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group_row_process.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_row_process.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group_row_process.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_row_process.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.feature_group_row_process.FeatureGroupRowProcess">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_group_row_process.</span></span><span class="sig-name descname"><span class="pre">FeatureGroupRowProcess</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deploymentId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">primaryKeyValue</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupRowProcessId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">updatedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">startedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">completedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">timeoutAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">retriesRemaining</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">totalAttemptsAllowed</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_row_process.FeatureGroupRowProcess" title="Link to this definition"></a></dt>
@@ -397,6 +372,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/feature_group_row_process_logs/index.html b/docs/autoapi/abacusai/feature_group_row_process_logs/index.html
index 86e27467a..089ed028b 100644
--- a/docs/autoapi/abacusai/feature_group_row_process_logs/index.html
+++ b/docs/autoapi/abacusai/feature_group_row_process_logs/index.html
@@ -46,222 +46,217 @@
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 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html">abacusai.feature_group_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html">abacusai.feature_group_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html">abacusai.feature_group_export_download_url</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html">abacusai.feature_group_lineage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html">abacusai.feature_group_refresh_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html">abacusai.feature_group_row</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html">abacusai.feature_group_row_process</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.feature_group_row_process_logs</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html">abacusai.feature_group_row_process_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html">abacusai.feature_group_template_variable_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html">abacusai.feature_group_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html">abacusai.feature_importance</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html">abacusai.feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html">abacusai.feature_performance_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html">abacusai.file_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
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-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
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@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
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       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.feature_group_row_process_logs</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/feature_group_row_process_logs/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.feature_group_row_process_logs">
-<span id="abacusai-feature-group-row-process-logs"></span><h1>abacusai.feature_group_row_process_logs<a class="headerlink" href="#module-abacusai.feature_group_row_process_logs" title="Link to this heading"></a></h1>
+<span id="abacusai-feature-group-row-process-logs"></span><h1><a class="reference internal" href="#module-abacusai.feature_group_row_process_logs" title="abacusai.feature_group_row_process_logs"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a><a class="headerlink" href="#module-abacusai.feature_group_row_process_logs" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.feature_group_row_process_logs.AbstractApiClass" title="abacusai.feature_group_row_process_logs.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.feature_group_row_process_logs.FeatureGroupRowProcessLogs" title="abacusai.feature_group_row_process_logs.FeatureGroupRowProcessLogs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupRowProcessLogs</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.feature_group_row_process_logs.FeatureGroupRowProcessLogs" title="abacusai.feature_group_row_process_logs.FeatureGroupRowProcessLogs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupRowProcessLogs</span></code></a></p></td>
 <td><p>Logs for the feature group row process.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.feature_group_row_process_logs.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_group_row_process_logs.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_row_process_logs.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group_row_process_logs.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_row_process_logs.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group_row_process_logs.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_row_process_logs.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.feature_group_row_process_logs.FeatureGroupRowProcessLogs">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_group_row_process_logs.</span></span><span class="sig-name descname"><span class="pre">FeatureGroupRowProcessLogs</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">logs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deploymentId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">primaryKeyValue</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupRowProcessId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_row_process_logs.FeatureGroupRowProcessLogs" title="Link to this definition"></a></dt>
@@ -364,6 +339,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/feature_group_row_process_summary/index.html b/docs/autoapi/abacusai/feature_group_row_process_summary/index.html
index 47ce2c035..10de55b2b 100644
--- a/docs/autoapi/abacusai/feature_group_row_process_summary/index.html
+++ b/docs/autoapi/abacusai/feature_group_row_process_summary/index.html
@@ -46,222 +46,217 @@
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
               <ul class="current">
-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html">abacusai.agent_data_execution_result</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html">abacusai.ai_building_task</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html">abacusai.annotations_status</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html">abacusai.api_client_utils</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html">abacusai.api_endpoint</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html">abacusai.api_key</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html">abacusai.app_user_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html">abacusai.application_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html">abacusai.batch_prediction</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html">abacusai.batch_prediction_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html">abacusai.batch_prediction_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html">abacusai.code_source</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html">abacusai.concatenation_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html">abacusai.cpu_gpu_memory_specs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html">abacusai.cryptography</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html">abacusai.custom_loss_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html">abacusai.custom_metric</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html">abacusai.custom_metric_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html">abacusai.custom_train_function_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html">abacusai.data_consistency_duplication</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html">abacusai.data_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html">abacusai.data_prep_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html">abacusai.data_quality_results</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html">abacusai.data_upload_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html">abacusai.database_column_feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html">abacusai.database_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html">abacusai.database_connector_column</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html">abacusai.database_connector_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html">abacusai.dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html">abacusai.dataset_column</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html">abacusai.dataset_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html">abacusai.dataset_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html">abacusai.deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html">abacusai.deployment_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html">abacusai.deployment_conversation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html">abacusai.deployment_conversation_event</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html">abacusai.deployment_conversation_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html">abacusai.document_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html">abacusai.document_retriever</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html">abacusai.document_retriever_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html">abacusai.document_retriever_lookup_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html">abacusai.document_retriever_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html">abacusai.drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html">abacusai.drift_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda/index.html">abacusai.eda</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html">abacusai.eda_chart_description</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html">abacusai.eda_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html">abacusai.eda_data_consistency</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html">abacusai.eda_feature_association</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html">abacusai.eda_feature_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html">abacusai.eda_forecasting_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html">abacusai.eda_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html">abacusai.embedding_feature_drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html">abacusai.execute_feature_group_operation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html">abacusai.external_application</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html">abacusai.external_invite</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html">abacusai.extracted_fields</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature/index.html">abacusai.feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html">abacusai.feature_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html">abacusai.feature_drift_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html">abacusai.feature_drift_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html">abacusai.feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html">abacusai.feature_group_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html">abacusai.feature_group_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html">abacusai.feature_group_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html">abacusai.feature_group_export_download_url</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html">abacusai.feature_group_lineage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html">abacusai.feature_group_refresh_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html">abacusai.feature_group_row</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html">abacusai.feature_group_row_process</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html">abacusai.feature_group_row_process_logs</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.feature_group_row_process_summary</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html">abacusai.feature_group_template_variable_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html">abacusai.feature_group_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html">abacusai.feature_importance</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html">abacusai.feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html">abacusai.feature_performance_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html">abacusai.file_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.feature_group_row_process_summary</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></li>
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             <a href="../../../_sources/autoapi/abacusai/feature_group_row_process_summary/index.rst.txt" rel="nofollow"> View page source</a>
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@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.feature_group_row_process_summary">
-<span id="abacusai-feature-group-row-process-summary"></span><h1>abacusai.feature_group_row_process_summary<a class="headerlink" href="#module-abacusai.feature_group_row_process_summary" title="Link to this heading"></a></h1>
+<span id="abacusai-feature-group-row-process-summary"></span><h1><a class="reference internal" href="#module-abacusai.feature_group_row_process_summary" title="abacusai.feature_group_row_process_summary"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a><a class="headerlink" href="#module-abacusai.feature_group_row_process_summary" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.feature_group_row_process_summary.AbstractApiClass" title="abacusai.feature_group_row_process_summary.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.feature_group_row_process_summary.FeatureGroupRowProcessSummary" title="abacusai.feature_group_row_process_summary.FeatureGroupRowProcessSummary"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupRowProcessSummary</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.feature_group_row_process_summary.FeatureGroupRowProcessSummary" title="abacusai.feature_group_row_process_summary.FeatureGroupRowProcessSummary"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupRowProcessSummary</span></code></a></p></td>
 <td><p>A summary of the feature group processes for a deployment.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.feature_group_row_process_summary.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_group_row_process_summary.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_row_process_summary.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group_row_process_summary.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_row_process_summary.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group_row_process_summary.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_row_process_summary.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.feature_group_row_process_summary.FeatureGroupRowProcessSummary">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_group_row_process_summary.</span></span><span class="sig-name descname"><span class="pre">FeatureGroupRowProcessSummary</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">totalProcesses</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pendingProcesses</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">processingProcesses</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">completeProcesses</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">failedProcesses</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_row_process_summary.FeatureGroupRowProcessSummary" title="Link to this definition"></a></dt>
@@ -364,6 +339,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/feature_group_template/index.html b/docs/autoapi/abacusai/feature_group_template/index.html
index e129823bb..f16e67f05 100644
--- a/docs/autoapi/abacusai/feature_group_template/index.html
+++ b/docs/autoapi/abacusai/feature_group_template/index.html
@@ -46,222 +46,217 @@
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+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html">abacusai.feature_group_template_variable_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html">abacusai.feature_group_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html">abacusai.feature_importance</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html">abacusai.feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html">abacusai.feature_performance_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html">abacusai.file_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
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-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
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-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
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           <div role="navigation" aria-label="Page navigation">
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       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.feature_group_template</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/feature_group_template/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.feature_group_template">
-<span id="abacusai-feature-group-template"></span><h1>abacusai.feature_group_template<a class="headerlink" href="#module-abacusai.feature_group_template" title="Link to this heading"></a></h1>
+<span id="abacusai-feature-group-template"></span><h1><a class="reference internal" href="#module-abacusai.feature_group_template" title="abacusai.feature_group_template"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a><a class="headerlink" href="#module-abacusai.feature_group_template" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.feature_group_template.AbstractApiClass" title="abacusai.feature_group_template.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.feature_group_template.FeatureGroupTemplate" title="abacusai.feature_group_template.FeatureGroupTemplate"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupTemplate</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.feature_group_template.FeatureGroupTemplate" title="abacusai.feature_group_template.FeatureGroupTemplate"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupTemplate</span></code></a></p></td>
 <td><p>A template for creating feature groups.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.feature_group_template.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_group_template.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_template.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group_template.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_template.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group_template.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_template.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.feature_group_template.FeatureGroupTemplate">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_group_template.</span></span><span class="sig-name descname"><span class="pre">FeatureGroupTemplate</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupTemplateId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">isSystemTemplate</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">templateSql</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">templateVariables</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">updatedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_template.FeatureGroupTemplate" title="Link to this definition"></a></dt>
@@ -447,13 +422,14 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The resolved template</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.ResolvedFeatureGroupTemplate" title="abacusai.client.ResolvedFeatureGroupTemplate">ResolvedFeatureGroupTemplate</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../resolved_feature_group_template/index.html#abacusai.resolved_feature_group_template.ResolvedFeatureGroupTemplate" title="abacusai.resolved_feature_group_template.ResolvedFeatureGroupTemplate">ResolvedFeatureGroupTemplate</a></p>
 </dd>
 </dl>
 </dd></dl>
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/feature_group_template_variable_options/index.html b/docs/autoapi/abacusai/feature_group_template_variable_options/index.html
index 53c298c99..56e6862bb 100644
--- a/docs/autoapi/abacusai/feature_group_template_variable_options/index.html
+++ b/docs/autoapi/abacusai/feature_group_template_variable_options/index.html
@@ -46,222 +46,217 @@
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+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
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-<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html">abacusai.agent_data_execution_result</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html">abacusai.document_retriever</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html">abacusai.document_retriever_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html">abacusai.document_retriever_lookup_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html">abacusai.document_retriever_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html">abacusai.drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html">abacusai.drift_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda/index.html">abacusai.eda</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html">abacusai.eda_chart_description</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html">abacusai.eda_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html">abacusai.eda_data_consistency</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html">abacusai.eda_feature_association</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html">abacusai.eda_feature_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html">abacusai.eda_forecasting_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html">abacusai.eda_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html">abacusai.embedding_feature_drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html">abacusai.execute_feature_group_operation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html">abacusai.external_application</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html">abacusai.external_invite</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html">abacusai.extracted_fields</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature/index.html">abacusai.feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html">abacusai.feature_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html">abacusai.feature_drift_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html">abacusai.feature_drift_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html">abacusai.feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html">abacusai.feature_group_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html">abacusai.feature_group_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html">abacusai.feature_group_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html">abacusai.feature_group_export_download_url</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html">abacusai.feature_group_lineage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html">abacusai.feature_group_refresh_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html">abacusai.feature_group_row</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html">abacusai.feature_group_row_process</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html">abacusai.feature_group_row_process_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html">abacusai.feature_group_row_process_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.feature_group_template_variable_options</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html">abacusai.feature_group_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html">abacusai.feature_importance</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.feature_group_template_variable_options</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/feature_group_template_variable_options/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.feature_group_template_variable_options">
-<span id="abacusai-feature-group-template-variable-options"></span><h1>abacusai.feature_group_template_variable_options<a class="headerlink" href="#module-abacusai.feature_group_template_variable_options" title="Link to this heading"></a></h1>
+<span id="abacusai-feature-group-template-variable-options"></span><h1><a class="reference internal" href="#module-abacusai.feature_group_template_variable_options" title="abacusai.feature_group_template_variable_options"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a><a class="headerlink" href="#module-abacusai.feature_group_template_variable_options" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.feature_group_template_variable_options.AbstractApiClass" title="abacusai.feature_group_template_variable_options.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.feature_group_template_variable_options.FeatureGroupTemplateVariableOptions" title="abacusai.feature_group_template_variable_options.FeatureGroupTemplateVariableOptions"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupTemplateVariableOptions</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.feature_group_template_variable_options.FeatureGroupTemplateVariableOptions" title="abacusai.feature_group_template_variable_options.FeatureGroupTemplateVariableOptions"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupTemplateVariableOptions</span></code></a></p></td>
 <td><p>Feature Group Template Variable Options</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.feature_group_template_variable_options.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_group_template_variable_options.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_template_variable_options.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group_template_variable_options.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_template_variable_options.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group_template_variable_options.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_template_variable_options.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.feature_group_template_variable_options.FeatureGroupTemplateVariableOptions">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_group_template_variable_options.</span></span><span class="sig-name descname"><span class="pre">FeatureGroupTemplateVariableOptions</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">templateVariableOptions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">userFeedback</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_template_variable_options.FeatureGroupTemplateVariableOptions" title="Link to this definition"></a></dt>
@@ -361,6 +336,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/feature_group_version/index.html b/docs/autoapi/abacusai/feature_group_version/index.html
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+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html">abacusai.feature_importance</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html">abacusai.feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html">abacusai.feature_performance_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html">abacusai.file_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
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       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.feature_group_version</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></li>
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@@ -293,271 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.feature_group_version">
-<span id="abacusai-feature-group-version"></span><h1>abacusai.feature_group_version<a class="headerlink" href="#module-abacusai.feature_group_version" title="Link to this heading"></a></h1>
+<span id="abacusai-feature-group-version"></span><h1><a class="reference internal" href="#module-abacusai.feature_group_version" title="abacusai.feature_group_version"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a><a class="headerlink" href="#module-abacusai.feature_group_version" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.feature_group_version.AnnotationConfig" title="abacusai.feature_group_version.AnnotationConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AnnotationConfig</span></code></a></p></td>
-<td><p>Annotation config for a feature group</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.feature_group_version.CodeSource" title="abacusai.feature_group_version.CodeSource"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CodeSource</span></code></a></p></td>
-<td><p>Code source for python-based custom feature groups and models</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.feature_group_version.Feature" title="abacusai.feature_group_version.Feature"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Feature</span></code></a></p></td>
-<td><p>A feature in a feature group</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.feature_group_version.IndexingConfig" title="abacusai.feature_group_version.IndexingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">IndexingConfig</span></code></a></p></td>
-<td><p>The indexing config for a Feature Group</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.feature_group_version.PointInTimeGroup" title="abacusai.feature_group_version.PointInTimeGroup"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PointInTimeGroup</span></code></a></p></td>
-<td><p>A point in time group containing point in time features</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.feature_group_version.AbstractApiClass" title="abacusai.feature_group_version.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.feature_group_version.FeatureGroupVersion" title="abacusai.feature_group_version.FeatureGroupVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupVersion</span></code></a></p></td>
 <td><p>A materialized version of a feature group</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.feature_group_version.AnnotationConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_group_version.</span></span><span class="sig-name descname"><span class="pre">AnnotationConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureAnnotationConfigs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">statusFeature</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">commentsFeatures</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">metadataFeature</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_version.AnnotationConfig" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Annotation config for a feature group</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>featureAnnotationConfigs</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of feature annotation configs</p></li>
-<li><p><strong>labels</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of labels</p></li>
-<li><p><strong>statusFeature</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the feature that contains the status of the annotation (Optional)</p></li>
-<li><p><strong>commentsFeatures</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Features that contain comments for the annotation (Optional)</p></li>
-<li><p><strong>metadataFeature</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the feature that contains the metadata for the annotation (Optional)</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group_version.AnnotationConfig.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_version.AnnotationConfig.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group_version.AnnotationConfig.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_version.AnnotationConfig.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.feature_group_version.CodeSource">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_group_version.</span></span><span class="sig-name descname"><span class="pre">CodeSource</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceCode</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">applicationConnectorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">applicationConnectorInfo</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">packageRequirements</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">publishingMsg</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">moduleDependencies</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_version.CodeSource" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Code source for python-based custom feature groups and models</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>sourceType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of the source, one of TEXT, PYTHON, FILE_UPLOAD, or APPLICATION_CONNECTOR</p></li>
-<li><p><strong>sourceCode</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If the type of the source is TEXT, the raw text of the function</p></li>
-<li><p><strong>applicationConnectorId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The Application Connector to fetch the code from</p></li>
-<li><p><strong>applicationConnectorInfo</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Args passed to the application connector to fetch the code</p></li>
-<li><p><strong>packageRequirements</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The pip package dependencies required to run the code</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The status of the code and validations</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If the status is failed, an error message describing what went wrong</p></li>
-<li><p><strong>publishingMsg</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Warnings in the source code</p></li>
-<li><p><strong>moduleDependencies</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The list of internal modules dependencies required to run the code</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group_version.CodeSource.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_version.CodeSource.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group_version.CodeSource.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_version.CodeSource.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group_version.CodeSource.import_as_cell">
-<span class="sig-name descname"><span class="pre">import_as_cell</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_version.CodeSource.import_as_cell" title="Link to this definition"></a></dt>
-<dd><p>Adds the source code as an unexecuted cell in the notebook.</p>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.feature_group_version.Feature">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_group_version.</span></span><span class="sig-name descname"><span class="pre">Feature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">selectClause</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureMapping</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceTable</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">originalName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">usingClause</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">orderClause</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">whereClause</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dataType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">detectedFeatureType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">detectedDataType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">columns</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pointInTimeInfo</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_version.Feature" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A feature in a feature group</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique name of the column</p></li>
-<li><p><strong>selectClause</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The sql logic for creating this feature’s data</p></li>
-<li><p><strong>featureMapping</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The Feature Mapping of the feature</p></li>
-<li><p><strong>sourceTable</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The source table of the column</p></li>
-<li><p><strong>originalName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The original name of the column</p></li>
-<li><p><strong>usingClause</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Nested Column Using Clause</p></li>
-<li><p><strong>orderClause</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Nested Column Ordering Clause</p></li>
-<li><p><strong>whereClause</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Nested Column Where Clause</p></li>
-<li><p><strong>featureType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Feature Type of the Feature</p></li>
-<li><p><strong>dataType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Data Type of the Feature</p></li>
-<li><p><strong>detectedFeatureType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The detected feature type of the column</p></li>
-<li><p><strong>detectedDataType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The detected data type of the column</p></li>
-<li><p><strong>columns</strong> (<a class="reference internal" href="../feature/index.html#abacusai.feature.NestedFeature" title="abacusai.feature.NestedFeature"><em>NestedFeature</em></a>) – Nested Features</p></li>
-<li><p><strong>pointInTimeInfo</strong> (<a class="reference internal" href="../feature/index.html#abacusai.feature.PointInTimeFeature" title="abacusai.feature.PointInTimeFeature"><em>PointInTimeFeature</em></a>) – Point in time column information</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group_version.Feature.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_version.Feature.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group_version.Feature.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_version.Feature.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.feature_group_version.IndexingConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_group_version.</span></span><span class="sig-name descname"><span class="pre">IndexingConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">primaryKey</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">updateTimestampKey</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookupKeys</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_version.IndexingConfig" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>The indexing config for a Feature Group</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>primaryKey</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A single key index</p></li>
-<li><p><strong>updateTimestampKey</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The primary timestamp feature</p></li>
-<li><p><strong>lookupKeys</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – A multi-key index. Cannot be used in conjuction with primary key.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group_version.IndexingConfig.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_version.IndexingConfig.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group_version.IndexingConfig.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_version.IndexingConfig.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.feature_group_version.PointInTimeGroup">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_group_version.</span></span><span class="sig-name descname"><span class="pre">PointInTimeGroup</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">groupName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">windowKey</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">aggregationKeys</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookbackWindow</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookbackWindowLag</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookbackCount</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookbackUntilPosition</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">historyTableName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">historyWindowKey</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">historyAggregationKeys</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">features</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_version.PointInTimeGroup" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A point in time group containing point in time features</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>groupName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the point in time group</p></li>
-<li><p><strong>windowKey</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of feature which contains the timestamp value for the point in time feature</p></li>
-<li><p><strong>aggregationKeys</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of keys to use for join the historical table and performing the window aggregation.</p></li>
-<li><p><strong>lookbackWindow</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – Number of seconds in the past from the current time for start of the window.</p></li>
-<li><p><strong>lookbackWindowLag</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – Optional lag to offset the closest point for the window. If it is positive, we delay the start of window. If it is negative, we are looking at the “future” rows in the history table.</p></li>
-<li><p><strong>lookbackCount</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – If window is specified in terms of count, the start position of the window (0 is the current row)</p></li>
-<li><p><strong>lookbackUntilPosition</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Optional lag to offset the closest point for the window. If it is positive, we delay the start of window by that many rows. If it is negative, we are looking at those many “future” rows in the history table.</p></li>
-<li><p><strong>historyTableName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The table to use for aggregating, if not provided, the source table will be used</p></li>
-<li><p><strong>historyWindowKey</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of feature to use for ordering the rows on the history table. If not provided, the windowKey from the source table will be used</p></li>
-<li><p><strong>historyAggregationKeys</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of keys to use for join the historical table and performing the window aggregation. If not provided, the aggregationKeys from the source table will be used. Must be the same length and order as the source table’s aggregationKeys</p></li>
-<li><p><strong>features</strong> (<a class="reference internal" href="../point_in_time_group/index.html#abacusai.point_in_time_group.PointInTimeGroupFeature" title="abacusai.point_in_time_group.PointInTimeGroupFeature"><em>PointInTimeGroupFeature</em></a>) – List of features in the Point in Time group</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group_version.PointInTimeGroup.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_version.PointInTimeGroup.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group_version.PointInTimeGroup.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_version.PointInTimeGroup.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.feature_group_version.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_group_version.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_version.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group_version.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_version.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_group_version.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_version.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.feature_group_version.FeatureGroupVersion">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_group_version.</span></span><span class="sig-name descname"><span class="pre">FeatureGroupVersion</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sql</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceTables</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceDatasetVersions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deployable</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cpuSize</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">memory</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">useOriginalCsvNames</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pythonFunctionBindings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">indexingConfigWarningMsg</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">materializationStartedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">materializationCompletedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">columns</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">templateBindings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">features</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pointInTimeGroups</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">codeSource</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">annotationConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">indexingConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_group_version.FeatureGroupVersion" title="Link to this definition"></a></dt>
@@ -585,11 +327,11 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>materializationCompletedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The timestamp at which the feature group materialization completed.</p></li>
 <li><p><strong>columns</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><em>feature</em><em>]</em>) – List of resolved columns.</p></li>
 <li><p><strong>templateBindings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Template variable bindings used for resolving the template.</p></li>
-<li><p><strong>features</strong> (<a class="reference internal" href="#abacusai.feature_group_version.Feature" title="abacusai.feature_group_version.Feature"><em>Feature</em></a>) – List of features.</p></li>
-<li><p><strong>pointInTimeGroups</strong> (<a class="reference internal" href="#abacusai.feature_group_version.PointInTimeGroup" title="abacusai.feature_group_version.PointInTimeGroup"><em>PointInTimeGroup</em></a>) – List of Point In Time Groups</p></li>
-<li><p><strong>codeSource</strong> (<a class="reference internal" href="#abacusai.feature_group_version.CodeSource" title="abacusai.feature_group_version.CodeSource"><em>CodeSource</em></a>) – If a python feature group, information on the source code</p></li>
-<li><p><strong>annotationConfig</strong> (<a class="reference internal" href="#abacusai.feature_group_version.AnnotationConfig" title="abacusai.feature_group_version.AnnotationConfig"><em>AnnotationConfig</em></a>) – The annotations config for the feature group.</p></li>
-<li><p><strong>indexingConfig</strong> (<a class="reference internal" href="#abacusai.feature_group_version.IndexingConfig" title="abacusai.feature_group_version.IndexingConfig"><em>IndexingConfig</em></a>) – The indexing config for the feature group.</p></li>
+<li><p><strong>features</strong> (<a class="reference internal" href="../feature/index.html#abacusai.feature.Feature" title="abacusai.feature.Feature"><em>Feature</em></a>) – List of features.</p></li>
+<li><p><strong>pointInTimeGroups</strong> (<a class="reference internal" href="../point_in_time_group/index.html#abacusai.point_in_time_group.PointInTimeGroup" title="abacusai.point_in_time_group.PointInTimeGroup"><em>PointInTimeGroup</em></a>) – List of Point In Time Groups</p></li>
+<li><p><strong>codeSource</strong> (<a class="reference internal" href="../code_source/index.html#abacusai.code_source.CodeSource" title="abacusai.code_source.CodeSource"><em>CodeSource</em></a>) – If a python feature group, information on the source code</p></li>
+<li><p><strong>annotationConfig</strong> (<a class="reference internal" href="../annotation_config/index.html#abacusai.annotation_config.AnnotationConfig" title="abacusai.annotation_config.AnnotationConfig"><em>AnnotationConfig</em></a>) – The annotations config for the feature group.</p></li>
+<li><p><strong>indexingConfig</strong> (<a class="reference internal" href="../indexing_config/index.html#abacusai.indexing_config.IndexingConfig" title="abacusai.indexing_config.IndexingConfig"><em>IndexingConfig</em></a>) – The indexing config for the feature group.</p></li>
 </ul>
 </dd>
 </dl>
@@ -625,7 +367,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Feature Group corresponding to the newly created Snapshot.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -646,7 +388,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The FeatureGroupExport instance.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.FeatureGroupExport" title="abacusai.client.FeatureGroupExport">FeatureGroupExport</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group_export/index.html#abacusai.feature_group_export.FeatureGroupExport" title="abacusai.feature_group_export.FeatureGroupExport">FeatureGroupExport</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -670,7 +412,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The FeatureGroupExport instance.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.FeatureGroupExport" title="abacusai.client.FeatureGroupExport">FeatureGroupExport</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group_export/index.html#abacusai.feature_group_export.FeatureGroupExport" title="abacusai.feature_group_export.FeatureGroupExport">FeatureGroupExport</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -687,7 +429,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The FeatureGroupExport instance.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.FeatureGroupExport" title="abacusai.client.FeatureGroupExport">FeatureGroupExport</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group_export/index.html#abacusai.feature_group_export.FeatureGroupExport" title="abacusai.feature_group_export.FeatureGroupExport">FeatureGroupExport</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -707,7 +449,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A function logs object.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.FunctionLogs" title="abacusai.client.FunctionLogs">FunctionLogs</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../function_logs/index.html#abacusai.function_logs.FunctionLogs" title="abacusai.function_logs.FunctionLogs">FunctionLogs</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -759,7 +501,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The metrics for the specified feature group version.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.DataMetrics" title="abacusai.client.DataMetrics">DataMetrics</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../data_metrics/index.html#abacusai.data_metrics.DataMetrics" title="abacusai.data_metrics.DataMetrics">DataMetrics</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -776,7 +518,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The logs for the specified feature group version.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.FeatureGroupVersionLogs" title="abacusai.client.FeatureGroupVersionLogs">FeatureGroupVersionLogs</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group_version_logs/index.html#abacusai.feature_group_version_logs.FeatureGroupVersionLogs" title="abacusai.feature_group_version_logs.FeatureGroupVersionLogs">FeatureGroupVersionLogs</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -864,6 +606,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/feature_group_version_logs/index.html b/docs/autoapi/abacusai/feature_group_version_logs/index.html
index 38ef0ed57..c64a757cc 100644
--- a/docs/autoapi/abacusai/feature_group_version_logs/index.html
+++ b/docs/autoapi/abacusai/feature_group_version_logs/index.html
@@ -46,222 +46,217 @@
 </div>
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 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html">abacusai.feature_importance</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html">abacusai.feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html">abacusai.feature_performance_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html">abacusai.file_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
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-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.feature_group_version_logs</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
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@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.feature_group_version_logs">
-<span id="abacusai-feature-group-version-logs"></span><h1>abacusai.feature_group_version_logs<a class="headerlink" href="#module-abacusai.feature_group_version_logs" title="Link to this heading"></a></h1>
+<span id="abacusai-feature-group-version-logs"></span><h1><a class="reference internal" href="#module-abacusai.feature_group_version_logs" title="abacusai.feature_group_version_logs"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a><a class="headerlink" href="#module-abacusai.feature_group_version_logs" title="Link to this heading"></a></h1>
+<section id="module-contents">
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 <section id="classes">
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-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.feature_group_version_logs.FeatureGroupVersionLogs" title="abacusai.feature_group_version_logs.FeatureGroupVersionLogs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupVersionLogs</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.feature_group_version_logs.FeatureGroupVersionLogs" title="abacusai.feature_group_version_logs.FeatureGroupVersionLogs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupVersionLogs</span></code></a></p></td>
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 </tbody>
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@@ -360,6 +335,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
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-<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html">abacusai.eda_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html">abacusai.eda_data_consistency</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html">abacusai.eda_feature_association</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html">abacusai.eda_feature_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html">abacusai.eda_forecasting_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html">abacusai.eda_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html">abacusai.embedding_feature_drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html">abacusai.execute_feature_group_operation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html">abacusai.external_application</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html">abacusai.external_invite</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html">abacusai.extracted_fields</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature/index.html">abacusai.feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html">abacusai.feature_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html">abacusai.feature_drift_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html">abacusai.feature_drift_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html">abacusai.feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html">abacusai.feature_group_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html">abacusai.feature_group_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html">abacusai.feature_group_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html">abacusai.feature_group_export_download_url</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html">abacusai.feature_group_lineage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html">abacusai.feature_group_refresh_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html">abacusai.feature_group_row</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html">abacusai.feature_group_row_process</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html">abacusai.feature_group_row_process_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html">abacusai.feature_group_row_process_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html">abacusai.feature_group_template_variable_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html">abacusai.feature_group_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.feature_importance</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html">abacusai.feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html">abacusai.feature_performance_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
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-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
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@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.feature_importance</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/feature_importance/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.feature_importance">
-<span id="abacusai-feature-importance"></span><h1>abacusai.feature_importance<a class="headerlink" href="#module-abacusai.feature_importance" title="Link to this heading"></a></h1>
+<span id="abacusai-feature-importance"></span><h1><a class="reference internal" href="#module-abacusai.feature_importance" title="abacusai.feature_importance"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a><a class="headerlink" href="#module-abacusai.feature_importance" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.feature_importance.AbstractApiClass" title="abacusai.feature_importance.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.feature_importance.FeatureImportance" title="abacusai.feature_importance.FeatureImportance"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureImportance</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.feature_importance.FeatureImportance" title="abacusai.feature_importance.FeatureImportance"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureImportance</span></code></a></p></td>
 <td><p>Feature importance for a specified model monitor</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.feature_importance.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_importance.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_importance.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_importance.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_importance.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_importance.AbstractApiClass._get_attribute_as_dict">
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-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.feature_importance.FeatureImportance">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_importance.</span></span><span class="sig-name descname"><span class="pre">FeatureImportance</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">shapFeatureImportance</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">limeFeatureImportance</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">permutationFeatureImportance</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nullFeatureImportance</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lofoFeatureImportance</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ebmFeatureImportance</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_importance.FeatureImportance" title="Link to this definition"></a></dt>
@@ -365,6 +340,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/feature_mapping/index.html b/docs/autoapi/abacusai/feature_mapping/index.html
index 538d90dd7..45c66cb55 100644
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@@ -46,222 +46,217 @@
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-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
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-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html">abacusai.document_retriever_config</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html">abacusai.document_retriever_version</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html">abacusai.drift_distributions</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html">abacusai.feature_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html">abacusai.feature_drift_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html">abacusai.feature_drift_summary</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html">abacusai.feature_group_export</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html">abacusai.feature_group_row_process_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
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-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.feature_mapping</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html">abacusai.feature_performance_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html">abacusai.file_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
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-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.feature_mapping</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></li>
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             <a href="../../../_sources/autoapi/abacusai/feature_mapping/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.feature_mapping">
-<span id="abacusai-feature-mapping"></span><h1>abacusai.feature_mapping<a class="headerlink" href="#module-abacusai.feature_mapping" title="Link to this heading"></a></h1>
+<span id="abacusai-feature-mapping"></span><h1><a class="reference internal" href="#module-abacusai.feature_mapping" title="abacusai.feature_mapping"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a><a class="headerlink" href="#module-abacusai.feature_mapping" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
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 <table class="autosummary longtable docutils align-default">
 <tbody>
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-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.feature_mapping.FeatureMapping" title="abacusai.feature_mapping.FeatureMapping"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureMapping</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.feature_mapping.FeatureMapping" title="abacusai.feature_mapping.FeatureMapping"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureMapping</span></code></a></p></td>
 <td><p>A description of the data use for a feature</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
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-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.feature_mapping.FeatureMapping">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_mapping.</span></span><span class="sig-name descname"><span class="pre">FeatureMapping</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureMapping</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_mapping.FeatureMapping" title="Link to this definition"></a></dt>
@@ -361,6 +336,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
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+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html">abacusai.file_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
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@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
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       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.feature_performance_analysis</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
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             <a href="../../../_sources/autoapi/abacusai/feature_performance_analysis/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.feature_performance_analysis">
-<span id="abacusai-feature-performance-analysis"></span><h1>abacusai.feature_performance_analysis<a class="headerlink" href="#module-abacusai.feature_performance_analysis" title="Link to this heading"></a></h1>
+<span id="abacusai-feature-performance-analysis"></span><h1><a class="reference internal" href="#module-abacusai.feature_performance_analysis" title="abacusai.feature_performance_analysis"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a><a class="headerlink" href="#module-abacusai.feature_performance_analysis" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.feature_performance_analysis.AbstractApiClass" title="abacusai.feature_performance_analysis.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.feature_performance_analysis.FeaturePerformanceAnalysis" title="abacusai.feature_performance_analysis.FeaturePerformanceAnalysis"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeaturePerformanceAnalysis</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.feature_performance_analysis.FeaturePerformanceAnalysis" title="abacusai.feature_performance_analysis.FeaturePerformanceAnalysis"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeaturePerformanceAnalysis</span></code></a></p></td>
 <td><p>A feature performance analysis for Monitor</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.feature_performance_analysis.AbstractApiClass">
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-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_performance_analysis.AbstractApiClass._get_attribute_as_dict">
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-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.feature_performance_analysis.FeaturePerformanceAnalysis">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_performance_analysis.</span></span><span class="sig-name descname"><span class="pre">FeaturePerformanceAnalysis</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">features</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureMetrics</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">metricsKeys</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_performance_analysis.FeaturePerformanceAnalysis" title="Link to this definition"></a></dt>
@@ -362,6 +337,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
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+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
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-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html">abacusai.document_retriever_lookup_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html">abacusai.document_retriever_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html">abacusai.drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html">abacusai.drift_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda/index.html">abacusai.eda</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html">abacusai.eda_chart_description</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html">abacusai.eda_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html">abacusai.eda_data_consistency</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html">abacusai.eda_feature_association</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html">abacusai.eda_feature_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html">abacusai.eda_forecasting_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html">abacusai.eda_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html">abacusai.embedding_feature_drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html">abacusai.execute_feature_group_operation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html">abacusai.external_application</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html">abacusai.external_invite</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html">abacusai.extracted_fields</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature/index.html">abacusai.feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html">abacusai.feature_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html">abacusai.feature_drift_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html">abacusai.feature_drift_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html">abacusai.feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html">abacusai.feature_group_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html">abacusai.feature_group_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html">abacusai.feature_group_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html">abacusai.feature_group_export_download_url</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html">abacusai.feature_group_lineage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html">abacusai.feature_group_refresh_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html">abacusai.feature_group_row</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html">abacusai.feature_group_row_process</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html">abacusai.feature_group_row_process_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html">abacusai.feature_group_row_process_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html">abacusai.feature_group_template_variable_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html">abacusai.feature_group_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html">abacusai.feature_importance</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html">abacusai.feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html">abacusai.feature_performance_analysis</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.feature_record</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html">abacusai.file_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.feature_record</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/feature_record/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.feature_record">
-<span id="abacusai-feature-record"></span><h1>abacusai.feature_record<a class="headerlink" href="#module-abacusai.feature_record" title="Link to this heading"></a></h1>
+<span id="abacusai-feature-record"></span><h1><a class="reference internal" href="#module-abacusai.feature_record" title="abacusai.feature_record"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a><a class="headerlink" href="#module-abacusai.feature_record" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.feature_record.AbstractApiClass" title="abacusai.feature_record.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.feature_record.FeatureRecord" title="abacusai.feature_record.FeatureRecord"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureRecord</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.feature_record.FeatureRecord" title="abacusai.feature_record.FeatureRecord"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureRecord</span></code></a></p></td>
 <td><p>A feature record</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.feature_record.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_record.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_record.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_record.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_record.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.feature_record.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_record.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.feature_record.FeatureRecord">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.feature_record.</span></span><span class="sig-name descname"><span class="pre">FeatureRecord</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">data</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.feature_record.FeatureRecord" title="Link to this definition"></a></dt>
@@ -360,6 +335,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/file_connector/index.html b/docs/autoapi/abacusai/file_connector/index.html
index 3619ff7ad..e3fba8bb9 100644
--- a/docs/autoapi/abacusai/file_connector/index.html
+++ b/docs/autoapi/abacusai/file_connector/index.html
@@ -46,222 +46,217 @@
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
               <ul class="current">
-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
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+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
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@@ -281,8 +276,8 @@
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   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.file_connector</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/file_connector/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.file_connector">
-<span id="abacusai-file-connector"></span><h1>abacusai.file_connector<a class="headerlink" href="#module-abacusai.file_connector" title="Link to this heading"></a></h1>
+<span id="abacusai-file-connector"></span><h1><a class="reference internal" href="#module-abacusai.file_connector" title="abacusai.file_connector"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a><a class="headerlink" href="#module-abacusai.file_connector" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.file_connector.AbstractApiClass" title="abacusai.file_connector.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.file_connector.FileConnector" title="abacusai.file_connector.FileConnector"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FileConnector</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.file_connector.FileConnector" title="abacusai.file_connector.FileConnector"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FileConnector</span></code></a></p></td>
 <td><p>Verification result for an external storage service</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
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-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.file_connector.AbstractApiClass._get_attribute_as_dict">
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-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.file_connector.FileConnector">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.file_connector.</span></span><span class="sig-name descname"><span class="pre">FileConnector</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bucket</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">verified</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">writePermission</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">authExpiresAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.file_connector.FileConnector" title="Link to this definition"></a></dt>
@@ -363,6 +338,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/file_connector_instructions/index.html b/docs/autoapi/abacusai/file_connector_instructions/index.html
index 770c9fe56..c98c7da1a 100644
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+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
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       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.file_connector_instructions</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></li>
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       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.file_connector_instructions">
-<span id="abacusai-file-connector-instructions"></span><h1>abacusai.file_connector_instructions<a class="headerlink" href="#module-abacusai.file_connector_instructions" title="Link to this heading"></a></h1>
+<span id="abacusai-file-connector-instructions"></span><h1><a class="reference internal" href="#module-abacusai.file_connector_instructions" title="abacusai.file_connector_instructions"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a><a class="headerlink" href="#module-abacusai.file_connector_instructions" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.file_connector_instructions.AbstractApiClass" title="abacusai.file_connector_instructions.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.file_connector_instructions.FileConnectorInstructions" title="abacusai.file_connector_instructions.FileConnectorInstructions"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FileConnectorInstructions</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.file_connector_instructions.FileConnectorInstructions" title="abacusai.file_connector_instructions.FileConnectorInstructions"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FileConnectorInstructions</span></code></a></p></td>
 <td><p>An object with a full description of the cloud storage bucket authentication options and bucket policy. Returns an error message if the parameters are invalid.</p></td>
 </tr>
 </tbody>
 </table>
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-<section id="module-contents">
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-<dt class="sig sig-object py" id="abacusai.file_connector_instructions.AbstractApiClass">
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-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.file_connector_instructions.AbstractApiClass._get_attribute_as_dict">
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-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.file_connector_instructions.FileConnectorInstructions">
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@@ -362,6 +337,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/file_connector_verification/index.html b/docs/autoapi/abacusai/file_connector_verification/index.html
index 9882ac9a5..2f6d1d05c 100644
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-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html">abacusai.deployment_conversation_event</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html">abacusai.deployment_conversation_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html">abacusai.document_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html">abacusai.document_retriever</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html">abacusai.document_retriever_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html">abacusai.document_retriever_lookup_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html">abacusai.document_retriever_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html">abacusai.drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html">abacusai.drift_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda/index.html">abacusai.eda</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html">abacusai.eda_chart_description</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html">abacusai.eda_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html">abacusai.eda_data_consistency</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html">abacusai.eda_feature_association</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html">abacusai.eda_feature_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html">abacusai.eda_forecasting_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html">abacusai.eda_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html">abacusai.embedding_feature_drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html">abacusai.execute_feature_group_operation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html">abacusai.external_application</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html">abacusai.external_invite</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html">abacusai.extracted_fields</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature/index.html">abacusai.feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html">abacusai.feature_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html">abacusai.feature_drift_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html">abacusai.feature_drift_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html">abacusai.feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html">abacusai.feature_group_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html">abacusai.feature_group_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html">abacusai.feature_group_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html">abacusai.feature_group_export_download_url</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html">abacusai.feature_group_lineage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html">abacusai.feature_group_refresh_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html">abacusai.feature_group_row</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html">abacusai.feature_group_row_process</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html">abacusai.feature_group_row_process_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html">abacusai.feature_group_row_process_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html">abacusai.feature_group_template_variable_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html">abacusai.feature_group_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html">abacusai.feature_importance</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html">abacusai.feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html">abacusai.feature_performance_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html">abacusai.file_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.file_connector_verification</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
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@@ -281,8 +276,8 @@
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-      <li class="breadcrumb-item active">abacusai.file_connector_verification</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></li>
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@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.file_connector_verification">
-<span id="abacusai-file-connector-verification"></span><h1>abacusai.file_connector_verification<a class="headerlink" href="#module-abacusai.file_connector_verification" title="Link to this heading"></a></h1>
+<span id="abacusai-file-connector-verification"></span><h1><a class="reference internal" href="#module-abacusai.file_connector_verification" title="abacusai.file_connector_verification"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a><a class="headerlink" href="#module-abacusai.file_connector_verification" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.file_connector_verification.AbstractApiClass" title="abacusai.file_connector_verification.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.file_connector_verification.FileConnectorVerification" title="abacusai.file_connector_verification.FileConnectorVerification"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FileConnectorVerification</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.file_connector_verification.FileConnectorVerification" title="abacusai.file_connector_verification.FileConnectorVerification"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FileConnectorVerification</span></code></a></p></td>
 <td><p>To verify the file connector</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.file_connector_verification.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.file_connector_verification.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.file_connector_verification.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.file_connector_verification.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.file_connector_verification.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.file_connector_verification.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.file_connector_verification.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.file_connector_verification.FileConnectorVerification">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.file_connector_verification.</span></span><span class="sig-name descname"><span class="pre">FileConnectorVerification</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">verified</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">writePermission</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.file_connector_verification.FileConnectorVerification" title="Link to this definition"></a></dt>
@@ -361,6 +336,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/finetuned_pretrained_model/index.html b/docs/autoapi/abacusai/finetuned_pretrained_model/index.html
index e3338c45c..344ffeaab 100644
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+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
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@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
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-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.finetuned_pretrained_model</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></li>
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@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.finetuned_pretrained_model">
-<span id="abacusai-finetuned-pretrained-model"></span><h1>abacusai.finetuned_pretrained_model<a class="headerlink" href="#module-abacusai.finetuned_pretrained_model" title="Link to this heading"></a></h1>
+<span id="abacusai-finetuned-pretrained-model"></span><h1><a class="reference internal" href="#module-abacusai.finetuned_pretrained_model" title="abacusai.finetuned_pretrained_model"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a><a class="headerlink" href="#module-abacusai.finetuned_pretrained_model" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.finetuned_pretrained_model.AbstractApiClass" title="abacusai.finetuned_pretrained_model.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.finetuned_pretrained_model.FinetunedPretrainedModel" title="abacusai.finetuned_pretrained_model.FinetunedPretrainedModel"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FinetunedPretrainedModel</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.finetuned_pretrained_model.FinetunedPretrainedModel" title="abacusai.finetuned_pretrained_model.FinetunedPretrainedModel"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FinetunedPretrainedModel</span></code></a></p></td>
 <td><p>A finetuned pretrained model</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.finetuned_pretrained_model.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.finetuned_pretrained_model.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.finetuned_pretrained_model.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.finetuned_pretrained_model.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.finetuned_pretrained_model.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.finetuned_pretrained_model.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.finetuned_pretrained_model.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.finetuned_pretrained_model.FinetunedPretrainedModel">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.finetuned_pretrained_model.</span></span><span class="sig-name descname"><span class="pre">FinetunedPretrainedModel</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">finetunedPretrainedModelId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">finetunedPretrainedModelVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">updatedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">baseModel</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">finetuningDatasetVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.finetuned_pretrained_model.FinetunedPretrainedModel" title="Link to this definition"></a></dt>
@@ -369,6 +344,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/forecasting_analysis_graph_data/index.html b/docs/autoapi/abacusai/forecasting_analysis_graph_data/index.html
index d43947f88..8f8e45a0b 100644
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+++ b/docs/autoapi/abacusai/forecasting_analysis_graph_data/index.html
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-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html">abacusai.feature_group_template_variable_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html">abacusai.feature_group_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html">abacusai.feature_importance</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html">abacusai.feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html">abacusai.feature_performance_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html">abacusai.file_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.forecasting_analysis_graph_data</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.forecasting_analysis_graph_data</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></li>
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             <a href="../../../_sources/autoapi/abacusai/forecasting_analysis_graph_data/index.rst.txt" rel="nofollow"> View page source</a>
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@@ -293,125 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.forecasting_analysis_graph_data">
-<span id="abacusai-forecasting-analysis-graph-data"></span><h1>abacusai.forecasting_analysis_graph_data<a class="headerlink" href="#module-abacusai.forecasting_analysis_graph_data" title="Link to this heading"></a></h1>
+<span id="abacusai-forecasting-analysis-graph-data"></span><h1><a class="reference internal" href="#module-abacusai.forecasting_analysis_graph_data" title="abacusai.forecasting_analysis_graph_data"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a><a class="headerlink" href="#module-abacusai.forecasting_analysis_graph_data" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.forecasting_analysis_graph_data.EdaChartDescription" title="abacusai.forecasting_analysis_graph_data.EdaChartDescription"><code class="xref py py-obj docutils literal notranslate"><span class="pre">EdaChartDescription</span></code></a></p></td>
-<td><p>Eda Chart Description.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.forecasting_analysis_graph_data.ItemStatistics" title="abacusai.forecasting_analysis_graph_data.ItemStatistics"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ItemStatistics</span></code></a></p></td>
-<td><p>ItemStatistics representation.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.forecasting_analysis_graph_data.AbstractApiClass" title="abacusai.forecasting_analysis_graph_data.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData" title="abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ForecastingAnalysisGraphData</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData" title="abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ForecastingAnalysisGraphData</span></code></a></p></td>
 <td><p>Forecasting Analysis Graph Data representation.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.forecasting_analysis_graph_data.EdaChartDescription">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.forecasting_analysis_graph_data.</span></span><span class="sig-name descname"><span class="pre">EdaChartDescription</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">chartType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.forecasting_analysis_graph_data.EdaChartDescription" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Eda Chart Description.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>chartType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of chart.</p></li>
-<li><p><strong>description</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Description of the eda chart.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.forecasting_analysis_graph_data.EdaChartDescription.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.forecasting_analysis_graph_data.EdaChartDescription.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.forecasting_analysis_graph_data.EdaChartDescription.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.forecasting_analysis_graph_data.EdaChartDescription.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.forecasting_analysis_graph_data.ItemStatistics">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.forecasting_analysis_graph_data.</span></span><span class="sig-name descname"><span class="pre">ItemStatistics</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">missingPercent</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">count</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">median</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mean</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">p10</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">p90</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stddev</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lowerBound</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">upperBound</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.forecasting_analysis_graph_data.ItemStatistics" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>ItemStatistics representation.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>missingPercent</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – percentage of missing values in data</p></li>
-<li><p><strong>count</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – count of data</p></li>
-<li><p><strong>median</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – median of the data</p></li>
-<li><p><strong>mean</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – mean value of the data</p></li>
-<li><p><strong>p10</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – 10th percentile of the data</p></li>
-<li><p><strong>p90</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – 90th_percentile of the data</p></li>
-<li><p><strong>stddev</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – standard deviation of the data</p></li>
-<li><p><strong>min</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – min value in the data</p></li>
-<li><p><strong>max</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – max value in the data</p></li>
-<li><p><strong>lowerBound</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – lower bound threshold of the data</p></li>
-<li><p><strong>upperBound</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – upper bound threshold of the data</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.forecasting_analysis_graph_data.ItemStatistics.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.forecasting_analysis_graph_data.ItemStatistics.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.forecasting_analysis_graph_data.ItemStatistics.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.forecasting_analysis_graph_data.ItemStatistics.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.forecasting_analysis_graph_data.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.forecasting_analysis_graph_data.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.forecasting_analysis_graph_data.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.forecasting_analysis_graph_data.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.forecasting_analysis_graph_data.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.forecasting_analysis_graph_data.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.forecasting_analysis_graph_data.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.forecasting_analysis_graph_data.</span></span><span class="sig-name descname"><span class="pre">ForecastingAnalysisGraphData</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">data</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">xAxis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">yAxis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dataColumns</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">chartName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">chartTypes</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">itemStatistics</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">chartDescriptions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData" title="Link to this definition"></a></dt>
@@ -427,8 +315,8 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>dataColumns</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Ordered name of the column for each rowwise data</p></li>
 <li><p><strong>chartName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the chart represented by the data</p></li>
 <li><p><strong>chartTypes</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Type of charts in that can exist in the current data.</p></li>
-<li><p><strong>itemStatistics</strong> (<a class="reference internal" href="#abacusai.forecasting_analysis_graph_data.ItemStatistics" title="abacusai.forecasting_analysis_graph_data.ItemStatistics"><em>ItemStatistics</em></a>) – In item wise charts, gives the mean, median, count, missing_percent, p10, p90, standard_deviation, min, max</p></li>
-<li><p><strong>chartDescriptions</strong> (<a class="reference internal" href="#abacusai.forecasting_analysis_graph_data.EdaChartDescription" title="abacusai.forecasting_analysis_graph_data.EdaChartDescription"><em>EdaChartDescription</em></a>) – List of descriptions of what the chart contains</p></li>
+<li><p><strong>itemStatistics</strong> (<a class="reference internal" href="../item_statistics/index.html#abacusai.item_statistics.ItemStatistics" title="abacusai.item_statistics.ItemStatistics"><em>ItemStatistics</em></a>) – In item wise charts, gives the mean, median, count, missing_percent, p10, p90, standard_deviation, min, max</p></li>
+<li><p><strong>chartDescriptions</strong> (<a class="reference internal" href="../eda_chart_description/index.html#abacusai.eda_chart_description.EdaChartDescription" title="abacusai.eda_chart_description.EdaChartDescription"><em>EdaChartDescription</em></a>) – List of descriptions of what the chart contains</p></li>
 </ul>
 </dd>
 </dl>
@@ -454,6 +342,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/forecasting_monitor_item_analysis/index.html b/docs/autoapi/abacusai/forecasting_monitor_item_analysis/index.html
index f394ba065..11f009561 100644
--- a/docs/autoapi/abacusai/forecasting_monitor_item_analysis/index.html
+++ b/docs/autoapi/abacusai/forecasting_monitor_item_analysis/index.html
@@ -46,222 +46,217 @@
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               <ul class="current">
-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html">abacusai.feature_performance_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html">abacusai.file_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.forecasting_monitor_item_analysis</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
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-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.forecasting_monitor_item_analysis</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></li>
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@@ -293,83 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.forecasting_monitor_item_analysis">
-<span id="abacusai-forecasting-monitor-item-analysis"></span><h1>abacusai.forecasting_monitor_item_analysis<a class="headerlink" href="#module-abacusai.forecasting_monitor_item_analysis" title="Link to this heading"></a></h1>
+<span id="abacusai-forecasting-monitor-item-analysis"></span><h1><a class="reference internal" href="#module-abacusai.forecasting_monitor_item_analysis" title="abacusai.forecasting_monitor_item_analysis"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a><a class="headerlink" href="#module-abacusai.forecasting_monitor_item_analysis" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.forecasting_monitor_item_analysis.ForecastingAnalysisGraphData" title="abacusai.forecasting_monitor_item_analysis.ForecastingAnalysisGraphData"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ForecastingAnalysisGraphData</span></code></a></p></td>
-<td><p>Forecasting Analysis Graph Data representation.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.forecasting_monitor_item_analysis.AbstractApiClass" title="abacusai.forecasting_monitor_item_analysis.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.forecasting_monitor_item_analysis.ForecastingMonitorItemAnalysis" title="abacusai.forecasting_monitor_item_analysis.ForecastingMonitorItemAnalysis"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ForecastingMonitorItemAnalysis</span></code></a></p></td>
 <td><p>Forecasting Monitor Item Analysis of the latest version of the data.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.forecasting_monitor_item_analysis.ForecastingAnalysisGraphData">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.forecasting_monitor_item_analysis.</span></span><span class="sig-name descname"><span class="pre">ForecastingAnalysisGraphData</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">data</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">xAxis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">yAxis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dataColumns</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">chartName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">chartTypes</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">itemStatistics</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">chartDescriptions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.forecasting_monitor_item_analysis.ForecastingAnalysisGraphData" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Forecasting Analysis Graph Data representation.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>data</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of graph data</p></li>
-<li><p><strong>xAxis</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Feature that represents the x axis</p></li>
-<li><p><strong>yAxis</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Feature that represents the y axis</p></li>
-<li><p><strong>dataColumns</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Ordered name of the column for each rowwise data</p></li>
-<li><p><strong>chartName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the chart represented by the data</p></li>
-<li><p><strong>chartTypes</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Type of charts in that can exist in the current data.</p></li>
-<li><p><strong>itemStatistics</strong> (<a class="reference internal" href="../forecasting_analysis_graph_data/index.html#abacusai.forecasting_analysis_graph_data.ItemStatistics" title="abacusai.forecasting_analysis_graph_data.ItemStatistics"><em>ItemStatistics</em></a>) – In item wise charts, gives the mean, median, count, missing_percent, p10, p90, standard_deviation, min, max</p></li>
-<li><p><strong>chartDescriptions</strong> (<a class="reference internal" href="../eda_chart_description/index.html#abacusai.eda_chart_description.EdaChartDescription" title="abacusai.eda_chart_description.EdaChartDescription"><em>EdaChartDescription</em></a>) – List of descriptions of what the chart contains</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.forecasting_monitor_item_analysis.ForecastingAnalysisGraphData.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.forecasting_monitor_item_analysis.ForecastingAnalysisGraphData.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.forecasting_monitor_item_analysis.ForecastingAnalysisGraphData.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.forecasting_monitor_item_analysis.ForecastingAnalysisGraphData.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.forecasting_monitor_item_analysis.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.forecasting_monitor_item_analysis.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.forecasting_monitor_item_analysis.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.forecasting_monitor_item_analysis.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.forecasting_monitor_item_analysis.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.forecasting_monitor_item_analysis.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.forecasting_monitor_item_analysis.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.forecasting_monitor_item_analysis.ForecastingMonitorItemAnalysis">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.forecasting_monitor_item_analysis.</span></span><span class="sig-name descname"><span class="pre">ForecastingMonitorItemAnalysis</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionItemAnalysis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingItemAnalysis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.forecasting_monitor_item_analysis.ForecastingMonitorItemAnalysis" title="Link to this definition"></a></dt>
@@ -379,8 +309,8 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>predictionItemAnalysis</strong> (<a class="reference internal" href="#abacusai.forecasting_monitor_item_analysis.ForecastingAnalysisGraphData" title="abacusai.forecasting_monitor_item_analysis.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing average, p10, p90, median sales across time for prediction data</p></li>
-<li><p><strong>trainingItemAnalysis</strong> (<a class="reference internal" href="#abacusai.forecasting_monitor_item_analysis.ForecastingAnalysisGraphData" title="abacusai.forecasting_monitor_item_analysis.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing average, p10, p90, median sales across time for training data</p></li>
+<li><p><strong>predictionItemAnalysis</strong> (<a class="reference internal" href="../forecasting_analysis_graph_data/index.html#abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData" title="abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing average, p10, p90, median sales across time for prediction data</p></li>
+<li><p><strong>trainingItemAnalysis</strong> (<a class="reference internal" href="../forecasting_analysis_graph_data/index.html#abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData" title="abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing average, p10, p90, median sales across time for training data</p></li>
 </ul>
 </dd>
 </dl>
@@ -406,6 +336,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/forecasting_monitor_summary/index.html b/docs/autoapi/abacusai/forecasting_monitor_summary/index.html
index df988fd52..1b19c8553 100644
--- a/docs/autoapi/abacusai/forecasting_monitor_summary/index.html
+++ b/docs/autoapi/abacusai/forecasting_monitor_summary/index.html
@@ -46,222 +46,217 @@
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+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
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-      <li class="breadcrumb-item active">abacusai.forecasting_monitor_summary</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></li>
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@@ -293,128 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.forecasting_monitor_summary">
-<span id="abacusai-forecasting-monitor-summary"></span><h1>abacusai.forecasting_monitor_summary<a class="headerlink" href="#module-abacusai.forecasting_monitor_summary" title="Link to this heading"></a></h1>
+<span id="abacusai-forecasting-monitor-summary"></span><h1><a class="reference internal" href="#module-abacusai.forecasting_monitor_summary" title="abacusai.forecasting_monitor_summary"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a><a class="headerlink" href="#module-abacusai.forecasting_monitor_summary" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.forecasting_monitor_summary.FeatureDriftRecord" title="abacusai.forecasting_monitor_summary.FeatureDriftRecord"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureDriftRecord</span></code></a></p></td>
-<td><p>Value of each type of drift</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.forecasting_monitor_summary.ForecastingAnalysisGraphData" title="abacusai.forecasting_monitor_summary.ForecastingAnalysisGraphData"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ForecastingAnalysisGraphData</span></code></a></p></td>
-<td><p>Forecasting Analysis Graph Data representation.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.forecasting_monitor_summary.AbstractApiClass" title="abacusai.forecasting_monitor_summary.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.forecasting_monitor_summary.ForecastingMonitorSummary" title="abacusai.forecasting_monitor_summary.ForecastingMonitorSummary"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ForecastingMonitorSummary</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.forecasting_monitor_summary.ForecastingMonitorSummary" title="abacusai.forecasting_monitor_summary.ForecastingMonitorSummary"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ForecastingMonitorSummary</span></code></a></p></td>
 <td><p>Forecasting Monitor Summary of the latest version of the data.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.forecasting_monitor_summary.FeatureDriftRecord">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.forecasting_monitor_summary.</span></span><span class="sig-name descname"><span class="pre">FeatureDriftRecord</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">distance</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">jsDistance</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">wsDistance</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ksStatistic</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">psi</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">csi</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">chiSquare</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.forecasting_monitor_summary.FeatureDriftRecord" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Value of each type of drift</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of feature.</p></li>
-<li><p><strong>distance</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – Symmetric sum of KL divergences between the training distribution and the range of values in the specified window.</p></li>
-<li><p><strong>jsDistance</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – JS divergence between the training distribution and the range of values in the specified window.</p></li>
-<li><p><strong>wsDistance</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – Wasserstein distance between the training distribution and the range of values in the specified window.</p></li>
-<li><p><strong>ksStatistic</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – Kolmogorov-Smirnov statistic computed between the training distribution and the range of values in the specified window.</p></li>
-<li><p><strong>psi</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – Population stability index computed between the training distribution and the range of values in the specified window.</p></li>
-<li><p><strong>csi</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – Characteristic Stability Index computed between the training distribution and the range of values in the specified window.</p></li>
-<li><p><strong>chiSquare</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – Chi-square statistic computed between the training distribution and the range of values in the specified window.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.forecasting_monitor_summary.FeatureDriftRecord.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.forecasting_monitor_summary.FeatureDriftRecord.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.forecasting_monitor_summary.FeatureDriftRecord.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.forecasting_monitor_summary.FeatureDriftRecord.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.forecasting_monitor_summary.ForecastingAnalysisGraphData">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.forecasting_monitor_summary.</span></span><span class="sig-name descname"><span class="pre">ForecastingAnalysisGraphData</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">data</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">xAxis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">yAxis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dataColumns</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">chartName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">chartTypes</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">itemStatistics</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">chartDescriptions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.forecasting_monitor_summary.ForecastingAnalysisGraphData" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Forecasting Analysis Graph Data representation.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>data</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of graph data</p></li>
-<li><p><strong>xAxis</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Feature that represents the x axis</p></li>
-<li><p><strong>yAxis</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Feature that represents the y axis</p></li>
-<li><p><strong>dataColumns</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Ordered name of the column for each rowwise data</p></li>
-<li><p><strong>chartName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the chart represented by the data</p></li>
-<li><p><strong>chartTypes</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Type of charts in that can exist in the current data.</p></li>
-<li><p><strong>itemStatistics</strong> (<a class="reference internal" href="../forecasting_analysis_graph_data/index.html#abacusai.forecasting_analysis_graph_data.ItemStatistics" title="abacusai.forecasting_analysis_graph_data.ItemStatistics"><em>ItemStatistics</em></a>) – In item wise charts, gives the mean, median, count, missing_percent, p10, p90, standard_deviation, min, max</p></li>
-<li><p><strong>chartDescriptions</strong> (<a class="reference internal" href="../eda_chart_description/index.html#abacusai.eda_chart_description.EdaChartDescription" title="abacusai.eda_chart_description.EdaChartDescription"><em>EdaChartDescription</em></a>) – List of descriptions of what the chart contains</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.forecasting_monitor_summary.ForecastingAnalysisGraphData.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.forecasting_monitor_summary.ForecastingAnalysisGraphData.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.forecasting_monitor_summary.ForecastingAnalysisGraphData.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.forecasting_monitor_summary.ForecastingAnalysisGraphData.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.forecasting_monitor_summary.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.forecasting_monitor_summary.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.forecasting_monitor_summary.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.forecasting_monitor_summary.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.forecasting_monitor_summary.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.forecasting_monitor_summary.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.forecasting_monitor_summary.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.forecasting_monitor_summary.ForecastingMonitorSummary">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.forecasting_monitor_summary.</span></span><span class="sig-name descname"><span class="pre">ForecastingMonitorSummary</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionTimestampCol</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionTargetCol</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingTimestampCol</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingTargetCol</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionItemId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingItemId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">forecastFrequency</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingTargetAcrossTime</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionTargetAcrossTime</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">actualsHistogram</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionsHistogram</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainHistoryData</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictHistoryData</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">targetDrift</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">historyDrift</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.forecasting_monitor_summary.ForecastingMonitorSummary" title="Link to this definition"></a></dt>
@@ -431,14 +316,14 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>predictionItemId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Feature in the data that represents the item id.</p></li>
 <li><p><strong>trainingItemId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Feature in the data that represents the item id.</p></li>
 <li><p><strong>forecastFrequency</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Frequency of data, could be hourly, daily, weekly, monthly, quarterly or yearly.</p></li>
-<li><p><strong>trainingTargetAcrossTime</strong> (<a class="reference internal" href="#abacusai.forecasting_monitor_summary.ForecastingAnalysisGraphData" title="abacusai.forecasting_monitor_summary.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing average, p10, p90, median sales across time</p></li>
-<li><p><strong>predictionTargetAcrossTime</strong> (<a class="reference internal" href="#abacusai.forecasting_monitor_summary.ForecastingAnalysisGraphData" title="abacusai.forecasting_monitor_summary.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing average, p10, p90, median sales across time</p></li>
-<li><p><strong>actualsHistogram</strong> (<a class="reference internal" href="#abacusai.forecasting_monitor_summary.ForecastingAnalysisGraphData" title="abacusai.forecasting_monitor_summary.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing actuals histogram</p></li>
-<li><p><strong>predictionsHistogram</strong> (<a class="reference internal" href="#abacusai.forecasting_monitor_summary.ForecastingAnalysisGraphData" title="abacusai.forecasting_monitor_summary.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing predictions histogram</p></li>
-<li><p><strong>trainHistoryData</strong> (<a class="reference internal" href="#abacusai.forecasting_monitor_summary.ForecastingAnalysisGraphData" title="abacusai.forecasting_monitor_summary.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing length of history distribution</p></li>
-<li><p><strong>predictHistoryData</strong> (<a class="reference internal" href="#abacusai.forecasting_monitor_summary.ForecastingAnalysisGraphData" title="abacusai.forecasting_monitor_summary.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing length of history distribution</p></li>
-<li><p><strong>targetDrift</strong> (<a class="reference internal" href="#abacusai.forecasting_monitor_summary.FeatureDriftRecord" title="abacusai.forecasting_monitor_summary.FeatureDriftRecord"><em>FeatureDriftRecord</em></a>) – Data showing drift of the target for all drift types: distance (KL divergence), js_distance, ws_distance, ks_statistic, psi, csi, chi_square</p></li>
-<li><p><strong>historyDrift</strong> (<a class="reference internal" href="#abacusai.forecasting_monitor_summary.FeatureDriftRecord" title="abacusai.forecasting_monitor_summary.FeatureDriftRecord"><em>FeatureDriftRecord</em></a>) – Data showing drift of the history for all drift types: distance (KL divergence), js_distance, ws_distance, ks_statistic, psi, csi, chi_square</p></li>
+<li><p><strong>trainingTargetAcrossTime</strong> (<a class="reference internal" href="../forecasting_analysis_graph_data/index.html#abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData" title="abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing average, p10, p90, median sales across time</p></li>
+<li><p><strong>predictionTargetAcrossTime</strong> (<a class="reference internal" href="../forecasting_analysis_graph_data/index.html#abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData" title="abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing average, p10, p90, median sales across time</p></li>
+<li><p><strong>actualsHistogram</strong> (<a class="reference internal" href="../forecasting_analysis_graph_data/index.html#abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData" title="abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing actuals histogram</p></li>
+<li><p><strong>predictionsHistogram</strong> (<a class="reference internal" href="../forecasting_analysis_graph_data/index.html#abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData" title="abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing predictions histogram</p></li>
+<li><p><strong>trainHistoryData</strong> (<a class="reference internal" href="../forecasting_analysis_graph_data/index.html#abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData" title="abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing length of history distribution</p></li>
+<li><p><strong>predictHistoryData</strong> (<a class="reference internal" href="../forecasting_analysis_graph_data/index.html#abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData" title="abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing length of history distribution</p></li>
+<li><p><strong>targetDrift</strong> (<a class="reference internal" href="../feature_drift_record/index.html#abacusai.feature_drift_record.FeatureDriftRecord" title="abacusai.feature_drift_record.FeatureDriftRecord"><em>FeatureDriftRecord</em></a>) – Data showing drift of the target for all drift types: distance (KL divergence), js_distance, ws_distance, ks_statistic, psi, csi, chi_square</p></li>
+<li><p><strong>historyDrift</strong> (<a class="reference internal" href="../feature_drift_record/index.html#abacusai.feature_drift_record.FeatureDriftRecord" title="abacusai.feature_drift_record.FeatureDriftRecord"><em>FeatureDriftRecord</em></a>) – Data showing drift of the history for all drift types: distance (KL divergence), js_distance, ws_distance, ks_statistic, psi, csi, chi_square</p></li>
 </ul>
 </dd>
 </dl>
@@ -464,6 +349,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/function_logs/index.html b/docs/autoapi/abacusai/function_logs/index.html
index 93bd9b944..c33240408 100644
--- a/docs/autoapi/abacusai/function_logs/index.html
+++ b/docs/autoapi/abacusai/function_logs/index.html
@@ -46,222 +46,217 @@
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-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.function_logs</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.function_logs</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/function_logs/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,78 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.function_logs">
-<span id="abacusai-function-logs"></span><h1>abacusai.function_logs<a class="headerlink" href="#module-abacusai.function_logs" title="Link to this heading"></a></h1>
+<span id="abacusai-function-logs"></span><h1><a class="reference internal" href="#module-abacusai.function_logs" title="abacusai.function_logs"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a><a class="headerlink" href="#module-abacusai.function_logs" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.function_logs.AbstractApiClass" title="abacusai.function_logs.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.function_logs.UserException" title="abacusai.function_logs.UserException"><code class="xref py py-obj docutils literal notranslate"><span class="pre">UserException</span></code></a></p></td>
-<td><p>Exception information for errors in usercode.</p></td>
-</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.function_logs.FunctionLogs" title="abacusai.function_logs.FunctionLogs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FunctionLogs</span></code></a></p></td>
 <td><p>Logs from an invocation of a function.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.function_logs.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.function_logs.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.function_logs.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.function_logs.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.function_logs.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.function_logs.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.function_logs.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.function_logs.UserException">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.function_logs.</span></span><span class="sig-name descname"><span class="pre">UserException</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">value</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">traceback</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.function_logs.UserException" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Exception information for errors in usercode.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>type</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of exception</p></li>
-<li><p><strong>value</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The value of the exception</p></li>
-<li><p><strong>traceback</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The traceback of the exception</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.function_logs.UserException.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.function_logs.UserException.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.function_logs.UserException.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.function_logs.UserException.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.function_logs.FunctionLogs">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.function_logs.</span></span><span class="sig-name descname"><span class="pre">FunctionLogs</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">function</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stats</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stdout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stderr</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">algorithm</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">exception</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.function_logs.FunctionLogs" title="Link to this definition"></a></dt>
@@ -379,7 +314,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>stdout</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Standard out logs</p></li>
 <li><p><strong>stderr</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Standard error logs</p></li>
 <li><p><strong>algorithm</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Algorithm name for this function</p></li>
-<li><p><strong>exception</strong> (<a class="reference internal" href="#abacusai.function_logs.UserException" title="abacusai.function_logs.UserException"><em>UserException</em></a>) – The exception stacktrace</p></li>
+<li><p><strong>exception</strong> (<a class="reference internal" href="../user_exception/index.html#abacusai.user_exception.UserException" title="abacusai.user_exception.UserException"><em>UserException</em></a>) – The exception stacktrace</p></li>
 </ul>
 </dd>
 </dl>
@@ -405,6 +340,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/generated_pit_feature_config_option/index.html b/docs/autoapi/abacusai/generated_pit_feature_config_option/index.html
index 54ecb395e..d22161cf6 100644
--- a/docs/autoapi/abacusai/generated_pit_feature_config_option/index.html
+++ b/docs/autoapi/abacusai/generated_pit_feature_config_option/index.html
@@ -46,222 +46,217 @@
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         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
               <ul class="current">
-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
 <li class="toctree-l2 current"><a class="reference internal" href="../index.html#submodules">Submodules</a><ul class="current">
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+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
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@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.generated_pit_feature_config_option</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/generated_pit_feature_config_option/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.generated_pit_feature_config_option">
-<span id="abacusai-generated-pit-feature-config-option"></span><h1>abacusai.generated_pit_feature_config_option<a class="headerlink" href="#module-abacusai.generated_pit_feature_config_option" title="Link to this heading"></a></h1>
+<span id="abacusai-generated-pit-feature-config-option"></span><h1><a class="reference internal" href="#module-abacusai.generated_pit_feature_config_option" title="abacusai.generated_pit_feature_config_option"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a><a class="headerlink" href="#module-abacusai.generated_pit_feature_config_option" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.generated_pit_feature_config_option.AbstractApiClass" title="abacusai.generated_pit_feature_config_option.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.generated_pit_feature_config_option.GeneratedPitFeatureConfigOption" title="abacusai.generated_pit_feature_config_option.GeneratedPitFeatureConfigOption"><code class="xref py py-obj docutils literal notranslate"><span class="pre">GeneratedPitFeatureConfigOption</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.generated_pit_feature_config_option.GeneratedPitFeatureConfigOption" title="abacusai.generated_pit_feature_config_option.GeneratedPitFeatureConfigOption"><code class="xref py py-obj docutils literal notranslate"><span class="pre">GeneratedPitFeatureConfigOption</span></code></a></p></td>
 <td><p>The options to display for possible generated PIT aggregation functions</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.generated_pit_feature_config_option.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.generated_pit_feature_config_option.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.generated_pit_feature_config_option.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.generated_pit_feature_config_option.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.generated_pit_feature_config_option.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.generated_pit_feature_config_option.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.generated_pit_feature_config_option.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.generated_pit_feature_config_option.GeneratedPitFeatureConfigOption">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.generated_pit_feature_config_option.</span></span><span class="sig-name descname"><span class="pre">GeneratedPitFeatureConfigOption</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">displayName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.generated_pit_feature_config_option.GeneratedPitFeatureConfigOption" title="Link to this definition"></a></dt>
@@ -363,6 +338,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/global_context/index.html b/docs/autoapi/abacusai/global_context/index.html
index 040acdbd9..f1d38f1e9 100644
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+++ b/docs/autoapi/abacusai/global_context/index.html
@@ -46,223 +46,217 @@
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-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
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+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
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@@ -282,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.global_context</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/global_context/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -294,35 +288,34 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.global_context">
-<span id="abacusai-global-context"></span><h1>abacusai.global_context<a class="headerlink" href="#module-abacusai.global_context" title="Link to this heading"></a></h1>
-<section id="attributes">
-<h2>Attributes<a class="headerlink" href="#attributes" title="Link to this heading"></a></h2>
+<span id="abacusai-global-context"></span><h1><a class="reference internal" href="#module-abacusai.global_context" title="abacusai.global_context"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a><a class="headerlink" href="#module-abacusai.global_context" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
+<section id="functions">
+<h3>Functions<a class="headerlink" href="#functions" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.global_context.lock" title="abacusai.global_context.lock"><code class="xref py py-obj docutils literal notranslate"><span class="pre">lock</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.global_context.get" title="abacusai.global_context.get"><code class="xref py py-obj docutils literal notranslate"><span class="pre">get</span></code></a>(key)</p></td>
 <td><p></p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.global_context._context" title="abacusai.global_context._context"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_context</span></code></a></p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.global_context.set" title="abacusai.global_context.set"><code class="xref py py-obj docutils literal notranslate"><span class="pre">set</span></code></a>(key, val)</p></td>
 <td><p></p></td>
 </tr>
 </tbody>
 </table>
 </section>
-<section id="functions">
-<h2>Functions<a class="headerlink" href="#functions" title="Link to this heading"></a></h2>
+<section id="attributes">
+<h3>Attributes<a class="headerlink" href="#attributes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.global_context.get" title="abacusai.global_context.get"><code class="xref py py-obj docutils literal notranslate"><span class="pre">get</span></code></a>(key)</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.global_context.lock" title="abacusai.global_context.lock"><code class="xref py py-obj docutils literal notranslate"><span class="pre">lock</span></code></a></p></td>
 <td><p></p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.global_context.set" title="abacusai.global_context.set"><code class="xref py py-obj docutils literal notranslate"><span class="pre">set</span></code></a>(key, val)</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.global_context._context" title="abacusai.global_context._context"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_context</span></code></a></p></td>
 <td><p></p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <dl class="py data">
 <dt class="sig sig-object py" id="abacusai.global_context.lock">
 <span class="sig-prename descclassname"><span class="pre">abacusai.global_context.</span></span><span class="sig-name descname"><span class="pre">lock</span></span><a class="headerlink" href="#abacusai.global_context.lock" title="Link to this definition"></a></dt>
@@ -343,6 +336,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <span class="sig-prename descclassname"><span class="pre">abacusai.global_context.</span></span><span class="sig-name descname"><span class="pre">set</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">key</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">val</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.global_context.set" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/graph_dashboard/index.html b/docs/autoapi/abacusai/graph_dashboard/index.html
index 1fb8e9f6e..d0a20904c 100644
--- a/docs/autoapi/abacusai/graph_dashboard/index.html
+++ b/docs/autoapi/abacusai/graph_dashboard/index.html
@@ -46,222 +46,217 @@
 </div>
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-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html">abacusai.document_retriever_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html">abacusai.document_retriever_lookup_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html">abacusai.document_retriever_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html">abacusai.drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html">abacusai.drift_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda/index.html">abacusai.eda</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html">abacusai.eda_chart_description</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html">abacusai.eda_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html">abacusai.eda_data_consistency</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html">abacusai.eda_feature_association</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html">abacusai.eda_feature_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html">abacusai.eda_forecasting_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html">abacusai.eda_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html">abacusai.embedding_feature_drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html">abacusai.execute_feature_group_operation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html">abacusai.external_application</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html">abacusai.external_invite</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html">abacusai.extracted_fields</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature/index.html">abacusai.feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html">abacusai.feature_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html">abacusai.feature_drift_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html">abacusai.feature_drift_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html">abacusai.feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html">abacusai.feature_group_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html">abacusai.feature_group_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html">abacusai.feature_group_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html">abacusai.feature_group_export_download_url</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html">abacusai.feature_group_lineage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html">abacusai.feature_group_refresh_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html">abacusai.feature_group_row</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html">abacusai.feature_group_row_process</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html">abacusai.feature_group_row_process_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html">abacusai.feature_group_row_process_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html">abacusai.feature_group_template_variable_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html">abacusai.feature_group_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html">abacusai.feature_importance</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html">abacusai.feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html">abacusai.feature_performance_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html">abacusai.file_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.graph_dashboard</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.graph_dashboard</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/graph_dashboard/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.graph_dashboard">
-<span id="abacusai-graph-dashboard"></span><h1>abacusai.graph_dashboard<a class="headerlink" href="#module-abacusai.graph_dashboard" title="Link to this heading"></a></h1>
+<span id="abacusai-graph-dashboard"></span><h1><a class="reference internal" href="#module-abacusai.graph_dashboard" title="abacusai.graph_dashboard"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a><a class="headerlink" href="#module-abacusai.graph_dashboard" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.graph_dashboard.AbstractApiClass" title="abacusai.graph_dashboard.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.graph_dashboard.GraphDashboard" title="abacusai.graph_dashboard.GraphDashboard"><code class="xref py py-obj docutils literal notranslate"><span class="pre">GraphDashboard</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.graph_dashboard.GraphDashboard" title="abacusai.graph_dashboard.GraphDashboard"><code class="xref py py-obj docutils literal notranslate"><span class="pre">GraphDashboard</span></code></a></p></td>
 <td><p>A Graph Dashboard</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.graph_dashboard.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.graph_dashboard.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.graph_dashboard.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.graph_dashboard.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.graph_dashboard.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.graph_dashboard.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.graph_dashboard.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.graph_dashboard.GraphDashboard">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.graph_dashboard.</span></span><span class="sig-name descname"><span class="pre">GraphDashboard</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">graphDashboardId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">projectId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pythonFunctionIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">plotReferenceIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pythonFunctionNames</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">projectName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.graph_dashboard.GraphDashboard" title="Link to this definition"></a></dt>
@@ -430,6 +405,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/holdout_analysis/index.html b/docs/autoapi/abacusai/holdout_analysis/index.html
index f2ed2feb6..11cac4e70 100644
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+++ b/docs/autoapi/abacusai/holdout_analysis/index.html
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+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
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@@ -281,8 +276,8 @@
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       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.holdout_analysis</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/holdout_analysis/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.holdout_analysis">
-<span id="abacusai-holdout-analysis"></span><h1>abacusai.holdout_analysis<a class="headerlink" href="#module-abacusai.holdout_analysis" title="Link to this heading"></a></h1>
+<span id="abacusai-holdout-analysis"></span><h1><a class="reference internal" href="#module-abacusai.holdout_analysis" title="abacusai.holdout_analysis"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a><a class="headerlink" href="#module-abacusai.holdout_analysis" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.holdout_analysis.AbstractApiClass" title="abacusai.holdout_analysis.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.holdout_analysis.HoldoutAnalysis" title="abacusai.holdout_analysis.HoldoutAnalysis"><code class="xref py py-obj docutils literal notranslate"><span class="pre">HoldoutAnalysis</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.holdout_analysis.HoldoutAnalysis" title="abacusai.holdout_analysis.HoldoutAnalysis"><code class="xref py py-obj docutils literal notranslate"><span class="pre">HoldoutAnalysis</span></code></a></p></td>
 <td><p>A holdout analysis object.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.holdout_analysis.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.holdout_analysis.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.holdout_analysis.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.holdout_analysis.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.holdout_analysis.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.holdout_analysis.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.holdout_analysis.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.holdout_analysis.HoldoutAnalysis">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.holdout_analysis.</span></span><span class="sig-name descname"><span class="pre">HoldoutAnalysis</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">holdoutAnalysisId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.holdout_analysis.HoldoutAnalysis" title="Link to this definition"></a></dt>
@@ -377,7 +352,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The created holdout analysis version</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.HoldoutAnalysisVersion" title="abacusai.client.HoldoutAnalysisVersion">HoldoutAnalysisVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../holdout_analysis_version/index.html#abacusai.holdout_analysis_version.HoldoutAnalysisVersion" title="abacusai.holdout_analysis_version.HoldoutAnalysisVersion">HoldoutAnalysisVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -425,13 +400,14 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The holdout analysis versions</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../client/index.html#abacusai.client.HoldoutAnalysisVersion" title="abacusai.client.HoldoutAnalysisVersion">HoldoutAnalysisVersion</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../holdout_analysis_version/index.html#abacusai.holdout_analysis_version.HoldoutAnalysisVersion" title="abacusai.holdout_analysis_version.HoldoutAnalysisVersion">HoldoutAnalysisVersion</a>]</p>
 </dd>
 </dl>
 </dd></dl>
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/holdout_analysis_version/index.html b/docs/autoapi/abacusai/holdout_analysis_version/index.html
index 835dd5fb0..7516e009c 100644
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-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html">abacusai.feature_group_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html">abacusai.feature_group_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html">abacusai.feature_group_export_download_url</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html">abacusai.feature_group_lineage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html">abacusai.feature_group_refresh_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html">abacusai.feature_group_row</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html">abacusai.feature_group_row_process</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html">abacusai.feature_group_row_process_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html">abacusai.feature_group_row_process_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html">abacusai.feature_group_template_variable_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html">abacusai.feature_group_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html">abacusai.feature_importance</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html">abacusai.feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html">abacusai.feature_performance_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html">abacusai.file_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.holdout_analysis_version</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
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@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.holdout_analysis_version</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/holdout_analysis_version/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.holdout_analysis_version">
-<span id="abacusai-holdout-analysis-version"></span><h1>abacusai.holdout_analysis_version<a class="headerlink" href="#module-abacusai.holdout_analysis_version" title="Link to this heading"></a></h1>
+<span id="abacusai-holdout-analysis-version"></span><h1><a class="reference internal" href="#module-abacusai.holdout_analysis_version" title="abacusai.holdout_analysis_version"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a><a class="headerlink" href="#module-abacusai.holdout_analysis_version" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.holdout_analysis_version.AbstractApiClass" title="abacusai.holdout_analysis_version.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.holdout_analysis_version.HoldoutAnalysisVersion" title="abacusai.holdout_analysis_version.HoldoutAnalysisVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">HoldoutAnalysisVersion</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.holdout_analysis_version.HoldoutAnalysisVersion" title="abacusai.holdout_analysis_version.HoldoutAnalysisVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">HoldoutAnalysisVersion</span></code></a></p></td>
 <td><p>A holdout analysis version object.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.holdout_analysis_version.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.holdout_analysis_version.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.holdout_analysis_version.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.holdout_analysis_version.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.holdout_analysis_version.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.holdout_analysis_version.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.holdout_analysis_version.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.holdout_analysis_version.HoldoutAnalysisVersion">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.holdout_analysis_version.</span></span><span class="sig-name descname"><span class="pre">HoldoutAnalysisVersion</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">holdoutAnalysisVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">holdoutAnalysisId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">algorithm</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">algoName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">metrics</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">metricInfos</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.holdout_analysis_version.HoldoutAnalysisVersion" title="Link to this definition"></a></dt>
@@ -426,6 +401,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/hosted_model_token/index.html b/docs/autoapi/abacusai/hosted_model_token/index.html
index 103db1ccc..0449d4f6a 100644
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+++ b/docs/autoapi/abacusai/hosted_model_token/index.html
@@ -46,222 +46,217 @@
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
               <ul class="current">
-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
 <li class="toctree-l2 current"><a class="reference internal" href="../index.html#submodules">Submodules</a><ul class="current">
-<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html">abacusai.abacus_api</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent/index.html">abacusai.agent</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html">abacusai.agent_data_document_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html">abacusai.agent_data_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html">abacusai.agent_version</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
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-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.hosted_model_token</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
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       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.hosted_model_token</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></li>
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             <a href="../../../_sources/autoapi/abacusai/hosted_model_token/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.hosted_model_token">
-<span id="abacusai-hosted-model-token"></span><h1>abacusai.hosted_model_token<a class="headerlink" href="#module-abacusai.hosted_model_token" title="Link to this heading"></a></h1>
+<span id="abacusai-hosted-model-token"></span><h1><a class="reference internal" href="#module-abacusai.hosted_model_token" title="abacusai.hosted_model_token"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a><a class="headerlink" href="#module-abacusai.hosted_model_token" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.hosted_model_token.AbstractApiClass" title="abacusai.hosted_model_token.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.hosted_model_token.HostedModelToken" title="abacusai.hosted_model_token.HostedModelToken"><code class="xref py py-obj docutils literal notranslate"><span class="pre">HostedModelToken</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.hosted_model_token.HostedModelToken" title="abacusai.hosted_model_token.HostedModelToken"><code class="xref py py-obj docutils literal notranslate"><span class="pre">HostedModelToken</span></code></a></p></td>
 <td><p>A hosted model authentication token that is used to authenticate requests to an abacus hosted model</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.hosted_model_token.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.hosted_model_token.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.hosted_model_token.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.hosted_model_token.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.hosted_model_token.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.hosted_model_token.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.hosted_model_token.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.hosted_model_token.HostedModelToken">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.hosted_model_token.</span></span><span class="sig-name descname"><span class="pre">HostedModelToken</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tag</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trailingAuthToken</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">hostedModelTokenId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.hosted_model_token.HostedModelToken" title="Link to this definition"></a></dt>
@@ -363,6 +338,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/index.html b/docs/autoapi/abacusai/index.html
index 29e7c58de..0326ca9ad 100644
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+++ b/docs/autoapi/abacusai/index.html
@@ -46,2380 +46,419 @@
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-<li class="toctree-l1 current"><a class="current reference internal" href="#">abacusai</a><ul>
+<li class="toctree-l1 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul>
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-<li class="toctree-l3"><a class="reference internal" href="api_class/index.html">abacusai.api_class</a></li>
+<li class="toctree-l3"><a class="reference internal" href="api_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="#package-contents">Package Contents</a><ul>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.ApiClass"><code class="docutils literal notranslate"><span class="pre">ApiClass</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClass._upper_snake_case_keys"><code class="docutils literal notranslate"><span class="pre">ApiClass._upper_snake_case_keys</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClass._support_kwargs"><code class="docutils literal notranslate"><span class="pre">ApiClass._support_kwargs</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClass.__post_init__"><code class="docutils literal notranslate"><span class="pre">ApiClass.__post_init__()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClass._get_builder"><code class="docutils literal notranslate"><span class="pre">ApiClass._get_builder()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClass.__str__"><code class="docutils literal notranslate"><span class="pre">ApiClass.__str__()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClass._repr_html_"><code class="docutils literal notranslate"><span class="pre">ApiClass._repr_html_()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClass.__getitem__"><code class="docutils literal notranslate"><span class="pre">ApiClass.__getitem__()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClass.__setitem__"><code class="docutils literal notranslate"><span class="pre">ApiClass.__setitem__()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClass._unset_item"><code class="docutils literal notranslate"><span class="pre">ApiClass._unset_item()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClass.get"><code class="docutils literal notranslate"><span class="pre">ApiClass.get()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClass.pop"><code class="docutils literal notranslate"><span class="pre">ApiClass.pop()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClass.to_dict"><code class="docutils literal notranslate"><span class="pre">ApiClass.to_dict()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClass.from_dict"><code class="docutils literal notranslate"><span class="pre">ApiClass.from_dict()</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#functions">Functions</a></li>
+<li class="toctree-l3"><a class="reference internal" href="#attributes">Attributes</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClass"><code class="docutils literal notranslate"><span class="pre">ApiClass</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.get_clean_function_source_code"><code class="docutils literal notranslate"><span class="pre">get_clean_function_source_code()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.FieldDescriptor"><code class="docutils literal notranslate"><span class="pre">FieldDescriptor</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.WorkflowNodeInputSchema"><code class="docutils literal notranslate"><span class="pre">WorkflowNodeInputSchema</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.WorkflowNodeOutputSchema"><code class="docutils literal notranslate"><span class="pre">WorkflowNodeOutputSchema</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.WorkflowNodeInputMapping"><code class="docutils literal notranslate"><span class="pre">WorkflowNodeInputMapping</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.WorkflowNodeOutputMapping"><code class="docutils literal notranslate"><span class="pre">WorkflowNodeOutputMapping</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.WorkflowGraphNode"><code class="docutils literal notranslate"><span class="pre">WorkflowGraphNode</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.WorkflowGraphEdge"><code class="docutils literal notranslate"><span class="pre">WorkflowGraphEdge</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.WorkflowGraph"><code class="docutils literal notranslate"><span class="pre">WorkflowGraph</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.HotkeyPrompt"><code class="docutils literal notranslate"><span class="pre">HotkeyPrompt</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai._ApiClassFactory"><code class="docutils literal notranslate"><span class="pre">_ApiClassFactory</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.BatchPredictionArgs"><code class="docutils literal notranslate"><span class="pre">BatchPredictionArgs</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingBatchPredictionArgs"><code class="docutils literal notranslate"><span class="pre">ForecastingBatchPredictionArgs</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.NamedEntityExtractionBatchPredictionArgs"><code class="docutils literal notranslate"><span class="pre">NamedEntityExtractionBatchPredictionArgs</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.PersonalizationBatchPredictionArgs"><code class="docutils literal notranslate"><span class="pre">PersonalizationBatchPredictionArgs</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictiveModelingBatchPredictionArgs"><code class="docutils literal notranslate"><span class="pre">PredictiveModelingBatchPredictionArgs</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.PretrainedModelsBatchPredictionArgs"><code class="docutils literal notranslate"><span class="pre">PretrainedModelsBatchPredictionArgs</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.SentenceBoundaryDetectionBatchPredictionArgs"><code class="docutils literal notranslate"><span class="pre">SentenceBoundaryDetectionBatchPredictionArgs</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.ThemeAnalysisBatchPredictionArgs"><code class="docutils literal notranslate"><span class="pre">ThemeAnalysisBatchPredictionArgs</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.ChatLLMBatchPredictionArgs"><code class="docutils literal notranslate"><span class="pre">ChatLLMBatchPredictionArgs</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.TrainablePlugAndPlayBatchPredictionArgs"><code class="docutils literal notranslate"><span class="pre">TrainablePlugAndPlayBatchPredictionArgs</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai._BatchPredictionArgsFactory"><code class="docutils literal notranslate"><span class="pre">_BatchPredictionArgsFactory</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.Blob"><code class="docutils literal notranslate"><span class="pre">Blob</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.BlobInput"><code class="docutils literal notranslate"><span class="pre">BlobInput</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.DatasetConfig"><code class="docutils literal notranslate"><span class="pre">DatasetConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.StreamingConnectorDatasetConfig"><code class="docutils literal notranslate"><span class="pre">StreamingConnectorDatasetConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.KafkaDatasetConfig"><code class="docutils literal notranslate"><span class="pre">KafkaDatasetConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai._StreamingConnectorDatasetConfigFactory"><code class="docutils literal notranslate"><span class="pre">_StreamingConnectorDatasetConfigFactory</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.OcrMode"><code class="docutils literal notranslate"><span class="pre">OcrMode</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.ParsingConfig"><code class="docutils literal notranslate"><span class="pre">ParsingConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.DocumentProcessingConfig"><code class="docutils literal notranslate"><span class="pre">DocumentProcessingConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.DatasetDocumentProcessingConfig"><code class="docutils literal notranslate"><span class="pre">DatasetDocumentProcessingConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.IncrementalDatabaseConnectorConfig"><code class="docutils literal notranslate"><span class="pre">IncrementalDatabaseConnectorConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApplicationConnectorDatasetConfig"><code class="docutils literal notranslate"><span class="pre">ApplicationConnectorDatasetConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.ConfluenceDatasetConfig"><code class="docutils literal notranslate"><span class="pre">ConfluenceDatasetConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.GoogleAnalyticsDatasetConfig"><code class="docutils literal notranslate"><span class="pre">GoogleAnalyticsDatasetConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.GoogleDriveDatasetConfig"><code class="docutils literal notranslate"><span class="pre">GoogleDriveDatasetConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.JiraDatasetConfig"><code class="docutils literal notranslate"><span class="pre">JiraDatasetConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.OneDriveDatasetConfig"><code class="docutils literal notranslate"><span class="pre">OneDriveDatasetConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.SharepointDatasetConfig"><code class="docutils literal notranslate"><span class="pre">SharepointDatasetConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.ZendeskDatasetConfig"><code class="docutils literal notranslate"><span class="pre">ZendeskDatasetConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.AbacusUsageMetricsDatasetConfig"><code class="docutils literal notranslate"><span class="pre">AbacusUsageMetricsDatasetConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.FreshserviceDatasetConfig"><code class="docutils literal notranslate"><span class="pre">FreshserviceDatasetConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai._ApplicationConnectorDatasetConfigFactory"><code class="docutils literal notranslate"><span class="pre">_ApplicationConnectorDatasetConfigFactory</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionArguments"><code class="docutils literal notranslate"><span class="pre">PredictionArguments</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.OptimizationPredictionArguments"><code class="docutils literal notranslate"><span class="pre">OptimizationPredictionArguments</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.TimeseriesAnomalyPredictionArguments"><code class="docutils literal notranslate"><span class="pre">TimeseriesAnomalyPredictionArguments</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.ChatLLMPredictionArguments"><code class="docutils literal notranslate"><span class="pre">ChatLLMPredictionArguments</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionPredictionArguments"><code class="docutils literal notranslate"><span class="pre">RegressionPredictionArguments</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingPredictionArguments"><code class="docutils literal notranslate"><span class="pre">ForecastingPredictionArguments</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.CumulativeForecastingPredictionArguments"><code class="docutils literal notranslate"><span class="pre">CumulativeForecastingPredictionArguments</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.NaturalLanguageSearchPredictionArguments"><code class="docutils literal notranslate"><span class="pre">NaturalLanguageSearchPredictionArguments</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.FeatureStorePredictionArguments"><code class="docutils literal notranslate"><span class="pre">FeatureStorePredictionArguments</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai._PredictionArgumentsFactory"><code class="docutils literal notranslate"><span class="pre">_PredictionArgumentsFactory</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.VectorStoreTextEncoder"><code class="docutils literal notranslate"><span class="pre">VectorStoreTextEncoder</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.VectorStoreConfig"><code class="docutils literal notranslate"><span class="pre">VectorStoreConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.DocumentRetrieverConfig"><code class="docutils literal notranslate"><span class="pre">DocumentRetrieverConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiEnum"><code class="docutils literal notranslate"><span class="pre">ApiEnum</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.ProblemType"><code class="docutils literal notranslate"><span class="pre">ProblemType</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionObjective"><code class="docutils literal notranslate"><span class="pre">RegressionObjective</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionTreeHPOMode"><code class="docutils literal notranslate"><span class="pre">RegressionTreeHPOMode</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.PartialDependenceAnalysis"><code class="docutils literal notranslate"><span class="pre">PartialDependenceAnalysis</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionAugmentationStrategy"><code class="docutils literal notranslate"><span class="pre">RegressionAugmentationStrategy</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionTargetTransform"><code class="docutils literal notranslate"><span class="pre">RegressionTargetTransform</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionTypeOfSplit"><code class="docutils literal notranslate"><span class="pre">RegressionTypeOfSplit</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionTimeSplitMethod"><code class="docutils literal notranslate"><span class="pre">RegressionTimeSplitMethod</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionLossFunction"><code class="docutils literal notranslate"><span class="pre">RegressionLossFunction</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.ExplainerType"><code class="docutils literal notranslate"><span class="pre">ExplainerType</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.SamplingMethodType"><code class="docutils literal notranslate"><span class="pre">SamplingMethodType</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.MergeMode"><code class="docutils literal notranslate"><span class="pre">MergeMode</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.OperatorType"><code class="docutils literal notranslate"><span class="pre">OperatorType</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.MarkdownOperatorInputType"><code class="docutils literal notranslate"><span class="pre">MarkdownOperatorInputType</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.FillLogic"><code class="docutils literal notranslate"><span class="pre">FillLogic</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.BatchSize"><code class="docutils literal notranslate"><span class="pre">BatchSize</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.HolidayCalendars"><code class="docutils literal notranslate"><span class="pre">HolidayCalendars</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.FileFormat"><code class="docutils literal notranslate"><span class="pre">FileFormat</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.ExperimentationMode"><code class="docutils literal notranslate"><span class="pre">ExperimentationMode</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.PersonalizationTrainingMode"><code class="docutils literal notranslate"><span class="pre">PersonalizationTrainingMode</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.PersonalizationObjective"><code class="docutils literal notranslate"><span class="pre">PersonalizationObjective</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingObjective"><code class="docutils literal notranslate"><span class="pre">ForecastingObjective</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingFrequency"><code class="docutils literal notranslate"><span class="pre">ForecastingFrequency</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingDataSplitType"><code class="docutils literal notranslate"><span class="pre">ForecastingDataSplitType</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingLossFunction"><code class="docutils literal notranslate"><span class="pre">ForecastingLossFunction</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingLocalScaling"><code class="docutils literal notranslate"><span class="pre">ForecastingLocalScaling</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingFillMethod"><code class="docutils literal notranslate"><span class="pre">ForecastingFillMethod</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingQuanitlesExtensionMethod"><code class="docutils literal notranslate"><span class="pre">ForecastingQuanitlesExtensionMethod</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.TimeseriesAnomalyDataSplitType"><code class="docutils literal notranslate"><span class="pre">TimeseriesAnomalyDataSplitType</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.TimeseriesAnomalyTypeOfAnomaly"><code class="docutils literal notranslate"><span class="pre">TimeseriesAnomalyTypeOfAnomaly</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.TimeseriesAnomalyUseHeuristic"><code class="docutils literal notranslate"><span class="pre">TimeseriesAnomalyUseHeuristic</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.NERObjective"><code class="docutils literal notranslate"><span class="pre">NERObjective</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.NERModelType"><code class="docutils literal notranslate"><span class="pre">NERModelType</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.NLPDocumentFormat"><code class="docutils literal notranslate"><span class="pre">NLPDocumentFormat</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.SentimentType"><code class="docutils literal notranslate"><span class="pre">SentimentType</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.ClusteringImputationMethod"><code class="docutils literal notranslate"><span class="pre">ClusteringImputationMethod</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.ConnectorType"><code class="docutils literal notranslate"><span class="pre">ConnectorType</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApplicationConnectorType"><code class="docutils literal notranslate"><span class="pre">ApplicationConnectorType</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.StreamingConnectorType"><code class="docutils literal notranslate"><span class="pre">StreamingConnectorType</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.PythonFunctionArgumentType"><code class="docutils literal notranslate"><span class="pre">PythonFunctionArgumentType</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.PythonFunctionOutputArgumentType"><code class="docutils literal notranslate"><span class="pre">PythonFunctionOutputArgumentType</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.LLMName"><code class="docutils literal notranslate"><span class="pre">LLMName</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.MonitorAlertType"><code class="docutils literal notranslate"><span class="pre">MonitorAlertType</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.FeatureDriftType"><code class="docutils literal notranslate"><span class="pre">FeatureDriftType</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.DataIntegrityViolationType"><code class="docutils literal notranslate"><span class="pre">DataIntegrityViolationType</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.BiasType"><code class="docutils literal notranslate"><span class="pre">BiasType</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.AlertActionType"><code class="docutils literal notranslate"><span class="pre">AlertActionType</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.PythonFunctionType"><code class="docutils literal notranslate"><span class="pre">PythonFunctionType</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.EvalArtifactType"><code class="docutils literal notranslate"><span class="pre">EvalArtifactType</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.FieldDescriptorType"><code class="docutils literal notranslate"><span class="pre">FieldDescriptorType</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.WorkflowNodeInputType"><code class="docutils literal notranslate"><span class="pre">WorkflowNodeInputType</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.WorkflowNodeOutputType"><code class="docutils literal notranslate"><span class="pre">WorkflowNodeOutputType</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.StdDevThresholdType"><code class="docutils literal notranslate"><span class="pre">StdDevThresholdType</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.DataType"><code class="docutils literal notranslate"><span class="pre">DataType</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.AgentInterface"><code class="docutils literal notranslate"><span class="pre">AgentInterface</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.ProjectConfigType"><code class="docutils literal notranslate"><span class="pre">ProjectConfigType</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.CPUSize"><code class="docutils literal notranslate"><span class="pre">CPUSize</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.MemorySize"><code class="docutils literal notranslate"><span class="pre">MemorySize</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.SamplingConfig"><code class="docutils literal notranslate"><span class="pre">SamplingConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.NSamplingConfig"><code class="docutils literal notranslate"><span class="pre">NSamplingConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.PercentSamplingConfig"><code class="docutils literal notranslate"><span class="pre">PercentSamplingConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai._SamplingConfigFactory"><code class="docutils literal notranslate"><span class="pre">_SamplingConfigFactory</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.MergeConfig"><code class="docutils literal notranslate"><span class="pre">MergeConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.LastNMergeConfig"><code class="docutils literal notranslate"><span class="pre">LastNMergeConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.TimeWindowMergeConfig"><code class="docutils literal notranslate"><span class="pre">TimeWindowMergeConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai._MergeConfigFactory"><code class="docutils literal notranslate"><span class="pre">_MergeConfigFactory</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.OperatorConfig"><code class="docutils literal notranslate"><span class="pre">OperatorConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.UnpivotConfig"><code class="docutils literal notranslate"><span class="pre">UnpivotConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.MarkdownConfig"><code class="docutils literal notranslate"><span class="pre">MarkdownConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.CrawlerTransformConfig"><code class="docutils literal notranslate"><span class="pre">CrawlerTransformConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.ExtractDocumentDataConfig"><code class="docutils literal notranslate"><span class="pre">ExtractDocumentDataConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai._OperatorConfigFactory"><code class="docutils literal notranslate"><span class="pre">_OperatorConfigFactory</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.TrainingConfig"><code class="docutils literal notranslate"><span class="pre">TrainingConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.PersonalizationTrainingConfig"><code class="docutils literal notranslate"><span class="pre">PersonalizationTrainingConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionTrainingConfig"><code class="docutils literal notranslate"><span class="pre">RegressionTrainingConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.NamedEntityExtractionTrainingConfig"><code class="docutils literal notranslate"><span class="pre">NamedEntityExtractionTrainingConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.NaturalLanguageSearchTrainingConfig"><code class="docutils literal notranslate"><span class="pre">NaturalLanguageSearchTrainingConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.ChatLLMTrainingConfig"><code class="docutils literal notranslate"><span class="pre">ChatLLMTrainingConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.SentenceBoundaryDetectionTrainingConfig"><code class="docutils literal notranslate"><span class="pre">SentenceBoundaryDetectionTrainingConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.SentimentDetectionTrainingConfig"><code class="docutils literal notranslate"><span class="pre">SentimentDetectionTrainingConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.DocumentClassificationTrainingConfig"><code class="docutils literal notranslate"><span class="pre">DocumentClassificationTrainingConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.DocumentSummarizationTrainingConfig"><code class="docutils literal notranslate"><span class="pre">DocumentSummarizationTrainingConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.DocumentVisualizationTrainingConfig"><code class="docutils literal notranslate"><span class="pre">DocumentVisualizationTrainingConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.ClusteringTrainingConfig"><code class="docutils literal notranslate"><span class="pre">ClusteringTrainingConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.ClusteringTimeseriesTrainingConfig"><code class="docutils literal notranslate"><span class="pre">ClusteringTimeseriesTrainingConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.EventAnomalyTrainingConfig"><code class="docutils literal notranslate"><span class="pre">EventAnomalyTrainingConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.TimeseriesAnomalyTrainingConfig"><code class="docutils literal notranslate"><span class="pre">TimeseriesAnomalyTrainingConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.CumulativeForecastingTrainingConfig"><code class="docutils literal notranslate"><span class="pre">CumulativeForecastingTrainingConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.ThemeAnalysisTrainingConfig"><code class="docutils literal notranslate"><span class="pre">ThemeAnalysisTrainingConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.AIAgentTrainingConfig"><code class="docutils literal notranslate"><span class="pre">AIAgentTrainingConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.CustomTrainedModelTrainingConfig"><code class="docutils literal notranslate"><span class="pre">CustomTrainedModelTrainingConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.CustomAlgorithmTrainingConfig"><code class="docutils literal notranslate"><span class="pre">CustomAlgorithmTrainingConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.OptimizationTrainingConfig"><code class="docutils literal notranslate"><span class="pre">OptimizationTrainingConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai._TrainingConfigFactory"><code class="docutils literal notranslate"><span class="pre">_TrainingConfigFactory</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.DeployableAlgorithm"><code class="docutils literal notranslate"><span class="pre">DeployableAlgorithm</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.TimeWindowConfig"><code class="docutils literal notranslate"><span class="pre">TimeWindowConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingMonitorConfig"><code class="docutils literal notranslate"><span class="pre">ForecastingMonitorConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.StdDevThreshold"><code class="docutils literal notranslate"><span class="pre">StdDevThreshold</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.ItemAttributesStdDevThreshold"><code class="docutils literal notranslate"><span class="pre">ItemAttributesStdDevThreshold</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.RestrictFeatureMappings"><code class="docutils literal notranslate"><span class="pre">RestrictFeatureMappings</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.MonitorFilteringConfig"><code class="docutils literal notranslate"><span class="pre">MonitorFilteringConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.AlertConditionConfig"><code class="docutils literal notranslate"><span class="pre">AlertConditionConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.AccuracyBelowThresholdConditionConfig"><code class="docutils literal notranslate"><span class="pre">AccuracyBelowThresholdConditionConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.FeatureDriftConditionConfig"><code class="docutils literal notranslate"><span class="pre">FeatureDriftConditionConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.TargetDriftConditionConfig"><code class="docutils literal notranslate"><span class="pre">TargetDriftConditionConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.HistoryLengthDriftConditionConfig"><code class="docutils literal notranslate"><span class="pre">HistoryLengthDriftConditionConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.DataIntegrityViolationConditionConfig"><code class="docutils literal notranslate"><span class="pre">DataIntegrityViolationConditionConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.BiasViolationConditionConfig"><code class="docutils literal notranslate"><span class="pre">BiasViolationConditionConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionCountConditionConfig"><code class="docutils literal notranslate"><span class="pre">PredictionCountConditionConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai._AlertConditionConfigFactory"><code class="docutils literal notranslate"><span class="pre">_AlertConditionConfigFactory</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.AlertActionConfig"><code class="docutils literal notranslate"><span class="pre">AlertActionConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.EmailActionConfig"><code class="docutils literal notranslate"><span class="pre">EmailActionConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai._AlertActionConfigFactory"><code class="docutils literal notranslate"><span class="pre">_AlertActionConfigFactory</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.MonitorThresholdConfig"><code class="docutils literal notranslate"><span class="pre">MonitorThresholdConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.FeatureMappingConfig"><code class="docutils literal notranslate"><span class="pre">FeatureMappingConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.ProjectFeatureGroupTypeMappingsConfig"><code class="docutils literal notranslate"><span class="pre">ProjectFeatureGroupTypeMappingsConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.ConstraintConfig"><code class="docutils literal notranslate"><span class="pre">ConstraintConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.ProjectFeatureGroupConfig"><code class="docutils literal notranslate"><span class="pre">ProjectFeatureGroupConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.ConstraintProjectFeatureGroupConfig"><code class="docutils literal notranslate"><span class="pre">ConstraintProjectFeatureGroupConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReviewModeProjectFeatureGroupConfig"><code class="docutils literal notranslate"><span class="pre">ReviewModeProjectFeatureGroupConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai._ProjectFeatureGroupConfigFactory"><code class="docutils literal notranslate"><span class="pre">_ProjectFeatureGroupConfigFactory</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.PythonFunctionArgument"><code class="docutils literal notranslate"><span class="pre">PythonFunctionArgument</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.OutputVariableMapping"><code class="docutils literal notranslate"><span class="pre">OutputVariableMapping</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.FeatureGroupExportConfig"><code class="docutils literal notranslate"><span class="pre">FeatureGroupExportConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.FileConnectorExportConfig"><code class="docutils literal notranslate"><span class="pre">FileConnectorExportConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.DatabaseConnectorExportConfig"><code class="docutils literal notranslate"><span class="pre">DatabaseConnectorExportConfig</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai._FeatureGroupExportConfigFactory"><code class="docutils literal notranslate"><span class="pre">_FeatureGroupExportConfigFactory</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.AgentResponse"><code class="docutils literal notranslate"><span class="pre">AgentResponse</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient"><code class="docutils literal notranslate"><span class="pre">ApiClient</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiException"><code class="docutils literal notranslate"><span class="pre">ApiException</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.ClientOptions"><code class="docutils literal notranslate"><span class="pre">ClientOptions</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai._request_context"><code class="docutils literal notranslate"><span class="pre">_request_context</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionClient"><code class="docutils literal notranslate"><span class="pre">PredictionClient</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.StreamingClient"><code class="docutils literal notranslate"><span class="pre">StreamingClient</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="#abacusai.__version__"><code class="docutils literal notranslate"><span class="pre">__version__</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.get_clean_function_source_code"><code class="docutils literal notranslate"><span class="pre">get_clean_function_source_code()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.FieldDescriptor"><code class="docutils literal notranslate"><span class="pre">FieldDescriptor</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FieldDescriptor.field"><code class="docutils literal notranslate"><span class="pre">FieldDescriptor.field</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FieldDescriptor.description"><code class="docutils literal notranslate"><span class="pre">FieldDescriptor.description</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FieldDescriptor.example_extraction"><code class="docutils literal notranslate"><span class="pre">FieldDescriptor.example_extraction</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FieldDescriptor.type"><code class="docutils literal notranslate"><span class="pre">FieldDescriptor.type</span></code></a></li>
-</ul>
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-<li class="toctree-l3"><a class="reference internal" href="#abacusai.BlobInput"><code class="docutils literal notranslate"><span class="pre">BlobInput</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.BlobInput.filename"><code class="docutils literal notranslate"><span class="pre">BlobInput.filename</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.BlobInput.contents"><code class="docutils literal notranslate"><span class="pre">BlobInput.contents</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.BlobInput.mime_type"><code class="docutils literal notranslate"><span class="pre">BlobInput.mime_type</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.BlobInput.size"><code class="docutils literal notranslate"><span class="pre">BlobInput.size</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.BlobInput.from_local_file"><code class="docutils literal notranslate"><span class="pre">BlobInput.from_local_file()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.BlobInput.from_contents"><code class="docutils literal notranslate"><span class="pre">BlobInput.from_contents()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.OcrMode"><code class="docutils literal notranslate"><span class="pre">OcrMode</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.OcrMode.DEFAULT"><code class="docutils literal notranslate"><span class="pre">OcrMode.DEFAULT</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.OcrMode.LAYOUT"><code class="docutils literal notranslate"><span class="pre">OcrMode.LAYOUT</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.OcrMode.SCANNED"><code class="docutils literal notranslate"><span class="pre">OcrMode.SCANNED</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.OcrMode.COMPREHENSIVE"><code class="docutils literal notranslate"><span class="pre">OcrMode.COMPREHENSIVE</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.OcrMode.COMPREHENSIVE_V2"><code class="docutils literal notranslate"><span class="pre">OcrMode.COMPREHENSIVE_V2</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.OcrMode.COMPREHENSIVE_TABLE_MD"><code class="docutils literal notranslate"><span class="pre">OcrMode.COMPREHENSIVE_TABLE_MD</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.DatasetConfig"><code class="docutils literal notranslate"><span class="pre">DatasetConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.DatasetConfig.is_documentset"><code class="docutils literal notranslate"><span class="pre">DatasetConfig.is_documentset</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.ParsingConfig"><code class="docutils literal notranslate"><span class="pre">ParsingConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ParsingConfig.escape"><code class="docutils literal notranslate"><span class="pre">ParsingConfig.escape</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ParsingConfig.csv_delimiter"><code class="docutils literal notranslate"><span class="pre">ParsingConfig.csv_delimiter</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ParsingConfig.file_path_with_schema"><code class="docutils literal notranslate"><span class="pre">ParsingConfig.file_path_with_schema</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.DocumentProcessingConfig"><code class="docutils literal notranslate"><span class="pre">DocumentProcessingConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.DocumentProcessingConfig.extract_bounding_boxes"><code class="docutils literal notranslate"><span class="pre">DocumentProcessingConfig.extract_bounding_boxes</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.DocumentProcessingConfig.ocr_mode"><code class="docutils literal notranslate"><span class="pre">DocumentProcessingConfig.ocr_mode</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.DocumentProcessingConfig.use_full_ocr"><code class="docutils literal notranslate"><span class="pre">DocumentProcessingConfig.use_full_ocr</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.DocumentProcessingConfig.remove_header_footer"><code class="docutils literal notranslate"><span class="pre">DocumentProcessingConfig.remove_header_footer</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.DocumentProcessingConfig.remove_watermarks"><code class="docutils literal notranslate"><span class="pre">DocumentProcessingConfig.remove_watermarks</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.DocumentProcessingConfig.convert_to_markdown"><code class="docutils literal notranslate"><span class="pre">DocumentProcessingConfig.convert_to_markdown</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.DatasetDocumentProcessingConfig"><code class="docutils literal notranslate"><span class="pre">DatasetDocumentProcessingConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.DatasetDocumentProcessingConfig.page_text_column"><code class="docutils literal notranslate"><span class="pre">DatasetDocumentProcessingConfig.page_text_column</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.IncrementalDatabaseConnectorConfig"><code class="docutils literal notranslate"><span class="pre">IncrementalDatabaseConnectorConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.IncrementalDatabaseConnectorConfig.timestamp_column"><code class="docutils literal notranslate"><span class="pre">IncrementalDatabaseConnectorConfig.timestamp_column</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.ApplicationConnectorDatasetConfig"><code class="docutils literal notranslate"><span class="pre">ApplicationConnectorDatasetConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApplicationConnectorDatasetConfig.application_connector_type"><code class="docutils literal notranslate"><span class="pre">ApplicationConnectorDatasetConfig.application_connector_type</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApplicationConnectorDatasetConfig._get_builder"><code class="docutils literal notranslate"><span class="pre">ApplicationConnectorDatasetConfig._get_builder()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.ConfluenceDatasetConfig"><code class="docutils literal notranslate"><span class="pre">ConfluenceDatasetConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ConfluenceDatasetConfig.location"><code class="docutils literal notranslate"><span class="pre">ConfluenceDatasetConfig.location</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ConfluenceDatasetConfig.pull_attachments"><code class="docutils literal notranslate"><span class="pre">ConfluenceDatasetConfig.pull_attachments</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ConfluenceDatasetConfig.space_key"><code class="docutils literal notranslate"><span class="pre">ConfluenceDatasetConfig.space_key</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ConfluenceDatasetConfig.extract_bounding_boxes"><code class="docutils literal notranslate"><span class="pre">ConfluenceDatasetConfig.extract_bounding_boxes</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ConfluenceDatasetConfig.__post_init__"><code class="docutils literal notranslate"><span class="pre">ConfluenceDatasetConfig.__post_init__()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.GoogleAnalyticsDatasetConfig"><code class="docutils literal notranslate"><span class="pre">GoogleAnalyticsDatasetConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.GoogleAnalyticsDatasetConfig.location"><code class="docutils literal notranslate"><span class="pre">GoogleAnalyticsDatasetConfig.location</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.GoogleAnalyticsDatasetConfig.start_timestamp"><code class="docutils literal notranslate"><span class="pre">GoogleAnalyticsDatasetConfig.start_timestamp</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.GoogleAnalyticsDatasetConfig.end_timestamp"><code class="docutils literal notranslate"><span class="pre">GoogleAnalyticsDatasetConfig.end_timestamp</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.GoogleAnalyticsDatasetConfig.__post_init__"><code class="docutils literal notranslate"><span class="pre">GoogleAnalyticsDatasetConfig.__post_init__()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.GoogleDriveDatasetConfig"><code class="docutils literal notranslate"><span class="pre">GoogleDriveDatasetConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.GoogleDriveDatasetConfig.location"><code class="docutils literal notranslate"><span class="pre">GoogleDriveDatasetConfig.location</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.GoogleDriveDatasetConfig.csv_delimiter"><code class="docutils literal notranslate"><span class="pre">GoogleDriveDatasetConfig.csv_delimiter</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.GoogleDriveDatasetConfig.extract_bounding_boxes"><code class="docutils literal notranslate"><span class="pre">GoogleDriveDatasetConfig.extract_bounding_boxes</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.GoogleDriveDatasetConfig.merge_file_schemas"><code class="docutils literal notranslate"><span class="pre">GoogleDriveDatasetConfig.merge_file_schemas</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.GoogleDriveDatasetConfig.__post_init__"><code class="docutils literal notranslate"><span class="pre">GoogleDriveDatasetConfig.__post_init__()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.JiraDatasetConfig"><code class="docutils literal notranslate"><span class="pre">JiraDatasetConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.JiraDatasetConfig.jql"><code class="docutils literal notranslate"><span class="pre">JiraDatasetConfig.jql</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.JiraDatasetConfig.custom_fields"><code class="docutils literal notranslate"><span class="pre">JiraDatasetConfig.custom_fields</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.JiraDatasetConfig.include_comments"><code class="docutils literal notranslate"><span class="pre">JiraDatasetConfig.include_comments</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.JiraDatasetConfig.include_watchers"><code class="docutils literal notranslate"><span class="pre">JiraDatasetConfig.include_watchers</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.JiraDatasetConfig.__post_init__"><code class="docutils literal notranslate"><span class="pre">JiraDatasetConfig.__post_init__()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.OneDriveDatasetConfig"><code class="docutils literal notranslate"><span class="pre">OneDriveDatasetConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.OneDriveDatasetConfig.location"><code class="docutils literal notranslate"><span class="pre">OneDriveDatasetConfig.location</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.OneDriveDatasetConfig.csv_delimiter"><code class="docutils literal notranslate"><span class="pre">OneDriveDatasetConfig.csv_delimiter</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.OneDriveDatasetConfig.extract_bounding_boxes"><code class="docutils literal notranslate"><span class="pre">OneDriveDatasetConfig.extract_bounding_boxes</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.OneDriveDatasetConfig.merge_file_schemas"><code class="docutils literal notranslate"><span class="pre">OneDriveDatasetConfig.merge_file_schemas</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.OneDriveDatasetConfig.__post_init__"><code class="docutils literal notranslate"><span class="pre">OneDriveDatasetConfig.__post_init__()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.SharepointDatasetConfig"><code class="docutils literal notranslate"><span class="pre">SharepointDatasetConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.SharepointDatasetConfig.location"><code class="docutils literal notranslate"><span class="pre">SharepointDatasetConfig.location</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.SharepointDatasetConfig.csv_delimiter"><code class="docutils literal notranslate"><span class="pre">SharepointDatasetConfig.csv_delimiter</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.SharepointDatasetConfig.extract_bounding_boxes"><code class="docutils literal notranslate"><span class="pre">SharepointDatasetConfig.extract_bounding_boxes</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.SharepointDatasetConfig.merge_file_schemas"><code class="docutils literal notranslate"><span class="pre">SharepointDatasetConfig.merge_file_schemas</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.SharepointDatasetConfig.__post_init__"><code class="docutils literal notranslate"><span class="pre">SharepointDatasetConfig.__post_init__()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.ZendeskDatasetConfig"><code class="docutils literal notranslate"><span class="pre">ZendeskDatasetConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ZendeskDatasetConfig.location"><code class="docutils literal notranslate"><span class="pre">ZendeskDatasetConfig.location</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ZendeskDatasetConfig.__post_init__"><code class="docutils literal notranslate"><span class="pre">ZendeskDatasetConfig.__post_init__()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.AbacusUsageMetricsDatasetConfig"><code class="docutils literal notranslate"><span class="pre">AbacusUsageMetricsDatasetConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.AbacusUsageMetricsDatasetConfig.include_entire_conversation_history"><code class="docutils literal notranslate"><span class="pre">AbacusUsageMetricsDatasetConfig.include_entire_conversation_history</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.AbacusUsageMetricsDatasetConfig.include_all_feedback"><code class="docutils literal notranslate"><span class="pre">AbacusUsageMetricsDatasetConfig.include_all_feedback</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.AbacusUsageMetricsDatasetConfig.__post_init__"><code class="docutils literal notranslate"><span class="pre">AbacusUsageMetricsDatasetConfig.__post_init__()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.FreshserviceDatasetConfig"><code class="docutils literal notranslate"><span class="pre">FreshserviceDatasetConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FreshserviceDatasetConfig.__post_init__"><code class="docutils literal notranslate"><span class="pre">FreshserviceDatasetConfig.__post_init__()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai._ApplicationConnectorDatasetConfigFactory"><code class="docutils literal notranslate"><span class="pre">_ApplicationConnectorDatasetConfigFactory</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai._ApplicationConnectorDatasetConfigFactory.config_abstract_class"><code class="docutils literal notranslate"><span class="pre">_ApplicationConnectorDatasetConfigFactory.config_abstract_class</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai._ApplicationConnectorDatasetConfigFactory.config_class_key"><code class="docutils literal notranslate"><span class="pre">_ApplicationConnectorDatasetConfigFactory.config_class_key</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai._ApplicationConnectorDatasetConfigFactory.config_class_map"><code class="docutils literal notranslate"><span class="pre">_ApplicationConnectorDatasetConfigFactory.config_class_map</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.PredictionArguments"><code class="docutils literal notranslate"><span class="pre">PredictionArguments</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionArguments._support_kwargs"><code class="docutils literal notranslate"><span class="pre">PredictionArguments._support_kwargs</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionArguments.kwargs"><code class="docutils literal notranslate"><span class="pre">PredictionArguments.kwargs</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionArguments.problem_type"><code class="docutils literal notranslate"><span class="pre">PredictionArguments.problem_type</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionArguments._get_builder"><code class="docutils literal notranslate"><span class="pre">PredictionArguments._get_builder()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.OptimizationPredictionArguments"><code class="docutils literal notranslate"><span class="pre">OptimizationPredictionArguments</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.OptimizationPredictionArguments.forced_assignments"><code class="docutils literal notranslate"><span class="pre">OptimizationPredictionArguments.forced_assignments</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.OptimizationPredictionArguments.solve_time_limit_seconds"><code class="docutils literal notranslate"><span class="pre">OptimizationPredictionArguments.solve_time_limit_seconds</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.OptimizationPredictionArguments.include_all_assignments"><code class="docutils literal notranslate"><span class="pre">OptimizationPredictionArguments.include_all_assignments</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.OptimizationPredictionArguments.__post_init__"><code class="docutils literal notranslate"><span class="pre">OptimizationPredictionArguments.__post_init__()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.TimeseriesAnomalyPredictionArguments"><code class="docutils literal notranslate"><span class="pre">TimeseriesAnomalyPredictionArguments</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.TimeseriesAnomalyPredictionArguments.start_timestamp"><code class="docutils literal notranslate"><span class="pre">TimeseriesAnomalyPredictionArguments.start_timestamp</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.TimeseriesAnomalyPredictionArguments.end_timestamp"><code class="docutils literal notranslate"><span class="pre">TimeseriesAnomalyPredictionArguments.end_timestamp</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.TimeseriesAnomalyPredictionArguments.get_all_item_data"><code class="docutils literal notranslate"><span class="pre">TimeseriesAnomalyPredictionArguments.get_all_item_data</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.TimeseriesAnomalyPredictionArguments.__post_init__"><code class="docutils literal notranslate"><span class="pre">TimeseriesAnomalyPredictionArguments.__post_init__()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.ChatLLMPredictionArguments"><code class="docutils literal notranslate"><span class="pre">ChatLLMPredictionArguments</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ChatLLMPredictionArguments.llm_name"><code class="docutils literal notranslate"><span class="pre">ChatLLMPredictionArguments.llm_name</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ChatLLMPredictionArguments.num_completion_tokens"><code class="docutils literal notranslate"><span class="pre">ChatLLMPredictionArguments.num_completion_tokens</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ChatLLMPredictionArguments.system_message"><code class="docutils literal notranslate"><span class="pre">ChatLLMPredictionArguments.system_message</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ChatLLMPredictionArguments.temperature"><code class="docutils literal notranslate"><span class="pre">ChatLLMPredictionArguments.temperature</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ChatLLMPredictionArguments.search_score_cutoff"><code class="docutils literal notranslate"><span class="pre">ChatLLMPredictionArguments.search_score_cutoff</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ChatLLMPredictionArguments.ignore_documents"><code class="docutils literal notranslate"><span class="pre">ChatLLMPredictionArguments.ignore_documents</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ChatLLMPredictionArguments.__post_init__"><code class="docutils literal notranslate"><span class="pre">ChatLLMPredictionArguments.__post_init__()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.RegressionPredictionArguments"><code class="docutils literal notranslate"><span class="pre">RegressionPredictionArguments</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionPredictionArguments.explain_predictions"><code class="docutils literal notranslate"><span class="pre">RegressionPredictionArguments.explain_predictions</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionPredictionArguments.explainer_type"><code class="docutils literal notranslate"><span class="pre">RegressionPredictionArguments.explainer_type</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionPredictionArguments.__post_init__"><code class="docutils literal notranslate"><span class="pre">RegressionPredictionArguments.__post_init__()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.ForecastingPredictionArguments"><code class="docutils literal notranslate"><span class="pre">ForecastingPredictionArguments</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingPredictionArguments.num_predictions"><code class="docutils literal notranslate"><span class="pre">ForecastingPredictionArguments.num_predictions</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingPredictionArguments.prediction_start"><code class="docutils literal notranslate"><span class="pre">ForecastingPredictionArguments.prediction_start</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingPredictionArguments.explain_predictions"><code class="docutils literal notranslate"><span class="pre">ForecastingPredictionArguments.explain_predictions</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingPredictionArguments.explainer_type"><code class="docutils literal notranslate"><span class="pre">ForecastingPredictionArguments.explainer_type</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingPredictionArguments.get_item_data"><code class="docutils literal notranslate"><span class="pre">ForecastingPredictionArguments.get_item_data</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingPredictionArguments.__post_init__"><code class="docutils literal notranslate"><span class="pre">ForecastingPredictionArguments.__post_init__()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.CumulativeForecastingPredictionArguments"><code class="docutils literal notranslate"><span class="pre">CumulativeForecastingPredictionArguments</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.CumulativeForecastingPredictionArguments.num_predictions"><code class="docutils literal notranslate"><span class="pre">CumulativeForecastingPredictionArguments.num_predictions</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.CumulativeForecastingPredictionArguments.prediction_start"><code class="docutils literal notranslate"><span class="pre">CumulativeForecastingPredictionArguments.prediction_start</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.CumulativeForecastingPredictionArguments.explain_predictions"><code class="docutils literal notranslate"><span class="pre">CumulativeForecastingPredictionArguments.explain_predictions</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.CumulativeForecastingPredictionArguments.explainer_type"><code class="docutils literal notranslate"><span class="pre">CumulativeForecastingPredictionArguments.explainer_type</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.CumulativeForecastingPredictionArguments.get_item_data"><code class="docutils literal notranslate"><span class="pre">CumulativeForecastingPredictionArguments.get_item_data</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.CumulativeForecastingPredictionArguments.__post_init__"><code class="docutils literal notranslate"><span class="pre">CumulativeForecastingPredictionArguments.__post_init__()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.NaturalLanguageSearchPredictionArguments"><code class="docutils literal notranslate"><span class="pre">NaturalLanguageSearchPredictionArguments</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.NaturalLanguageSearchPredictionArguments.llm_name"><code class="docutils literal notranslate"><span class="pre">NaturalLanguageSearchPredictionArguments.llm_name</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.NaturalLanguageSearchPredictionArguments.num_completion_tokens"><code class="docutils literal notranslate"><span class="pre">NaturalLanguageSearchPredictionArguments.num_completion_tokens</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.NaturalLanguageSearchPredictionArguments.system_message"><code class="docutils literal notranslate"><span class="pre">NaturalLanguageSearchPredictionArguments.system_message</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.NaturalLanguageSearchPredictionArguments.temperature"><code class="docutils literal notranslate"><span class="pre">NaturalLanguageSearchPredictionArguments.temperature</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.NaturalLanguageSearchPredictionArguments.search_score_cutoff"><code class="docutils literal notranslate"><span class="pre">NaturalLanguageSearchPredictionArguments.search_score_cutoff</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.NaturalLanguageSearchPredictionArguments.ignore_documents"><code class="docutils literal notranslate"><span class="pre">NaturalLanguageSearchPredictionArguments.ignore_documents</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.NaturalLanguageSearchPredictionArguments.__post_init__"><code class="docutils literal notranslate"><span class="pre">NaturalLanguageSearchPredictionArguments.__post_init__()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.FeatureStorePredictionArguments"><code class="docutils literal notranslate"><span class="pre">FeatureStorePredictionArguments</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FeatureStorePredictionArguments.limit_results"><code class="docutils literal notranslate"><span class="pre">FeatureStorePredictionArguments.limit_results</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FeatureStorePredictionArguments.__post_init__"><code class="docutils literal notranslate"><span class="pre">FeatureStorePredictionArguments.__post_init__()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai._PredictionArgumentsFactory"><code class="docutils literal notranslate"><span class="pre">_PredictionArgumentsFactory</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai._PredictionArgumentsFactory.config_abstract_class"><code class="docutils literal notranslate"><span class="pre">_PredictionArgumentsFactory.config_abstract_class</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai._PredictionArgumentsFactory.config_class_key"><code class="docutils literal notranslate"><span class="pre">_PredictionArgumentsFactory.config_class_key</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai._PredictionArgumentsFactory.config_class_map"><code class="docutils literal notranslate"><span class="pre">_PredictionArgumentsFactory.config_class_map</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.VectorStoreTextEncoder"><code class="docutils literal notranslate"><span class="pre">VectorStoreTextEncoder</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.VectorStoreTextEncoder.E5"><code class="docutils literal notranslate"><span class="pre">VectorStoreTextEncoder.E5</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.VectorStoreTextEncoder.OPENAI"><code class="docutils literal notranslate"><span class="pre">VectorStoreTextEncoder.OPENAI</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.VectorStoreTextEncoder.SENTENCE_BERT"><code class="docutils literal notranslate"><span class="pre">VectorStoreTextEncoder.SENTENCE_BERT</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.VectorStoreTextEncoder.E5_SMALL"><code class="docutils literal notranslate"><span class="pre">VectorStoreTextEncoder.E5_SMALL</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.VectorStoreConfig"><code class="docutils literal notranslate"><span class="pre">VectorStoreConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.VectorStoreConfig.chunk_size"><code class="docutils literal notranslate"><span class="pre">VectorStoreConfig.chunk_size</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.VectorStoreConfig.chunk_overlap_fraction"><code class="docutils literal notranslate"><span class="pre">VectorStoreConfig.chunk_overlap_fraction</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.VectorStoreConfig.text_encoder"><code class="docutils literal notranslate"><span class="pre">VectorStoreConfig.text_encoder</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.VectorStoreConfig.chunk_size_factors"><code class="docutils literal notranslate"><span class="pre">VectorStoreConfig.chunk_size_factors</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.VectorStoreConfig.score_multiplier_column"><code class="docutils literal notranslate"><span class="pre">VectorStoreConfig.score_multiplier_column</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.VectorStoreConfig.prune_vectors"><code class="docutils literal notranslate"><span class="pre">VectorStoreConfig.prune_vectors</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.DocumentRetrieverConfig"><code class="docutils literal notranslate"><span class="pre">DocumentRetrieverConfig</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.ApiEnum"><code class="docutils literal notranslate"><span class="pre">ApiEnum</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiEnum.__eq__"><code class="docutils literal notranslate"><span class="pre">ApiEnum.__eq__()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiEnum.__hash__"><code class="docutils literal notranslate"><span class="pre">ApiEnum.__hash__()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.ProblemType"><code class="docutils literal notranslate"><span class="pre">ProblemType</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ProblemType.AI_AGENT"><code class="docutils literal notranslate"><span class="pre">ProblemType.AI_AGENT</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ProblemType.EVENT_ANOMALY"><code class="docutils literal notranslate"><span class="pre">ProblemType.EVENT_ANOMALY</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ProblemType.CLUSTERING"><code class="docutils literal notranslate"><span class="pre">ProblemType.CLUSTERING</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ProblemType.CLUSTERING_TIMESERIES"><code class="docutils literal notranslate"><span class="pre">ProblemType.CLUSTERING_TIMESERIES</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ProblemType.CUMULATIVE_FORECASTING"><code class="docutils literal notranslate"><span class="pre">ProblemType.CUMULATIVE_FORECASTING</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ProblemType.NAMED_ENTITY_EXTRACTION"><code class="docutils literal notranslate"><span class="pre">ProblemType.NAMED_ENTITY_EXTRACTION</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ProblemType.NATURAL_LANGUAGE_SEARCH"><code class="docutils literal notranslate"><span class="pre">ProblemType.NATURAL_LANGUAGE_SEARCH</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ProblemType.CHAT_LLM"><code class="docutils literal notranslate"><span class="pre">ProblemType.CHAT_LLM</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ProblemType.SENTENCE_BOUNDARY_DETECTION"><code class="docutils literal notranslate"><span class="pre">ProblemType.SENTENCE_BOUNDARY_DETECTION</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ProblemType.SENTIMENT_DETECTION"><code class="docutils literal notranslate"><span class="pre">ProblemType.SENTIMENT_DETECTION</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ProblemType.DOCUMENT_CLASSIFICATION"><code class="docutils literal notranslate"><span class="pre">ProblemType.DOCUMENT_CLASSIFICATION</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ProblemType.DOCUMENT_SUMMARIZATION"><code class="docutils literal notranslate"><span class="pre">ProblemType.DOCUMENT_SUMMARIZATION</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ProblemType.DOCUMENT_VISUALIZATION"><code class="docutils literal notranslate"><span class="pre">ProblemType.DOCUMENT_VISUALIZATION</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ProblemType.PERSONALIZATION"><code class="docutils literal notranslate"><span class="pre">ProblemType.PERSONALIZATION</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ProblemType.PREDICTIVE_MODELING"><code class="docutils literal notranslate"><span class="pre">ProblemType.PREDICTIVE_MODELING</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ProblemType.FINETUNED_LLM"><code class="docutils literal notranslate"><span class="pre">ProblemType.FINETUNED_LLM</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ProblemType.FORECASTING"><code class="docutils literal notranslate"><span class="pre">ProblemType.FORECASTING</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ProblemType.CUSTOM_TRAINED_MODEL"><code class="docutils literal notranslate"><span class="pre">ProblemType.CUSTOM_TRAINED_MODEL</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ProblemType.CUSTOM_ALGORITHM"><code class="docutils literal notranslate"><span class="pre">ProblemType.CUSTOM_ALGORITHM</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ProblemType.FEATURE_STORE"><code class="docutils literal notranslate"><span class="pre">ProblemType.FEATURE_STORE</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ProblemType.IMAGE_CLASSIFICATION"><code class="docutils literal notranslate"><span class="pre">ProblemType.IMAGE_CLASSIFICATION</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ProblemType.OBJECT_DETECTION"><code class="docutils literal notranslate"><span class="pre">ProblemType.OBJECT_DETECTION</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ProblemType.IMAGE_VALUE_PREDICTION"><code class="docutils literal notranslate"><span class="pre">ProblemType.IMAGE_VALUE_PREDICTION</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ProblemType.MODEL_MONITORING"><code class="docutils literal notranslate"><span class="pre">ProblemType.MODEL_MONITORING</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ProblemType.LANGUAGE_DETECTION"><code class="docutils literal notranslate"><span class="pre">ProblemType.LANGUAGE_DETECTION</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ProblemType.OPTIMIZATION"><code class="docutils literal notranslate"><span class="pre">ProblemType.OPTIMIZATION</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ProblemType.PRETRAINED_MODELS"><code class="docutils literal notranslate"><span class="pre">ProblemType.PRETRAINED_MODELS</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ProblemType.THEME_ANALYSIS"><code class="docutils literal notranslate"><span class="pre">ProblemType.THEME_ANALYSIS</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ProblemType.TS_ANOMALY"><code class="docutils literal notranslate"><span class="pre">ProblemType.TS_ANOMALY</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.RegressionObjective"><code class="docutils literal notranslate"><span class="pre">RegressionObjective</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionObjective.AUC"><code class="docutils literal notranslate"><span class="pre">RegressionObjective.AUC</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionObjective.ACCURACY"><code class="docutils literal notranslate"><span class="pre">RegressionObjective.ACCURACY</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionObjective.LOG_LOSS"><code class="docutils literal notranslate"><span class="pre">RegressionObjective.LOG_LOSS</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionObjective.PRECISION"><code class="docutils literal notranslate"><span class="pre">RegressionObjective.PRECISION</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionObjective.RECALL"><code class="docutils literal notranslate"><span class="pre">RegressionObjective.RECALL</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionObjective.F1_SCORE"><code class="docutils literal notranslate"><span class="pre">RegressionObjective.F1_SCORE</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionObjective.MAE"><code class="docutils literal notranslate"><span class="pre">RegressionObjective.MAE</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionObjective.MAPE"><code class="docutils literal notranslate"><span class="pre">RegressionObjective.MAPE</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionObjective.WAPE"><code class="docutils literal notranslate"><span class="pre">RegressionObjective.WAPE</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionObjective.RMSE"><code class="docutils literal notranslate"><span class="pre">RegressionObjective.RMSE</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionObjective.R_SQUARED_COEFFICIENT_OF_DETERMINATION"><code class="docutils literal notranslate"><span class="pre">RegressionObjective.R_SQUARED_COEFFICIENT_OF_DETERMINATION</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.RegressionTreeHPOMode"><code class="docutils literal notranslate"><span class="pre">RegressionTreeHPOMode</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionTreeHPOMode.RAPID"><code class="docutils literal notranslate"><span class="pre">RegressionTreeHPOMode.RAPID</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionTreeHPOMode.THOROUGH"><code class="docutils literal notranslate"><span class="pre">RegressionTreeHPOMode.THOROUGH</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.PartialDependenceAnalysis"><code class="docutils literal notranslate"><span class="pre">PartialDependenceAnalysis</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PartialDependenceAnalysis.RAPID"><code class="docutils literal notranslate"><span class="pre">PartialDependenceAnalysis.RAPID</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PartialDependenceAnalysis.THOROUGH"><code class="docutils literal notranslate"><span class="pre">PartialDependenceAnalysis.THOROUGH</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.RegressionAugmentationStrategy"><code class="docutils literal notranslate"><span class="pre">RegressionAugmentationStrategy</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionAugmentationStrategy.SMOTE"><code class="docutils literal notranslate"><span class="pre">RegressionAugmentationStrategy.SMOTE</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionAugmentationStrategy.RESAMPLE"><code class="docutils literal notranslate"><span class="pre">RegressionAugmentationStrategy.RESAMPLE</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.RegressionTargetTransform"><code class="docutils literal notranslate"><span class="pre">RegressionTargetTransform</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionTargetTransform.LOG"><code class="docutils literal notranslate"><span class="pre">RegressionTargetTransform.LOG</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionTargetTransform.QUANTILE"><code class="docutils literal notranslate"><span class="pre">RegressionTargetTransform.QUANTILE</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionTargetTransform.YEO_JOHNSON"><code class="docutils literal notranslate"><span class="pre">RegressionTargetTransform.YEO_JOHNSON</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionTargetTransform.BOX_COX"><code class="docutils literal notranslate"><span class="pre">RegressionTargetTransform.BOX_COX</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.RegressionTypeOfSplit"><code class="docutils literal notranslate"><span class="pre">RegressionTypeOfSplit</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionTypeOfSplit.RANDOM"><code class="docutils literal notranslate"><span class="pre">RegressionTypeOfSplit.RANDOM</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionTypeOfSplit.TIMESTAMP_BASED"><code class="docutils literal notranslate"><span class="pre">RegressionTypeOfSplit.TIMESTAMP_BASED</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionTypeOfSplit.ROW_INDICATOR_BASED"><code class="docutils literal notranslate"><span class="pre">RegressionTypeOfSplit.ROW_INDICATOR_BASED</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionTypeOfSplit.STRATIFIED_RANDOM_SAMPLING"><code class="docutils literal notranslate"><span class="pre">RegressionTypeOfSplit.STRATIFIED_RANDOM_SAMPLING</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.RegressionTimeSplitMethod"><code class="docutils literal notranslate"><span class="pre">RegressionTimeSplitMethod</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionTimeSplitMethod.TEST_SPLIT_PERCENTAGE_BASED"><code class="docutils literal notranslate"><span class="pre">RegressionTimeSplitMethod.TEST_SPLIT_PERCENTAGE_BASED</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionTimeSplitMethod.TEST_START_TIMESTAMP_BASED"><code class="docutils literal notranslate"><span class="pre">RegressionTimeSplitMethod.TEST_START_TIMESTAMP_BASED</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.RegressionLossFunction"><code class="docutils literal notranslate"><span class="pre">RegressionLossFunction</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionLossFunction.HUBER"><code class="docutils literal notranslate"><span class="pre">RegressionLossFunction.HUBER</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionLossFunction.MSE"><code class="docutils literal notranslate"><span class="pre">RegressionLossFunction.MSE</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionLossFunction.MAE"><code class="docutils literal notranslate"><span class="pre">RegressionLossFunction.MAE</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionLossFunction.MAPE"><code class="docutils literal notranslate"><span class="pre">RegressionLossFunction.MAPE</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionLossFunction.MSLE"><code class="docutils literal notranslate"><span class="pre">RegressionLossFunction.MSLE</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionLossFunction.TWEEDIE"><code class="docutils literal notranslate"><span class="pre">RegressionLossFunction.TWEEDIE</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionLossFunction.CROSS_ENTROPY"><code class="docutils literal notranslate"><span class="pre">RegressionLossFunction.CROSS_ENTROPY</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionLossFunction.FOCAL_CROSS_ENTROPY"><code class="docutils literal notranslate"><span class="pre">RegressionLossFunction.FOCAL_CROSS_ENTROPY</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionLossFunction.AUTOMATIC"><code class="docutils literal notranslate"><span class="pre">RegressionLossFunction.AUTOMATIC</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionLossFunction.CUSTOM"><code class="docutils literal notranslate"><span class="pre">RegressionLossFunction.CUSTOM</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.ExplainerType"><code class="docutils literal notranslate"><span class="pre">ExplainerType</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ExplainerType.KERNEL_EXPLAINER"><code class="docutils literal notranslate"><span class="pre">ExplainerType.KERNEL_EXPLAINER</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ExplainerType.LIME_EXPLAINER"><code class="docutils literal notranslate"><span class="pre">ExplainerType.LIME_EXPLAINER</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ExplainerType.TREE_EXPLAINER"><code class="docutils literal notranslate"><span class="pre">ExplainerType.TREE_EXPLAINER</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ExplainerType.EBM_EXPLAINER"><code class="docutils literal notranslate"><span class="pre">ExplainerType.EBM_EXPLAINER</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.SamplingMethodType"><code class="docutils literal notranslate"><span class="pre">SamplingMethodType</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.SamplingMethodType.N_SAMPLING"><code class="docutils literal notranslate"><span class="pre">SamplingMethodType.N_SAMPLING</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.SamplingMethodType.PERCENT_SAMPLING"><code class="docutils literal notranslate"><span class="pre">SamplingMethodType.PERCENT_SAMPLING</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.MergeMode"><code class="docutils literal notranslate"><span class="pre">MergeMode</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.MergeMode.LAST_N"><code class="docutils literal notranslate"><span class="pre">MergeMode.LAST_N</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.MergeMode.TIME_WINDOW"><code class="docutils literal notranslate"><span class="pre">MergeMode.TIME_WINDOW</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.FillLogic"><code class="docutils literal notranslate"><span class="pre">FillLogic</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FillLogic.AVERAGE"><code class="docutils literal notranslate"><span class="pre">FillLogic.AVERAGE</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FillLogic.MAX"><code class="docutils literal notranslate"><span class="pre">FillLogic.MAX</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FillLogic.MEDIAN"><code class="docutils literal notranslate"><span class="pre">FillLogic.MEDIAN</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FillLogic.MIN"><code class="docutils literal notranslate"><span class="pre">FillLogic.MIN</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FillLogic.CUSTOM"><code class="docutils literal notranslate"><span class="pre">FillLogic.CUSTOM</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FillLogic.BACKFILL"><code class="docutils literal notranslate"><span class="pre">FillLogic.BACKFILL</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FillLogic.FORWARDFILL"><code class="docutils literal notranslate"><span class="pre">FillLogic.FORWARDFILL</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FillLogic.LINEAR"><code class="docutils literal notranslate"><span class="pre">FillLogic.LINEAR</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FillLogic.NEAREST"><code class="docutils literal notranslate"><span class="pre">FillLogic.NEAREST</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.BatchSize"><code class="docutils literal notranslate"><span class="pre">BatchSize</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.BatchSize.BATCH_8"><code class="docutils literal notranslate"><span class="pre">BatchSize.BATCH_8</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.BatchSize.BATCH_16"><code class="docutils literal notranslate"><span class="pre">BatchSize.BATCH_16</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.BatchSize.BATCH_32"><code class="docutils literal notranslate"><span class="pre">BatchSize.BATCH_32</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.BatchSize.BATCH_64"><code class="docutils literal notranslate"><span class="pre">BatchSize.BATCH_64</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.BatchSize.BATCH_128"><code class="docutils literal notranslate"><span class="pre">BatchSize.BATCH_128</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.BatchSize.BATCH_256"><code class="docutils literal notranslate"><span class="pre">BatchSize.BATCH_256</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.BatchSize.BATCH_384"><code class="docutils literal notranslate"><span class="pre">BatchSize.BATCH_384</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.BatchSize.BATCH_512"><code class="docutils literal notranslate"><span class="pre">BatchSize.BATCH_512</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.BatchSize.BATCH_740"><code class="docutils literal notranslate"><span class="pre">BatchSize.BATCH_740</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.BatchSize.BATCH_1024"><code class="docutils literal notranslate"><span class="pre">BatchSize.BATCH_1024</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.HolidayCalendars"><code class="docutils literal notranslate"><span class="pre">HolidayCalendars</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.HolidayCalendars.AU"><code class="docutils literal notranslate"><span class="pre">HolidayCalendars.AU</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.HolidayCalendars.UK"><code class="docutils literal notranslate"><span class="pre">HolidayCalendars.UK</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.HolidayCalendars.US"><code class="docutils literal notranslate"><span class="pre">HolidayCalendars.US</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.FileFormat"><code class="docutils literal notranslate"><span class="pre">FileFormat</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FileFormat.AVRO"><code class="docutils literal notranslate"><span class="pre">FileFormat.AVRO</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FileFormat.PARQUET"><code class="docutils literal notranslate"><span class="pre">FileFormat.PARQUET</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FileFormat.TFRECORD"><code class="docutils literal notranslate"><span class="pre">FileFormat.TFRECORD</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FileFormat.TSV"><code class="docutils literal notranslate"><span class="pre">FileFormat.TSV</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FileFormat.CSV"><code class="docutils literal notranslate"><span class="pre">FileFormat.CSV</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FileFormat.ORC"><code class="docutils literal notranslate"><span class="pre">FileFormat.ORC</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FileFormat.JSON"><code class="docutils literal notranslate"><span class="pre">FileFormat.JSON</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FileFormat.ODS"><code class="docutils literal notranslate"><span class="pre">FileFormat.ODS</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FileFormat.XLS"><code class="docutils literal notranslate"><span class="pre">FileFormat.XLS</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FileFormat.GZ"><code class="docutils literal notranslate"><span class="pre">FileFormat.GZ</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FileFormat.ZIP"><code class="docutils literal notranslate"><span class="pre">FileFormat.ZIP</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FileFormat.TAR"><code class="docutils literal notranslate"><span class="pre">FileFormat.TAR</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FileFormat.DOCX"><code class="docutils literal notranslate"><span class="pre">FileFormat.DOCX</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FileFormat.PDF"><code class="docutils literal notranslate"><span class="pre">FileFormat.PDF</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FileFormat.RAR"><code class="docutils literal notranslate"><span class="pre">FileFormat.RAR</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FileFormat.JPEG"><code class="docutils literal notranslate"><span class="pre">FileFormat.JPEG</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FileFormat.PNG"><code class="docutils literal notranslate"><span class="pre">FileFormat.PNG</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FileFormat.TIF"><code class="docutils literal notranslate"><span class="pre">FileFormat.TIF</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FileFormat.NUMBERS"><code class="docutils literal notranslate"><span class="pre">FileFormat.NUMBERS</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FileFormat.PPTX"><code class="docutils literal notranslate"><span class="pre">FileFormat.PPTX</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FileFormat.PPT"><code class="docutils literal notranslate"><span class="pre">FileFormat.PPT</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FileFormat.HTML"><code class="docutils literal notranslate"><span class="pre">FileFormat.HTML</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FileFormat.TXT"><code class="docutils literal notranslate"><span class="pre">FileFormat.TXT</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.ExperimentationMode"><code class="docutils literal notranslate"><span class="pre">ExperimentationMode</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ExperimentationMode.RAPID"><code class="docutils literal notranslate"><span class="pre">ExperimentationMode.RAPID</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ExperimentationMode.THOROUGH"><code class="docutils literal notranslate"><span class="pre">ExperimentationMode.THOROUGH</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.PersonalizationTrainingMode"><code class="docutils literal notranslate"><span class="pre">PersonalizationTrainingMode</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PersonalizationTrainingMode.EXPERIMENTAL"><code class="docutils literal notranslate"><span class="pre">PersonalizationTrainingMode.EXPERIMENTAL</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PersonalizationTrainingMode.PRODUCTION"><code class="docutils literal notranslate"><span class="pre">PersonalizationTrainingMode.PRODUCTION</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.PersonalizationObjective"><code class="docutils literal notranslate"><span class="pre">PersonalizationObjective</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PersonalizationObjective.NDCG"><code class="docutils literal notranslate"><span class="pre">PersonalizationObjective.NDCG</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PersonalizationObjective.NDCG_5"><code class="docutils literal notranslate"><span class="pre">PersonalizationObjective.NDCG_5</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PersonalizationObjective.NDCG_10"><code class="docutils literal notranslate"><span class="pre">PersonalizationObjective.NDCG_10</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PersonalizationObjective.MAP"><code class="docutils literal notranslate"><span class="pre">PersonalizationObjective.MAP</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PersonalizationObjective.MAP_5"><code class="docutils literal notranslate"><span class="pre">PersonalizationObjective.MAP_5</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PersonalizationObjective.MAP_10"><code class="docutils literal notranslate"><span class="pre">PersonalizationObjective.MAP_10</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PersonalizationObjective.MRR"><code class="docutils literal notranslate"><span class="pre">PersonalizationObjective.MRR</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PersonalizationObjective.PERSONALIZATION"><code class="docutils literal notranslate"><span class="pre">PersonalizationObjective.PERSONALIZATION</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PersonalizationObjective.COVERAGE"><code class="docutils literal notranslate"><span class="pre">PersonalizationObjective.COVERAGE</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.ForecastingObjective"><code class="docutils literal notranslate"><span class="pre">ForecastingObjective</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingObjective.ACCURACY"><code class="docutils literal notranslate"><span class="pre">ForecastingObjective.ACCURACY</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingObjective.WAPE"><code class="docutils literal notranslate"><span class="pre">ForecastingObjective.WAPE</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingObjective.MAPE"><code class="docutils literal notranslate"><span class="pre">ForecastingObjective.MAPE</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingObjective.CMAPE"><code class="docutils literal notranslate"><span class="pre">ForecastingObjective.CMAPE</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingObjective.RMSE"><code class="docutils literal notranslate"><span class="pre">ForecastingObjective.RMSE</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingObjective.CV"><code class="docutils literal notranslate"><span class="pre">ForecastingObjective.CV</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingObjective.BIAS"><code class="docutils literal notranslate"><span class="pre">ForecastingObjective.BIAS</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingObjective.SRMSE"><code class="docutils literal notranslate"><span class="pre">ForecastingObjective.SRMSE</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.ForecastingFrequency"><code class="docutils literal notranslate"><span class="pre">ForecastingFrequency</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingFrequency.HOURLY"><code class="docutils literal notranslate"><span class="pre">ForecastingFrequency.HOURLY</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingFrequency.DAILY"><code class="docutils literal notranslate"><span class="pre">ForecastingFrequency.DAILY</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingFrequency.WEEKLY_SUNDAY_START"><code class="docutils literal notranslate"><span class="pre">ForecastingFrequency.WEEKLY_SUNDAY_START</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingFrequency.WEEKLY_MONDAY_START"><code class="docutils literal notranslate"><span class="pre">ForecastingFrequency.WEEKLY_MONDAY_START</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingFrequency.WEEKLY_SATURDAY_START"><code class="docutils literal notranslate"><span class="pre">ForecastingFrequency.WEEKLY_SATURDAY_START</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingFrequency.MONTH_START"><code class="docutils literal notranslate"><span class="pre">ForecastingFrequency.MONTH_START</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingFrequency.MONTH_END"><code class="docutils literal notranslate"><span class="pre">ForecastingFrequency.MONTH_END</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingFrequency.QUARTER_START"><code class="docutils literal notranslate"><span class="pre">ForecastingFrequency.QUARTER_START</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingFrequency.QUARTER_END"><code class="docutils literal notranslate"><span class="pre">ForecastingFrequency.QUARTER_END</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingFrequency.YEARLY"><code class="docutils literal notranslate"><span class="pre">ForecastingFrequency.YEARLY</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.ForecastingDataSplitType"><code class="docutils literal notranslate"><span class="pre">ForecastingDataSplitType</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingDataSplitType.AUTO"><code class="docutils literal notranslate"><span class="pre">ForecastingDataSplitType.AUTO</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingDataSplitType.TIMESTAMP"><code class="docutils literal notranslate"><span class="pre">ForecastingDataSplitType.TIMESTAMP</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingDataSplitType.ITEM"><code class="docutils literal notranslate"><span class="pre">ForecastingDataSplitType.ITEM</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingDataSplitType.PREDICTION_LENGTH"><code class="docutils literal notranslate"><span class="pre">ForecastingDataSplitType.PREDICTION_LENGTH</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.ForecastingLossFunction"><code class="docutils literal notranslate"><span class="pre">ForecastingLossFunction</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingLossFunction.CUSTOM"><code class="docutils literal notranslate"><span class="pre">ForecastingLossFunction.CUSTOM</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingLossFunction.MEAN_ABSOLUTE_ERROR"><code class="docutils literal notranslate"><span class="pre">ForecastingLossFunction.MEAN_ABSOLUTE_ERROR</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingLossFunction.NORMALIZED_MEAN_ABSOLUTE_ERROR"><code class="docutils literal notranslate"><span class="pre">ForecastingLossFunction.NORMALIZED_MEAN_ABSOLUTE_ERROR</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingLossFunction.PEAKS_MEAN_ABSOLUTE_ERROR"><code class="docutils literal notranslate"><span class="pre">ForecastingLossFunction.PEAKS_MEAN_ABSOLUTE_ERROR</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingLossFunction.MEAN_ABSOLUTE_PERCENTAGE_ERROR"><code class="docutils literal notranslate"><span class="pre">ForecastingLossFunction.MEAN_ABSOLUTE_PERCENTAGE_ERROR</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingLossFunction.POINTWISE_ACCURACY"><code class="docutils literal notranslate"><span class="pre">ForecastingLossFunction.POINTWISE_ACCURACY</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingLossFunction.ROOT_MEAN_SQUARE_ERROR"><code class="docutils literal notranslate"><span class="pre">ForecastingLossFunction.ROOT_MEAN_SQUARE_ERROR</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingLossFunction.NORMALIZED_ROOT_MEAN_SQUARE_ERROR"><code class="docutils literal notranslate"><span class="pre">ForecastingLossFunction.NORMALIZED_ROOT_MEAN_SQUARE_ERROR</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingLossFunction.ASYMMETRIC_MEAN_ABSOLUTE_PERCENTAGE_ERROR"><code class="docutils literal notranslate"><span class="pre">ForecastingLossFunction.ASYMMETRIC_MEAN_ABSOLUTE_PERCENTAGE_ERROR</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingLossFunction.STABLE_STANDARDIZED_MEAN_ABSOLUTE_PERCENTAGE_ERROR"><code class="docutils literal notranslate"><span class="pre">ForecastingLossFunction.STABLE_STANDARDIZED_MEAN_ABSOLUTE_PERCENTAGE_ERROR</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingLossFunction.GAUSSIAN"><code class="docutils literal notranslate"><span class="pre">ForecastingLossFunction.GAUSSIAN</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingLossFunction.GAUSSIAN_FULL_COVARIANCE"><code class="docutils literal notranslate"><span class="pre">ForecastingLossFunction.GAUSSIAN_FULL_COVARIANCE</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingLossFunction.GUASSIAN_EXPONENTIAL"><code class="docutils literal notranslate"><span class="pre">ForecastingLossFunction.GUASSIAN_EXPONENTIAL</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingLossFunction.MIX_GAUSSIANS"><code class="docutils literal notranslate"><span class="pre">ForecastingLossFunction.MIX_GAUSSIANS</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingLossFunction.WEIBULL"><code class="docutils literal notranslate"><span class="pre">ForecastingLossFunction.WEIBULL</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingLossFunction.NEGATIVE_BINOMIAL"><code class="docutils literal notranslate"><span class="pre">ForecastingLossFunction.NEGATIVE_BINOMIAL</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingLossFunction.LOG_ROOT_MEAN_SQUARE_ERROR"><code class="docutils literal notranslate"><span class="pre">ForecastingLossFunction.LOG_ROOT_MEAN_SQUARE_ERROR</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.ForecastingLocalScaling"><code class="docutils literal notranslate"><span class="pre">ForecastingLocalScaling</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingLocalScaling.ZSCORE"><code class="docutils literal notranslate"><span class="pre">ForecastingLocalScaling.ZSCORE</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingLocalScaling.SLIDING_ZSCORE"><code class="docutils literal notranslate"><span class="pre">ForecastingLocalScaling.SLIDING_ZSCORE</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingLocalScaling.LAST_POINT"><code class="docutils literal notranslate"><span class="pre">ForecastingLocalScaling.LAST_POINT</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingLocalScaling.MIN_MAX"><code class="docutils literal notranslate"><span class="pre">ForecastingLocalScaling.MIN_MAX</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingLocalScaling.MIN_STD"><code class="docutils literal notranslate"><span class="pre">ForecastingLocalScaling.MIN_STD</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingLocalScaling.ROBUST"><code class="docutils literal notranslate"><span class="pre">ForecastingLocalScaling.ROBUST</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingLocalScaling.ITEM"><code class="docutils literal notranslate"><span class="pre">ForecastingLocalScaling.ITEM</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.ForecastingFillMethod"><code class="docutils literal notranslate"><span class="pre">ForecastingFillMethod</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingFillMethod.BACK"><code class="docutils literal notranslate"><span class="pre">ForecastingFillMethod.BACK</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingFillMethod.MIDDLE"><code class="docutils literal notranslate"><span class="pre">ForecastingFillMethod.MIDDLE</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingFillMethod.FUTURE"><code class="docutils literal notranslate"><span class="pre">ForecastingFillMethod.FUTURE</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.ForecastingQuanitlesExtensionMethod"><code class="docutils literal notranslate"><span class="pre">ForecastingQuanitlesExtensionMethod</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingQuanitlesExtensionMethod.DIRECT"><code class="docutils literal notranslate"><span class="pre">ForecastingQuanitlesExtensionMethod.DIRECT</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingQuanitlesExtensionMethod.QUADRATIC"><code class="docutils literal notranslate"><span class="pre">ForecastingQuanitlesExtensionMethod.QUADRATIC</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingQuanitlesExtensionMethod.ANCESTRAL_SIMULATION"><code class="docutils literal notranslate"><span class="pre">ForecastingQuanitlesExtensionMethod.ANCESTRAL_SIMULATION</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.TimeseriesAnomalyDataSplitType"><code class="docutils literal notranslate"><span class="pre">TimeseriesAnomalyDataSplitType</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.TimeseriesAnomalyDataSplitType.AUTO"><code class="docutils literal notranslate"><span class="pre">TimeseriesAnomalyDataSplitType.AUTO</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.TimeseriesAnomalyDataSplitType.TIMESTAMP"><code class="docutils literal notranslate"><span class="pre">TimeseriesAnomalyDataSplitType.TIMESTAMP</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.TimeseriesAnomalyTypeOfAnomaly"><code class="docutils literal notranslate"><span class="pre">TimeseriesAnomalyTypeOfAnomaly</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.TimeseriesAnomalyTypeOfAnomaly.HIGH_PEAK"><code class="docutils literal notranslate"><span class="pre">TimeseriesAnomalyTypeOfAnomaly.HIGH_PEAK</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.TimeseriesAnomalyTypeOfAnomaly.LOW_PEAK"><code class="docutils literal notranslate"><span class="pre">TimeseriesAnomalyTypeOfAnomaly.LOW_PEAK</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.TimeseriesAnomalyUseHeuristic"><code class="docutils literal notranslate"><span class="pre">TimeseriesAnomalyUseHeuristic</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.TimeseriesAnomalyUseHeuristic.ENABLE"><code class="docutils literal notranslate"><span class="pre">TimeseriesAnomalyUseHeuristic.ENABLE</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.TimeseriesAnomalyUseHeuristic.DISABLE"><code class="docutils literal notranslate"><span class="pre">TimeseriesAnomalyUseHeuristic.DISABLE</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.TimeseriesAnomalyUseHeuristic.AUTOMATIC"><code class="docutils literal notranslate"><span class="pre">TimeseriesAnomalyUseHeuristic.AUTOMATIC</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.NERObjective"><code class="docutils literal notranslate"><span class="pre">NERObjective</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.NERObjective.LOG_LOSS"><code class="docutils literal notranslate"><span class="pre">NERObjective.LOG_LOSS</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.NERObjective.AUC"><code class="docutils literal notranslate"><span class="pre">NERObjective.AUC</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.NERObjective.PRECISION"><code class="docutils literal notranslate"><span class="pre">NERObjective.PRECISION</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.NERObjective.RECALL"><code class="docutils literal notranslate"><span class="pre">NERObjective.RECALL</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.NERObjective.ANNOTATIONS_PRECISION"><code class="docutils literal notranslate"><span class="pre">NERObjective.ANNOTATIONS_PRECISION</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.NERObjective.ANNOTATIONS_RECALL"><code class="docutils literal notranslate"><span class="pre">NERObjective.ANNOTATIONS_RECALL</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.NERModelType"><code class="docutils literal notranslate"><span class="pre">NERModelType</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.NERModelType.PRETRAINED_BERT"><code class="docutils literal notranslate"><span class="pre">NERModelType.PRETRAINED_BERT</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.NERModelType.PRETRAINED_ROBERTA_27"><code class="docutils literal notranslate"><span class="pre">NERModelType.PRETRAINED_ROBERTA_27</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.NERModelType.PRETRAINED_ROBERTA_43"><code class="docutils literal notranslate"><span class="pre">NERModelType.PRETRAINED_ROBERTA_43</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.NERModelType.PRETRAINED_MULTILINGUAL"><code class="docutils literal notranslate"><span class="pre">NERModelType.PRETRAINED_MULTILINGUAL</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.NERModelType.LEARNED"><code class="docutils literal notranslate"><span class="pre">NERModelType.LEARNED</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.NLPDocumentFormat"><code class="docutils literal notranslate"><span class="pre">NLPDocumentFormat</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.NLPDocumentFormat.AUTO"><code class="docutils literal notranslate"><span class="pre">NLPDocumentFormat.AUTO</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.NLPDocumentFormat.TEXT"><code class="docutils literal notranslate"><span class="pre">NLPDocumentFormat.TEXT</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.NLPDocumentFormat.DOC"><code class="docutils literal notranslate"><span class="pre">NLPDocumentFormat.DOC</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.NLPDocumentFormat.TOKENS"><code class="docutils literal notranslate"><span class="pre">NLPDocumentFormat.TOKENS</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.SentimentType"><code class="docutils literal notranslate"><span class="pre">SentimentType</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.SentimentType.VALENCE"><code class="docutils literal notranslate"><span class="pre">SentimentType.VALENCE</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.SentimentType.EMOTION"><code class="docutils literal notranslate"><span class="pre">SentimentType.EMOTION</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.ClusteringImputationMethod"><code class="docutils literal notranslate"><span class="pre">ClusteringImputationMethod</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ClusteringImputationMethod.AUTOMATIC"><code class="docutils literal notranslate"><span class="pre">ClusteringImputationMethod.AUTOMATIC</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ClusteringImputationMethod.ZEROS"><code class="docutils literal notranslate"><span class="pre">ClusteringImputationMethod.ZEROS</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ClusteringImputationMethod.INTERPOLATE"><code class="docutils literal notranslate"><span class="pre">ClusteringImputationMethod.INTERPOLATE</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.ConnectorType"><code class="docutils literal notranslate"><span class="pre">ConnectorType</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ConnectorType.FILE"><code class="docutils literal notranslate"><span class="pre">ConnectorType.FILE</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ConnectorType.DATABASE"><code class="docutils literal notranslate"><span class="pre">ConnectorType.DATABASE</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ConnectorType.STREAMING"><code class="docutils literal notranslate"><span class="pre">ConnectorType.STREAMING</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ConnectorType.APPLICATION"><code class="docutils literal notranslate"><span class="pre">ConnectorType.APPLICATION</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.ApplicationConnectorType"><code class="docutils literal notranslate"><span class="pre">ApplicationConnectorType</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApplicationConnectorType.GOOGLEANALYTICS"><code class="docutils literal notranslate"><span class="pre">ApplicationConnectorType.GOOGLEANALYTICS</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApplicationConnectorType.GOOGLEDRIVE"><code class="docutils literal notranslate"><span class="pre">ApplicationConnectorType.GOOGLEDRIVE</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApplicationConnectorType.GIT"><code class="docutils literal notranslate"><span class="pre">ApplicationConnectorType.GIT</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApplicationConnectorType.CONFLUENCE"><code class="docutils literal notranslate"><span class="pre">ApplicationConnectorType.CONFLUENCE</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApplicationConnectorType.JIRA"><code class="docutils literal notranslate"><span class="pre">ApplicationConnectorType.JIRA</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApplicationConnectorType.ONEDRIVE"><code class="docutils literal notranslate"><span class="pre">ApplicationConnectorType.ONEDRIVE</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApplicationConnectorType.ZENDESK"><code class="docutils literal notranslate"><span class="pre">ApplicationConnectorType.ZENDESK</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApplicationConnectorType.SLACK"><code class="docutils literal notranslate"><span class="pre">ApplicationConnectorType.SLACK</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApplicationConnectorType.SHAREPOINT"><code class="docutils literal notranslate"><span class="pre">ApplicationConnectorType.SHAREPOINT</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApplicationConnectorType.TEAMS"><code class="docutils literal notranslate"><span class="pre">ApplicationConnectorType.TEAMS</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApplicationConnectorType.ABACUSUSAGEMETRICS"><code class="docutils literal notranslate"><span class="pre">ApplicationConnectorType.ABACUSUSAGEMETRICS</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApplicationConnectorType.MICROSOFTAUTH"><code class="docutils literal notranslate"><span class="pre">ApplicationConnectorType.MICROSOFTAUTH</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApplicationConnectorType.FRESHSERVICE"><code class="docutils literal notranslate"><span class="pre">ApplicationConnectorType.FRESHSERVICE</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApplicationConnectorType.ZENDESKSUNSHINEMESSAGING"><code class="docutils literal notranslate"><span class="pre">ApplicationConnectorType.ZENDESKSUNSHINEMESSAGING</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.StreamingConnectorType"><code class="docutils literal notranslate"><span class="pre">StreamingConnectorType</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.StreamingConnectorType.KAFKA"><code class="docutils literal notranslate"><span class="pre">StreamingConnectorType.KAFKA</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.PythonFunctionArgumentType"><code class="docutils literal notranslate"><span class="pre">PythonFunctionArgumentType</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PythonFunctionArgumentType.FEATURE_GROUP"><code class="docutils literal notranslate"><span class="pre">PythonFunctionArgumentType.FEATURE_GROUP</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PythonFunctionArgumentType.INTEGER"><code class="docutils literal notranslate"><span class="pre">PythonFunctionArgumentType.INTEGER</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PythonFunctionArgumentType.STRING"><code class="docutils literal notranslate"><span class="pre">PythonFunctionArgumentType.STRING</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PythonFunctionArgumentType.BOOLEAN"><code class="docutils literal notranslate"><span class="pre">PythonFunctionArgumentType.BOOLEAN</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PythonFunctionArgumentType.FLOAT"><code class="docutils literal notranslate"><span class="pre">PythonFunctionArgumentType.FLOAT</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PythonFunctionArgumentType.JSON"><code class="docutils literal notranslate"><span class="pre">PythonFunctionArgumentType.JSON</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PythonFunctionArgumentType.LIST"><code class="docutils literal notranslate"><span class="pre">PythonFunctionArgumentType.LIST</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PythonFunctionArgumentType.DATASET_ID"><code class="docutils literal notranslate"><span class="pre">PythonFunctionArgumentType.DATASET_ID</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PythonFunctionArgumentType.MODEL_ID"><code class="docutils literal notranslate"><span class="pre">PythonFunctionArgumentType.MODEL_ID</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PythonFunctionArgumentType.FEATURE_GROUP_ID"><code class="docutils literal notranslate"><span class="pre">PythonFunctionArgumentType.FEATURE_GROUP_ID</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PythonFunctionArgumentType.MONITOR_ID"><code class="docutils literal notranslate"><span class="pre">PythonFunctionArgumentType.MONITOR_ID</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PythonFunctionArgumentType.BATCH_PREDICTION_ID"><code class="docutils literal notranslate"><span class="pre">PythonFunctionArgumentType.BATCH_PREDICTION_ID</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PythonFunctionArgumentType.DEPLOYMENT_ID"><code class="docutils literal notranslate"><span class="pre">PythonFunctionArgumentType.DEPLOYMENT_ID</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.PythonFunctionOutputArgumentType"><code class="docutils literal notranslate"><span class="pre">PythonFunctionOutputArgumentType</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PythonFunctionOutputArgumentType.NTEGER"><code class="docutils literal notranslate"><span class="pre">PythonFunctionOutputArgumentType.NTEGER</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PythonFunctionOutputArgumentType.STRING"><code class="docutils literal notranslate"><span class="pre">PythonFunctionOutputArgumentType.STRING</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PythonFunctionOutputArgumentType.BOOLEAN"><code class="docutils literal notranslate"><span class="pre">PythonFunctionOutputArgumentType.BOOLEAN</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PythonFunctionOutputArgumentType.FLOAT"><code class="docutils literal notranslate"><span class="pre">PythonFunctionOutputArgumentType.FLOAT</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PythonFunctionOutputArgumentType.JSON"><code class="docutils literal notranslate"><span class="pre">PythonFunctionOutputArgumentType.JSON</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PythonFunctionOutputArgumentType.LIST"><code class="docutils literal notranslate"><span class="pre">PythonFunctionOutputArgumentType.LIST</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PythonFunctionOutputArgumentType.DATASET_ID"><code class="docutils literal notranslate"><span class="pre">PythonFunctionOutputArgumentType.DATASET_ID</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PythonFunctionOutputArgumentType.MODEL_ID"><code class="docutils literal notranslate"><span class="pre">PythonFunctionOutputArgumentType.MODEL_ID</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PythonFunctionOutputArgumentType.FEATURE_GROUP_ID"><code class="docutils literal notranslate"><span class="pre">PythonFunctionOutputArgumentType.FEATURE_GROUP_ID</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PythonFunctionOutputArgumentType.MONITOR_ID"><code class="docutils literal notranslate"><span class="pre">PythonFunctionOutputArgumentType.MONITOR_ID</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PythonFunctionOutputArgumentType.BATCH_PREDICTION_ID"><code class="docutils literal notranslate"><span class="pre">PythonFunctionOutputArgumentType.BATCH_PREDICTION_ID</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PythonFunctionOutputArgumentType.DEPLOYMENT_ID"><code class="docutils literal notranslate"><span class="pre">PythonFunctionOutputArgumentType.DEPLOYMENT_ID</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PythonFunctionOutputArgumentType.ANY"><code class="docutils literal notranslate"><span class="pre">PythonFunctionOutputArgumentType.ANY</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.LLMName"><code class="docutils literal notranslate"><span class="pre">LLMName</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.LLMName.OPENAI_GPT4"><code class="docutils literal notranslate"><span class="pre">LLMName.OPENAI_GPT4</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.LLMName.OPENAI_GPT4_32K"><code class="docutils literal notranslate"><span class="pre">LLMName.OPENAI_GPT4_32K</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.LLMName.OPENAI_GPT4_128K"><code class="docutils literal notranslate"><span class="pre">LLMName.OPENAI_GPT4_128K</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.LLMName.OPENAI_GPT4_128K_LATEST"><code class="docutils literal notranslate"><span class="pre">LLMName.OPENAI_GPT4_128K_LATEST</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.LLMName.OPENAI_GPT4_VISION"><code class="docutils literal notranslate"><span class="pre">LLMName.OPENAI_GPT4_VISION</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.LLMName.OPENAI_GPT4O"><code class="docutils literal notranslate"><span class="pre">LLMName.OPENAI_GPT4O</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.LLMName.OPENAI_GPT3_5"><code class="docutils literal notranslate"><span class="pre">LLMName.OPENAI_GPT3_5</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.LLMName.OPENAI_GPT3_5_TEXT"><code class="docutils literal notranslate"><span class="pre">LLMName.OPENAI_GPT3_5_TEXT</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.LLMName.LLAMA3_LARGE_CHAT"><code class="docutils literal notranslate"><span class="pre">LLMName.LLAMA3_LARGE_CHAT</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.LLMName.GROQ_LLAMA3_LARGE_CHAT"><code class="docutils literal notranslate"><span class="pre">LLMName.GROQ_LLAMA3_LARGE_CHAT</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.LLMName.CLAUDE_V2_1"><code class="docutils literal notranslate"><span class="pre">LLMName.CLAUDE_V2_1</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.LLMName.CLAUDE_V3_OPUS"><code class="docutils literal notranslate"><span class="pre">LLMName.CLAUDE_V3_OPUS</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.LLMName.CLAUDE_V3_SONNET"><code class="docutils literal notranslate"><span class="pre">LLMName.CLAUDE_V3_SONNET</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.LLMName.CLAUDE_V3_HAIKU"><code class="docutils literal notranslate"><span class="pre">LLMName.CLAUDE_V3_HAIKU</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.LLMName.ABACUS_GIRAFFE"><code class="docutils literal notranslate"><span class="pre">LLMName.ABACUS_GIRAFFE</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.LLMName.ABACUS_GIRAFFE_LARGE"><code class="docutils literal notranslate"><span class="pre">LLMName.ABACUS_GIRAFFE_LARGE</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.LLMName.LLAMA2_CHAT"><code class="docutils literal notranslate"><span class="pre">LLMName.LLAMA2_CHAT</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.LLMName.PALM"><code class="docutils literal notranslate"><span class="pre">LLMName.PALM</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.LLMName.PALM_TEXT"><code class="docutils literal notranslate"><span class="pre">LLMName.PALM_TEXT</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.LLMName.GEMINI_PRO"><code class="docutils literal notranslate"><span class="pre">LLMName.GEMINI_PRO</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.LLMName.GEMINI_1_5_PRO"><code class="docutils literal notranslate"><span class="pre">LLMName.GEMINI_1_5_PRO</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.LLMName.MIXTRAL_CHAT"><code class="docutils literal notranslate"><span class="pre">LLMName.MIXTRAL_CHAT</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.LLMName.MISTRAL_MEDIUM"><code class="docutils literal notranslate"><span class="pre">LLMName.MISTRAL_MEDIUM</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.LLMName.ABACUS_SMAUG3"><code class="docutils literal notranslate"><span class="pre">LLMName.ABACUS_SMAUG3</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.MonitorAlertType"><code class="docutils literal notranslate"><span class="pre">MonitorAlertType</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.MonitorAlertType.ACCURACY_BELOW_THRESHOLD"><code class="docutils literal notranslate"><span class="pre">MonitorAlertType.ACCURACY_BELOW_THRESHOLD</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.MonitorAlertType.FEATURE_DRIFT"><code class="docutils literal notranslate"><span class="pre">MonitorAlertType.FEATURE_DRIFT</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.MonitorAlertType.DATA_INTEGRITY_VIOLATIONS"><code class="docutils literal notranslate"><span class="pre">MonitorAlertType.DATA_INTEGRITY_VIOLATIONS</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.MonitorAlertType.BIAS_VIOLATIONS"><code class="docutils literal notranslate"><span class="pre">MonitorAlertType.BIAS_VIOLATIONS</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.MonitorAlertType.HISTORY_LENGTH_DRIFT"><code class="docutils literal notranslate"><span class="pre">MonitorAlertType.HISTORY_LENGTH_DRIFT</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.MonitorAlertType.TARGET_DRIFT"><code class="docutils literal notranslate"><span class="pre">MonitorAlertType.TARGET_DRIFT</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.MonitorAlertType.PREDICTION_COUNT"><code class="docutils literal notranslate"><span class="pre">MonitorAlertType.PREDICTION_COUNT</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.FeatureDriftType"><code class="docutils literal notranslate"><span class="pre">FeatureDriftType</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FeatureDriftType.KL"><code class="docutils literal notranslate"><span class="pre">FeatureDriftType.KL</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FeatureDriftType.KS"><code class="docutils literal notranslate"><span class="pre">FeatureDriftType.KS</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FeatureDriftType.WS"><code class="docutils literal notranslate"><span class="pre">FeatureDriftType.WS</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FeatureDriftType.JS"><code class="docutils literal notranslate"><span class="pre">FeatureDriftType.JS</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FeatureDriftType.PSI"><code class="docutils literal notranslate"><span class="pre">FeatureDriftType.PSI</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FeatureDriftType.CHI_SQUARE"><code class="docutils literal notranslate"><span class="pre">FeatureDriftType.CHI_SQUARE</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FeatureDriftType.CSI"><code class="docutils literal notranslate"><span class="pre">FeatureDriftType.CSI</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.DataIntegrityViolationType"><code class="docutils literal notranslate"><span class="pre">DataIntegrityViolationType</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.DataIntegrityViolationType.NULL_VIOLATIONS"><code class="docutils literal notranslate"><span class="pre">DataIntegrityViolationType.NULL_VIOLATIONS</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.DataIntegrityViolationType.RANGE_VIOLATIONS"><code class="docutils literal notranslate"><span class="pre">DataIntegrityViolationType.RANGE_VIOLATIONS</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.DataIntegrityViolationType.CATEGORICAL_RANGE_VIOLATION"><code class="docutils literal notranslate"><span class="pre">DataIntegrityViolationType.CATEGORICAL_RANGE_VIOLATION</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.DataIntegrityViolationType.TOTAL_VIOLATIONS"><code class="docutils literal notranslate"><span class="pre">DataIntegrityViolationType.TOTAL_VIOLATIONS</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.BiasType"><code class="docutils literal notranslate"><span class="pre">BiasType</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.BiasType.DEMOGRAPHIC_PARITY"><code class="docutils literal notranslate"><span class="pre">BiasType.DEMOGRAPHIC_PARITY</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.BiasType.EQUAL_OPPORTUNITY"><code class="docutils literal notranslate"><span class="pre">BiasType.EQUAL_OPPORTUNITY</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.BiasType.GROUP_BENEFIT_EQUALITY"><code class="docutils literal notranslate"><span class="pre">BiasType.GROUP_BENEFIT_EQUALITY</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.BiasType.TOTAL"><code class="docutils literal notranslate"><span class="pre">BiasType.TOTAL</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.AlertActionType"><code class="docutils literal notranslate"><span class="pre">AlertActionType</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.AlertActionType.EMAIL"><code class="docutils literal notranslate"><span class="pre">AlertActionType.EMAIL</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.PythonFunctionType"><code class="docutils literal notranslate"><span class="pre">PythonFunctionType</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PythonFunctionType.FEATURE_GROUP"><code class="docutils literal notranslate"><span class="pre">PythonFunctionType.FEATURE_GROUP</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PythonFunctionType.PLOTLY_FIG"><code class="docutils literal notranslate"><span class="pre">PythonFunctionType.PLOTLY_FIG</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PythonFunctionType.STEP_FUNCTION"><code class="docutils literal notranslate"><span class="pre">PythonFunctionType.STEP_FUNCTION</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.EvalArtifactType"><code class="docutils literal notranslate"><span class="pre">EvalArtifactType</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.EvalArtifactType.FORECASTING_ACCURACY"><code class="docutils literal notranslate"><span class="pre">EvalArtifactType.FORECASTING_ACCURACY</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.EvalArtifactType.FORECASTING_VOLUME"><code class="docutils literal notranslate"><span class="pre">EvalArtifactType.FORECASTING_VOLUME</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.EvalArtifactType.FORECASTING_HISTORY_LENGTH_ACCURACY"><code class="docutils literal notranslate"><span class="pre">EvalArtifactType.FORECASTING_HISTORY_LENGTH_ACCURACY</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.FieldDescriptorType"><code class="docutils literal notranslate"><span class="pre">FieldDescriptorType</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FieldDescriptorType.STRING"><code class="docutils literal notranslate"><span class="pre">FieldDescriptorType.STRING</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FieldDescriptorType.INTEGER"><code class="docutils literal notranslate"><span class="pre">FieldDescriptorType.INTEGER</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FieldDescriptorType.FLOAT"><code class="docutils literal notranslate"><span class="pre">FieldDescriptorType.FLOAT</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FieldDescriptorType.BOOLEAN"><code class="docutils literal notranslate"><span class="pre">FieldDescriptorType.BOOLEAN</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FieldDescriptorType.DATETIME"><code class="docutils literal notranslate"><span class="pre">FieldDescriptorType.DATETIME</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FieldDescriptorType.DATE"><code class="docutils literal notranslate"><span class="pre">FieldDescriptorType.DATE</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.WorkflowNodeInputType"><code class="docutils literal notranslate"><span class="pre">WorkflowNodeInputType</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.WorkflowNodeInputType.USER_INPUT"><code class="docutils literal notranslate"><span class="pre">WorkflowNodeInputType.USER_INPUT</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.WorkflowNodeInputType.WORKFLOW_VARIABLE"><code class="docutils literal notranslate"><span class="pre">WorkflowNodeInputType.WORKFLOW_VARIABLE</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.WorkflowNodeOutputType"><code class="docutils literal notranslate"><span class="pre">WorkflowNodeOutputType</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.WorkflowNodeOutputType.ATTACHMENT"><code class="docutils literal notranslate"><span class="pre">WorkflowNodeOutputType.ATTACHMENT</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.WorkflowNodeOutputType.BOOLEAN"><code class="docutils literal notranslate"><span class="pre">WorkflowNodeOutputType.BOOLEAN</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.WorkflowNodeOutputType.FLOAT"><code class="docutils literal notranslate"><span class="pre">WorkflowNodeOutputType.FLOAT</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.WorkflowNodeOutputType.INTEGER"><code class="docutils literal notranslate"><span class="pre">WorkflowNodeOutputType.INTEGER</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.WorkflowNodeOutputType.DICT"><code class="docutils literal notranslate"><span class="pre">WorkflowNodeOutputType.DICT</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.WorkflowNodeOutputType.LIST"><code class="docutils literal notranslate"><span class="pre">WorkflowNodeOutputType.LIST</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.WorkflowNodeOutputType.STRING"><code class="docutils literal notranslate"><span class="pre">WorkflowNodeOutputType.STRING</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.StdDevThresholdType"><code class="docutils literal notranslate"><span class="pre">StdDevThresholdType</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.StdDevThresholdType.ABSOLUTE"><code class="docutils literal notranslate"><span class="pre">StdDevThresholdType.ABSOLUTE</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.StdDevThresholdType.PERCENTILE"><code class="docutils literal notranslate"><span class="pre">StdDevThresholdType.PERCENTILE</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.StdDevThresholdType.STDDEV"><code class="docutils literal notranslate"><span class="pre">StdDevThresholdType.STDDEV</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.DataType"><code class="docutils literal notranslate"><span class="pre">DataType</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.DataType.INTEGER"><code class="docutils literal notranslate"><span class="pre">DataType.INTEGER</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.DataType.FLOAT"><code class="docutils literal notranslate"><span class="pre">DataType.FLOAT</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.DataType.STRING"><code class="docutils literal notranslate"><span class="pre">DataType.STRING</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.DataType.DATE"><code class="docutils literal notranslate"><span class="pre">DataType.DATE</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.DataType.DATETIME"><code class="docutils literal notranslate"><span class="pre">DataType.DATETIME</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.DataType.BOOLEAN"><code class="docutils literal notranslate"><span class="pre">DataType.BOOLEAN</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.DataType.LIST"><code class="docutils literal notranslate"><span class="pre">DataType.LIST</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.DataType.STRUCT"><code class="docutils literal notranslate"><span class="pre">DataType.STRUCT</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.DataType.NULL"><code class="docutils literal notranslate"><span class="pre">DataType.NULL</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.AgentInterface"><code class="docutils literal notranslate"><span class="pre">AgentInterface</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.AgentInterface.DEFAULT"><code class="docutils literal notranslate"><span class="pre">AgentInterface.DEFAULT</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.AgentInterface.CHAT"><code class="docutils literal notranslate"><span class="pre">AgentInterface.CHAT</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.ProjectConfigType"><code class="docutils literal notranslate"><span class="pre">ProjectConfigType</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ProjectConfigType.CONSTRAINTS"><code class="docutils literal notranslate"><span class="pre">ProjectConfigType.CONSTRAINTS</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ProjectConfigType.REVIEW_MODE"><code class="docutils literal notranslate"><span class="pre">ProjectConfigType.REVIEW_MODE</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.SamplingConfig"><code class="docutils literal notranslate"><span class="pre">SamplingConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.SamplingConfig.sampling_method"><code class="docutils literal notranslate"><span class="pre">SamplingConfig.sampling_method</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.SamplingConfig._get_builder"><code class="docutils literal notranslate"><span class="pre">SamplingConfig._get_builder()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.SamplingConfig.__post_init__"><code class="docutils literal notranslate"><span class="pre">SamplingConfig.__post_init__()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.NSamplingConfig"><code class="docutils literal notranslate"><span class="pre">NSamplingConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.NSamplingConfig.sample_count"><code class="docutils literal notranslate"><span class="pre">NSamplingConfig.sample_count</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.NSamplingConfig.key_columns"><code class="docutils literal notranslate"><span class="pre">NSamplingConfig.key_columns</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.NSamplingConfig.__post_init__"><code class="docutils literal notranslate"><span class="pre">NSamplingConfig.__post_init__()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.PercentSamplingConfig"><code class="docutils literal notranslate"><span class="pre">PercentSamplingConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PercentSamplingConfig.sample_percent"><code class="docutils literal notranslate"><span class="pre">PercentSamplingConfig.sample_percent</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PercentSamplingConfig.key_columns"><code class="docutils literal notranslate"><span class="pre">PercentSamplingConfig.key_columns</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PercentSamplingConfig.__post_init__"><code class="docutils literal notranslate"><span class="pre">PercentSamplingConfig.__post_init__()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai._SamplingConfigFactory"><code class="docutils literal notranslate"><span class="pre">_SamplingConfigFactory</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai._SamplingConfigFactory.config_class_key"><code class="docutils literal notranslate"><span class="pre">_SamplingConfigFactory.config_class_key</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai._SamplingConfigFactory.config_abstract_class"><code class="docutils literal notranslate"><span class="pre">_SamplingConfigFactory.config_abstract_class</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai._SamplingConfigFactory.config_class_map"><code class="docutils literal notranslate"><span class="pre">_SamplingConfigFactory.config_class_map</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.MergeConfig"><code class="docutils literal notranslate"><span class="pre">MergeConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.MergeConfig.merge_mode"><code class="docutils literal notranslate"><span class="pre">MergeConfig.merge_mode</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.MergeConfig._get_builder"><code class="docutils literal notranslate"><span class="pre">MergeConfig._get_builder()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.MergeConfig.__post_init__"><code class="docutils literal notranslate"><span class="pre">MergeConfig.__post_init__()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.LastNMergeConfig"><code class="docutils literal notranslate"><span class="pre">LastNMergeConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.LastNMergeConfig.num_versions"><code class="docutils literal notranslate"><span class="pre">LastNMergeConfig.num_versions</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.LastNMergeConfig.include_version_timestamp_column"><code class="docutils literal notranslate"><span class="pre">LastNMergeConfig.include_version_timestamp_column</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.LastNMergeConfig.__post_init__"><code class="docutils literal notranslate"><span class="pre">LastNMergeConfig.__post_init__()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.TimeWindowMergeConfig"><code class="docutils literal notranslate"><span class="pre">TimeWindowMergeConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.TimeWindowMergeConfig.feature_name"><code class="docutils literal notranslate"><span class="pre">TimeWindowMergeConfig.feature_name</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.TimeWindowMergeConfig.time_window_size_ms"><code class="docutils literal notranslate"><span class="pre">TimeWindowMergeConfig.time_window_size_ms</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.TimeWindowMergeConfig.include_version_timestamp_column"><code class="docutils literal notranslate"><span class="pre">TimeWindowMergeConfig.include_version_timestamp_column</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.TimeWindowMergeConfig.__post_init__"><code class="docutils literal notranslate"><span class="pre">TimeWindowMergeConfig.__post_init__()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai._MergeConfigFactory"><code class="docutils literal notranslate"><span class="pre">_MergeConfigFactory</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai._MergeConfigFactory.config_class_key"><code class="docutils literal notranslate"><span class="pre">_MergeConfigFactory.config_class_key</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai._MergeConfigFactory.config_abstract_class"><code class="docutils literal notranslate"><span class="pre">_MergeConfigFactory.config_abstract_class</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai._MergeConfigFactory.config_class_map"><code class="docutils literal notranslate"><span class="pre">_MergeConfigFactory.config_class_map</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.TrainingConfig"><code class="docutils literal notranslate"><span class="pre">TrainingConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.TrainingConfig._upper_snake_case_keys"><code class="docutils literal notranslate"><span class="pre">TrainingConfig._upper_snake_case_keys</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.TrainingConfig._support_kwargs"><code class="docutils literal notranslate"><span class="pre">TrainingConfig._support_kwargs</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.TrainingConfig.kwargs"><code class="docutils literal notranslate"><span class="pre">TrainingConfig.kwargs</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.TrainingConfig.problem_type"><code class="docutils literal notranslate"><span class="pre">TrainingConfig.problem_type</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.TrainingConfig.algorithm"><code class="docutils literal notranslate"><span class="pre">TrainingConfig.algorithm</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.TrainingConfig._get_builder"><code class="docutils literal notranslate"><span class="pre">TrainingConfig._get_builder()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.PersonalizationTrainingConfig"><code class="docutils literal notranslate"><span class="pre">PersonalizationTrainingConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PersonalizationTrainingConfig.objective"><code class="docutils literal notranslate"><span class="pre">PersonalizationTrainingConfig.objective</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PersonalizationTrainingConfig.sort_objective"><code class="docutils literal notranslate"><span class="pre">PersonalizationTrainingConfig.sort_objective</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PersonalizationTrainingConfig.training_mode"><code class="docutils literal notranslate"><span class="pre">PersonalizationTrainingConfig.training_mode</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PersonalizationTrainingConfig.target_action_types"><code class="docutils literal notranslate"><span class="pre">PersonalizationTrainingConfig.target_action_types</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PersonalizationTrainingConfig.target_action_weights"><code class="docutils literal notranslate"><span class="pre">PersonalizationTrainingConfig.target_action_weights</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PersonalizationTrainingConfig.session_event_types"><code class="docutils literal notranslate"><span class="pre">PersonalizationTrainingConfig.session_event_types</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PersonalizationTrainingConfig.test_split"><code class="docutils literal notranslate"><span class="pre">PersonalizationTrainingConfig.test_split</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PersonalizationTrainingConfig.recent_days_for_training"><code class="docutils literal notranslate"><span class="pre">PersonalizationTrainingConfig.recent_days_for_training</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PersonalizationTrainingConfig.training_start_date"><code class="docutils literal notranslate"><span class="pre">PersonalizationTrainingConfig.training_start_date</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PersonalizationTrainingConfig.test_on_user_split"><code class="docutils literal notranslate"><span class="pre">PersonalizationTrainingConfig.test_on_user_split</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PersonalizationTrainingConfig.test_split_on_last_k_items"><code class="docutils literal notranslate"><span class="pre">PersonalizationTrainingConfig.test_split_on_last_k_items</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PersonalizationTrainingConfig.test_last_items_length"><code class="docutils literal notranslate"><span class="pre">PersonalizationTrainingConfig.test_last_items_length</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PersonalizationTrainingConfig.test_window_length_hours"><code class="docutils literal notranslate"><span class="pre">PersonalizationTrainingConfig.test_window_length_hours</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PersonalizationTrainingConfig.explicit_time_split"><code class="docutils literal notranslate"><span class="pre">PersonalizationTrainingConfig.explicit_time_split</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PersonalizationTrainingConfig.test_row_indicator"><code class="docutils literal notranslate"><span class="pre">PersonalizationTrainingConfig.test_row_indicator</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PersonalizationTrainingConfig.full_data_retraining"><code class="docutils literal notranslate"><span class="pre">PersonalizationTrainingConfig.full_data_retraining</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PersonalizationTrainingConfig.sequential_training"><code class="docutils literal notranslate"><span class="pre">PersonalizationTrainingConfig.sequential_training</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PersonalizationTrainingConfig.data_split_feature_group_table_name"><code class="docutils literal notranslate"><span class="pre">PersonalizationTrainingConfig.data_split_feature_group_table_name</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PersonalizationTrainingConfig.optimized_event_type"><code class="docutils literal notranslate"><span class="pre">PersonalizationTrainingConfig.optimized_event_type</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PersonalizationTrainingConfig.dropout_rate"><code class="docutils literal notranslate"><span class="pre">PersonalizationTrainingConfig.dropout_rate</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PersonalizationTrainingConfig.batch_size"><code class="docutils literal notranslate"><span class="pre">PersonalizationTrainingConfig.batch_size</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PersonalizationTrainingConfig.disable_transformer"><code class="docutils literal notranslate"><span class="pre">PersonalizationTrainingConfig.disable_transformer</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PersonalizationTrainingConfig.disable_gpu"><code class="docutils literal notranslate"><span class="pre">PersonalizationTrainingConfig.disable_gpu</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PersonalizationTrainingConfig.filter_history"><code class="docutils literal notranslate"><span class="pre">PersonalizationTrainingConfig.filter_history</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PersonalizationTrainingConfig.action_types_exclusion_days"><code class="docutils literal notranslate"><span class="pre">PersonalizationTrainingConfig.action_types_exclusion_days</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PersonalizationTrainingConfig.max_history_length"><code class="docutils literal notranslate"><span class="pre">PersonalizationTrainingConfig.max_history_length</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PersonalizationTrainingConfig.compute_rerank_metrics"><code class="docutils literal notranslate"><span class="pre">PersonalizationTrainingConfig.compute_rerank_metrics</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PersonalizationTrainingConfig.add_time_features"><code class="docutils literal notranslate"><span class="pre">PersonalizationTrainingConfig.add_time_features</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PersonalizationTrainingConfig.disable_timestamp_scalar_features"><code class="docutils literal notranslate"><span class="pre">PersonalizationTrainingConfig.disable_timestamp_scalar_features</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PersonalizationTrainingConfig.compute_session_metrics"><code class="docutils literal notranslate"><span class="pre">PersonalizationTrainingConfig.compute_session_metrics</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PersonalizationTrainingConfig.query_column"><code class="docutils literal notranslate"><span class="pre">PersonalizationTrainingConfig.query_column</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PersonalizationTrainingConfig.item_query_column"><code class="docutils literal notranslate"><span class="pre">PersonalizationTrainingConfig.item_query_column</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PersonalizationTrainingConfig.use_user_id_feature"><code class="docutils literal notranslate"><span class="pre">PersonalizationTrainingConfig.use_user_id_feature</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PersonalizationTrainingConfig.session_dedupe_mins"><code class="docutils literal notranslate"><span class="pre">PersonalizationTrainingConfig.session_dedupe_mins</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PersonalizationTrainingConfig.max_user_history_len_percentile"><code class="docutils literal notranslate"><span class="pre">PersonalizationTrainingConfig.max_user_history_len_percentile</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PersonalizationTrainingConfig.downsample_item_popularity_percentile"><code class="docutils literal notranslate"><span class="pre">PersonalizationTrainingConfig.downsample_item_popularity_percentile</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PersonalizationTrainingConfig.min_item_history"><code class="docutils literal notranslate"><span class="pre">PersonalizationTrainingConfig.min_item_history</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PersonalizationTrainingConfig.__post_init__"><code class="docutils literal notranslate"><span class="pre">PersonalizationTrainingConfig.__post_init__()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.RegressionTrainingConfig"><code class="docutils literal notranslate"><span class="pre">RegressionTrainingConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionTrainingConfig.objective"><code class="docutils literal notranslate"><span class="pre">RegressionTrainingConfig.objective</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionTrainingConfig.sort_objective"><code class="docutils literal notranslate"><span class="pre">RegressionTrainingConfig.sort_objective</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionTrainingConfig.tree_hpo_mode"><code class="docutils literal notranslate"><span class="pre">RegressionTrainingConfig.tree_hpo_mode</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionTrainingConfig.partial_dependence_analysis"><code class="docutils literal notranslate"><span class="pre">RegressionTrainingConfig.partial_dependence_analysis</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionTrainingConfig.type_of_split"><code class="docutils literal notranslate"><span class="pre">RegressionTrainingConfig.type_of_split</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionTrainingConfig.test_split"><code class="docutils literal notranslate"><span class="pre">RegressionTrainingConfig.test_split</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionTrainingConfig.disable_test_val_fold"><code class="docutils literal notranslate"><span class="pre">RegressionTrainingConfig.disable_test_val_fold</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionTrainingConfig.k_fold_cross_validation"><code class="docutils literal notranslate"><span class="pre">RegressionTrainingConfig.k_fold_cross_validation</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionTrainingConfig.num_cv_folds"><code class="docutils literal notranslate"><span class="pre">RegressionTrainingConfig.num_cv_folds</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionTrainingConfig.timestamp_based_splitting_column"><code class="docutils literal notranslate"><span class="pre">RegressionTrainingConfig.timestamp_based_splitting_column</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionTrainingConfig.timestamp_based_splitting_method"><code class="docutils literal notranslate"><span class="pre">RegressionTrainingConfig.timestamp_based_splitting_method</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionTrainingConfig.test_splitting_timestamp"><code class="docutils literal notranslate"><span class="pre">RegressionTrainingConfig.test_splitting_timestamp</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionTrainingConfig.sampling_unit_keys"><code class="docutils literal notranslate"><span class="pre">RegressionTrainingConfig.sampling_unit_keys</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionTrainingConfig.test_row_indicator"><code class="docutils literal notranslate"><span class="pre">RegressionTrainingConfig.test_row_indicator</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionTrainingConfig.full_data_retraining"><code class="docutils literal notranslate"><span class="pre">RegressionTrainingConfig.full_data_retraining</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionTrainingConfig.rebalance_classes"><code class="docutils literal notranslate"><span class="pre">RegressionTrainingConfig.rebalance_classes</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionTrainingConfig.rare_class_augmentation_threshold"><code class="docutils literal notranslate"><span class="pre">RegressionTrainingConfig.rare_class_augmentation_threshold</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionTrainingConfig.augmentation_strategy"><code class="docutils literal notranslate"><span class="pre">RegressionTrainingConfig.augmentation_strategy</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionTrainingConfig.training_rows_downsample_ratio"><code class="docutils literal notranslate"><span class="pre">RegressionTrainingConfig.training_rows_downsample_ratio</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionTrainingConfig.active_labels_column"><code class="docutils literal notranslate"><span class="pre">RegressionTrainingConfig.active_labels_column</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionTrainingConfig.min_categorical_count"><code class="docutils literal notranslate"><span class="pre">RegressionTrainingConfig.min_categorical_count</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionTrainingConfig.sample_weight"><code class="docutils literal notranslate"><span class="pre">RegressionTrainingConfig.sample_weight</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionTrainingConfig.numeric_clipping_percentile"><code class="docutils literal notranslate"><span class="pre">RegressionTrainingConfig.numeric_clipping_percentile</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionTrainingConfig.target_transform"><code class="docutils literal notranslate"><span class="pre">RegressionTrainingConfig.target_transform</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionTrainingConfig.ignore_datetime_features"><code class="docutils literal notranslate"><span class="pre">RegressionTrainingConfig.ignore_datetime_features</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionTrainingConfig.max_text_words"><code class="docutils literal notranslate"><span class="pre">RegressionTrainingConfig.max_text_words</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionTrainingConfig.perform_feature_selection"><code class="docutils literal notranslate"><span class="pre">RegressionTrainingConfig.perform_feature_selection</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionTrainingConfig.feature_selection_intensity"><code class="docutils literal notranslate"><span class="pre">RegressionTrainingConfig.feature_selection_intensity</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionTrainingConfig.batch_size"><code class="docutils literal notranslate"><span class="pre">RegressionTrainingConfig.batch_size</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionTrainingConfig.dropout_rate"><code class="docutils literal notranslate"><span class="pre">RegressionTrainingConfig.dropout_rate</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionTrainingConfig.pretrained_model_name"><code class="docutils literal notranslate"><span class="pre">RegressionTrainingConfig.pretrained_model_name</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionTrainingConfig.is_multilingual"><code class="docutils literal notranslate"><span class="pre">RegressionTrainingConfig.is_multilingual</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionTrainingConfig.loss_function"><code class="docutils literal notranslate"><span class="pre">RegressionTrainingConfig.loss_function</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionTrainingConfig.loss_parameters"><code class="docutils literal notranslate"><span class="pre">RegressionTrainingConfig.loss_parameters</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionTrainingConfig.target_encode_categoricals"><code class="docutils literal notranslate"><span class="pre">RegressionTrainingConfig.target_encode_categoricals</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionTrainingConfig.drop_original_categoricals"><code class="docutils literal notranslate"><span class="pre">RegressionTrainingConfig.drop_original_categoricals</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionTrainingConfig.monotonically_increasing_features"><code class="docutils literal notranslate"><span class="pre">RegressionTrainingConfig.monotonically_increasing_features</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionTrainingConfig.monotonically_decreasing_features"><code class="docutils literal notranslate"><span class="pre">RegressionTrainingConfig.monotonically_decreasing_features</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionTrainingConfig.data_split_feature_group_table_name"><code class="docutils literal notranslate"><span class="pre">RegressionTrainingConfig.data_split_feature_group_table_name</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionTrainingConfig.custom_loss_functions"><code class="docutils literal notranslate"><span class="pre">RegressionTrainingConfig.custom_loss_functions</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionTrainingConfig.custom_metrics"><code class="docutils literal notranslate"><span class="pre">RegressionTrainingConfig.custom_metrics</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RegressionTrainingConfig.__post_init__"><code class="docutils literal notranslate"><span class="pre">RegressionTrainingConfig.__post_init__()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.prediction_length"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.prediction_length</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.objective"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.objective</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.sort_objective"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.sort_objective</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.forecast_frequency"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.forecast_frequency</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.probability_quantiles"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.probability_quantiles</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.force_prediction_length"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.force_prediction_length</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.filter_items"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.filter_items</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.enable_feature_selection"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.enable_feature_selection</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.enable_padding"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.enable_padding</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.enable_cold_start"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.enable_cold_start</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.enable_multiple_backtests"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.enable_multiple_backtests</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.num_backtesting_windows"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.num_backtesting_windows</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.backtesting_window_step_size"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.backtesting_window_step_size</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.full_data_retraining"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.full_data_retraining</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.additional_forecast_keys"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.additional_forecast_keys</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.experimentation_mode"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.experimentation_mode</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.type_of_split"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.type_of_split</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.test_by_item"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.test_by_item</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.test_start"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.test_start</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.test_split"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.test_split</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.loss_function"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.loss_function</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.underprediction_weight"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.underprediction_weight</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.disable_networks_without_analytic_quantiles"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.disable_networks_without_analytic_quantiles</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.initial_learning_rate"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.initial_learning_rate</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.l2_regularization_factor"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.l2_regularization_factor</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.dropout_rate"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.dropout_rate</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.recurrent_layers"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.recurrent_layers</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.recurrent_units"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.recurrent_units</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.convolutional_layers"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.convolutional_layers</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.convolution_filters"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.convolution_filters</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.local_scaling_mode"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.local_scaling_mode</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.zero_predictor"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.zero_predictor</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.skip_missing"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.skip_missing</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.batch_size"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.batch_size</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.batch_renormalization"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.batch_renormalization</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.history_length"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.history_length</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.prediction_step_size"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.prediction_step_size</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.training_point_overlap"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.training_point_overlap</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.max_scale_context"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.max_scale_context</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.quantiles_extension_method"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.quantiles_extension_method</span></code></a></li>
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-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.symmetrize_quantiles"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.symmetrize_quantiles</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.use_log_transforms"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.use_log_transforms</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.smooth_history"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.smooth_history</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.local_scale_target"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.local_scale_target</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.use_clipping"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.use_clipping</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.timeseries_weight_column"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.timeseries_weight_column</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.item_attributes_weight_column"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.item_attributes_weight_column</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.use_timeseries_weights_in_objective"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.use_timeseries_weights_in_objective</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.use_item_weights_in_objective"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.use_item_weights_in_objective</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.skip_timeseries_weight_scaling"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.skip_timeseries_weight_scaling</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.timeseries_loss_weight_column"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.timeseries_loss_weight_column</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.use_item_id"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.use_item_id</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.use_all_item_totals"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.use_all_item_totals</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.handle_zeros_as_missing_values"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.handle_zeros_as_missing_values</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.datetime_holiday_calendars"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.datetime_holiday_calendars</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.fill_missing_values"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.fill_missing_values</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.enable_clustering"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.enable_clustering</span></code></a></li>
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-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.custom_loss_functions"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.custom_loss_functions</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.custom_metrics"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.custom_metrics</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.return_fractional_forecasts"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.return_fractional_forecasts</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingTrainingConfig.__post_init__"><code class="docutils literal notranslate"><span class="pre">ForecastingTrainingConfig.__post_init__()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.NamedEntityExtractionTrainingConfig"><code class="docutils literal notranslate"><span class="pre">NamedEntityExtractionTrainingConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.NamedEntityExtractionTrainingConfig.llm_for_ner"><code class="docutils literal notranslate"><span class="pre">NamedEntityExtractionTrainingConfig.llm_for_ner</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.NamedEntityExtractionTrainingConfig.test_split"><code class="docutils literal notranslate"><span class="pre">NamedEntityExtractionTrainingConfig.test_split</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.NamedEntityExtractionTrainingConfig.test_row_indicator"><code class="docutils literal notranslate"><span class="pre">NamedEntityExtractionTrainingConfig.test_row_indicator</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.NamedEntityExtractionTrainingConfig.active_labels_column"><code class="docutils literal notranslate"><span class="pre">NamedEntityExtractionTrainingConfig.active_labels_column</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.NamedEntityExtractionTrainingConfig.document_format"><code class="docutils literal notranslate"><span class="pre">NamedEntityExtractionTrainingConfig.document_format</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.NamedEntityExtractionTrainingConfig.minimum_bounding_box_overlap_ratio"><code class="docutils literal notranslate"><span class="pre">NamedEntityExtractionTrainingConfig.minimum_bounding_box_overlap_ratio</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.NamedEntityExtractionTrainingConfig.save_predicted_pdf"><code class="docutils literal notranslate"><span class="pre">NamedEntityExtractionTrainingConfig.save_predicted_pdf</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.NamedEntityExtractionTrainingConfig.enhanced_ocr"><code class="docutils literal notranslate"><span class="pre">NamedEntityExtractionTrainingConfig.enhanced_ocr</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.NamedEntityExtractionTrainingConfig.__post_init__"><code class="docutils literal notranslate"><span class="pre">NamedEntityExtractionTrainingConfig.__post_init__()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.NaturalLanguageSearchTrainingConfig"><code class="docutils literal notranslate"><span class="pre">NaturalLanguageSearchTrainingConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.NaturalLanguageSearchTrainingConfig.abacus_internal_model"><code class="docutils literal notranslate"><span class="pre">NaturalLanguageSearchTrainingConfig.abacus_internal_model</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.NaturalLanguageSearchTrainingConfig.num_completion_tokens"><code class="docutils literal notranslate"><span class="pre">NaturalLanguageSearchTrainingConfig.num_completion_tokens</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.NaturalLanguageSearchTrainingConfig.larger_embeddings"><code class="docutils literal notranslate"><span class="pre">NaturalLanguageSearchTrainingConfig.larger_embeddings</span></code></a></li>
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-<li class="toctree-l4"><a class="reference internal" href="#abacusai.NaturalLanguageSearchTrainingConfig.chunk_overlap_fraction"><code class="docutils literal notranslate"><span class="pre">NaturalLanguageSearchTrainingConfig.chunk_overlap_fraction</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.NaturalLanguageSearchTrainingConfig.__post_init__"><code class="docutils literal notranslate"><span class="pre">NaturalLanguageSearchTrainingConfig.__post_init__()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.ChatLLMTrainingConfig"><code class="docutils literal notranslate"><span class="pre">ChatLLMTrainingConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ChatLLMTrainingConfig.document_retrievers"><code class="docutils literal notranslate"><span class="pre">ChatLLMTrainingConfig.document_retrievers</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ChatLLMTrainingConfig.num_completion_tokens"><code class="docutils literal notranslate"><span class="pre">ChatLLMTrainingConfig.num_completion_tokens</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ChatLLMTrainingConfig.temperature"><code class="docutils literal notranslate"><span class="pre">ChatLLMTrainingConfig.temperature</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ChatLLMTrainingConfig.retrieval_columns"><code class="docutils literal notranslate"><span class="pre">ChatLLMTrainingConfig.retrieval_columns</span></code></a></li>
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-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ChatLLMTrainingConfig.include_general_knowledge"><code class="docutils literal notranslate"><span class="pre">ChatLLMTrainingConfig.include_general_knowledge</span></code></a></li>
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-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ChatLLMTrainingConfig.response_instructions"><code class="docutils literal notranslate"><span class="pre">ChatLLMTrainingConfig.response_instructions</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ChatLLMTrainingConfig.enable_llm_rewrite"><code class="docutils literal notranslate"><span class="pre">ChatLLMTrainingConfig.enable_llm_rewrite</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ChatLLMTrainingConfig.column_filtering_instructions"><code class="docutils literal notranslate"><span class="pre">ChatLLMTrainingConfig.column_filtering_instructions</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ChatLLMTrainingConfig.keyword_requirement_instructions"><code class="docutils literal notranslate"><span class="pre">ChatLLMTrainingConfig.keyword_requirement_instructions</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ChatLLMTrainingConfig.query_rewrite_instructions"><code class="docutils literal notranslate"><span class="pre">ChatLLMTrainingConfig.query_rewrite_instructions</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ChatLLMTrainingConfig.max_search_results"><code class="docutils literal notranslate"><span class="pre">ChatLLMTrainingConfig.max_search_results</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ChatLLMTrainingConfig.data_feature_group_ids"><code class="docutils literal notranslate"><span class="pre">ChatLLMTrainingConfig.data_feature_group_ids</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ChatLLMTrainingConfig.data_prompt_context"><code class="docutils literal notranslate"><span class="pre">ChatLLMTrainingConfig.data_prompt_context</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ChatLLMTrainingConfig.hide_generated_sql"><code class="docutils literal notranslate"><span class="pre">ChatLLMTrainingConfig.hide_generated_sql</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ChatLLMTrainingConfig.disable_data_summarization"><code class="docutils literal notranslate"><span class="pre">ChatLLMTrainingConfig.disable_data_summarization</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ChatLLMTrainingConfig.search_score_cutoff"><code class="docutils literal notranslate"><span class="pre">ChatLLMTrainingConfig.search_score_cutoff</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ChatLLMTrainingConfig.database_connector_id"><code class="docutils literal notranslate"><span class="pre">ChatLLMTrainingConfig.database_connector_id</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ChatLLMTrainingConfig.database_connector_tables"><code class="docutils literal notranslate"><span class="pre">ChatLLMTrainingConfig.database_connector_tables</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ChatLLMTrainingConfig.enable_code_execution"><code class="docutils literal notranslate"><span class="pre">ChatLLMTrainingConfig.enable_code_execution</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ChatLLMTrainingConfig.metadata_columns"><code class="docutils literal notranslate"><span class="pre">ChatLLMTrainingConfig.metadata_columns</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ChatLLMTrainingConfig.lookup_rewrite_instructions"><code class="docutils literal notranslate"><span class="pre">ChatLLMTrainingConfig.lookup_rewrite_instructions</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ChatLLMTrainingConfig.__post_init__"><code class="docutils literal notranslate"><span class="pre">ChatLLMTrainingConfig.__post_init__()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.SentenceBoundaryDetectionTrainingConfig"><code class="docutils literal notranslate"><span class="pre">SentenceBoundaryDetectionTrainingConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.SentenceBoundaryDetectionTrainingConfig.test_split"><code class="docutils literal notranslate"><span class="pre">SentenceBoundaryDetectionTrainingConfig.test_split</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.SentenceBoundaryDetectionTrainingConfig.dropout_rate"><code class="docutils literal notranslate"><span class="pre">SentenceBoundaryDetectionTrainingConfig.dropout_rate</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.SentenceBoundaryDetectionTrainingConfig.batch_size"><code class="docutils literal notranslate"><span class="pre">SentenceBoundaryDetectionTrainingConfig.batch_size</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.SentenceBoundaryDetectionTrainingConfig.__post_init__"><code class="docutils literal notranslate"><span class="pre">SentenceBoundaryDetectionTrainingConfig.__post_init__()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.SentimentDetectionTrainingConfig"><code class="docutils literal notranslate"><span class="pre">SentimentDetectionTrainingConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.SentimentDetectionTrainingConfig.sentiment_type"><code class="docutils literal notranslate"><span class="pre">SentimentDetectionTrainingConfig.sentiment_type</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.SentimentDetectionTrainingConfig.test_split"><code class="docutils literal notranslate"><span class="pre">SentimentDetectionTrainingConfig.test_split</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.SentimentDetectionTrainingConfig.dropout_rate"><code class="docutils literal notranslate"><span class="pre">SentimentDetectionTrainingConfig.dropout_rate</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.SentimentDetectionTrainingConfig.batch_size"><code class="docutils literal notranslate"><span class="pre">SentimentDetectionTrainingConfig.batch_size</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.SentimentDetectionTrainingConfig.compute_metrics"><code class="docutils literal notranslate"><span class="pre">SentimentDetectionTrainingConfig.compute_metrics</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.SentimentDetectionTrainingConfig.__post_init__"><code class="docutils literal notranslate"><span class="pre">SentimentDetectionTrainingConfig.__post_init__()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.DocumentClassificationTrainingConfig"><code class="docutils literal notranslate"><span class="pre">DocumentClassificationTrainingConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.DocumentClassificationTrainingConfig.zero_shot_hypotheses"><code class="docutils literal notranslate"><span class="pre">DocumentClassificationTrainingConfig.zero_shot_hypotheses</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.DocumentClassificationTrainingConfig.test_split"><code class="docutils literal notranslate"><span class="pre">DocumentClassificationTrainingConfig.test_split</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.DocumentClassificationTrainingConfig.dropout_rate"><code class="docutils literal notranslate"><span class="pre">DocumentClassificationTrainingConfig.dropout_rate</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.DocumentClassificationTrainingConfig.batch_size"><code class="docutils literal notranslate"><span class="pre">DocumentClassificationTrainingConfig.batch_size</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.DocumentClassificationTrainingConfig.__post_init__"><code class="docutils literal notranslate"><span class="pre">DocumentClassificationTrainingConfig.__post_init__()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.DocumentSummarizationTrainingConfig"><code class="docutils literal notranslate"><span class="pre">DocumentSummarizationTrainingConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.DocumentSummarizationTrainingConfig.test_split"><code class="docutils literal notranslate"><span class="pre">DocumentSummarizationTrainingConfig.test_split</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.DocumentSummarizationTrainingConfig.dropout_rate"><code class="docutils literal notranslate"><span class="pre">DocumentSummarizationTrainingConfig.dropout_rate</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.DocumentSummarizationTrainingConfig.batch_size"><code class="docutils literal notranslate"><span class="pre">DocumentSummarizationTrainingConfig.batch_size</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.DocumentSummarizationTrainingConfig.__post_init__"><code class="docutils literal notranslate"><span class="pre">DocumentSummarizationTrainingConfig.__post_init__()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.DocumentVisualizationTrainingConfig"><code class="docutils literal notranslate"><span class="pre">DocumentVisualizationTrainingConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.DocumentVisualizationTrainingConfig.test_split"><code class="docutils literal notranslate"><span class="pre">DocumentVisualizationTrainingConfig.test_split</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.DocumentVisualizationTrainingConfig.dropout_rate"><code class="docutils literal notranslate"><span class="pre">DocumentVisualizationTrainingConfig.dropout_rate</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.DocumentVisualizationTrainingConfig.batch_size"><code class="docutils literal notranslate"><span class="pre">DocumentVisualizationTrainingConfig.batch_size</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.DocumentVisualizationTrainingConfig.__post_init__"><code class="docutils literal notranslate"><span class="pre">DocumentVisualizationTrainingConfig.__post_init__()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.ClusteringTrainingConfig"><code class="docutils literal notranslate"><span class="pre">ClusteringTrainingConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ClusteringTrainingConfig.num_clusters_selection"><code class="docutils literal notranslate"><span class="pre">ClusteringTrainingConfig.num_clusters_selection</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ClusteringTrainingConfig.__post_init__"><code class="docutils literal notranslate"><span class="pre">ClusteringTrainingConfig.__post_init__()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.ClusteringTimeseriesTrainingConfig"><code class="docutils literal notranslate"><span class="pre">ClusteringTimeseriesTrainingConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ClusteringTimeseriesTrainingConfig.num_clusters_selection"><code class="docutils literal notranslate"><span class="pre">ClusteringTimeseriesTrainingConfig.num_clusters_selection</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ClusteringTimeseriesTrainingConfig.imputation"><code class="docutils literal notranslate"><span class="pre">ClusteringTimeseriesTrainingConfig.imputation</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ClusteringTimeseriesTrainingConfig.__post_init__"><code class="docutils literal notranslate"><span class="pre">ClusteringTimeseriesTrainingConfig.__post_init__()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.EventAnomalyTrainingConfig"><code class="docutils literal notranslate"><span class="pre">EventAnomalyTrainingConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.EventAnomalyTrainingConfig.anomaly_fraction"><code class="docutils literal notranslate"><span class="pre">EventAnomalyTrainingConfig.anomaly_fraction</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.EventAnomalyTrainingConfig.__post_init__"><code class="docutils literal notranslate"><span class="pre">EventAnomalyTrainingConfig.__post_init__()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.TimeseriesAnomalyTrainingConfig"><code class="docutils literal notranslate"><span class="pre">TimeseriesAnomalyTrainingConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.TimeseriesAnomalyTrainingConfig.type_of_split"><code class="docutils literal notranslate"><span class="pre">TimeseriesAnomalyTrainingConfig.type_of_split</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.TimeseriesAnomalyTrainingConfig.test_start"><code class="docutils literal notranslate"><span class="pre">TimeseriesAnomalyTrainingConfig.test_start</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.TimeseriesAnomalyTrainingConfig.test_split"><code class="docutils literal notranslate"><span class="pre">TimeseriesAnomalyTrainingConfig.test_split</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.TimeseriesAnomalyTrainingConfig.fill_missing_values"><code class="docutils literal notranslate"><span class="pre">TimeseriesAnomalyTrainingConfig.fill_missing_values</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.TimeseriesAnomalyTrainingConfig.handle_zeros_as_missing_values"><code class="docutils literal notranslate"><span class="pre">TimeseriesAnomalyTrainingConfig.handle_zeros_as_missing_values</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.TimeseriesAnomalyTrainingConfig.timeseries_frequency"><code class="docutils literal notranslate"><span class="pre">TimeseriesAnomalyTrainingConfig.timeseries_frequency</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.TimeseriesAnomalyTrainingConfig.min_samples_in_normal_region"><code class="docutils literal notranslate"><span class="pre">TimeseriesAnomalyTrainingConfig.min_samples_in_normal_region</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.TimeseriesAnomalyTrainingConfig.anomaly_type"><code class="docutils literal notranslate"><span class="pre">TimeseriesAnomalyTrainingConfig.anomaly_type</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.TimeseriesAnomalyTrainingConfig.hyperparameter_calculation_with_heuristics"><code class="docutils literal notranslate"><span class="pre">TimeseriesAnomalyTrainingConfig.hyperparameter_calculation_with_heuristics</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.TimeseriesAnomalyTrainingConfig.threshold_score"><code class="docutils literal notranslate"><span class="pre">TimeseriesAnomalyTrainingConfig.threshold_score</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.TimeseriesAnomalyTrainingConfig.__post_init__"><code class="docutils literal notranslate"><span class="pre">TimeseriesAnomalyTrainingConfig.__post_init__()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.CumulativeForecastingTrainingConfig"><code class="docutils literal notranslate"><span class="pre">CumulativeForecastingTrainingConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.CumulativeForecastingTrainingConfig.test_split"><code class="docutils literal notranslate"><span class="pre">CumulativeForecastingTrainingConfig.test_split</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.CumulativeForecastingTrainingConfig.historical_frequency"><code class="docutils literal notranslate"><span class="pre">CumulativeForecastingTrainingConfig.historical_frequency</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.CumulativeForecastingTrainingConfig.cumulative_prediction_lengths"><code class="docutils literal notranslate"><span class="pre">CumulativeForecastingTrainingConfig.cumulative_prediction_lengths</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.CumulativeForecastingTrainingConfig.skip_input_transform"><code class="docutils literal notranslate"><span class="pre">CumulativeForecastingTrainingConfig.skip_input_transform</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.CumulativeForecastingTrainingConfig.skip_target_transform"><code class="docutils literal notranslate"><span class="pre">CumulativeForecastingTrainingConfig.skip_target_transform</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.CumulativeForecastingTrainingConfig.predict_residuals"><code class="docutils literal notranslate"><span class="pre">CumulativeForecastingTrainingConfig.predict_residuals</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.CumulativeForecastingTrainingConfig.__post_init__"><code class="docutils literal notranslate"><span class="pre">CumulativeForecastingTrainingConfig.__post_init__()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.ThemeAnalysisTrainingConfig"><code class="docutils literal notranslate"><span class="pre">ThemeAnalysisTrainingConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ThemeAnalysisTrainingConfig.__post_init__"><code class="docutils literal notranslate"><span class="pre">ThemeAnalysisTrainingConfig.__post_init__()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.AIAgentTrainingConfig"><code class="docutils literal notranslate"><span class="pre">AIAgentTrainingConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.AIAgentTrainingConfig.description"><code class="docutils literal notranslate"><span class="pre">AIAgentTrainingConfig.description</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.AIAgentTrainingConfig.agent_interface"><code class="docutils literal notranslate"><span class="pre">AIAgentTrainingConfig.agent_interface</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.AIAgentTrainingConfig.enable_binary_input"><code class="docutils literal notranslate"><span class="pre">AIAgentTrainingConfig.enable_binary_input</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.AIAgentTrainingConfig.agent_input_schema"><code class="docutils literal notranslate"><span class="pre">AIAgentTrainingConfig.agent_input_schema</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.AIAgentTrainingConfig.agent_output_schema"><code class="docutils literal notranslate"><span class="pre">AIAgentTrainingConfig.agent_output_schema</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.AIAgentTrainingConfig.__post_init__"><code class="docutils literal notranslate"><span class="pre">AIAgentTrainingConfig.__post_init__()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.CustomTrainedModelTrainingConfig"><code class="docutils literal notranslate"><span class="pre">CustomTrainedModelTrainingConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.CustomTrainedModelTrainingConfig.max_catalog_size"><code class="docutils literal notranslate"><span class="pre">CustomTrainedModelTrainingConfig.max_catalog_size</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.CustomTrainedModelTrainingConfig.max_dimension"><code class="docutils literal notranslate"><span class="pre">CustomTrainedModelTrainingConfig.max_dimension</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.CustomTrainedModelTrainingConfig.index_output_path"><code class="docutils literal notranslate"><span class="pre">CustomTrainedModelTrainingConfig.index_output_path</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.CustomTrainedModelTrainingConfig.docker_image_uri"><code class="docutils literal notranslate"><span class="pre">CustomTrainedModelTrainingConfig.docker_image_uri</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.CustomTrainedModelTrainingConfig.service_port"><code class="docutils literal notranslate"><span class="pre">CustomTrainedModelTrainingConfig.service_port</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.CustomTrainedModelTrainingConfig.streaming_embeddings"><code class="docutils literal notranslate"><span class="pre">CustomTrainedModelTrainingConfig.streaming_embeddings</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.CustomTrainedModelTrainingConfig.__post_init__"><code class="docutils literal notranslate"><span class="pre">CustomTrainedModelTrainingConfig.__post_init__()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.CustomAlgorithmTrainingConfig"><code class="docutils literal notranslate"><span class="pre">CustomAlgorithmTrainingConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.CustomAlgorithmTrainingConfig.timeout_minutes"><code class="docutils literal notranslate"><span class="pre">CustomAlgorithmTrainingConfig.timeout_minutes</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.CustomAlgorithmTrainingConfig.__post_init__"><code class="docutils literal notranslate"><span class="pre">CustomAlgorithmTrainingConfig.__post_init__()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.OptimizationTrainingConfig"><code class="docutils literal notranslate"><span class="pre">OptimizationTrainingConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.OptimizationTrainingConfig.solve_time_limit"><code class="docutils literal notranslate"><span class="pre">OptimizationTrainingConfig.solve_time_limit</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.OptimizationTrainingConfig.optimality_gap_limit"><code class="docutils literal notranslate"><span class="pre">OptimizationTrainingConfig.optimality_gap_limit</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.OptimizationTrainingConfig.__post_init__"><code class="docutils literal notranslate"><span class="pre">OptimizationTrainingConfig.__post_init__()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai._TrainingConfigFactory"><code class="docutils literal notranslate"><span class="pre">_TrainingConfigFactory</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai._TrainingConfigFactory.config_abstract_class"><code class="docutils literal notranslate"><span class="pre">_TrainingConfigFactory.config_abstract_class</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai._TrainingConfigFactory.config_class_key"><code class="docutils literal notranslate"><span class="pre">_TrainingConfigFactory.config_class_key</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai._TrainingConfigFactory.config_class_map"><code class="docutils literal notranslate"><span class="pre">_TrainingConfigFactory.config_class_map</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.DeployableAlgorithm"><code class="docutils literal notranslate"><span class="pre">DeployableAlgorithm</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.DeployableAlgorithm.algorithm"><code class="docutils literal notranslate"><span class="pre">DeployableAlgorithm.algorithm</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.DeployableAlgorithm.name"><code class="docutils literal notranslate"><span class="pre">DeployableAlgorithm.name</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.DeployableAlgorithm.only_offline_deployable"><code class="docutils literal notranslate"><span class="pre">DeployableAlgorithm.only_offline_deployable</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.DeployableAlgorithm.trained_model_types"><code class="docutils literal notranslate"><span class="pre">DeployableAlgorithm.trained_model_types</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.TimeWindowConfig"><code class="docutils literal notranslate"><span class="pre">TimeWindowConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.TimeWindowConfig.window_duration"><code class="docutils literal notranslate"><span class="pre">TimeWindowConfig.window_duration</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.TimeWindowConfig.window_from_start"><code class="docutils literal notranslate"><span class="pre">TimeWindowConfig.window_from_start</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.TimeWindowConfig.to_dict"><code class="docutils literal notranslate"><span class="pre">TimeWindowConfig.to_dict()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.ForecastingMonitorConfig"><code class="docutils literal notranslate"><span class="pre">ForecastingMonitorConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingMonitorConfig.id_column"><code class="docutils literal notranslate"><span class="pre">ForecastingMonitorConfig.id_column</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingMonitorConfig.timestamp_column"><code class="docutils literal notranslate"><span class="pre">ForecastingMonitorConfig.timestamp_column</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingMonitorConfig.target_column"><code class="docutils literal notranslate"><span class="pre">ForecastingMonitorConfig.target_column</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingMonitorConfig.start_time"><code class="docutils literal notranslate"><span class="pre">ForecastingMonitorConfig.start_time</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingMonitorConfig.end_time"><code class="docutils literal notranslate"><span class="pre">ForecastingMonitorConfig.end_time</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingMonitorConfig.window_config"><code class="docutils literal notranslate"><span class="pre">ForecastingMonitorConfig.window_config</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ForecastingMonitorConfig.to_dict"><code class="docutils literal notranslate"><span class="pre">ForecastingMonitorConfig.to_dict()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.StdDevThreshold"><code class="docutils literal notranslate"><span class="pre">StdDevThreshold</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.StdDevThreshold.threshold_type"><code class="docutils literal notranslate"><span class="pre">StdDevThreshold.threshold_type</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.StdDevThreshold.value"><code class="docutils literal notranslate"><span class="pre">StdDevThreshold.value</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.StdDevThreshold.to_dict"><code class="docutils literal notranslate"><span class="pre">StdDevThreshold.to_dict()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.ItemAttributesStdDevThreshold"><code class="docutils literal notranslate"><span class="pre">ItemAttributesStdDevThreshold</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ItemAttributesStdDevThreshold.lower_bound"><code class="docutils literal notranslate"><span class="pre">ItemAttributesStdDevThreshold.lower_bound</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ItemAttributesStdDevThreshold.upper_bound"><code class="docutils literal notranslate"><span class="pre">ItemAttributesStdDevThreshold.upper_bound</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ItemAttributesStdDevThreshold.to_dict"><code class="docutils literal notranslate"><span class="pre">ItemAttributesStdDevThreshold.to_dict()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.RestrictFeatureMappings"><code class="docutils literal notranslate"><span class="pre">RestrictFeatureMappings</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RestrictFeatureMappings.feature_name"><code class="docutils literal notranslate"><span class="pre">RestrictFeatureMappings.feature_name</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RestrictFeatureMappings.restricted_feature_values"><code class="docutils literal notranslate"><span class="pre">RestrictFeatureMappings.restricted_feature_values</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RestrictFeatureMappings.start_time"><code class="docutils literal notranslate"><span class="pre">RestrictFeatureMappings.start_time</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RestrictFeatureMappings.end_time"><code class="docutils literal notranslate"><span class="pre">RestrictFeatureMappings.end_time</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RestrictFeatureMappings.min_value"><code class="docutils literal notranslate"><span class="pre">RestrictFeatureMappings.min_value</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RestrictFeatureMappings.max_value"><code class="docutils literal notranslate"><span class="pre">RestrictFeatureMappings.max_value</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.RestrictFeatureMappings.to_dict"><code class="docutils literal notranslate"><span class="pre">RestrictFeatureMappings.to_dict()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.MonitorFilteringConfig"><code class="docutils literal notranslate"><span class="pre">MonitorFilteringConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.MonitorFilteringConfig.start_time"><code class="docutils literal notranslate"><span class="pre">MonitorFilteringConfig.start_time</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.MonitorFilteringConfig.end_time"><code class="docutils literal notranslate"><span class="pre">MonitorFilteringConfig.end_time</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.MonitorFilteringConfig.restrict_feature_mappings"><code class="docutils literal notranslate"><span class="pre">MonitorFilteringConfig.restrict_feature_mappings</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.MonitorFilteringConfig.target_class"><code class="docutils literal notranslate"><span class="pre">MonitorFilteringConfig.target_class</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.MonitorFilteringConfig.train_target_feature"><code class="docutils literal notranslate"><span class="pre">MonitorFilteringConfig.train_target_feature</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.MonitorFilteringConfig.prediction_target_feature"><code class="docutils literal notranslate"><span class="pre">MonitorFilteringConfig.prediction_target_feature</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.MonitorFilteringConfig.to_dict"><code class="docutils literal notranslate"><span class="pre">MonitorFilteringConfig.to_dict()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.AlertConditionConfig"><code class="docutils literal notranslate"><span class="pre">AlertConditionConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.AlertConditionConfig.alert_type"><code class="docutils literal notranslate"><span class="pre">AlertConditionConfig.alert_type</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.AlertConditionConfig._get_builder"><code class="docutils literal notranslate"><span class="pre">AlertConditionConfig._get_builder()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.AccuracyBelowThresholdConditionConfig"><code class="docutils literal notranslate"><span class="pre">AccuracyBelowThresholdConditionConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.AccuracyBelowThresholdConditionConfig.threshold"><code class="docutils literal notranslate"><span class="pre">AccuracyBelowThresholdConditionConfig.threshold</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.AccuracyBelowThresholdConditionConfig.__post_init__"><code class="docutils literal notranslate"><span class="pre">AccuracyBelowThresholdConditionConfig.__post_init__()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.FeatureDriftConditionConfig"><code class="docutils literal notranslate"><span class="pre">FeatureDriftConditionConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FeatureDriftConditionConfig.feature_drift_type"><code class="docutils literal notranslate"><span class="pre">FeatureDriftConditionConfig.feature_drift_type</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FeatureDriftConditionConfig.threshold"><code class="docutils literal notranslate"><span class="pre">FeatureDriftConditionConfig.threshold</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FeatureDriftConditionConfig.minimum_violations"><code class="docutils literal notranslate"><span class="pre">FeatureDriftConditionConfig.minimum_violations</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FeatureDriftConditionConfig.feature_names"><code class="docutils literal notranslate"><span class="pre">FeatureDriftConditionConfig.feature_names</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FeatureDriftConditionConfig.__post_init__"><code class="docutils literal notranslate"><span class="pre">FeatureDriftConditionConfig.__post_init__()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.TargetDriftConditionConfig"><code class="docutils literal notranslate"><span class="pre">TargetDriftConditionConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.TargetDriftConditionConfig.feature_drift_type"><code class="docutils literal notranslate"><span class="pre">TargetDriftConditionConfig.feature_drift_type</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.TargetDriftConditionConfig.threshold"><code class="docutils literal notranslate"><span class="pre">TargetDriftConditionConfig.threshold</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.TargetDriftConditionConfig.__post_init__"><code class="docutils literal notranslate"><span class="pre">TargetDriftConditionConfig.__post_init__()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.HistoryLengthDriftConditionConfig"><code class="docutils literal notranslate"><span class="pre">HistoryLengthDriftConditionConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.HistoryLengthDriftConditionConfig.feature_drift_type"><code class="docutils literal notranslate"><span class="pre">HistoryLengthDriftConditionConfig.feature_drift_type</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.HistoryLengthDriftConditionConfig.threshold"><code class="docutils literal notranslate"><span class="pre">HistoryLengthDriftConditionConfig.threshold</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.HistoryLengthDriftConditionConfig.__post_init__"><code class="docutils literal notranslate"><span class="pre">HistoryLengthDriftConditionConfig.__post_init__()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.DataIntegrityViolationConditionConfig"><code class="docutils literal notranslate"><span class="pre">DataIntegrityViolationConditionConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.DataIntegrityViolationConditionConfig.data_integrity_type"><code class="docutils literal notranslate"><span class="pre">DataIntegrityViolationConditionConfig.data_integrity_type</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.DataIntegrityViolationConditionConfig.minimum_violations"><code class="docutils literal notranslate"><span class="pre">DataIntegrityViolationConditionConfig.minimum_violations</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.DataIntegrityViolationConditionConfig.__post_init__"><code class="docutils literal notranslate"><span class="pre">DataIntegrityViolationConditionConfig.__post_init__()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.BiasViolationConditionConfig"><code class="docutils literal notranslate"><span class="pre">BiasViolationConditionConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.BiasViolationConditionConfig.bias_type"><code class="docutils literal notranslate"><span class="pre">BiasViolationConditionConfig.bias_type</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.BiasViolationConditionConfig.threshold"><code class="docutils literal notranslate"><span class="pre">BiasViolationConditionConfig.threshold</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.BiasViolationConditionConfig.minimum_violations"><code class="docutils literal notranslate"><span class="pre">BiasViolationConditionConfig.minimum_violations</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.BiasViolationConditionConfig.__post_init__"><code class="docutils literal notranslate"><span class="pre">BiasViolationConditionConfig.__post_init__()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.PredictionCountConditionConfig"><code class="docutils literal notranslate"><span class="pre">PredictionCountConditionConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionCountConditionConfig.threshold"><code class="docutils literal notranslate"><span class="pre">PredictionCountConditionConfig.threshold</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionCountConditionConfig.aggregation_window"><code class="docutils literal notranslate"><span class="pre">PredictionCountConditionConfig.aggregation_window</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionCountConditionConfig.aggregation_type"><code class="docutils literal notranslate"><span class="pre">PredictionCountConditionConfig.aggregation_type</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionCountConditionConfig.__post_init__"><code class="docutils literal notranslate"><span class="pre">PredictionCountConditionConfig.__post_init__()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai._AlertConditionConfigFactory"><code class="docutils literal notranslate"><span class="pre">_AlertConditionConfigFactory</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai._AlertConditionConfigFactory.config_abstract_class"><code class="docutils literal notranslate"><span class="pre">_AlertConditionConfigFactory.config_abstract_class</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai._AlertConditionConfigFactory.config_class_key"><code class="docutils literal notranslate"><span class="pre">_AlertConditionConfigFactory.config_class_key</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai._AlertConditionConfigFactory.config_class_key_value_camel_case"><code class="docutils literal notranslate"><span class="pre">_AlertConditionConfigFactory.config_class_key_value_camel_case</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai._AlertConditionConfigFactory.config_class_map"><code class="docutils literal notranslate"><span class="pre">_AlertConditionConfigFactory.config_class_map</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.AlertActionConfig"><code class="docutils literal notranslate"><span class="pre">AlertActionConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.AlertActionConfig.action_type"><code class="docutils literal notranslate"><span class="pre">AlertActionConfig.action_type</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.AlertActionConfig._get_builder"><code class="docutils literal notranslate"><span class="pre">AlertActionConfig._get_builder()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.EmailActionConfig"><code class="docutils literal notranslate"><span class="pre">EmailActionConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.EmailActionConfig.email_recipients"><code class="docutils literal notranslate"><span class="pre">EmailActionConfig.email_recipients</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.EmailActionConfig.email_body"><code class="docutils literal notranslate"><span class="pre">EmailActionConfig.email_body</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.EmailActionConfig.__post_init__"><code class="docutils literal notranslate"><span class="pre">EmailActionConfig.__post_init__()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai._AlertActionConfigFactory"><code class="docutils literal notranslate"><span class="pre">_AlertActionConfigFactory</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai._AlertActionConfigFactory.config_abstract_class"><code class="docutils literal notranslate"><span class="pre">_AlertActionConfigFactory.config_abstract_class</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai._AlertActionConfigFactory.config_class_key"><code class="docutils literal notranslate"><span class="pre">_AlertActionConfigFactory.config_class_key</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai._AlertActionConfigFactory.config_class_map"><code class="docutils literal notranslate"><span class="pre">_AlertActionConfigFactory.config_class_map</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.MonitorThresholdConfig"><code class="docutils literal notranslate"><span class="pre">MonitorThresholdConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.MonitorThresholdConfig.drift_type"><code class="docutils literal notranslate"><span class="pre">MonitorThresholdConfig.drift_type</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.MonitorThresholdConfig.at_risk_threshold"><code class="docutils literal notranslate"><span class="pre">MonitorThresholdConfig.at_risk_threshold</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.MonitorThresholdConfig.severely_drifting_threshold"><code class="docutils literal notranslate"><span class="pre">MonitorThresholdConfig.severely_drifting_threshold</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.MonitorThresholdConfig.to_dict"><code class="docutils literal notranslate"><span class="pre">MonitorThresholdConfig.to_dict()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.FeatureMappingConfig"><code class="docutils literal notranslate"><span class="pre">FeatureMappingConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FeatureMappingConfig.feature_name"><code class="docutils literal notranslate"><span class="pre">FeatureMappingConfig.feature_name</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FeatureMappingConfig.feature_mapping"><code class="docutils literal notranslate"><span class="pre">FeatureMappingConfig.feature_mapping</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FeatureMappingConfig.nested_feature_name"><code class="docutils literal notranslate"><span class="pre">FeatureMappingConfig.nested_feature_name</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.ProjectFeatureGroupTypeMappingsConfig"><code class="docutils literal notranslate"><span class="pre">ProjectFeatureGroupTypeMappingsConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ProjectFeatureGroupTypeMappingsConfig.feature_group_id"><code class="docutils literal notranslate"><span class="pre">ProjectFeatureGroupTypeMappingsConfig.feature_group_id</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ProjectFeatureGroupTypeMappingsConfig.feature_group_type"><code class="docutils literal notranslate"><span class="pre">ProjectFeatureGroupTypeMappingsConfig.feature_group_type</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ProjectFeatureGroupTypeMappingsConfig.feature_mappings"><code class="docutils literal notranslate"><span class="pre">ProjectFeatureGroupTypeMappingsConfig.feature_mappings</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ProjectFeatureGroupTypeMappingsConfig.from_dict"><code class="docutils literal notranslate"><span class="pre">ProjectFeatureGroupTypeMappingsConfig.from_dict()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.ConstraintConfig"><code class="docutils literal notranslate"><span class="pre">ConstraintConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ConstraintConfig.constant"><code class="docutils literal notranslate"><span class="pre">ConstraintConfig.constant</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ConstraintConfig.operator"><code class="docutils literal notranslate"><span class="pre">ConstraintConfig.operator</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ConstraintConfig.enforcement"><code class="docutils literal notranslate"><span class="pre">ConstraintConfig.enforcement</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ConstraintConfig.code"><code class="docutils literal notranslate"><span class="pre">ConstraintConfig.code</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ConstraintConfig.penalty"><code class="docutils literal notranslate"><span class="pre">ConstraintConfig.penalty</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.ProjectFeatureGroupConfig"><code class="docutils literal notranslate"><span class="pre">ProjectFeatureGroupConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ProjectFeatureGroupConfig.type"><code class="docutils literal notranslate"><span class="pre">ProjectFeatureGroupConfig.type</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ProjectFeatureGroupConfig._get_builder"><code class="docutils literal notranslate"><span class="pre">ProjectFeatureGroupConfig._get_builder()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.ConstraintProjectFeatureGroupConfig"><code class="docutils literal notranslate"><span class="pre">ConstraintProjectFeatureGroupConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ConstraintProjectFeatureGroupConfig.constraints"><code class="docutils literal notranslate"><span class="pre">ConstraintProjectFeatureGroupConfig.constraints</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ConstraintProjectFeatureGroupConfig.__post_init__"><code class="docutils literal notranslate"><span class="pre">ConstraintProjectFeatureGroupConfig.__post_init__()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.ReviewModeProjectFeatureGroupConfig"><code class="docutils literal notranslate"><span class="pre">ReviewModeProjectFeatureGroupConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReviewModeProjectFeatureGroupConfig.is_review_mode"><code class="docutils literal notranslate"><span class="pre">ReviewModeProjectFeatureGroupConfig.is_review_mode</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReviewModeProjectFeatureGroupConfig.__post_init__"><code class="docutils literal notranslate"><span class="pre">ReviewModeProjectFeatureGroupConfig.__post_init__()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai._ProjectFeatureGroupConfigFactory"><code class="docutils literal notranslate"><span class="pre">_ProjectFeatureGroupConfigFactory</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai._ProjectFeatureGroupConfigFactory.config_abstract_class"><code class="docutils literal notranslate"><span class="pre">_ProjectFeatureGroupConfigFactory.config_abstract_class</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai._ProjectFeatureGroupConfigFactory.config_class_key"><code class="docutils literal notranslate"><span class="pre">_ProjectFeatureGroupConfigFactory.config_class_key</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai._ProjectFeatureGroupConfigFactory.config_class_map"><code class="docutils literal notranslate"><span class="pre">_ProjectFeatureGroupConfigFactory.config_class_map</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.PythonFunctionArgument"><code class="docutils literal notranslate"><span class="pre">PythonFunctionArgument</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PythonFunctionArgument.variable_type"><code class="docutils literal notranslate"><span class="pre">PythonFunctionArgument.variable_type</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PythonFunctionArgument.name"><code class="docutils literal notranslate"><span class="pre">PythonFunctionArgument.name</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PythonFunctionArgument.is_required"><code class="docutils literal notranslate"><span class="pre">PythonFunctionArgument.is_required</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PythonFunctionArgument.value"><code class="docutils literal notranslate"><span class="pre">PythonFunctionArgument.value</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PythonFunctionArgument.pipeline_variable"><code class="docutils literal notranslate"><span class="pre">PythonFunctionArgument.pipeline_variable</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.OutputVariableMapping"><code class="docutils literal notranslate"><span class="pre">OutputVariableMapping</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.OutputVariableMapping.variable_type"><code class="docutils literal notranslate"><span class="pre">OutputVariableMapping.variable_type</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.OutputVariableMapping.name"><code class="docutils literal notranslate"><span class="pre">OutputVariableMapping.name</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.FeatureGroupExportConfig"><code class="docutils literal notranslate"><span class="pre">FeatureGroupExportConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FeatureGroupExportConfig.connector_type"><code class="docutils literal notranslate"><span class="pre">FeatureGroupExportConfig.connector_type</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FeatureGroupExportConfig._get_builder"><code class="docutils literal notranslate"><span class="pre">FeatureGroupExportConfig._get_builder()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.FileConnectorExportConfig"><code class="docutils literal notranslate"><span class="pre">FileConnectorExportConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FileConnectorExportConfig.location"><code class="docutils literal notranslate"><span class="pre">FileConnectorExportConfig.location</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FileConnectorExportConfig.export_file_format"><code class="docutils literal notranslate"><span class="pre">FileConnectorExportConfig.export_file_format</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FileConnectorExportConfig.__post_init__"><code class="docutils literal notranslate"><span class="pre">FileConnectorExportConfig.__post_init__()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.FileConnectorExportConfig.to_dict"><code class="docutils literal notranslate"><span class="pre">FileConnectorExportConfig.to_dict()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.DatabaseConnectorExportConfig"><code class="docutils literal notranslate"><span class="pre">DatabaseConnectorExportConfig</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.DatabaseConnectorExportConfig.database_connector_id"><code class="docutils literal notranslate"><span class="pre">DatabaseConnectorExportConfig.database_connector_id</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.DatabaseConnectorExportConfig.mode"><code class="docutils literal notranslate"><span class="pre">DatabaseConnectorExportConfig.mode</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.DatabaseConnectorExportConfig.object_name"><code class="docutils literal notranslate"><span class="pre">DatabaseConnectorExportConfig.object_name</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.DatabaseConnectorExportConfig.id_column"><code class="docutils literal notranslate"><span class="pre">DatabaseConnectorExportConfig.id_column</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.DatabaseConnectorExportConfig.additional_id_columns"><code class="docutils literal notranslate"><span class="pre">DatabaseConnectorExportConfig.additional_id_columns</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.DatabaseConnectorExportConfig.data_columns"><code class="docutils literal notranslate"><span class="pre">DatabaseConnectorExportConfig.data_columns</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.DatabaseConnectorExportConfig.__post_init__"><code class="docutils literal notranslate"><span class="pre">DatabaseConnectorExportConfig.__post_init__()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.DatabaseConnectorExportConfig.to_dict"><code class="docutils literal notranslate"><span class="pre">DatabaseConnectorExportConfig.to_dict()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai._FeatureGroupExportConfigFactory"><code class="docutils literal notranslate"><span class="pre">_FeatureGroupExportConfigFactory</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai._FeatureGroupExportConfigFactory.config_abstract_class"><code class="docutils literal notranslate"><span class="pre">_FeatureGroupExportConfigFactory.config_abstract_class</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai._FeatureGroupExportConfigFactory.config_class_key"><code class="docutils literal notranslate"><span class="pre">_FeatureGroupExportConfigFactory.config_class_key</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai._FeatureGroupExportConfigFactory.config_class_map"><code class="docutils literal notranslate"><span class="pre">_FeatureGroupExportConfigFactory.config_class_map</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.AgentResponse"><code class="docutils literal notranslate"><span class="pre">AgentResponse</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.ApiClient"><code class="docutils literal notranslate"><span class="pre">ApiClient</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_dataset_from_pandas"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_dataset_from_pandas()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_dataset_version_from_pandas"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_dataset_version_from_pandas()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_feature_group_from_pandas_df"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_feature_group_from_pandas_df()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.update_feature_group_from_pandas_df"><code class="docutils literal notranslate"><span class="pre">ApiClient.update_feature_group_from_pandas_df()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_feature_group_from_spark_df"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_feature_group_from_spark_df()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.update_feature_group_from_spark_df"><code class="docutils literal notranslate"><span class="pre">ApiClient.update_feature_group_from_spark_df()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_spark_df_from_feature_group_version"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_spark_df_from_feature_group_version()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_prediction_operator_from_functions"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_prediction_operator_from_functions()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.update_prediction_operator_from_functions"><code class="docutils literal notranslate"><span class="pre">ApiClient.update_prediction_operator_from_functions()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_model_from_functions"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_model_from_functions()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.update_model_from_functions"><code class="docutils literal notranslate"><span class="pre">ApiClient.update_model_from_functions()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_pipeline_step_from_function"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_pipeline_step_from_function()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.update_pipeline_step_from_function"><code class="docutils literal notranslate"><span class="pre">ApiClient.update_pipeline_step_from_function()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_python_function_from_function"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_python_function_from_function()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_feature_group_from_python_function"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_feature_group_from_python_function()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.update_python_function_code"><code class="docutils literal notranslate"><span class="pre">ApiClient.update_python_function_code()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_algorithm_from_function"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_algorithm_from_function()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.update_algorithm_from_function"><code class="docutils literal notranslate"><span class="pre">ApiClient.update_algorithm_from_function()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.get_train_function_input"><code class="docutils literal notranslate"><span class="pre">ApiClient.get_train_function_input()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.get_train_function_input_from_model_version"><code class="docutils literal notranslate"><span class="pre">ApiClient.get_train_function_input_from_model_version()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_custom_loss_function"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_custom_loss_function()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.update_custom_loss_function"><code class="docutils literal notranslate"><span class="pre">ApiClient.update_custom_loss_function()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_custom_metric_from_function"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_custom_metric_from_function()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.update_custom_metric_from_function"><code class="docutils literal notranslate"><span class="pre">ApiClient.update_custom_metric_from_function()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_module_from_notebook"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_module_from_notebook()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.update_module_from_notebook"><code class="docutils literal notranslate"><span class="pre">ApiClient.update_module_from_notebook()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.import_module"><code class="docutils literal notranslate"><span class="pre">ApiClient.import_module()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_agent_from_function"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_agent_from_function()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.update_agent_with_function"><code class="docutils literal notranslate"><span class="pre">ApiClient.update_agent_with_function()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.execute_feature_group_sql"><code class="docutils literal notranslate"><span class="pre">ApiClient.execute_feature_group_sql()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.get_agent_context_chat_history"><code class="docutils literal notranslate"><span class="pre">ApiClient.get_agent_context_chat_history()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.set_agent_context_chat_history"><code class="docutils literal notranslate"><span class="pre">ApiClient.set_agent_context_chat_history()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.get_agent_context_conversation_id"><code class="docutils literal notranslate"><span class="pre">ApiClient.get_agent_context_conversation_id()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.set_agent_context_conversation_id"><code class="docutils literal notranslate"><span class="pre">ApiClient.set_agent_context_conversation_id()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.get_agent_context_external_session_id"><code class="docutils literal notranslate"><span class="pre">ApiClient.get_agent_context_external_session_id()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.set_agent_context_external_session_id"><code class="docutils literal notranslate"><span class="pre">ApiClient.set_agent_context_external_session_id()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.get_agent_context_doc_ids"><code class="docutils literal notranslate"><span class="pre">ApiClient.get_agent_context_doc_ids()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.set_agent_context_doc_ids"><code class="docutils literal notranslate"><span class="pre">ApiClient.set_agent_context_doc_ids()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.get_agent_context_doc_infos"><code class="docutils literal notranslate"><span class="pre">ApiClient.get_agent_context_doc_infos()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.set_agent_context_doc_infos"><code class="docutils literal notranslate"><span class="pre">ApiClient.set_agent_context_doc_infos()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.get_agent_context_blob_inputs"><code class="docutils literal notranslate"><span class="pre">ApiClient.get_agent_context_blob_inputs()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.clear_agent_context"><code class="docutils literal notranslate"><span class="pre">ApiClient.clear_agent_context()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.streaming_evaluate_prompt"><code class="docutils literal notranslate"><span class="pre">ApiClient.streaming_evaluate_prompt()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient._get_agent_app_request_id"><code class="docutils literal notranslate"><span class="pre">ApiClient._get_agent_app_request_id()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient._get_agent_async_app_caller"><code class="docutils literal notranslate"><span class="pre">ApiClient._get_agent_async_app_caller()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient._is_proxy_app_caller"><code class="docutils literal notranslate"><span class="pre">ApiClient._is_proxy_app_caller()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.stream_message"><code class="docutils literal notranslate"><span class="pre">ApiClient.stream_message()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.stream_section_output"><code class="docutils literal notranslate"><span class="pre">ApiClient.stream_section_output()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient._stream_llm_call"><code class="docutils literal notranslate"><span class="pre">ApiClient._stream_llm_call()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient._call_aiagent_app_send_message"><code class="docutils literal notranslate"><span class="pre">ApiClient._call_aiagent_app_send_message()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient._status_poll"><code class="docutils literal notranslate"><span class="pre">ApiClient._status_poll()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.execute_data_query_using_llm"><code class="docutils literal notranslate"><span class="pre">ApiClient.execute_data_query_using_llm()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient._get_doc_retriever_deployment_info"><code class="docutils literal notranslate"><span class="pre">ApiClient._get_doc_retriever_deployment_info()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.get_matching_documents"><code class="docutils literal notranslate"><span class="pre">ApiClient.get_matching_documents()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_model_from_files"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_model_from_files()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_model_from_local_files"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_model_from_local_files()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_model_version_from_files"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_model_version_from_files()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_model_version_from_local_files"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_model_version_from_local_files()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.get_streaming_chat_response"><code class="docutils literal notranslate"><span class="pre">ApiClient.get_streaming_chat_response()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.get_streaming_conversation_response"><code class="docutils literal notranslate"><span class="pre">ApiClient.get_streaming_conversation_response()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.set_cache_scope"><code class="docutils literal notranslate"><span class="pre">ApiClient.set_cache_scope()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.clear_cache_scope"><code class="docutils literal notranslate"><span class="pre">ApiClient.clear_cache_scope()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.set_scoped_cache_value"><code class="docutils literal notranslate"><span class="pre">ApiClient.set_scoped_cache_value()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.get_scoped_cache_value"><code class="docutils literal notranslate"><span class="pre">ApiClient.get_scoped_cache_value()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.delete_scoped_cache_key"><code class="docutils literal notranslate"><span class="pre">ApiClient.delete_scoped_cache_key()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.add_user_to_organization"><code class="docutils literal notranslate"><span class="pre">ApiClient.add_user_to_organization()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_organization_group"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_organization_group()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.add_organization_group_permission"><code class="docutils literal notranslate"><span class="pre">ApiClient.add_organization_group_permission()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.remove_organization_group_permission"><code class="docutils literal notranslate"><span class="pre">ApiClient.remove_organization_group_permission()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.delete_organization_group"><code class="docutils literal notranslate"><span class="pre">ApiClient.delete_organization_group()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.add_user_to_organization_group"><code class="docutils literal notranslate"><span class="pre">ApiClient.add_user_to_organization_group()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.remove_user_from_organization_group"><code class="docutils literal notranslate"><span class="pre">ApiClient.remove_user_from_organization_group()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.set_default_organization_group"><code class="docutils literal notranslate"><span class="pre">ApiClient.set_default_organization_group()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.delete_api_key"><code class="docutils literal notranslate"><span class="pre">ApiClient.delete_api_key()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.remove_user_from_organization"><code class="docutils literal notranslate"><span class="pre">ApiClient.remove_user_from_organization()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.send_email"><code class="docutils literal notranslate"><span class="pre">ApiClient.send_email()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_deployment_webhook"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_deployment_webhook()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.update_webhook"><code class="docutils literal notranslate"><span class="pre">ApiClient.update_webhook()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.delete_webhook"><code class="docutils literal notranslate"><span class="pre">ApiClient.delete_webhook()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_project"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_project()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.rename_project"><code class="docutils literal notranslate"><span class="pre">ApiClient.rename_project()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.delete_project"><code class="docutils literal notranslate"><span class="pre">ApiClient.delete_project()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.add_project_tags"><code class="docutils literal notranslate"><span class="pre">ApiClient.add_project_tags()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.remove_project_tags"><code class="docutils literal notranslate"><span class="pre">ApiClient.remove_project_tags()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.add_feature_group_to_project"><code class="docutils literal notranslate"><span class="pre">ApiClient.add_feature_group_to_project()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.set_project_feature_group_config"><code class="docutils literal notranslate"><span class="pre">ApiClient.set_project_feature_group_config()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.remove_feature_group_from_project"><code class="docutils literal notranslate"><span class="pre">ApiClient.remove_feature_group_from_project()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.set_feature_group_type"><code class="docutils literal notranslate"><span class="pre">ApiClient.set_feature_group_type()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.set_feature_mapping"><code class="docutils literal notranslate"><span class="pre">ApiClient.set_feature_mapping()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.add_annotation"><code class="docutils literal notranslate"><span class="pre">ApiClient.add_annotation()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.describe_annotation"><code class="docutils literal notranslate"><span class="pre">ApiClient.describe_annotation()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.update_annotation_status"><code class="docutils literal notranslate"><span class="pre">ApiClient.update_annotation_status()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.get_document_to_annotate"><code class="docutils literal notranslate"><span class="pre">ApiClient.get_document_to_annotate()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.import_annotation_labels"><code class="docutils literal notranslate"><span class="pre">ApiClient.import_annotation_labels()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_feature_group"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_feature_group()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_feature_group_from_template"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_feature_group_from_template()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_feature_group_from_function"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_feature_group_from_function()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_sampling_feature_group"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_sampling_feature_group()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_merge_feature_group"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_merge_feature_group()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_operator_feature_group"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_operator_feature_group()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_snapshot_feature_group"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_snapshot_feature_group()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_online_feature_group"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_online_feature_group()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.set_feature_group_sampling_config"><code class="docutils literal notranslate"><span class="pre">ApiClient.set_feature_group_sampling_config()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.set_feature_group_merge_config"><code class="docutils literal notranslate"><span class="pre">ApiClient.set_feature_group_merge_config()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.set_feature_group_operator_config"><code class="docutils literal notranslate"><span class="pre">ApiClient.set_feature_group_operator_config()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.set_feature_group_schema"><code class="docutils literal notranslate"><span class="pre">ApiClient.set_feature_group_schema()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_feature"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_feature()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.add_feature_group_tag"><code class="docutils literal notranslate"><span class="pre">ApiClient.add_feature_group_tag()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.remove_feature_group_tag"><code class="docutils literal notranslate"><span class="pre">ApiClient.remove_feature_group_tag()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.add_annotatable_feature"><code class="docutils literal notranslate"><span class="pre">ApiClient.add_annotatable_feature()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.set_feature_as_annotatable_feature"><code class="docutils literal notranslate"><span class="pre">ApiClient.set_feature_as_annotatable_feature()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.set_annotation_status_feature"><code class="docutils literal notranslate"><span class="pre">ApiClient.set_annotation_status_feature()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.unset_feature_as_annotatable_feature"><code class="docutils literal notranslate"><span class="pre">ApiClient.unset_feature_as_annotatable_feature()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.add_feature_group_annotation_label"><code class="docutils literal notranslate"><span class="pre">ApiClient.add_feature_group_annotation_label()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.remove_feature_group_annotation_label"><code class="docutils literal notranslate"><span class="pre">ApiClient.remove_feature_group_annotation_label()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.add_feature_tag"><code class="docutils literal notranslate"><span class="pre">ApiClient.add_feature_tag()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.remove_feature_tag"><code class="docutils literal notranslate"><span class="pre">ApiClient.remove_feature_tag()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_nested_feature"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_nested_feature()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.update_nested_feature"><code class="docutils literal notranslate"><span class="pre">ApiClient.update_nested_feature()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.delete_nested_feature"><code class="docutils literal notranslate"><span class="pre">ApiClient.delete_nested_feature()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_point_in_time_feature"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_point_in_time_feature()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.update_point_in_time_feature"><code class="docutils literal notranslate"><span class="pre">ApiClient.update_point_in_time_feature()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_point_in_time_group"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_point_in_time_group()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.generate_point_in_time_features"><code class="docutils literal notranslate"><span class="pre">ApiClient.generate_point_in_time_features()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.update_point_in_time_group"><code class="docutils literal notranslate"><span class="pre">ApiClient.update_point_in_time_group()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.delete_point_in_time_group"><code class="docutils literal notranslate"><span class="pre">ApiClient.delete_point_in_time_group()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_point_in_time_group_feature"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_point_in_time_group_feature()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.update_point_in_time_group_feature"><code class="docutils literal notranslate"><span class="pre">ApiClient.update_point_in_time_group_feature()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.set_feature_type"><code class="docutils literal notranslate"><span class="pre">ApiClient.set_feature_type()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.invalidate_streaming_feature_group_data"><code class="docutils literal notranslate"><span class="pre">ApiClient.invalidate_streaming_feature_group_data()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.concatenate_feature_group_data"><code class="docutils literal notranslate"><span class="pre">ApiClient.concatenate_feature_group_data()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.remove_concatenation_config"><code class="docutils literal notranslate"><span class="pre">ApiClient.remove_concatenation_config()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.set_feature_group_indexing_config"><code class="docutils literal notranslate"><span class="pre">ApiClient.set_feature_group_indexing_config()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.execute_async_feature_group_operation"><code class="docutils literal notranslate"><span class="pre">ApiClient.execute_async_feature_group_operation()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.describe_async_feature_group_operation"><code class="docutils literal notranslate"><span class="pre">ApiClient.describe_async_feature_group_operation()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.update_feature_group"><code class="docutils literal notranslate"><span class="pre">ApiClient.update_feature_group()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.detach_feature_group_from_template"><code class="docutils literal notranslate"><span class="pre">ApiClient.detach_feature_group_from_template()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.update_feature_group_template_bindings"><code class="docutils literal notranslate"><span class="pre">ApiClient.update_feature_group_template_bindings()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.update_feature_group_python_function_bindings"><code class="docutils literal notranslate"><span class="pre">ApiClient.update_feature_group_python_function_bindings()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.update_feature_group_python_function"><code class="docutils literal notranslate"><span class="pre">ApiClient.update_feature_group_python_function()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.update_feature_group_sql_definition"><code class="docutils literal notranslate"><span class="pre">ApiClient.update_feature_group_sql_definition()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.update_dataset_feature_group_feature_expression"><code class="docutils literal notranslate"><span class="pre">ApiClient.update_dataset_feature_group_feature_expression()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.update_feature"><code class="docutils literal notranslate"><span class="pre">ApiClient.update_feature()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.export_feature_group_version_to_file_connector"><code class="docutils literal notranslate"><span class="pre">ApiClient.export_feature_group_version_to_file_connector()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.export_feature_group_version_to_database_connector"><code class="docutils literal notranslate"><span class="pre">ApiClient.export_feature_group_version_to_database_connector()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.export_feature_group_version_to_console"><code class="docutils literal notranslate"><span class="pre">ApiClient.export_feature_group_version_to_console()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.set_feature_group_modifier_lock"><code class="docutils literal notranslate"><span class="pre">ApiClient.set_feature_group_modifier_lock()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.add_user_to_feature_group_modifiers"><code class="docutils literal notranslate"><span class="pre">ApiClient.add_user_to_feature_group_modifiers()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.add_organization_group_to_feature_group_modifiers"><code class="docutils literal notranslate"><span class="pre">ApiClient.add_organization_group_to_feature_group_modifiers()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.remove_user_from_feature_group_modifiers"><code class="docutils literal notranslate"><span class="pre">ApiClient.remove_user_from_feature_group_modifiers()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.remove_organization_group_from_feature_group_modifiers"><code class="docutils literal notranslate"><span class="pre">ApiClient.remove_organization_group_from_feature_group_modifiers()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.delete_feature"><code class="docutils literal notranslate"><span class="pre">ApiClient.delete_feature()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.delete_feature_group"><code class="docutils literal notranslate"><span class="pre">ApiClient.delete_feature_group()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_feature_group_version"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_feature_group_version()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_feature_group_template"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_feature_group_template()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.delete_feature_group_template"><code class="docutils literal notranslate"><span class="pre">ApiClient.delete_feature_group_template()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.update_feature_group_template"><code class="docutils literal notranslate"><span class="pre">ApiClient.update_feature_group_template()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.preview_feature_group_template_resolution"><code class="docutils literal notranslate"><span class="pre">ApiClient.preview_feature_group_template_resolution()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.cancel_upload"><code class="docutils literal notranslate"><span class="pre">ApiClient.cancel_upload()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.upload_part"><code class="docutils literal notranslate"><span class="pre">ApiClient.upload_part()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.mark_upload_complete"><code class="docutils literal notranslate"><span class="pre">ApiClient.mark_upload_complete()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_dataset_from_file_connector"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_dataset_from_file_connector()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_dataset_version_from_file_connector"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_dataset_version_from_file_connector()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_dataset_from_database_connector"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_dataset_from_database_connector()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_dataset_from_application_connector"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_dataset_from_application_connector()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_dataset_version_from_database_connector"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_dataset_version_from_database_connector()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_dataset_version_from_application_connector"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_dataset_version_from_application_connector()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_dataset_from_upload"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_dataset_from_upload()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_dataset_version_from_upload"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_dataset_version_from_upload()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_dataset_version_from_document_reprocessing"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_dataset_version_from_document_reprocessing()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_streaming_dataset"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_streaming_dataset()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.snapshot_streaming_data"><code class="docutils literal notranslate"><span class="pre">ApiClient.snapshot_streaming_data()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.set_dataset_column_data_type"><code class="docutils literal notranslate"><span class="pre">ApiClient.set_dataset_column_data_type()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_dataset_from_streaming_connector"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_dataset_from_streaming_connector()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.set_streaming_retention_policy"><code class="docutils literal notranslate"><span class="pre">ApiClient.set_streaming_retention_policy()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.rename_database_connector"><code class="docutils literal notranslate"><span class="pre">ApiClient.rename_database_connector()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.rename_application_connector"><code class="docutils literal notranslate"><span class="pre">ApiClient.rename_application_connector()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.verify_database_connector"><code class="docutils literal notranslate"><span class="pre">ApiClient.verify_database_connector()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.verify_file_connector"><code class="docutils literal notranslate"><span class="pre">ApiClient.verify_file_connector()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.delete_database_connector"><code class="docutils literal notranslate"><span class="pre">ApiClient.delete_database_connector()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.delete_application_connector"><code class="docutils literal notranslate"><span class="pre">ApiClient.delete_application_connector()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.delete_file_connector"><code class="docutils literal notranslate"><span class="pre">ApiClient.delete_file_connector()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.verify_application_connector"><code class="docutils literal notranslate"><span class="pre">ApiClient.verify_application_connector()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.set_azure_blob_connection_string"><code class="docutils literal notranslate"><span class="pre">ApiClient.set_azure_blob_connection_string()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.verify_streaming_connector"><code class="docutils literal notranslate"><span class="pre">ApiClient.verify_streaming_connector()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.rename_streaming_connector"><code class="docutils literal notranslate"><span class="pre">ApiClient.rename_streaming_connector()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.delete_streaming_connector"><code class="docutils literal notranslate"><span class="pre">ApiClient.delete_streaming_connector()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_streaming_token"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_streaming_token()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.delete_streaming_token"><code class="docutils literal notranslate"><span class="pre">ApiClient.delete_streaming_token()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.delete_dataset"><code class="docutils literal notranslate"><span class="pre">ApiClient.delete_dataset()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.get_docstore_page_data"><code class="docutils literal notranslate"><span class="pre">ApiClient.get_docstore_page_data()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.get_docstore_document_data"><code class="docutils literal notranslate"><span class="pre">ApiClient.get_docstore_document_data()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.extract_document_data"><code class="docutils literal notranslate"><span class="pre">ApiClient.extract_document_data()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.get_training_config_options"><code class="docutils literal notranslate"><span class="pre">ApiClient.get_training_config_options()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_train_test_data_split_feature_group"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_train_test_data_split_feature_group()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.train_model"><code class="docutils literal notranslate"><span class="pre">ApiClient.train_model()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_model_from_python"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_model_from_python()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.rename_model"><code class="docutils literal notranslate"><span class="pre">ApiClient.rename_model()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.update_python_model"><code class="docutils literal notranslate"><span class="pre">ApiClient.update_python_model()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.update_python_model_zip"><code class="docutils literal notranslate"><span class="pre">ApiClient.update_python_model_zip()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.update_python_model_git"><code class="docutils literal notranslate"><span class="pre">ApiClient.update_python_model_git()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.set_model_training_config"><code class="docutils literal notranslate"><span class="pre">ApiClient.set_model_training_config()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.set_model_objective"><code class="docutils literal notranslate"><span class="pre">ApiClient.set_model_objective()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.set_model_prediction_params"><code class="docutils literal notranslate"><span class="pre">ApiClient.set_model_prediction_params()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.retrain_model"><code class="docutils literal notranslate"><span class="pre">ApiClient.retrain_model()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.delete_model"><code class="docutils literal notranslate"><span class="pre">ApiClient.delete_model()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.delete_model_version"><code class="docutils literal notranslate"><span class="pre">ApiClient.delete_model_version()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.export_model_artifact_as_feature_group"><code class="docutils literal notranslate"><span class="pre">ApiClient.export_model_artifact_as_feature_group()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.set_default_model_algorithm"><code class="docutils literal notranslate"><span class="pre">ApiClient.set_default_model_algorithm()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.get_custom_train_function_info"><code class="docutils literal notranslate"><span class="pre">ApiClient.get_custom_train_function_info()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.export_custom_model_version"><code class="docutils literal notranslate"><span class="pre">ApiClient.export_custom_model_version()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_model_monitor"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_model_monitor()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.rerun_model_monitor"><code class="docutils literal notranslate"><span class="pre">ApiClient.rerun_model_monitor()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.rename_model_monitor"><code class="docutils literal notranslate"><span class="pre">ApiClient.rename_model_monitor()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.delete_model_monitor"><code class="docutils literal notranslate"><span class="pre">ApiClient.delete_model_monitor()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.delete_model_monitor_version"><code class="docutils literal notranslate"><span class="pre">ApiClient.delete_model_monitor_version()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_vision_drift_monitor"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_vision_drift_monitor()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_nlp_drift_monitor"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_nlp_drift_monitor()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_forecasting_monitor"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_forecasting_monitor()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_eda"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_eda()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.rerun_eda"><code class="docutils literal notranslate"><span class="pre">ApiClient.rerun_eda()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.rename_eda"><code class="docutils literal notranslate"><span class="pre">ApiClient.rename_eda()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.delete_eda"><code class="docutils literal notranslate"><span class="pre">ApiClient.delete_eda()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.delete_eda_version"><code class="docutils literal notranslate"><span class="pre">ApiClient.delete_eda_version()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_holdout_analysis"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_holdout_analysis()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.rerun_holdout_analysis"><code class="docutils literal notranslate"><span class="pre">ApiClient.rerun_holdout_analysis()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_monitor_alert"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_monitor_alert()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.update_monitor_alert"><code class="docutils literal notranslate"><span class="pre">ApiClient.update_monitor_alert()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.run_monitor_alert"><code class="docutils literal notranslate"><span class="pre">ApiClient.run_monitor_alert()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.delete_monitor_alert"><code class="docutils literal notranslate"><span class="pre">ApiClient.delete_monitor_alert()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_prediction_operator"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_prediction_operator()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.update_prediction_operator"><code class="docutils literal notranslate"><span class="pre">ApiClient.update_prediction_operator()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.delete_prediction_operator"><code class="docutils literal notranslate"><span class="pre">ApiClient.delete_prediction_operator()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.deploy_prediction_operator"><code class="docutils literal notranslate"><span class="pre">ApiClient.deploy_prediction_operator()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_prediction_operator_version"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_prediction_operator_version()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.delete_prediction_operator_version"><code class="docutils literal notranslate"><span class="pre">ApiClient.delete_prediction_operator_version()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_deployment"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_deployment()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_deployment_token"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_deployment_token()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.update_deployment"><code class="docutils literal notranslate"><span class="pre">ApiClient.update_deployment()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.rename_deployment"><code class="docutils literal notranslate"><span class="pre">ApiClient.rename_deployment()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.set_auto_deployment"><code class="docutils literal notranslate"><span class="pre">ApiClient.set_auto_deployment()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.set_deployment_model_version"><code class="docutils literal notranslate"><span class="pre">ApiClient.set_deployment_model_version()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.set_deployment_feature_group_version"><code class="docutils literal notranslate"><span class="pre">ApiClient.set_deployment_feature_group_version()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.set_deployment_prediction_operator_version"><code class="docutils literal notranslate"><span class="pre">ApiClient.set_deployment_prediction_operator_version()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.start_deployment"><code class="docutils literal notranslate"><span class="pre">ApiClient.start_deployment()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.stop_deployment"><code class="docutils literal notranslate"><span class="pre">ApiClient.stop_deployment()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.delete_deployment"><code class="docutils literal notranslate"><span class="pre">ApiClient.delete_deployment()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.delete_deployment_token"><code class="docutils literal notranslate"><span class="pre">ApiClient.delete_deployment_token()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.set_deployment_feature_group_export_file_connector_output"><code class="docutils literal notranslate"><span class="pre">ApiClient.set_deployment_feature_group_export_file_connector_output()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.set_deployment_feature_group_export_database_connector_output"><code class="docutils literal notranslate"><span class="pre">ApiClient.set_deployment_feature_group_export_database_connector_output()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.remove_deployment_feature_group_export_output"><code class="docutils literal notranslate"><span class="pre">ApiClient.remove_deployment_feature_group_export_output()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.set_default_prediction_arguments"><code class="docutils literal notranslate"><span class="pre">ApiClient.set_default_prediction_arguments()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_deployment_alert"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_deployment_alert()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_realtime_monitor"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_realtime_monitor()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.update_realtime_monitor"><code class="docutils literal notranslate"><span class="pre">ApiClient.update_realtime_monitor()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.delete_realtime_monitor"><code class="docutils literal notranslate"><span class="pre">ApiClient.delete_realtime_monitor()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_refresh_policy"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_refresh_policy()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.delete_refresh_policy"><code class="docutils literal notranslate"><span class="pre">ApiClient.delete_refresh_policy()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.pause_refresh_policy"><code class="docutils literal notranslate"><span class="pre">ApiClient.pause_refresh_policy()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.resume_refresh_policy"><code class="docutils literal notranslate"><span class="pre">ApiClient.resume_refresh_policy()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.run_refresh_policy"><code class="docutils literal notranslate"><span class="pre">ApiClient.run_refresh_policy()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.update_refresh_policy"><code class="docutils literal notranslate"><span class="pre">ApiClient.update_refresh_policy()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.lookup_features"><code class="docutils literal notranslate"><span class="pre">ApiClient.lookup_features()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.predict"><code class="docutils literal notranslate"><span class="pre">ApiClient.predict()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.predict_multiple"><code class="docutils literal notranslate"><span class="pre">ApiClient.predict_multiple()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.predict_from_datasets"><code class="docutils literal notranslate"><span class="pre">ApiClient.predict_from_datasets()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.predict_lead"><code class="docutils literal notranslate"><span class="pre">ApiClient.predict_lead()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.predict_churn"><code class="docutils literal notranslate"><span class="pre">ApiClient.predict_churn()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.predict_takeover"><code class="docutils literal notranslate"><span class="pre">ApiClient.predict_takeover()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.predict_fraud"><code class="docutils literal notranslate"><span class="pre">ApiClient.predict_fraud()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.predict_class"><code class="docutils literal notranslate"><span class="pre">ApiClient.predict_class()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.predict_target"><code class="docutils literal notranslate"><span class="pre">ApiClient.predict_target()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.get_anomalies"><code class="docutils literal notranslate"><span class="pre">ApiClient.get_anomalies()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.get_timeseries_anomalies"><code class="docutils literal notranslate"><span class="pre">ApiClient.get_timeseries_anomalies()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.is_anomaly"><code class="docutils literal notranslate"><span class="pre">ApiClient.is_anomaly()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.get_event_anomaly_score"><code class="docutils literal notranslate"><span class="pre">ApiClient.get_event_anomaly_score()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.get_forecast"><code class="docutils literal notranslate"><span class="pre">ApiClient.get_forecast()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.get_k_nearest"><code class="docutils literal notranslate"><span class="pre">ApiClient.get_k_nearest()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.get_multiple_k_nearest"><code class="docutils literal notranslate"><span class="pre">ApiClient.get_multiple_k_nearest()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.get_labels"><code class="docutils literal notranslate"><span class="pre">ApiClient.get_labels()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.get_entities_from_pdf"><code class="docutils literal notranslate"><span class="pre">ApiClient.get_entities_from_pdf()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.get_recommendations"><code class="docutils literal notranslate"><span class="pre">ApiClient.get_recommendations()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.get_personalized_ranking"><code class="docutils literal notranslate"><span class="pre">ApiClient.get_personalized_ranking()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.get_ranked_items"><code class="docutils literal notranslate"><span class="pre">ApiClient.get_ranked_items()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.get_related_items"><code class="docutils literal notranslate"><span class="pre">ApiClient.get_related_items()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.get_chat_response"><code class="docutils literal notranslate"><span class="pre">ApiClient.get_chat_response()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.get_chat_response_with_binary_data"><code class="docutils literal notranslate"><span class="pre">ApiClient.get_chat_response_with_binary_data()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.get_conversation_response"><code class="docutils literal notranslate"><span class="pre">ApiClient.get_conversation_response()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.get_conversation_response_with_binary_data"><code class="docutils literal notranslate"><span class="pre">ApiClient.get_conversation_response_with_binary_data()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.get_search_results"><code class="docutils literal notranslate"><span class="pre">ApiClient.get_search_results()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.get_sentiment"><code class="docutils literal notranslate"><span class="pre">ApiClient.get_sentiment()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.get_entailment"><code class="docutils literal notranslate"><span class="pre">ApiClient.get_entailment()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.get_classification"><code class="docutils literal notranslate"><span class="pre">ApiClient.get_classification()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.get_summary"><code class="docutils literal notranslate"><span class="pre">ApiClient.get_summary()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.predict_language"><code class="docutils literal notranslate"><span class="pre">ApiClient.predict_language()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.get_assignments"><code class="docutils literal notranslate"><span class="pre">ApiClient.get_assignments()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.get_alternative_assignments"><code class="docutils literal notranslate"><span class="pre">ApiClient.get_alternative_assignments()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.check_constraints"><code class="docutils literal notranslate"><span class="pre">ApiClient.check_constraints()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.predict_with_binary_data"><code class="docutils literal notranslate"><span class="pre">ApiClient.predict_with_binary_data()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.describe_image"><code class="docutils literal notranslate"><span class="pre">ApiClient.describe_image()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.get_text_from_document"><code class="docutils literal notranslate"><span class="pre">ApiClient.get_text_from_document()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.transcribe_audio"><code class="docutils literal notranslate"><span class="pre">ApiClient.transcribe_audio()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.classify_image"><code class="docutils literal notranslate"><span class="pre">ApiClient.classify_image()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.classify_pdf"><code class="docutils literal notranslate"><span class="pre">ApiClient.classify_pdf()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.get_cluster"><code class="docutils literal notranslate"><span class="pre">ApiClient.get_cluster()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.get_objects_from_image"><code class="docutils literal notranslate"><span class="pre">ApiClient.get_objects_from_image()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.score_image"><code class="docutils literal notranslate"><span class="pre">ApiClient.score_image()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.transfer_style"><code class="docutils literal notranslate"><span class="pre">ApiClient.transfer_style()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.generate_image"><code class="docutils literal notranslate"><span class="pre">ApiClient.generate_image()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.execute_agent"><code class="docutils literal notranslate"><span class="pre">ApiClient.execute_agent()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.execute_conversation_agent"><code class="docutils literal notranslate"><span class="pre">ApiClient.execute_conversation_agent()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.lookup_matches"><code class="docutils literal notranslate"><span class="pre">ApiClient.lookup_matches()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.get_completion"><code class="docutils literal notranslate"><span class="pre">ApiClient.get_completion()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.execute_agent_with_binary_data"><code class="docutils literal notranslate"><span class="pre">ApiClient.execute_agent_with_binary_data()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_batch_prediction"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_batch_prediction()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.start_batch_prediction"><code class="docutils literal notranslate"><span class="pre">ApiClient.start_batch_prediction()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.update_batch_prediction"><code class="docutils literal notranslate"><span class="pre">ApiClient.update_batch_prediction()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.set_batch_prediction_file_connector_output"><code class="docutils literal notranslate"><span class="pre">ApiClient.set_batch_prediction_file_connector_output()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.set_batch_prediction_database_connector_output"><code class="docutils literal notranslate"><span class="pre">ApiClient.set_batch_prediction_database_connector_output()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.set_batch_prediction_feature_group_output"><code class="docutils literal notranslate"><span class="pre">ApiClient.set_batch_prediction_feature_group_output()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.set_batch_prediction_output_to_console"><code class="docutils literal notranslate"><span class="pre">ApiClient.set_batch_prediction_output_to_console()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.set_batch_prediction_feature_group"><code class="docutils literal notranslate"><span class="pre">ApiClient.set_batch_prediction_feature_group()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.set_batch_prediction_dataset_remap"><code class="docutils literal notranslate"><span class="pre">ApiClient.set_batch_prediction_dataset_remap()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.delete_batch_prediction"><code class="docutils literal notranslate"><span class="pre">ApiClient.delete_batch_prediction()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.upsert_item_embeddings"><code class="docutils literal notranslate"><span class="pre">ApiClient.upsert_item_embeddings()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.delete_item_embeddings"><code class="docutils literal notranslate"><span class="pre">ApiClient.delete_item_embeddings()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.upsert_multiple_item_embeddings"><code class="docutils literal notranslate"><span class="pre">ApiClient.upsert_multiple_item_embeddings()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.append_data"><code class="docutils literal notranslate"><span class="pre">ApiClient.append_data()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.append_multiple_data"><code class="docutils literal notranslate"><span class="pre">ApiClient.append_multiple_data()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.upsert_data"><code class="docutils literal notranslate"><span class="pre">ApiClient.upsert_data()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.delete_data"><code class="docutils literal notranslate"><span class="pre">ApiClient.delete_data()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.describe_feature_group_row_process_by_key"><code class="docutils literal notranslate"><span class="pre">ApiClient.describe_feature_group_row_process_by_key()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.list_feature_group_row_processes"><code class="docutils literal notranslate"><span class="pre">ApiClient.list_feature_group_row_processes()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.get_feature_group_row_process_summary"><code class="docutils literal notranslate"><span class="pre">ApiClient.get_feature_group_row_process_summary()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.reset_feature_group_row_process_by_key"><code class="docutils literal notranslate"><span class="pre">ApiClient.reset_feature_group_row_process_by_key()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.get_feature_group_row_process_logs_by_key"><code class="docutils literal notranslate"><span class="pre">ApiClient.get_feature_group_row_process_logs_by_key()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_python_function"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_python_function()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.update_python_function"><code class="docutils literal notranslate"><span class="pre">ApiClient.update_python_function()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.delete_python_function"><code class="docutils literal notranslate"><span class="pre">ApiClient.delete_python_function()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_pipeline"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_pipeline()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.describe_pipeline"><code class="docutils literal notranslate"><span class="pre">ApiClient.describe_pipeline()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.describe_pipeline_by_name"><code class="docutils literal notranslate"><span class="pre">ApiClient.describe_pipeline_by_name()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.update_pipeline"><code class="docutils literal notranslate"><span class="pre">ApiClient.update_pipeline()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.rename_pipeline"><code class="docutils literal notranslate"><span class="pre">ApiClient.rename_pipeline()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.delete_pipeline"><code class="docutils literal notranslate"><span class="pre">ApiClient.delete_pipeline()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.list_pipeline_versions"><code class="docutils literal notranslate"><span class="pre">ApiClient.list_pipeline_versions()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.run_pipeline"><code class="docutils literal notranslate"><span class="pre">ApiClient.run_pipeline()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.reset_pipeline_version"><code class="docutils literal notranslate"><span class="pre">ApiClient.reset_pipeline_version()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_pipeline_step"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_pipeline_step()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.delete_pipeline_step"><code class="docutils literal notranslate"><span class="pre">ApiClient.delete_pipeline_step()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.update_pipeline_step"><code class="docutils literal notranslate"><span class="pre">ApiClient.update_pipeline_step()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.rename_pipeline_step"><code class="docutils literal notranslate"><span class="pre">ApiClient.rename_pipeline_step()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.unset_pipeline_refresh_schedule"><code class="docutils literal notranslate"><span class="pre">ApiClient.unset_pipeline_refresh_schedule()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.pause_pipeline_refresh_schedule"><code class="docutils literal notranslate"><span class="pre">ApiClient.pause_pipeline_refresh_schedule()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.resume_pipeline_refresh_schedule"><code class="docutils literal notranslate"><span class="pre">ApiClient.resume_pipeline_refresh_schedule()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.skip_pending_pipeline_version_steps"><code class="docutils literal notranslate"><span class="pre">ApiClient.skip_pending_pipeline_version_steps()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_graph_dashboard"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_graph_dashboard()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.delete_graph_dashboard"><code class="docutils literal notranslate"><span class="pre">ApiClient.delete_graph_dashboard()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.update_graph_dashboard"><code class="docutils literal notranslate"><span class="pre">ApiClient.update_graph_dashboard()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.add_graph_to_dashboard"><code class="docutils literal notranslate"><span class="pre">ApiClient.add_graph_to_dashboard()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.update_graph_to_dashboard"><code class="docutils literal notranslate"><span class="pre">ApiClient.update_graph_to_dashboard()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.delete_graph_from_dashboard"><code class="docutils literal notranslate"><span class="pre">ApiClient.delete_graph_from_dashboard()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_algorithm"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_algorithm()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.delete_algorithm"><code class="docutils literal notranslate"><span class="pre">ApiClient.delete_algorithm()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.update_algorithm"><code class="docutils literal notranslate"><span class="pre">ApiClient.update_algorithm()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.list_builtin_algorithms"><code class="docutils literal notranslate"><span class="pre">ApiClient.list_builtin_algorithms()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_custom_loss_function_with_source_code"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_custom_loss_function_with_source_code()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.update_custom_loss_function_with_source_code"><code class="docutils literal notranslate"><span class="pre">ApiClient.update_custom_loss_function_with_source_code()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.delete_custom_loss_function"><code class="docutils literal notranslate"><span class="pre">ApiClient.delete_custom_loss_function()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_custom_metric"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_custom_metric()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.update_custom_metric"><code class="docutils literal notranslate"><span class="pre">ApiClient.update_custom_metric()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.delete_custom_metric"><code class="docutils literal notranslate"><span class="pre">ApiClient.delete_custom_metric()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_module"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_module()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.delete_module"><code class="docutils literal notranslate"><span class="pre">ApiClient.delete_module()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.update_module"><code class="docutils literal notranslate"><span class="pre">ApiClient.update_module()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_organization_secret"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_organization_secret()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.delete_organization_secret"><code class="docutils literal notranslate"><span class="pre">ApiClient.delete_organization_secret()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.update_organization_secret"><code class="docutils literal notranslate"><span class="pre">ApiClient.update_organization_secret()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.set_natural_language_explanation"><code class="docutils literal notranslate"><span class="pre">ApiClient.set_natural_language_explanation()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_chat_session"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_chat_session()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.delete_chat_message"><code class="docutils literal notranslate"><span class="pre">ApiClient.delete_chat_message()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.export_chat_session"><code class="docutils literal notranslate"><span class="pre">ApiClient.export_chat_session()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.rename_chat_session"><code class="docutils literal notranslate"><span class="pre">ApiClient.rename_chat_session()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.suggest_abacus_apis"><code class="docutils literal notranslate"><span class="pre">ApiClient.suggest_abacus_apis()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_deployment_conversation"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_deployment_conversation()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.delete_deployment_conversation"><code class="docutils literal notranslate"><span class="pre">ApiClient.delete_deployment_conversation()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.clear_deployment_conversation"><code class="docutils literal notranslate"><span class="pre">ApiClient.clear_deployment_conversation()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.set_deployment_conversation_feedback"><code class="docutils literal notranslate"><span class="pre">ApiClient.set_deployment_conversation_feedback()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.rename_deployment_conversation"><code class="docutils literal notranslate"><span class="pre">ApiClient.rename_deployment_conversation()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_app_user_group"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_app_user_group()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.delete_app_user_group"><code class="docutils literal notranslate"><span class="pre">ApiClient.delete_app_user_group()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.invite_users_to_app_user_group"><code class="docutils literal notranslate"><span class="pre">ApiClient.invite_users_to_app_user_group()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.add_users_to_app_user_group"><code class="docutils literal notranslate"><span class="pre">ApiClient.add_users_to_app_user_group()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.remove_users_from_app_user_group"><code class="docutils literal notranslate"><span class="pre">ApiClient.remove_users_from_app_user_group()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.add_app_user_group_report_permission"><code class="docutils literal notranslate"><span class="pre">ApiClient.add_app_user_group_report_permission()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.remove_app_user_group_report_permission"><code class="docutils literal notranslate"><span class="pre">ApiClient.remove_app_user_group_report_permission()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.add_app_user_group_to_external_application"><code class="docutils literal notranslate"><span class="pre">ApiClient.add_app_user_group_to_external_application()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.remove_app_user_group_from_external_application"><code class="docutils literal notranslate"><span class="pre">ApiClient.remove_app_user_group_from_external_application()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_external_application"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_external_application()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.update_external_application"><code class="docutils literal notranslate"><span class="pre">ApiClient.update_external_application()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.delete_external_application"><code class="docutils literal notranslate"><span class="pre">ApiClient.delete_external_application()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_agent"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_agent()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.update_agent"><code class="docutils literal notranslate"><span class="pre">ApiClient.update_agent()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.evaluate_prompt"><code class="docutils literal notranslate"><span class="pre">ApiClient.evaluate_prompt()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.render_feature_groups_for_llm"><code class="docutils literal notranslate"><span class="pre">ApiClient.render_feature_groups_for_llm()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.generate_code_for_data_query_using_llm"><code class="docutils literal notranslate"><span class="pre">ApiClient.generate_code_for_data_query_using_llm()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.extract_data_using_llm"><code class="docutils literal notranslate"><span class="pre">ApiClient.extract_data_using_llm()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.search_web_for_llm"><code class="docutils literal notranslate"><span class="pre">ApiClient.search_web_for_llm()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.construct_agent_conversation_messages_for_llm"><code class="docutils literal notranslate"><span class="pre">ApiClient.construct_agent_conversation_messages_for_llm()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.get_llm_app_response"><code class="docutils literal notranslate"><span class="pre">ApiClient.get_llm_app_response()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_document_retriever"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_document_retriever()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.rename_document_retriever"><code class="docutils literal notranslate"><span class="pre">ApiClient.rename_document_retriever()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.create_document_retriever_version"><code class="docutils literal notranslate"><span class="pre">ApiClient.create_document_retriever_version()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.delete_document_retriever"><code class="docutils literal notranslate"><span class="pre">ApiClient.delete_document_retriever()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.get_document_snippet"><code class="docutils literal notranslate"><span class="pre">ApiClient.get_document_snippet()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.restart_document_retriever"><code class="docutils literal notranslate"><span class="pre">ApiClient.restart_document_retriever()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiClient.get_relevant_snippets"><code class="docutils literal notranslate"><span class="pre">ApiClient.get_relevant_snippets()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.ApiException"><code class="docutils literal notranslate"><span class="pre">ApiException</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ApiException.__str__"><code class="docutils literal notranslate"><span class="pre">ApiException.__str__()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.ClientOptions"><code class="docutils literal notranslate"><span class="pre">ClientOptions</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.ReadOnlyClient"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_api_keys"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_api_keys()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_organization_users"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_organization_users()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.describe_user"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.describe_user()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_organization_groups"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_organization_groups()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.describe_organization_group"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.describe_organization_group()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.describe_webhook"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.describe_webhook()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_deployment_webhooks"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_deployment_webhooks()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_use_cases"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_use_cases()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.describe_problem_type"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.describe_problem_type()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.describe_use_case_requirements"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.describe_use_case_requirements()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.describe_project"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.describe_project()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_projects"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_projects()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.get_project_feature_group_config"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.get_project_feature_group_config()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.validate_project"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.validate_project()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.infer_feature_mappings"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.infer_feature_mappings()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.verify_and_describe_annotation"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.verify_and_describe_annotation()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.get_annotations_status"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.get_annotations_status()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.get_feature_group_schema"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.get_feature_group_schema()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.get_point_in_time_feature_group_creation_options"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.get_point_in_time_feature_group_creation_options()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.describe_feature_group"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.describe_feature_group()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.describe_feature_group_by_table_name"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.describe_feature_group_by_table_name()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_feature_groups"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_feature_groups()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.describe_project_feature_group"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.describe_project_feature_group()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_project_feature_groups"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_project_feature_groups()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_python_function_feature_groups"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_python_function_feature_groups()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.get_execute_feature_group_operation_result_part_count"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.get_execute_feature_group_operation_result_part_count()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.download_execute_feature_group_operation_result_part_chunk"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.download_execute_feature_group_operation_result_part_chunk()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.get_feature_group_version_export_download_url"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.get_feature_group_version_export_download_url()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.describe_feature_group_export"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.describe_feature_group_export()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_feature_group_exports"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_feature_group_exports()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.get_feature_group_export_connector_errors"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.get_feature_group_export_connector_errors()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_feature_group_modifiers"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_feature_group_modifiers()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.get_materialization_logs"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.get_materialization_logs()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_feature_group_versions"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_feature_group_versions()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.describe_feature_group_version"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.describe_feature_group_version()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.get_feature_group_version_metrics"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.get_feature_group_version_metrics()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.get_feature_group_version_logs"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.get_feature_group_version_logs()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.describe_feature_group_template"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.describe_feature_group_template()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_feature_group_templates"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_feature_group_templates()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_project_feature_group_templates"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_project_feature_group_templates()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.suggest_feature_group_template_for_feature_group"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.suggest_feature_group_template_for_feature_group()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.get_dataset_schema"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.get_dataset_schema()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.set_dataset_database_connector_config"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.set_dataset_database_connector_config()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.get_dataset_version_metrics"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.get_dataset_version_metrics()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.get_file_connector_instructions"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.get_file_connector_instructions()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_database_connectors"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_database_connectors()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_file_connectors"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_file_connectors()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_database_connector_objects"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_database_connector_objects()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.get_database_connector_object_schema"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.get_database_connector_object_schema()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.query_database_connector"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.query_database_connector()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_application_connectors"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_application_connectors()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_application_connector_objects"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_application_connector_objects()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_streaming_connectors"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_streaming_connectors()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_streaming_tokens"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_streaming_tokens()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.get_recent_feature_group_streamed_data"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.get_recent_feature_group_streamed_data()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_uploads"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_uploads()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.describe_upload"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.describe_upload()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_datasets"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_datasets()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.describe_dataset"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.describe_dataset()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.describe_dataset_version"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.describe_dataset_version()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_dataset_versions"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_dataset_versions()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.get_dataset_version_logs"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.get_dataset_version_logs()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.get_docstore_document"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.get_docstore_document()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.get_docstore_image"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.get_docstore_image()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.describe_train_test_data_split_feature_group"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.describe_train_test_data_split_feature_group()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.describe_train_test_data_split_feature_group_version"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.describe_train_test_data_split_feature_group_version()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_models"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_models()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.describe_model"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.describe_model()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.get_model_metrics"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.get_model_metrics()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.get_feature_group_schemas_for_model_version"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.get_feature_group_schemas_for_model_version()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_model_versions"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_model_versions()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.describe_model_version"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.describe_model_version()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.get_feature_importance_by_model_version"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.get_feature_importance_by_model_version()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.get_training_data_logs"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.get_training_data_logs()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.get_training_logs"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.get_training_logs()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.describe_model_artifacts_export"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.describe_model_artifacts_export()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_model_artifacts_exports"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_model_artifacts_exports()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_model_monitors"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_model_monitors()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.describe_model_monitor"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.describe_model_monitor()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.get_prediction_drift"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.get_prediction_drift()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.get_model_monitor_summary"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.get_model_monitor_summary()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_model_monitor_versions"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_model_monitor_versions()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.describe_model_monitor_version"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.describe_model_monitor_version()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.model_monitor_version_metric_data"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.model_monitor_version_metric_data()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_organization_model_monitors"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_organization_model_monitors()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.get_model_monitor_chart_from_organization"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.get_model_monitor_chart_from_organization()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.get_model_monitor_summary_from_organization"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.get_model_monitor_summary_from_organization()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_eda"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_eda()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.describe_eda"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.describe_eda()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_eda_versions"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_eda_versions()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.describe_eda_version"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.describe_eda_version()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.get_eda_collinearity"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.get_eda_collinearity()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.get_eda_data_consistency"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.get_eda_data_consistency()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.get_collinearity_for_feature"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.get_collinearity_for_feature()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.get_feature_association"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.get_feature_association()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.get_eda_forecasting_analysis"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.get_eda_forecasting_analysis()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_holdout_analysis"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_holdout_analysis()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.describe_holdout_analysis"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.describe_holdout_analysis()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_holdout_analysis_versions"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_holdout_analysis_versions()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.describe_holdout_analysis_version"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.describe_holdout_analysis_version()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.describe_monitor_alert"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.describe_monitor_alert()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.describe_monitor_alert_version"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.describe_monitor_alert_version()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_monitor_alerts_for_monitor"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_monitor_alerts_for_monitor()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_monitor_alert_versions_for_monitor_version"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_monitor_alert_versions_for_monitor_version()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.get_drift_for_feature"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.get_drift_for_feature()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.get_outliers_for_feature"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.get_outliers_for_feature()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.describe_prediction_operator"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.describe_prediction_operator()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_prediction_operators"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_prediction_operators()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_prediction_operator_versions"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_prediction_operator_versions()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.describe_deployment"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.describe_deployment()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_deployments"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_deployments()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_deployment_tokens"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_deployment_tokens()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.get_api_endpoint"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.get_api_endpoint()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.get_model_training_types_for_deployment"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.get_model_training_types_for_deployment()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_deployment_alerts"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_deployment_alerts()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_realtime_monitors"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_realtime_monitors()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.describe_realtime_monitor"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.describe_realtime_monitor()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.describe_refresh_policy"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.describe_refresh_policy()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.describe_refresh_pipeline_run"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.describe_refresh_pipeline_run()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_refresh_policies"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_refresh_policies()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_refresh_pipeline_runs"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_refresh_pipeline_runs()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.download_batch_prediction_result_chunk"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.download_batch_prediction_result_chunk()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.get_batch_prediction_connector_errors"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.get_batch_prediction_connector_errors()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_batch_predictions"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_batch_predictions()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.describe_batch_prediction"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.describe_batch_prediction()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_batch_prediction_versions"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_batch_prediction_versions()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.describe_batch_prediction_version"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.describe_batch_prediction_version()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.get_batch_prediction_version_logs"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.get_batch_prediction_version_logs()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.get_data"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.get_data()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.describe_python_function"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.describe_python_function()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_python_functions"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_python_functions()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_pipelines"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_pipelines()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.describe_pipeline_version"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.describe_pipeline_version()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.describe_pipeline_step"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.describe_pipeline_step()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.describe_pipeline_step_by_name"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.describe_pipeline_step_by_name()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.describe_pipeline_step_version"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.describe_pipeline_step_version()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_pipeline_version_logs"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_pipeline_version_logs()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.get_step_version_logs"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.get_step_version_logs()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.describe_graph_dashboard"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.describe_graph_dashboard()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_graph_dashboards"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_graph_dashboards()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.describe_graph_for_dashboard"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.describe_graph_for_dashboard()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.describe_algorithm"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.describe_algorithm()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_algorithms"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_algorithms()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.describe_custom_loss_function"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.describe_custom_loss_function()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_custom_loss_functions"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_custom_loss_functions()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.describe_custom_metric"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.describe_custom_metric()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.describe_custom_metric_version"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.describe_custom_metric_version()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_custom_metrics"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_custom_metrics()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.describe_module"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.describe_module()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_modules"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_modules()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.get_organization_secret"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.get_organization_secret()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_organization_secrets"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_organization_secrets()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.query_feature_group_code_generator"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.query_feature_group_code_generator()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.get_natural_language_explanation"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.get_natural_language_explanation()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.generate_natural_language_explanation"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.generate_natural_language_explanation()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.get_chat_session"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.get_chat_session()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_chat_sessions"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_chat_sessions()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.get_deployment_conversation"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.get_deployment_conversation()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_deployment_conversations"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_deployment_conversations()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.export_deployment_conversation"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.export_deployment_conversation()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.get_app_user_group"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.get_app_user_group()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.describe_external_application"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.describe_external_application()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_external_applications"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_external_applications()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.download_agent_attachment"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.download_agent_attachment()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.describe_agent"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.describe_agent()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.describe_agent_version"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.describe_agent_version()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.search_feature_groups"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.search_feature_groups()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_agents"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_agents()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_agent_versions"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_agent_versions()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_llm_apps"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_llm_apps()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_document_retrievers"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_document_retrievers()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.describe_document_retriever"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.describe_document_retriever()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.describe_document_retriever_by_name"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.describe_document_retriever_by_name()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.list_document_retriever_versions"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.list_document_retriever_versions()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.ReadOnlyClient.describe_document_retriever_version"><code class="docutils literal notranslate"><span class="pre">ReadOnlyClient.describe_document_retriever_version()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai._request_context"><code class="docutils literal notranslate"><span class="pre">_request_context</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.PredictionClient"><code class="docutils literal notranslate"><span class="pre">PredictionClient</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionClient.predict_raw"><code class="docutils literal notranslate"><span class="pre">PredictionClient.predict_raw()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionClient.lookup_features"><code class="docutils literal notranslate"><span class="pre">PredictionClient.lookup_features()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionClient.predict"><code class="docutils literal notranslate"><span class="pre">PredictionClient.predict()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionClient.predict_multiple"><code class="docutils literal notranslate"><span class="pre">PredictionClient.predict_multiple()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionClient.predict_from_datasets"><code class="docutils literal notranslate"><span class="pre">PredictionClient.predict_from_datasets()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionClient.predict_lead"><code class="docutils literal notranslate"><span class="pre">PredictionClient.predict_lead()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionClient.predict_churn"><code class="docutils literal notranslate"><span class="pre">PredictionClient.predict_churn()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionClient.predict_takeover"><code class="docutils literal notranslate"><span class="pre">PredictionClient.predict_takeover()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionClient.predict_fraud"><code class="docutils literal notranslate"><span class="pre">PredictionClient.predict_fraud()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionClient.predict_class"><code class="docutils literal notranslate"><span class="pre">PredictionClient.predict_class()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionClient.predict_target"><code class="docutils literal notranslate"><span class="pre">PredictionClient.predict_target()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionClient.get_anomalies"><code class="docutils literal notranslate"><span class="pre">PredictionClient.get_anomalies()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionClient.get_timeseries_anomalies"><code class="docutils literal notranslate"><span class="pre">PredictionClient.get_timeseries_anomalies()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionClient.is_anomaly"><code class="docutils literal notranslate"><span class="pre">PredictionClient.is_anomaly()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionClient.get_event_anomaly_score"><code class="docutils literal notranslate"><span class="pre">PredictionClient.get_event_anomaly_score()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionClient.get_forecast"><code class="docutils literal notranslate"><span class="pre">PredictionClient.get_forecast()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionClient.get_k_nearest"><code class="docutils literal notranslate"><span class="pre">PredictionClient.get_k_nearest()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionClient.get_multiple_k_nearest"><code class="docutils literal notranslate"><span class="pre">PredictionClient.get_multiple_k_nearest()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionClient.get_labels"><code class="docutils literal notranslate"><span class="pre">PredictionClient.get_labels()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionClient.get_entities_from_pdf"><code class="docutils literal notranslate"><span class="pre">PredictionClient.get_entities_from_pdf()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionClient.get_recommendations"><code class="docutils literal notranslate"><span class="pre">PredictionClient.get_recommendations()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionClient.get_personalized_ranking"><code class="docutils literal notranslate"><span class="pre">PredictionClient.get_personalized_ranking()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionClient.get_ranked_items"><code class="docutils literal notranslate"><span class="pre">PredictionClient.get_ranked_items()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionClient.get_related_items"><code class="docutils literal notranslate"><span class="pre">PredictionClient.get_related_items()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionClient.get_chat_response"><code class="docutils literal notranslate"><span class="pre">PredictionClient.get_chat_response()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionClient.get_chat_response_with_binary_data"><code class="docutils literal notranslate"><span class="pre">PredictionClient.get_chat_response_with_binary_data()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionClient.get_conversation_response"><code class="docutils literal notranslate"><span class="pre">PredictionClient.get_conversation_response()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionClient.get_conversation_response_with_binary_data"><code class="docutils literal notranslate"><span class="pre">PredictionClient.get_conversation_response_with_binary_data()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionClient.get_search_results"><code class="docutils literal notranslate"><span class="pre">PredictionClient.get_search_results()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionClient.get_sentiment"><code class="docutils literal notranslate"><span class="pre">PredictionClient.get_sentiment()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionClient.get_entailment"><code class="docutils literal notranslate"><span class="pre">PredictionClient.get_entailment()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionClient.get_classification"><code class="docutils literal notranslate"><span class="pre">PredictionClient.get_classification()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionClient.get_summary"><code class="docutils literal notranslate"><span class="pre">PredictionClient.get_summary()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionClient.predict_language"><code class="docutils literal notranslate"><span class="pre">PredictionClient.predict_language()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionClient.get_assignments"><code class="docutils literal notranslate"><span class="pre">PredictionClient.get_assignments()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionClient.get_alternative_assignments"><code class="docutils literal notranslate"><span class="pre">PredictionClient.get_alternative_assignments()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionClient.check_constraints"><code class="docutils literal notranslate"><span class="pre">PredictionClient.check_constraints()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionClient.predict_with_binary_data"><code class="docutils literal notranslate"><span class="pre">PredictionClient.predict_with_binary_data()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionClient.describe_image"><code class="docutils literal notranslate"><span class="pre">PredictionClient.describe_image()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionClient.get_text_from_document"><code class="docutils literal notranslate"><span class="pre">PredictionClient.get_text_from_document()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionClient.transcribe_audio"><code class="docutils literal notranslate"><span class="pre">PredictionClient.transcribe_audio()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionClient.classify_image"><code class="docutils literal notranslate"><span class="pre">PredictionClient.classify_image()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionClient.classify_pdf"><code class="docutils literal notranslate"><span class="pre">PredictionClient.classify_pdf()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionClient.get_cluster"><code class="docutils literal notranslate"><span class="pre">PredictionClient.get_cluster()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionClient.get_objects_from_image"><code class="docutils literal notranslate"><span class="pre">PredictionClient.get_objects_from_image()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionClient.score_image"><code class="docutils literal notranslate"><span class="pre">PredictionClient.score_image()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionClient.transfer_style"><code class="docutils literal notranslate"><span class="pre">PredictionClient.transfer_style()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionClient.generate_image"><code class="docutils literal notranslate"><span class="pre">PredictionClient.generate_image()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionClient.execute_agent"><code class="docutils literal notranslate"><span class="pre">PredictionClient.execute_agent()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionClient.execute_conversation_agent"><code class="docutils literal notranslate"><span class="pre">PredictionClient.execute_conversation_agent()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionClient.lookup_matches"><code class="docutils literal notranslate"><span class="pre">PredictionClient.lookup_matches()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionClient.get_completion"><code class="docutils literal notranslate"><span class="pre">PredictionClient.get_completion()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.PredictionClient.execute_agent_with_binary_data"><code class="docutils literal notranslate"><span class="pre">PredictionClient.execute_agent_with_binary_data()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.StreamingClient"><code class="docutils literal notranslate"><span class="pre">StreamingClient</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.StreamingClient.upsert_item_embeddings"><code class="docutils literal notranslate"><span class="pre">StreamingClient.upsert_item_embeddings()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.StreamingClient.delete_item_embeddings"><code class="docutils literal notranslate"><span class="pre">StreamingClient.delete_item_embeddings()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.StreamingClient.upsert_multiple_item_embeddings"><code class="docutils literal notranslate"><span class="pre">StreamingClient.upsert_multiple_item_embeddings()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.StreamingClient.append_data"><code class="docutils literal notranslate"><span class="pre">StreamingClient.append_data()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#abacusai.StreamingClient.append_multiple_data"><code class="docutils literal notranslate"><span class="pre">StreamingClient.append_multiple_data()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#abacusai.__version__"><code class="docutils literal notranslate"><span class="pre">__version__</span></code></a></li>
 </ul>
 </li>
 </ul>
@@ -2440,7 +479,7 @@
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@@ -2451,12 +490,32 @@
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   <section id="module-abacusai">
-<span id="abacusai"></span><h1>abacusai<a class="headerlink" href="#module-abacusai" title="Link to this heading"></a></h1>
+<span id="abacusai"></span><h1><a class="reference internal" href="#module-abacusai" title="abacusai"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><a class="headerlink" href="#module-abacusai" title="Link to this heading"></a></h1>
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 <div class="toctree-wrapper compound">
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-<li class="toctree-l1"><a class="reference internal" href="api_class/index.html">abacusai.api_class</a></li>
+<li class="toctree-l1"><a class="reference internal" href="api_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class</span></code></a><ul>
+<li class="toctree-l2"><a class="reference internal" href="api_class/abstract/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class.abstract</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="api_class/ai_agents/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class.ai_agents</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="api_class/ai_chat/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class.ai_chat</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="api_class/batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class.batch_prediction</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="api_class/blob_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class.blob_input</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="api_class/connectors/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class.connectors</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="api_class/dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class.dataset</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="api_class/dataset_application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class.dataset_application_connector</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="api_class/deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class.deployment</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="api_class/document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class.document_retriever</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="api_class/enums/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class.enums</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="api_class/feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class.feature_group</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="api_class/model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class.model</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="api_class/monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class.monitor</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="api_class/monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class.monitor_alert</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="api_class/project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class.project</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="api_class/python_functions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class.python_functions</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="api_class/refresh/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_class.refresh</span></code></a></li>
+</ul>
+</li>
 </ul>
 </div>
 </section>
@@ -2464,240 +523,216 @@ <h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this hea
 <h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading"></a></h2>
 <div class="toctree-wrapper compound">
 <ul>
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-<li class="toctree-l1"><a class="reference internal" href="agent_data_document_info/index.html">abacusai.agent_data_document_info</a></li>
-<li class="toctree-l1"><a class="reference internal" href="agent_data_execution_result/index.html">abacusai.agent_data_execution_result</a></li>
-<li class="toctree-l1"><a class="reference internal" href="agent_version/index.html">abacusai.agent_version</a></li>
-<li class="toctree-l1"><a class="reference internal" href="ai_building_task/index.html">abacusai.ai_building_task</a></li>
-<li class="toctree-l1"><a class="reference internal" href="algorithm/index.html">abacusai.algorithm</a></li>
-<li class="toctree-l1"><a class="reference internal" href="annotation/index.html">abacusai.annotation</a></li>
-<li class="toctree-l1"><a class="reference internal" href="annotation_config/index.html">abacusai.annotation_config</a></li>
-<li class="toctree-l1"><a class="reference internal" href="annotation_document/index.html">abacusai.annotation_document</a></li>
-<li class="toctree-l1"><a class="reference internal" href="annotation_entry/index.html">abacusai.annotation_entry</a></li>
-<li class="toctree-l1"><a class="reference internal" href="annotations_status/index.html">abacusai.annotations_status</a></li>
-<li class="toctree-l1"><a class="reference internal" href="api_client_utils/index.html">abacusai.api_client_utils</a></li>
-<li class="toctree-l1"><a class="reference internal" href="api_endpoint/index.html">abacusai.api_endpoint</a></li>
-<li class="toctree-l1"><a class="reference internal" href="api_key/index.html">abacusai.api_key</a></li>
-<li class="toctree-l1"><a class="reference internal" href="app_user_group/index.html">abacusai.app_user_group</a></li>
-<li class="toctree-l1"><a class="reference internal" href="application_connector/index.html">abacusai.application_connector</a></li>
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-<li class="toctree-l1"><a class="reference internal" href="batch_prediction_version/index.html">abacusai.batch_prediction_version</a></li>
-<li class="toctree-l1"><a class="reference internal" href="batch_prediction_version_logs/index.html">abacusai.batch_prediction_version_logs</a></li>
-<li class="toctree-l1"><a class="reference internal" href="categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
-<li class="toctree-l1"><a class="reference internal" href="chat_message/index.html">abacusai.chat_message</a></li>
-<li class="toctree-l1"><a class="reference internal" href="chat_session/index.html">abacusai.chat_session</a></li>
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-<li class="toctree-l1"><a class="reference internal" href="custom_metric_version/index.html">abacusai.custom_metric_version</a></li>
-<li class="toctree-l1"><a class="reference internal" href="custom_train_function_info/index.html">abacusai.custom_train_function_info</a></li>
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-<li class="toctree-l1"><a class="reference internal" href="database_column_feature_mapping/index.html">abacusai.database_column_feature_mapping</a></li>
-<li class="toctree-l1"><a class="reference internal" href="database_connector/index.html">abacusai.database_connector</a></li>
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-<li class="toctree-l1"><a class="reference internal" href="dataset/index.html">abacusai.dataset</a></li>
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-<li class="toctree-l1"><a class="reference internal" href="deployment/index.html">abacusai.deployment</a></li>
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-<li class="toctree-l1"><a class="reference internal" href="feature_group_template/index.html">abacusai.feature_group_template</a></li>
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-<li class="toctree-l1"><a class="reference internal" href="webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l1"><a class="reference internal" href="abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
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+<li class="toctree-l1"><a class="reference internal" href="agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
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+<li class="toctree-l1"><a class="reference internal" href="annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
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+<li class="toctree-l1"><a class="reference internal" href="batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
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+<li class="toctree-l1"><a class="reference internal" href="concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l1"><a class="reference internal" href="webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </div>
 </section>
-<section id="attributes">
-<h2>Attributes<a class="headerlink" href="#attributes" title="Link to this heading"></a></h2>
-<table class="autosummary longtable docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.DocumentRetrieverConfig" title="abacusai.DocumentRetrieverConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DocumentRetrieverConfig</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai._request_context" title="abacusai._request_context"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_request_context</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.__version__" title="abacusai.__version__"><code class="xref py py-obj docutils literal notranslate"><span class="pre">__version__</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-</tbody>
-</table>
-</section>
-<section id="exceptions">
-<h2>Exceptions<a class="headerlink" href="#exceptions" title="Link to this heading"></a></h2>
-<table class="autosummary longtable docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.ApiException" title="abacusai.ApiException"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiException</span></code></a></p></td>
-<td><p>Default ApiException raised by APIs</p></td>
-</tr>
-</tbody>
-</table>
-</section>
+<section id="package-contents">
+<h2>Package Contents<a class="headerlink" href="#package-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.ApiClass" title="abacusai.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiClass</span></code></a></p></td>
@@ -2766,15 +801,27 @@ <h2>Classes<a class="headerlink" href="#classes" title="Link to this heading">
 <tr class="row-even"><td><p><a class="reference internal" href="#abacusai._BatchPredictionArgsFactory" title="abacusai._BatchPredictionArgsFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_BatchPredictionArgsFactory</span></code></a></p></td>
 <td><p>Helper class that provides a standard way to create an ABC using</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.BlobInput" title="abacusai.BlobInput"><code class="xref py py-obj docutils literal notranslate"><span class="pre">BlobInput</span></code></a></p></td>
-<td><p>Binary large object input data.</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.Blob" title="abacusai.Blob"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Blob</span></code></a></p></td>
+<td><p>Binary large object data.</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.OcrMode" title="abacusai.OcrMode"><code class="xref py py-obj docutils literal notranslate"><span class="pre">OcrMode</span></code></a></p></td>
-<td><p>Generic enumeration.</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.BlobInput" title="abacusai.BlobInput"><code class="xref py py-obj docutils literal notranslate"><span class="pre">BlobInput</span></code></a></p></td>
+<td><p>Binary large object data.</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.DatasetConfig" title="abacusai.DatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatasetConfig</span></code></a></p></td>
 <td><p>An abstract class for dataset configs</p></td>
 </tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.StreamingConnectorDatasetConfig" title="abacusai.StreamingConnectorDatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">StreamingConnectorDatasetConfig</span></code></a></p></td>
+<td><p>An abstract class for dataset configs specific to streaming connectors.</p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.KafkaDatasetConfig" title="abacusai.KafkaDatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">KafkaDatasetConfig</span></code></a></p></td>
+<td><p>Dataset config for Kafka Streaming Connector</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai._StreamingConnectorDatasetConfigFactory" title="abacusai._StreamingConnectorDatasetConfigFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_StreamingConnectorDatasetConfigFactory</span></code></a></p></td>
+<td><p>Helper class that provides a standard way to create an ABC using</p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.OcrMode" title="abacusai.OcrMode"><code class="xref py py-obj docutils literal notranslate"><span class="pre">OcrMode</span></code></a></p></td>
+<td><p>Generic enumeration.</p></td>
+</tr>
 <tr class="row-even"><td><p><a class="reference internal" href="#abacusai.ParsingConfig" title="abacusai.ParsingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ParsingConfig</span></code></a></p></td>
 <td><p>Custom config for dataset parsing.</p></td>
 </tr>
@@ -2895,6 +942,12 @@ <h2>Classes<a class="headerlink" href="#classes" title="Link to this heading">
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.MergeMode" title="abacusai.MergeMode"><code class="xref py py-obj docutils literal notranslate"><span class="pre">MergeMode</span></code></a></p></td>
 <td><p>Generic enumeration.</p></td>
 </tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.OperatorType" title="abacusai.OperatorType"><code class="xref py py-obj docutils literal notranslate"><span class="pre">OperatorType</span></code></a></p></td>
+<td><p>Generic enumeration.</p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.MarkdownOperatorInputType" title="abacusai.MarkdownOperatorInputType"><code class="xref py py-obj docutils literal notranslate"><span class="pre">MarkdownOperatorInputType</span></code></a></p></td>
+<td><p>Generic enumeration.</p></td>
+</tr>
 <tr class="row-even"><td><p><a class="reference internal" href="#abacusai.FillLogic" title="abacusai.FillLogic"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FillLogic</span></code></a></p></td>
 <td><p>Generic enumeration.</p></td>
 </tr>
@@ -3021,6 +1074,12 @@ <h2>Classes<a class="headerlink" href="#classes" title="Link to this heading">
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.ProjectConfigType" title="abacusai.ProjectConfigType"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ProjectConfigType</span></code></a></p></td>
 <td><p>Generic enumeration.</p></td>
 </tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.CPUSize" title="abacusai.CPUSize"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CPUSize</span></code></a></p></td>
+<td><p>Generic enumeration.</p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.MemorySize" title="abacusai.MemorySize"><code class="xref py py-obj docutils literal notranslate"><span class="pre">MemorySize</span></code></a></p></td>
+<td><p>Generic enumeration.</p></td>
+</tr>
 <tr class="row-even"><td><p><a class="reference internal" href="#abacusai.SamplingConfig" title="abacusai.SamplingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SamplingConfig</span></code></a></p></td>
 <td><p>An abstract class for the sampling config of a feature group</p></td>
 </tr>
@@ -3045,6 +1104,24 @@ <h2>Classes<a class="headerlink" href="#classes" title="Link to this heading">
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai._MergeConfigFactory" title="abacusai._MergeConfigFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_MergeConfigFactory</span></code></a></p></td>
 <td><p>Helper class that provides a standard way to create an ABC using</p></td>
 </tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.OperatorConfig" title="abacusai.OperatorConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">OperatorConfig</span></code></a></p></td>
+<td><p>Configuration for a template Feature Group Operation</p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.UnpivotConfig" title="abacusai.UnpivotConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">UnpivotConfig</span></code></a></p></td>
+<td><p>Unpivot Columns in a FeatureGroup.</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.MarkdownConfig" title="abacusai.MarkdownConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">MarkdownConfig</span></code></a></p></td>
+<td><p>Transform a input column to a markdown column.</p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.CrawlerTransformConfig" title="abacusai.CrawlerTransformConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CrawlerTransformConfig</span></code></a></p></td>
+<td><p>Transform a input column of urls to html text</p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.ExtractDocumentDataConfig" title="abacusai.ExtractDocumentDataConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ExtractDocumentDataConfig</span></code></a></p></td>
+<td><p>Extracts data from documents.</p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai._OperatorConfigFactory" title="abacusai._OperatorConfigFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_OperatorConfigFactory</span></code></a></p></td>
+<td><p>A class to select and return the the correct type of Operator Config based on a serialized OperatorConfig instance.</p></td>
+</tr>
 <tr class="row-even"><td><p><a class="reference internal" href="#abacusai.TrainingConfig" title="abacusai.TrainingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">TrainingConfig</span></code></a></p></td>
 <td><p>An abstract class for the training config options used to train the model.</p></td>
 </tr>
@@ -3235,7 +1312,7 @@ <h2>Classes<a class="headerlink" href="#classes" title="Link to this heading">
 </table>
 </section>
 <section id="functions">
-<h2>Functions<a class="headerlink" href="#functions" title="Link to this heading"></a></h2>
+<h3>Functions<a class="headerlink" href="#functions" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.get_clean_function_source_code" title="abacusai.get_clean_function_source_code"><code class="xref py py-obj docutils literal notranslate"><span class="pre">get_clean_function_source_code</span></code></a>(func)</p></td>
@@ -3244,8 +1321,21 @@ <h2>Functions<a class="headerlink" href="#functions" title="Link to this heading
 </tbody>
 </table>
 </section>
-<section id="package-contents">
-<h2>Package Contents<a class="headerlink" href="#package-contents" title="Link to this heading"></a></h2>
+<section id="attributes">
+<h3>Attributes<a class="headerlink" href="#attributes" title="Link to this heading"></a></h3>
+<table class="autosummary longtable docutils align-default">
+<tbody>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.DocumentRetrieverConfig" title="abacusai.DocumentRetrieverConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DocumentRetrieverConfig</span></code></a></p></td>
+<td><p></p></td>
+</tr>
+<tr class="row-even"><td><p><a class="reference internal" href="#abacusai._request_context" title="abacusai._request_context"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_request_context</span></code></a></p></td>
+<td><p></p></td>
+</tr>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.__version__" title="abacusai.__version__"><code class="xref py py-obj docutils literal notranslate"><span class="pre">__version__</span></code></a></p></td>
+<td><p></p></td>
+</tr>
+</tbody>
+</table>
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.ApiClass">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.</span></span><span class="sig-name descname"><span class="pre">ApiClass</span></span><a class="headerlink" href="#abacusai.ApiClass" title="Link to this definition"></a></dt>
@@ -3417,7 +1507,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
-<li><p><strong>json_schema</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The json schema for the input conformant to react-jsonschema-form specification. Must define keys like “title”, “type” and “properties”. Supported elements - Checkbox, Radio Button, Dropdown, Textarea, Number, Date, File Upload. Not supported - Nested elements, arrays and other complex types.</p></li>
+<li><p><strong>json_schema</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The json schema for the input conformant to react-jsonschema-form specification. Must define keys like “title”, “type” and “properties”. Supported elements - Checkbox, Radio Button, Dropdown, Textarea, Number, Date, file upload. Not supported - Nested elements, arrays and other complex types.</p></li>
 <li><p><strong>ui_schema</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The ui schema for the input conformant to react-jsonschema-form specification.</p></li>
 </ul>
 </dd>
@@ -3750,12 +1840,12 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 inheritance.</p>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai._ApiClassFactory.config_abstract_class">
-<span class="sig-name descname"><span class="pre">config_abstract_class</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai._ApiClassFactory.config_abstract_class" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">config_abstract_class</span></span><a class="headerlink" href="#abacusai._ApiClassFactory.config_abstract_class" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai._ApiClassFactory.config_class_key">
-<span class="sig-name descname"><span class="pre">config_class_key</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai._ApiClassFactory.config_class_key" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">config_class_key</span></span><a class="headerlink" href="#abacusai._ApiClassFactory.config_class_key" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -4209,10 +2299,10 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd></dl>
 
 <dl class="py class">
-<dt class="sig sig-object py" id="abacusai.BlobInput">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.</span></span><span class="sig-name descname"><span class="pre">BlobInput</span></span><a class="headerlink" href="#abacusai.BlobInput" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="abacusai.Blob">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.</span></span><span class="sig-name descname"><span class="pre">Blob</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">contents</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mime_type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">size</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.Blob" title="Link to this definition"></a></dt>
 <dd><p>Bases: <a class="reference internal" href="api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
-<p>Binary large object input data.</p>
+<p>Binary large object data.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
@@ -4224,55 +2314,157 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dd>
 </dl>
 <dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.BlobInput.filename">
-<span class="sig-name descname"><span class="pre">filename</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.BlobInput.filename" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="abacusai.Blob.filename">
+<span class="sig-name descname"><span class="pre">filename</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.Blob.filename" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.Blob.contents">
+<span class="sig-name descname"><span class="pre">contents</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#bytes" title="(in Python v3.12)"><span class="pre">bytes</span></a></em><a class="headerlink" href="#abacusai.Blob.contents" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.Blob.mime_type">
+<span class="sig-name descname"><span class="pre">mime_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.Blob.mime_type" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.Blob.size">
+<span class="sig-name descname"><span class="pre">size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.Blob.size" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="abacusai.Blob.from_local_file">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_local_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file_path</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.Blob.from_local_file" title="Link to this definition"></a></dt>
+<dd><dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>file_path</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p><a class="reference internal" href="#abacusai.Blob" title="abacusai.Blob">Blob</a></p>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="abacusai.Blob.from_contents">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_contents</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">contents</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mime_type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.Blob.from_contents" title="Link to this definition"></a></dt>
+<dd><dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>contents</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#bytes" title="(in Python v3.12)"><em>bytes</em></a>)</p></li>
+<li><p><strong>filename</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
+<li><p><strong>mime_type</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
+</ul>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p><a class="reference internal" href="#abacusai.Blob" title="abacusai.Blob">Blob</a></p>
+</dd>
+</dl>
+</dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="abacusai.BlobInput">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.</span></span><span class="sig-name descname"><span class="pre">BlobInput</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">contents</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mime_type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">size</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.BlobInput" title="Link to this definition"></a></dt>
+<dd><p>Bases: <a class="reference internal" href="#abacusai.Blob" title="abacusai.Blob"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Blob</span></code></a></p>
+<p>Binary large object data.
+An alias for Blob, used to indicate that this is an input object.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>filename</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
+<li><p><strong>contents</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#bytes" title="(in Python v3.12)"><em>bytes</em></a>)</p></li>
+<li><p><strong>mime_type</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
+<li><p><strong>size</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>)</p></li>
+</ul>
+</dd>
+</dl>
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="abacusai.DatasetConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.</span></span><span class="sig-name descname"><span class="pre">DatasetConfig</span></span><a class="headerlink" href="#abacusai.DatasetConfig" title="Link to this definition"></a></dt>
+<dd><p>Bases: <a class="reference internal" href="api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
+<p>An abstract class for dataset configs</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>is_documentset</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether the dataset is a document set</p>
+</dd>
+</dl>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.DatasetConfig.is_documentset">
+<span class="sig-name descname"><span class="pre">is_documentset</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.DatasetConfig.is_documentset" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="abacusai.StreamingConnectorDatasetConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.</span></span><span class="sig-name descname"><span class="pre">StreamingConnectorDatasetConfig</span></span><a class="headerlink" href="#abacusai.StreamingConnectorDatasetConfig" title="Link to this definition"></a></dt>
+<dd><p>Bases: <a class="reference internal" href="api_class/dataset/index.html#abacusai.api_class.dataset.DatasetConfig" title="abacusai.api_class.dataset.DatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.dataset.DatasetConfig</span></code></a></p>
+<p>An abstract class for dataset configs specific to streaming connectors.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>streaming_connector_type</strong> (<a class="reference internal" href="#abacusai.StreamingConnectorType" title="abacusai.StreamingConnectorType"><em>StreamingConnectorType</em></a>) – The type of streaming connector</p>
+</dd>
+</dl>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.StreamingConnectorDatasetConfig.streaming_connector_type">
+<span class="sig-name descname"><span class="pre">streaming_connector_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.StreamingConnectorType" title="abacusai.api_class.enums.StreamingConnectorType"><span class="pre">abacusai.api_class.enums.StreamingConnectorType</span></a></em><a class="headerlink" href="#abacusai.StreamingConnectorDatasetConfig.streaming_connector_type" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="abacusai.StreamingConnectorDatasetConfig._get_builder">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_get_builder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.StreamingConnectorDatasetConfig._get_builder" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="abacusai.KafkaDatasetConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.</span></span><span class="sig-name descname"><span class="pre">KafkaDatasetConfig</span></span><a class="headerlink" href="#abacusai.KafkaDatasetConfig" title="Link to this definition"></a></dt>
+<dd><p>Bases: <a class="reference internal" href="#abacusai.StreamingConnectorDatasetConfig" title="abacusai.StreamingConnectorDatasetConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">StreamingConnectorDatasetConfig</span></code></a></p>
+<p>Dataset config for Kafka Streaming Connector</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><p><strong>topic</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The kafka topic to consume</p>
+</dd>
+</dl>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.KafkaDatasetConfig.topic">
+<span class="sig-name descname"><span class="pre">topic</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.KafkaDatasetConfig.topic" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="abacusai.KafkaDatasetConfig.__post_init__">
+<span class="sig-name descname"><span class="pre">__post_init__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.KafkaDatasetConfig.__post_init__" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="abacusai._StreamingConnectorDatasetConfigFactory">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.</span></span><span class="sig-name descname"><span class="pre">_StreamingConnectorDatasetConfigFactory</span></span><a class="headerlink" href="#abacusai._StreamingConnectorDatasetConfigFactory" title="Link to this definition"></a></dt>
+<dd><p>Bases: <a class="reference internal" href="api_class/abstract/index.html#abacusai.api_class.abstract._ApiClassFactory" title="abacusai.api_class.abstract._ApiClassFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract._ApiClassFactory</span></code></a></p>
+<p>Helper class that provides a standard way to create an ABC using
+inheritance.</p>
 <dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.BlobInput.contents">
-<span class="sig-name descname"><span class="pre">contents</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#bytes" title="(in Python v3.12)"><span class="pre">bytes</span></a></em><a class="headerlink" href="#abacusai.BlobInput.contents" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="abacusai._StreamingConnectorDatasetConfigFactory.config_abstract_class">
+<span class="sig-name descname"><span class="pre">config_abstract_class</span></span><a class="headerlink" href="#abacusai._StreamingConnectorDatasetConfigFactory.config_abstract_class" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.BlobInput.mime_type">
-<span class="sig-name descname"><span class="pre">mime_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.BlobInput.mime_type" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="abacusai._StreamingConnectorDatasetConfigFactory.config_class_key">
+<span class="sig-name descname"><span class="pre">config_class_key</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'streaming_connector_type'</span></em><a class="headerlink" href="#abacusai._StreamingConnectorDatasetConfigFactory.config_class_key" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.BlobInput.size">
-<span class="sig-name descname"><span class="pre">size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.BlobInput.size" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="abacusai._StreamingConnectorDatasetConfigFactory.config_class_map">
+<span class="sig-name descname"><span class="pre">config_class_map</span></span><a class="headerlink" href="#abacusai._StreamingConnectorDatasetConfigFactory.config_class_map" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.BlobInput.from_local_file">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_local_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file_path</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.BlobInput.from_local_file" title="Link to this definition"></a></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>file_path</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.BlobInput" title="abacusai.BlobInput">BlobInput</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.BlobInput.from_contents">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_contents</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">contents</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filename</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mime_type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.BlobInput.from_contents" title="Link to this definition"></a></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>contents</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#bytes" title="(in Python v3.12)"><em>bytes</em></a>)</p></li>
-<li><p><strong>filename</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
-<li><p><strong>mime_type</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
-</ul>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.BlobInput" title="abacusai.BlobInput">BlobInput</a></p>
-</dd>
-</dl>
-</dd></dl>
-
 </dd></dl>
 
 <dl class="py class">
@@ -4311,21 +2503,9 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <span class="sig-name descname"><span class="pre">COMPREHENSIVE_TABLE_MD</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'COMPREHENSIVE_TABLE_MD'</span></em><a class="headerlink" href="#abacusai.OcrMode.COMPREHENSIVE_TABLE_MD" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.DatasetConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.</span></span><span class="sig-name descname"><span class="pre">DatasetConfig</span></span><a class="headerlink" href="#abacusai.DatasetConfig" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
-<p>An abstract class for dataset configs</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>is_documentset</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether the dataset is a document set</p>
-</dd>
-</dl>
 <dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.DatasetConfig.is_documentset">
-<span class="sig-name descname"><span class="pre">is_documentset</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.DatasetConfig.is_documentset" title="Link to this definition"></a></dt>
+<dt class="sig sig-object py" id="abacusai.OcrMode.TESSERACT_FAST">
+<span class="sig-name descname"><span class="pre">TESSERACT_FAST</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'TESSERACT_FAST'</span></em><a class="headerlink" href="#abacusai.OcrMode.TESSERACT_FAST" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 </dd></dl>
@@ -4375,6 +2555,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <li><p><strong>remove_header_footer</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to remove headers and footers. Defaults to False. This option only takes effect when extract_bounding_boxes is True.</p></li>
 <li><p><strong>remove_watermarks</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to remove watermarks. By default, it will be decided automatically based on the OCR mode and the document type. This option only takes effect when extract_bounding_boxes is True.</p></li>
 <li><p><strong>convert_to_markdown</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to convert extracted text to markdown. Defaults to False. This option only takes effect when extract_bounding_boxes is True.</p></li>
+<li><p><strong>return_links</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to augment the extracted text with embedded URLs in the PDF. Defaults to False. This option only takes effect when the document is a PDF.</p></li>
 </ul>
 </dd>
 </dl>
@@ -4390,7 +2571,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DocumentProcessingConfig.use_full_ocr">
-<span class="sig-name descname"><span class="pre">use_full_ocr</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DocumentProcessingConfig.use_full_ocr" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">use_full_ocr</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.DocumentProcessingConfig.use_full_ocr" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -4408,6 +2589,11 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <span class="sig-name descname"><span class="pre">convert_to_markdown</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.DocumentProcessingConfig.convert_to_markdown" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.DocumentProcessingConfig.return_links">
+<span class="sig-name descname"><span class="pre">return_links</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#abacusai.DocumentProcessingConfig.return_links" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
 </dd></dl>
 
 <dl class="py class">
@@ -4430,7 +2616,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.DatasetDocumentProcessingConfig.page_text_column">
-<span class="sig-name descname"><span class="pre">page_text_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.DatasetDocumentProcessingConfig.page_text_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">page_text_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.DatasetDocumentProcessingConfig.page_text_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 </dd></dl>
@@ -5209,6 +3395,11 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <span class="sig-name descname"><span class="pre">E5_SMALL</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'E5_SMALL'</span></em><a class="headerlink" href="#abacusai.VectorStoreTextEncoder.E5_SMALL" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.VectorStoreTextEncoder.CODE_BERT">
+<span class="sig-name descname"><span class="pre">CODE_BERT</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'CODE_BERT'</span></em><a class="headerlink" href="#abacusai.VectorStoreTextEncoder.CODE_BERT" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
 </dd></dl>
 
 <dl class="py class">
@@ -5751,6 +3942,47 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 
 </dd></dl>
 
+<dl class="py class">
+<dt class="sig sig-object py" id="abacusai.OperatorType">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.</span></span><span class="sig-name descname"><span class="pre">OperatorType</span></span><a class="headerlink" href="#abacusai.OperatorType" title="Link to this definition"></a></dt>
+<dd><p>Bases: <a class="reference internal" href="#abacusai.ApiEnum" title="abacusai.ApiEnum"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiEnum</span></code></a></p>
+<p>Generic enumeration.</p>
+<p>Derive from this class to define new enumerations.</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.OperatorType.UNPIVOT">
+<span class="sig-name descname"><span class="pre">UNPIVOT</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'UNPIVOT'</span></em><a class="headerlink" href="#abacusai.OperatorType.UNPIVOT" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.OperatorType.MARKDOWN">
+<span class="sig-name descname"><span class="pre">MARKDOWN</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'MARKDOWN'</span></em><a class="headerlink" href="#abacusai.OperatorType.MARKDOWN" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.OperatorType.CRAWLER">
+<span class="sig-name descname"><span class="pre">CRAWLER</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'CRAWLER'</span></em><a class="headerlink" href="#abacusai.OperatorType.CRAWLER" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.OperatorType.EXTRACT_DOCUMENT_DATA">
+<span class="sig-name descname"><span class="pre">EXTRACT_DOCUMENT_DATA</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'EXTRACT_DOCUMENT_DATA'</span></em><a class="headerlink" href="#abacusai.OperatorType.EXTRACT_DOCUMENT_DATA" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="abacusai.MarkdownOperatorInputType">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.</span></span><span class="sig-name descname"><span class="pre">MarkdownOperatorInputType</span></span><a class="headerlink" href="#abacusai.MarkdownOperatorInputType" title="Link to this definition"></a></dt>
+<dd><p>Bases: <a class="reference internal" href="#abacusai.ApiEnum" title="abacusai.ApiEnum"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiEnum</span></code></a></p>
+<p>Generic enumeration.</p>
+<p>Derive from this class to define new enumerations.</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.MarkdownOperatorInputType.HTML">
+<span class="sig-name descname"><span class="pre">HTML</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'HTML'</span></em><a class="headerlink" href="#abacusai.MarkdownOperatorInputType.HTML" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.FillLogic">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.</span></span><span class="sig-name descname"><span class="pre">FillLogic</span></span><a class="headerlink" href="#abacusai.FillLogic" title="Link to this definition"></a></dt>
@@ -7379,6 +5611,11 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <span class="sig-name descname"><span class="pre">NULL</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'null'</span></em><a class="headerlink" href="#abacusai.DataType.NULL" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.DataType.BINARY">
+<span class="sig-name descname"><span class="pre">BINARY</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'binary'</span></em><a class="headerlink" href="#abacusai.DataType.BINARY" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
 </dd></dl>
 
 <dl class="py class">
@@ -7410,6 +5647,11 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <span class="sig-name descname"><span class="pre">CONSTRAINTS</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'CONSTRAINTS'</span></em><a class="headerlink" href="#abacusai.ProjectConfigType.CONSTRAINTS" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.ProjectConfigType.CHAT_FEEDBACK">
+<span class="sig-name descname"><span class="pre">CHAT_FEEDBACK</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'CHAT_FEEDBACK'</span></em><a class="headerlink" href="#abacusai.ProjectConfigType.CHAT_FEEDBACK" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.ProjectConfigType.REVIEW_MODE">
 <span class="sig-name descname"><span class="pre">REVIEW_MODE</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'REVIEW_MODE'</span></em><a class="headerlink" href="#abacusai.ProjectConfigType.REVIEW_MODE" title="Link to this definition"></a></dt>
@@ -7417,6 +5659,62 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 
 </dd></dl>
 
+<dl class="py class">
+<dt class="sig sig-object py" id="abacusai.CPUSize">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.</span></span><span class="sig-name descname"><span class="pre">CPUSize</span></span><a class="headerlink" href="#abacusai.CPUSize" title="Link to this definition"></a></dt>
+<dd><p>Bases: <a class="reference internal" href="#abacusai.ApiEnum" title="abacusai.ApiEnum"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiEnum</span></code></a></p>
+<p>Generic enumeration.</p>
+<p>Derive from this class to define new enumerations.</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.CPUSize.SMALL">
+<span class="sig-name descname"><span class="pre">SMALL</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'small'</span></em><a class="headerlink" href="#abacusai.CPUSize.SMALL" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.CPUSize.MEDIUM">
+<span class="sig-name descname"><span class="pre">MEDIUM</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'medium'</span></em><a class="headerlink" href="#abacusai.CPUSize.MEDIUM" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.CPUSize.LARGE">
+<span class="sig-name descname"><span class="pre">LARGE</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'large'</span></em><a class="headerlink" href="#abacusai.CPUSize.LARGE" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="abacusai.MemorySize">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.</span></span><span class="sig-name descname"><span class="pre">MemorySize</span></span><a class="headerlink" href="#abacusai.MemorySize" title="Link to this definition"></a></dt>
+<dd><p>Bases: <a class="reference internal" href="#abacusai.ApiEnum" title="abacusai.ApiEnum"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiEnum</span></code></a></p>
+<p>Generic enumeration.</p>
+<p>Derive from this class to define new enumerations.</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.MemorySize.SMALL">
+<span class="sig-name descname"><span class="pre">SMALL</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">16</span></em><a class="headerlink" href="#abacusai.MemorySize.SMALL" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.MemorySize.MEDIUM">
+<span class="sig-name descname"><span class="pre">MEDIUM</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">32</span></em><a class="headerlink" href="#abacusai.MemorySize.MEDIUM" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.MemorySize.LARGE">
+<span class="sig-name descname"><span class="pre">LARGE</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">64</span></em><a class="headerlink" href="#abacusai.MemorySize.LARGE" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.MemorySize.XLARGE">
+<span class="sig-name descname"><span class="pre">XLARGE</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">128</span></em><a class="headerlink" href="#abacusai.MemorySize.XLARGE" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="abacusai.MemorySize.from_value">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_value</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">value</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.MemorySize.from_value" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.SamplingConfig">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.</span></span><span class="sig-name descname"><span class="pre">SamplingConfig</span></span><a class="headerlink" href="#abacusai.SamplingConfig" title="Link to this definition"></a></dt>
@@ -7447,7 +5745,6 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
-<li><p><strong>sampling_method</strong> (<a class="reference internal" href="#abacusai.SamplingMethodType" title="abacusai.SamplingMethodType"><em>SamplingMethodType</em></a>) – N_SAMPLING</p></li>
 <li><p><strong>sample_count</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The number of rows to include in the sample</p></li>
 <li><p><strong>key_columns</strong> (<em>List</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – The feature(s) to use as the key(s) when sampling</p></li>
 </ul>
@@ -7478,7 +5775,6 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
-<li><p><strong>sampling_method</strong> (<a class="reference internal" href="#abacusai.SamplingMethodType" title="abacusai.SamplingMethodType"><em>SamplingMethodType</em></a>) – PERCENT_SAMPLING</p></li>
 <li><p><strong>sample_percent</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – The percentage of the rows to sample</p></li>
 <li><p><strong>key_columns</strong> (<em>List</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – The feature(s) to use as the key(s) when sampling</p></li>
 </ul>
@@ -7554,7 +5850,6 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
-<li><p><strong>merge_mode</strong> (<a class="reference internal" href="#abacusai.MergeMode" title="abacusai.MergeMode"><em>MergeMode</em></a>) – LAST_N</p></li>
 <li><p><strong>num_versions</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The number of versions to merge. num_versions == 0 means merge all versions.</p></li>
 <li><p><strong>include_version_timestamp_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If set, include a column with the creation timestamp of source FG versions.</p></li>
 </ul>
@@ -7585,7 +5880,6 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
-<li><p><strong>merge_mode</strong> (<a class="reference internal" href="#abacusai.MergeMode" title="abacusai.MergeMode"><em>MergeMode</em></a>) – TIME_WINDOW</p></li>
 <li><p><strong>feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Time based column to index on</p></li>
 <li><p><strong>time_window_size_ms</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Range of merged rows will be [MAX_TIME - time_window_size_ms, MAX_TIME]</p></li>
 <li><p><strong>include_version_timestamp_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If set, include a column with the creation timestamp of source FG versions.</p></li>
@@ -7637,6 +5931,228 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 
 </dd></dl>
 
+<dl class="py class">
+<dt class="sig sig-object py" id="abacusai.OperatorConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.</span></span><span class="sig-name descname"><span class="pre">OperatorConfig</span></span><a class="headerlink" href="#abacusai.OperatorConfig" title="Link to this definition"></a></dt>
+<dd><p>Bases: <a class="reference internal" href="api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
+<p>Configuration for a template Feature Group Operation</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.OperatorConfig.operator_type">
+<span class="sig-name descname"><span class="pre">operator_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.OperatorType" title="abacusai.api_class.enums.OperatorType"><span class="pre">abacusai.api_class.enums.OperatorType</span></a></em><a class="headerlink" href="#abacusai.OperatorConfig.operator_type" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="abacusai.OperatorConfig._get_builder">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_get_builder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.OperatorConfig._get_builder" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="abacusai.OperatorConfig.__post_init__">
+<span class="sig-name descname"><span class="pre">__post_init__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.OperatorConfig.__post_init__" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="abacusai.UnpivotConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.</span></span><span class="sig-name descname"><span class="pre">UnpivotConfig</span></span><a class="headerlink" href="#abacusai.UnpivotConfig" title="Link to this definition"></a></dt>
+<dd><p>Bases: <a class="reference internal" href="#abacusai.OperatorConfig" title="abacusai.OperatorConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">OperatorConfig</span></code></a></p>
+<p>Unpivot Columns in a FeatureGroup.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>columns</strong> (<em>List</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – Which columns to unpivot.</p></li>
+<li><p><strong>index_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of new column containing the unpivoted column names as its values</p></li>
+<li><p><strong>value_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of new column containing the row values that were unpivoted.</p></li>
+<li><p><strong>exclude</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If True, the unpivoted columns are all the columns EXCEPT the ones in the columns argument. Default is False.</p></li>
+</ul>
+</dd>
+</dl>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.UnpivotConfig.columns">
+<span class="sig-name descname"><span class="pre">columns</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.UnpivotConfig.columns" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.UnpivotConfig.index_column">
+<span class="sig-name descname"><span class="pre">index_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.UnpivotConfig.index_column" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.UnpivotConfig.value_column">
+<span class="sig-name descname"><span class="pre">value_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.UnpivotConfig.value_column" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.UnpivotConfig.exclude">
+<span class="sig-name descname"><span class="pre">exclude</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.UnpivotConfig.exclude" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="abacusai.UnpivotConfig.__post_init__">
+<span class="sig-name descname"><span class="pre">__post_init__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.UnpivotConfig.__post_init__" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="abacusai.MarkdownConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.</span></span><span class="sig-name descname"><span class="pre">MarkdownConfig</span></span><a class="headerlink" href="#abacusai.MarkdownConfig" title="Link to this definition"></a></dt>
+<dd><p>Bases: <a class="reference internal" href="#abacusai.OperatorConfig" title="abacusai.OperatorConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">OperatorConfig</span></code></a></p>
+<p>Transform a input column to a markdown column.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>input_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of input column to transform.</p></li>
+<li><p><strong>output_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of output column to store transformed data.</p></li>
+<li><p><strong>input_column_type</strong> (<a class="reference internal" href="#abacusai.MarkdownOperatorInputType" title="abacusai.MarkdownOperatorInputType"><em>MarkdownOperatorInputType</em></a>) – Type of input column to transform.</p></li>
+</ul>
+</dd>
+</dl>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.MarkdownConfig.input_column">
+<span class="sig-name descname"><span class="pre">input_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.MarkdownConfig.input_column" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.MarkdownConfig.output_column">
+<span class="sig-name descname"><span class="pre">output_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.MarkdownConfig.output_column" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.MarkdownConfig.input_column_type">
+<span class="sig-name descname"><span class="pre">input_column_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.MarkdownOperatorInputType" title="abacusai.api_class.enums.MarkdownOperatorInputType"><span class="pre">abacusai.api_class.enums.MarkdownOperatorInputType</span></a></em><a class="headerlink" href="#abacusai.MarkdownConfig.input_column_type" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="abacusai.MarkdownConfig.__post_init__">
+<span class="sig-name descname"><span class="pre">__post_init__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.MarkdownConfig.__post_init__" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="abacusai.CrawlerTransformConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.</span></span><span class="sig-name descname"><span class="pre">CrawlerTransformConfig</span></span><a class="headerlink" href="#abacusai.CrawlerTransformConfig" title="Link to this definition"></a></dt>
+<dd><p>Bases: <a class="reference internal" href="#abacusai.OperatorConfig" title="abacusai.OperatorConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">OperatorConfig</span></code></a></p>
+<p>Transform a input column of urls to html text</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>input_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of input column to transform.</p></li>
+<li><p><strong>output_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of output column to store transformed data.</p></li>
+<li><p><strong>depth_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Increasing depth explores more links, capturing more content</p></li>
+<li><p><strong>disable_host_restriction</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If True, will not restrict crawling to the same host.</p></li>
+<li><p><strong>honour_website_rules</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If True, will respect robots.txt rules.</p></li>
+<li><p><strong>user_agent</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If provided, will use this user agent instead of randomly selecting one.</p></li>
+</ul>
+</dd>
+</dl>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.CrawlerTransformConfig.input_column">
+<span class="sig-name descname"><span class="pre">input_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.CrawlerTransformConfig.input_column" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.CrawlerTransformConfig.output_column">
+<span class="sig-name descname"><span class="pre">output_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.CrawlerTransformConfig.output_column" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.CrawlerTransformConfig.depth_column">
+<span class="sig-name descname"><span class="pre">depth_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.CrawlerTransformConfig.depth_column" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.CrawlerTransformConfig.input_column_type">
+<span class="sig-name descname"><span class="pre">input_column_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.CrawlerTransformConfig.input_column_type" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.CrawlerTransformConfig.crawl_depth">
+<span class="sig-name descname"><span class="pre">crawl_depth</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.CrawlerTransformConfig.crawl_depth" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.CrawlerTransformConfig.disable_host_restriction">
+<span class="sig-name descname"><span class="pre">disable_host_restriction</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.CrawlerTransformConfig.disable_host_restriction" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.CrawlerTransformConfig.honour_website_rules">
+<span class="sig-name descname"><span class="pre">honour_website_rules</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.CrawlerTransformConfig.honour_website_rules" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.CrawlerTransformConfig.user_agent">
+<span class="sig-name descname"><span class="pre">user_agent</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.CrawlerTransformConfig.user_agent" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="abacusai.CrawlerTransformConfig.__post_init__">
+<span class="sig-name descname"><span class="pre">__post_init__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.CrawlerTransformConfig.__post_init__" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="abacusai.ExtractDocumentDataConfig">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.</span></span><span class="sig-name descname"><span class="pre">ExtractDocumentDataConfig</span></span><a class="headerlink" href="#abacusai.ExtractDocumentDataConfig" title="Link to this definition"></a></dt>
+<dd><p>Bases: <a class="reference internal" href="#abacusai.OperatorConfig" title="abacusai.OperatorConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">OperatorConfig</span></code></a></p>
+<p>Extracts data from documents.</p>
+<dl class="field-list simple">
+<dt class="field-odd">Parameters<span class="colon">:</span></dt>
+<dd class="field-odd"><ul class="simple">
+<li><p><strong>doc_id_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of input document ID column.</p></li>
+<li><p><strong>document_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the input document column which contains the page infos. This column will be transformed to include the document processing config in the output feature group.</p></li>
+<li><p><strong>document_processing_config</strong> (<a class="reference internal" href="#abacusai.DocumentProcessingConfig" title="abacusai.DocumentProcessingConfig"><em>DocumentProcessingConfig</em></a>) – Document processing configuration.</p></li>
+</ul>
+</dd>
+</dl>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.ExtractDocumentDataConfig.doc_id_column">
+<span class="sig-name descname"><span class="pre">doc_id_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.ExtractDocumentDataConfig.doc_id_column" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.ExtractDocumentDataConfig.document_column">
+<span class="sig-name descname"><span class="pre">document_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.ExtractDocumentDataConfig.document_column" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.ExtractDocumentDataConfig.document_processing_config">
+<span class="sig-name descname"><span class="pre">document_processing_config</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/dataset/index.html#abacusai.api_class.dataset.DocumentProcessingConfig" title="abacusai.api_class.dataset.DocumentProcessingConfig"><span class="pre">abacusai.api_class.dataset.DocumentProcessingConfig</span></a></em><a class="headerlink" href="#abacusai.ExtractDocumentDataConfig.document_processing_config" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="abacusai.ExtractDocumentDataConfig.__post_init__">
+<span class="sig-name descname"><span class="pre">__post_init__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.ExtractDocumentDataConfig.__post_init__" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="abacusai._OperatorConfigFactory">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.</span></span><span class="sig-name descname"><span class="pre">_OperatorConfigFactory</span></span><a class="headerlink" href="#abacusai._OperatorConfigFactory" title="Link to this definition"></a></dt>
+<dd><p>Bases: <a class="reference internal" href="api_class/abstract/index.html#abacusai.api_class.abstract._ApiClassFactory" title="abacusai.api_class.abstract._ApiClassFactory"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract._ApiClassFactory</span></code></a></p>
+<p>A class to select and return the the correct type of Operator Config based on a serialized OperatorConfig instance.</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai._OperatorConfigFactory.config_abstract_class">
+<span class="sig-name descname"><span class="pre">config_abstract_class</span></span><a class="headerlink" href="#abacusai._OperatorConfigFactory.config_abstract_class" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai._OperatorConfigFactory.config_class_key">
+<span class="sig-name descname"><span class="pre">config_class_key</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'operator_type'</span></em><a class="headerlink" href="#abacusai._OperatorConfigFactory.config_class_key" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai._OperatorConfigFactory.config_class_map">
+<span class="sig-name descname"><span class="pre">config_class_map</span></span><a class="headerlink" href="#abacusai._OperatorConfigFactory.config_class_map" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.TrainingConfig">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.</span></span><span class="sig-name descname"><span class="pre">TrainingConfig</span></span><a class="headerlink" href="#abacusai.TrainingConfig" title="Link to this definition"></a></dt>
@@ -7964,6 +6480,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <li><p><strong>custom_loss_functions</strong> (<em>List</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – Registered custom losses available for selection.</p></li>
 <li><p><strong>custom_metrics</strong> (<em>List</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – Registered custom metrics available for selection.</p></li>
 <li><p><strong>partial_dependence_analysis</strong> (<a class="reference internal" href="#abacusai.PartialDependenceAnalysis" title="abacusai.PartialDependenceAnalysis"><em>PartialDependenceAnalysis</em></a>) – Specify whether to run partial dependence plots for all features or only some features.</p></li>
+<li><p><strong>do_masked_language_model_pretraining</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Specify whether to run a masked language model unsupervised pretraining step before supervized training in certain supported algorithms which use BERT-like backbones.</p></li>
 </ul>
 </dd>
 </dl>
@@ -8127,6 +6644,11 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <span class="sig-name descname"><span class="pre">is_multilingual</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.RegressionTrainingConfig.is_multilingual" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
+<dl class="py attribute">
+<dt class="sig sig-object py" id="abacusai.RegressionTrainingConfig.do_masked_language_model_pretraining">
+<span class="sig-name descname"><span class="pre">do_masked_language_model_pretraining</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.RegressionTrainingConfig.do_masked_language_model_pretraining" title="Link to this definition"></a></dt>
+<dd></dd></dl>
+
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.RegressionTrainingConfig.loss_function">
 <span class="sig-name descname"><span class="pre">loss_function</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.RegressionLossFunction" title="abacusai.api_class.enums.RegressionLossFunction"><span class="pre">abacusai.api_class.enums.RegressionLossFunction</span></a></em><a class="headerlink" href="#abacusai.RegressionTrainingConfig.loss_function" title="Link to this definition"></a></dt>
@@ -8590,27 +7112,27 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 </dl>
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.NamedEntityExtractionTrainingConfig.llm_for_ner">
-<span class="sig-name descname"><span class="pre">llm_for_ner</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.LLMName" title="abacusai.api_class.enums.LLMName"><span class="pre">abacusai.api_class.enums.LLMName</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.NamedEntityExtractionTrainingConfig.llm_for_ner" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">llm_for_ner</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.LLMName" title="abacusai.api_class.enums.LLMName"><span class="pre">abacusai.api_class.enums.LLMName</span></a></em><a class="headerlink" href="#abacusai.NamedEntityExtractionTrainingConfig.llm_for_ner" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.NamedEntityExtractionTrainingConfig.test_split">
-<span class="sig-name descname"><span class="pre">test_split</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><span class="pre">int</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.NamedEntityExtractionTrainingConfig.test_split" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">test_split</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.NamedEntityExtractionTrainingConfig.test_split" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.NamedEntityExtractionTrainingConfig.test_row_indicator">
-<span class="sig-name descname"><span class="pre">test_row_indicator</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.NamedEntityExtractionTrainingConfig.test_row_indicator" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">test_row_indicator</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.NamedEntityExtractionTrainingConfig.test_row_indicator" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.NamedEntityExtractionTrainingConfig.active_labels_column">
-<span class="sig-name descname"><span class="pre">active_labels_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.NamedEntityExtractionTrainingConfig.active_labels_column" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">active_labels_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.NamedEntityExtractionTrainingConfig.active_labels_column" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
 <dt class="sig sig-object py" id="abacusai.NamedEntityExtractionTrainingConfig.document_format">
-<span class="sig-name descname"><span class="pre">document_format</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.NLPDocumentFormat" title="abacusai.api_class.enums.NLPDocumentFormat"><span class="pre">abacusai.api_class.enums.NLPDocumentFormat</span></a></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#abacusai.NamedEntityExtractionTrainingConfig.document_format" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">document_format</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="api_class/enums/index.html#abacusai.api_class.enums.NLPDocumentFormat" title="abacusai.api_class.enums.NLPDocumentFormat"><span class="pre">abacusai.api_class.enums.NLPDocumentFormat</span></a></em><a class="headerlink" href="#abacusai.NamedEntityExtractionTrainingConfig.document_format" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
 <dl class="py attribute">
@@ -10567,7 +9089,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The dataset object created</p>
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 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.Dataset" title="abacusai.client.Dataset">Dataset</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="dataset/index.html#abacusai.dataset.Dataset" title="abacusai.dataset.Dataset">Dataset</a></p>
 </dd>
 </dl>
 </dd></dl>
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-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.Dataset" title="abacusai.client.Dataset">Dataset</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="dataset/index.html#abacusai.dataset.Dataset" title="abacusai.dataset.Dataset">Dataset</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -10883,7 +9405,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The python_function object.</p>
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 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.PythonFunction" title="abacusai.client.PythonFunction">PythonFunction</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="python_function/index.html#abacusai.python_function.PythonFunction" title="abacusai.python_function.PythonFunction">PythonFunction</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -10996,7 +9518,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>A description of the registered custom loss function</p>
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 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.CustomLossFunction" title="abacusai.client.CustomLossFunction">CustomLossFunction</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="custom_loss_function/index.html#abacusai.custom_loss_function.CustomLossFunction" title="abacusai.custom_loss_function.CustomLossFunction">CustomLossFunction</a></p>
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 <dt class="field-even">Raises<span class="colon">:</span></dt>
 <dd class="field-even"><ul class="simple">
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 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.CustomLossFunction" title="abacusai.client.CustomLossFunction">CustomLossFunction</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="custom_loss_function/index.html#abacusai.custom_loss_function.CustomLossFunction" title="abacusai.custom_loss_function.CustomLossFunction">CustomLossFunction</a></p>
 </dd>
 <dt class="field-even">Raises<span class="colon">:</span></dt>
 <dd class="field-even"><ul class="simple">
@@ -11049,7 +9571,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.CustomMetric" title="abacusai.client.CustomMetric">CustomMetric</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="custom_metric/index.html#abacusai.custom_metric.CustomMetric" title="abacusai.custom_metric.CustomMetric">CustomMetric</a></p>
 </dd>
 <dt class="field-even">Raises<span class="colon">:</span></dt>
 <dd class="field-even"><ul class="simple">
@@ -11075,7 +9597,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.CustomMetric" title="abacusai.client.CustomMetric">CustomMetric</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="custom_metric/index.html#abacusai.custom_metric.CustomMetric" title="abacusai.custom_metric.CustomMetric">CustomMetric</a></p>
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 <dt class="field-even">Raises<span class="colon">:</span></dt>
 <dd class="field-even"><ul class="simple">
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-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.Module" title="abacusai.client.Module">Module</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="module/index.html#abacusai.module.Module" title="abacusai.module.Module">Module</a></p>
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 </dl>
 </dd></dl>
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 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.Module" title="abacusai.client.Module">Module</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="module/index.html#abacusai.module.Module" title="abacusai.module.Module">Module</a></p>
 </dd>
 </dl>
 </dd></dl>
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 execute function.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>List[ChatMessage]:: The chat history for the current request being processed by the Agent.</p>
+<dd class="field-odd"><p>The chat history for the current request being processed by the Agent.</p>
+</dd>
+<dt class="field-even">Return type<span class="colon">:</span></dt>
+<dd class="field-even"><p>List[<a class="reference internal" href="chat_message/index.html#abacusai.chat_message.ChatMessage" title="abacusai.chat_message.ChatMessage">ChatMessage</a>]</p>
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 </dl>
 </dd></dl>
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 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>text</p>
+<dd class="field-odd"><p>text (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)">str</a>)</p>
 </dd>
 </dl>
 </dd></dl>
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 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.LlmExecutionResult" title="abacusai.client.LlmExecutionResult">LlmExecutionResult</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="llm_execution_result/index.html#abacusai.llm_execution_result.LlmExecutionResult" title="abacusai.llm_execution_result.LlmExecutionResult">LlmExecutionResult</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -11570,7 +10095,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
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 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.DocumentRetrieverLookupResult" title="abacusai.client.DocumentRetrieverLookupResult">DocumentRetrieverLookupResult</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="document_retriever_lookup_result/index.html#abacusai.document_retriever_lookup_result.DocumentRetrieverLookupResult" title="abacusai.document_retriever_lookup_result.DocumentRetrieverLookupResult">DocumentRetrieverLookupResult</a>]</p>
 </dd>
 </dl>
 </dd></dl>
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 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.Model" title="abacusai.client.Model">Model</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="model/index.html#abacusai.model.Model" title="abacusai.model.Model">Model</a></p>
 </dd>
 </dl>
 </dd></dl>
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 <dd class="field-even"><p>Collection of upload IDs to upload the model artifacts.</p>
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 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.ModelUpload" title="abacusai.client.ModelUpload">ModelUpload</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="model_upload/index.html#abacusai.model_upload.ModelUpload" title="abacusai.model_upload.ModelUpload">ModelUpload</a></p>
 </dd>
 </dl>
 </dd></dl>
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 <dd class="field-even"><p>The updated model.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.ModelVersion" title="abacusai.client.ModelVersion">ModelVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="model_version/index.html#abacusai.model_version.ModelVersion" title="abacusai.model_version.ModelVersion">ModelVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
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 <dd class="field-even"><p>Collection of upload IDs to upload the model artifacts.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.ModelUpload" title="abacusai.client.ModelUpload">ModelUpload</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="model_upload/index.html#abacusai.model_upload.ModelUpload" title="abacusai.model_upload.ModelUpload">ModelUpload</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -11814,7 +10339,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>Information about the created Organization Group.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.OrganizationGroup" title="abacusai.client.OrganizationGroup">OrganizationGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="organization_group/index.html#abacusai.organization_group.OrganizationGroup" title="abacusai.organization_group.OrganizationGroup">OrganizationGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -11952,7 +10477,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The webhook attached to the deployment.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.Webhook" title="abacusai.client.Webhook">Webhook</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="webhook/index.html#abacusai.webhook.Webhook" title="abacusai.webhook.Webhook">Webhook</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -11999,7 +10524,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>This object represents the newly created project.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.Project" title="abacusai.client.Project">Project</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="project/index.html#abacusai.project.Project" title="abacusai.project.Project">Project</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -12137,7 +10662,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>A list of objects that describes the resulting feature group’s schema after the feature’s featureMapping is set.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.Feature" title="abacusai.client.Feature">Feature</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="feature/index.html#abacusai.feature.Feature" title="abacusai.feature.Feature">Feature</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -12277,7 +10802,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The created FeatureGroup.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -12300,7 +10825,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The created feature group.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -12319,8 +10844,8 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <li><p><strong>function_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the function found in the source code that will be executed (on the optional inputs) to materialize this feature group.</p></li>
 <li><p><strong>input_feature_groups</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of feature group names that are supplied to the function as parameters. Each of the parameters are materialized Dataframes (same type as the functions return value).</p></li>
 <li><p><strong>description</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The description for this feature group.</p></li>
-<li><p><strong>cpu_size</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Size of the CPU for the feature group function.</p></li>
-<li><p><strong>memory</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Memory (in GB) for the feature group function.</p></li>
+<li><p><strong>cpu_size</strong> (<a class="reference internal" href="#abacusai.CPUSize" title="abacusai.CPUSize"><em>CPUSize</em></a>) – Size of the CPU for the feature group function.</p></li>
+<li><p><strong>memory</strong> (<a class="reference internal" href="#abacusai.MemorySize" title="abacusai.MemorySize"><em>MemorySize</em></a>) – Memory (in GB) for the feature group function.</p></li>
 <li><p><strong>package_requirements</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of package requirements for the feature group function. For example: [‘numpy==1.2.3’, ‘pandas&gt;=1.4.0’]</p></li>
 <li><p><strong>use_original_csv_names</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Defaults to False, if set it uses the original column names for input feature groups from CSV datasets.</p></li>
 <li><p><strong>python_function_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of Python Function that contains the source code and function arguments.</p></li>
@@ -12332,7 +10857,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The created feature group</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -12355,7 +10880,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The created Feature Group.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -12401,7 +10926,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>source_feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier corresponding to the Feature Group to which the operator will be applied.</p></li>
 <li><p><strong>table_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier for the operator Feature Group. Can be up to 120 characters long and can only contain alphanumeric characters and underscores.</p></li>
-<li><p><strong>operator_config</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – JSON object (aka map) defining the operator and its parameters.</p></li>
+<li><p><strong>operator_config</strong> (<a class="reference internal" href="#abacusai.OperatorConfig" title="abacusai.OperatorConfig"><em>OperatorConfig</em></a>) – The operator config is used to define the operator and its parameters.</p></li>
 <li><p><strong>description</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Human-readable description of the Feature Group.</p></li>
 </ul>
 </dd>
@@ -12409,7 +10934,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The created Feature Group.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -12429,7 +10954,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>Feature Group corresponding to the newly created Snapshot.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -12450,7 +10975,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The created online feature group.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -12470,7 +10995,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The updated FeatureGroup.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -12490,7 +11015,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The updated FeatureGroup.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -12503,9 +11028,15 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A unique string identifier associated with the feature group.</p></li>
-<li><p><strong>operator_config</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – A dictionary object specifying the pre-defined operations.</p></li>
+<li><p><strong>operator_config</strong> (<a class="reference internal" href="#abacusai.OperatorConfig" title="abacusai.OperatorConfig"><em>OperatorConfig</em></a>) – A dictionary object specifying the pre-defined operations.</p></li>
 </ul>
 </dd>
+<dt class="field-even">Returns<span class="colon">:</span></dt>
+<dd class="field-even"><p>The updated FeatureGroup.</p>
+</dd>
+<dt class="field-odd">Return type<span class="colon">:</span></dt>
+<dd class="field-odd"><p><a class="reference internal" href="feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
+</dd>
 </dl>
 </dd></dl>
 
@@ -12539,7 +11070,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>A Feature Group object with the newly added feature.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -12588,7 +11119,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The feature group after the feature has been set</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -12611,7 +11142,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>A feature group object with the newly added annotatable feature.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -12631,7 +11162,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The updated feature group.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -12651,7 +11182,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The feature group after unsetting the feature</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -12673,7 +11204,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The feature group after adding the annotation label</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -12693,7 +11224,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The feature group after adding the annotation label</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -12747,7 +11278,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>A feature group object with the newly added nested feature.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -12772,7 +11303,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>A feature group object with the updated nested feature.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -12792,7 +11323,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>A feature group object without the specified nested feature.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -12823,7 +11354,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>A feature group object with the newly added nested feature.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -12853,7 +11384,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>A feature group object with the newly added nested feature.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -12882,7 +11413,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The feature group after the point in time group has been created.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -12905,7 +11436,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>Feature group object with newly added point-in-time features.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -12934,7 +11465,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The feature group after the update has been applied.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -12954,7 +11485,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The feature group after the point in time group has been deleted.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -12976,7 +11507,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The feature group after the update has been applied.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -12998,7 +11529,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The feature group after the update has been applied.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -13020,7 +11551,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The feature group after the data_type is applied.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.Schema" title="abacusai.client.Schema">Schema</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="schema/index.html#abacusai.schema.Schema" title="abacusai.schema.Schema">Schema</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -13098,7 +11629,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>A dict that contains the execution status</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.ExecuteFeatureGroupOperation" title="abacusai.client.ExecuteFeatureGroupOperation">ExecuteFeatureGroupOperation</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="execute_feature_group_operation/index.html#abacusai.execute_feature_group_operation.ExecuteFeatureGroupOperation" title="abacusai.execute_feature_group_operation.ExecuteFeatureGroupOperation">ExecuteFeatureGroupOperation</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -13115,7 +11646,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>A dict that contains the execution status</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.ExecuteFeatureGroupOperation" title="abacusai.client.ExecuteFeatureGroupOperation">ExecuteFeatureGroupOperation</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="execute_feature_group_operation/index.html#abacusai.execute_feature_group_operation.ExecuteFeatureGroupOperation" title="abacusai.execute_feature_group_operation.ExecuteFeatureGroupOperation">ExecuteFeatureGroupOperation</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -13135,7 +11666,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>Updated Feature Group object.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -13152,7 +11683,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The updated feature group.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -13172,7 +11703,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>Updated feature group.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -13203,8 +11734,8 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <li><p><strong>feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique ID associated with the feature group.</p></li>
 <li><p><strong>python_function_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the python function to be associated with the feature group.</p></li>
 <li><p><strong>python_function_bindings</strong> (<em>List</em>) – List of python function arguments.</p></li>
-<li><p><strong>cpu_size</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Size of the CPU for the feature group python function.</p></li>
-<li><p><strong>memory</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Memory (in GB) for the feature group python function.</p></li>
+<li><p><strong>cpu_size</strong> (<a class="reference internal" href="#abacusai.CPUSize" title="abacusai.CPUSize"><em>CPUSize</em></a>) – Size of the CPU for the feature group python function.</p></li>
+<li><p><strong>memory</strong> (<a class="reference internal" href="#abacusai.MemorySize" title="abacusai.MemorySize"><em>MemorySize</em></a>) – Memory (in GB) for the feature group python function.</p></li>
 <li><p><strong>use_gpu</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether the feature group needs a gpu or not. Otherwise default to CPU.</p></li>
 <li><p><strong>use_original_csv_names</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If enabled, it uses the original column names for input feature groups from CSV datasets.</p></li>
 </ul>
@@ -13227,7 +11758,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The updated feature group.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -13247,7 +11778,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The updated feature group.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -13269,7 +11800,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>Updated feature group object.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -13291,7 +11822,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The FeatureGroupExport instance.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FeatureGroupExport" title="abacusai.client.FeatureGroupExport">FeatureGroupExport</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="feature_group_export/index.html#abacusai.feature_group_export.FeatureGroupExport" title="abacusai.feature_group_export.FeatureGroupExport">FeatureGroupExport</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -13316,7 +11847,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The FeatureGroupExport instance.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FeatureGroupExport" title="abacusai.client.FeatureGroupExport">FeatureGroupExport</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="feature_group_export/index.html#abacusai.feature_group_export.FeatureGroupExport" title="abacusai.feature_group_export.FeatureGroupExport">FeatureGroupExport</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -13336,7 +11867,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The FeatureGroupExport instance.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FeatureGroupExport" title="abacusai.client.FeatureGroupExport">FeatureGroupExport</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="feature_group_export/index.html#abacusai.feature_group_export.FeatureGroupExport" title="abacusai.feature_group_export.FeatureGroupExport">FeatureGroupExport</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -13426,7 +11957,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>Updated feature group object.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -13457,7 +11988,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>A feature group version.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FeatureGroupVersion" title="abacusai.client.FeatureGroupVersion">FeatureGroupVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="feature_group_version/index.html#abacusai.feature_group_version.FeatureGroupVersion" title="abacusai.feature_group_version.FeatureGroupVersion">FeatureGroupVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -13482,7 +12013,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The created feature group template.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FeatureGroupTemplate" title="abacusai.client.FeatureGroupTemplate">FeatureGroupTemplate</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="feature_group_template/index.html#abacusai.feature_group_template.FeatureGroupTemplate" title="abacusai.feature_group_template.FeatureGroupTemplate">FeatureGroupTemplate</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -13516,7 +12047,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The updated feature group template.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FeatureGroupTemplate" title="abacusai.client.FeatureGroupTemplate">FeatureGroupTemplate</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="feature_group_template/index.html#abacusai.feature_group_template.FeatureGroupTemplate" title="abacusai.feature_group_template.FeatureGroupTemplate">FeatureGroupTemplate</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -13539,7 +12070,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The resolved template</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.ResolvedFeatureGroupTemplate" title="abacusai.client.ResolvedFeatureGroupTemplate">ResolvedFeatureGroupTemplate</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="resolved_feature_group_template/index.html#abacusai.resolved_feature_group_template.ResolvedFeatureGroupTemplate" title="abacusai.resolved_feature_group_template.ResolvedFeatureGroupTemplate">ResolvedFeatureGroupTemplate</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -13571,7 +12102,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The object ‘UploadPart’ which encapsulates the hash and the etag for the part that got uploaded.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.UploadPart" title="abacusai.client.UploadPart">UploadPart</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="upload_part/index.html#abacusai.upload_part.UploadPart" title="abacusai.upload_part.UploadPart">UploadPart</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -13588,7 +12119,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The upload object associated with the process, containing details of the file.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.Upload" title="abacusai.client.Upload">Upload</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="upload/index.html#abacusai.upload.Upload" title="abacusai.upload.Upload">Upload</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -13623,7 +12154,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The dataset created.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.Dataset" title="abacusai.client.Dataset">Dataset</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="dataset/index.html#abacusai.dataset.Dataset" title="abacusai.dataset.Dataset">Dataset</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -13647,7 +12178,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The new Dataset Version created.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.DatasetVersion" title="abacusai.client.DatasetVersion">DatasetVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="dataset_version/index.html#abacusai.dataset_version.DatasetVersion" title="abacusai.dataset_version.DatasetVersion">DatasetVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -13674,7 +12205,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The created dataset.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.Dataset" title="abacusai.client.Dataset">Dataset</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="dataset/index.html#abacusai.dataset.Dataset" title="abacusai.dataset.Dataset">Dataset</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -13696,7 +12227,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The created dataset.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.Dataset" title="abacusai.client.Dataset">Dataset</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="dataset/index.html#abacusai.dataset.Dataset" title="abacusai.dataset.Dataset">Dataset</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -13719,7 +12250,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The new Dataset Version created.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.DatasetVersion" title="abacusai.client.DatasetVersion">DatasetVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="dataset_version/index.html#abacusai.dataset_version.DatasetVersion" title="abacusai.dataset_version.DatasetVersion">DatasetVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -13739,7 +12270,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The new Dataset Version created.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.DatasetVersion" title="abacusai.client.DatasetVersion">DatasetVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="dataset_version/index.html#abacusai.dataset_version.DatasetVersion" title="abacusai.dataset_version.DatasetVersion">DatasetVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -13765,7 +12296,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>A reference to be used when uploading file parts.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.Upload" title="abacusai.client.Upload">Upload</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="upload/index.html#abacusai.upload.Upload" title="abacusai.upload.Upload">Upload</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -13785,7 +12316,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>Token to be used when uploading file parts.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.Upload" title="abacusai.client.Upload">Upload</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="upload/index.html#abacusai.upload.Upload" title="abacusai.upload.Upload">Upload</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -13805,7 +12336,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The new dataset version created.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.DatasetVersion" title="abacusai.client.DatasetVersion">DatasetVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="dataset_version/index.html#abacusai.dataset_version.DatasetVersion" title="abacusai.dataset_version.DatasetVersion">DatasetVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -13827,7 +12358,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The streaming dataset created.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.Dataset" title="abacusai.client.Dataset">Dataset</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="dataset/index.html#abacusai.dataset.Dataset" title="abacusai.dataset.Dataset">Dataset</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -13844,7 +12375,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The new Dataset Version created by taking a snapshot of the current data in the streaming dataset.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.DatasetVersion" title="abacusai.client.DatasetVersion">DatasetVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="dataset_version/index.html#abacusai.dataset_version.DatasetVersion" title="abacusai.dataset_version.DatasetVersion">DatasetVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -13865,21 +12396,21 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The dataset and schema after the data type has been set.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.Dataset" title="abacusai.client.Dataset">Dataset</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="dataset/index.html#abacusai.dataset.Dataset" title="abacusai.dataset.Dataset">Dataset</a></p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="abacusai.ApiClient.create_dataset_from_streaming_connector">
-<span class="sig-name descname"><span class="pre">create_dataset_from_streaming_connector</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">table_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">streaming_connector_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">streaming_args</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refresh_schedule</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.ApiClient.create_dataset_from_streaming_connector" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">create_dataset_from_streaming_connector</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">table_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">streaming_connector_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dataset_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refresh_schedule</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.ApiClient.create_dataset_from_streaming_connector" title="Link to this definition"></a></dt>
 <dd><p>Creates a dataset from a Streaming Connector</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>table_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Organization-unique table name</p></li>
 <li><p><strong>streaming_connector_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique String Identifier for the Streaming Connector to import the dataset from</p></li>
-<li><p><strong>streaming_args</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Dictionary of arguments to read data from the streaming connector</p></li>
+<li><p><strong>dataset_config</strong> (<a class="reference internal" href="#abacusai.StreamingConnectorDatasetConfig" title="abacusai.StreamingConnectorDatasetConfig"><em>StreamingConnectorDatasetConfig</em></a>) – Streaming dataset config</p></li>
 <li><p><strong>refresh_schedule</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Cron time string format that describes a schedule to retrieve the latest version of the imported dataset. Time is specified in UTC.</p></li>
 </ul>
 </dd>
@@ -13887,7 +12418,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The created dataset.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.Dataset" title="abacusai.client.Dataset">Dataset</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="dataset/index.html#abacusai.dataset.Dataset" title="abacusai.dataset.Dataset">Dataset</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -13959,7 +12490,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The result of the verification.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FileConnectorVerification" title="abacusai.client.FileConnectorVerification">FileConnectorVerification</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="file_connector_verification/index.html#abacusai.file_connector_verification.FileConnectorVerification" title="abacusai.file_connector_verification.FileConnectorVerification">FileConnectorVerification</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -14023,7 +12554,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>An object with the roleArn and verification status for the specified bucket.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FileConnectorVerification" title="abacusai.client.FileConnectorVerification">FileConnectorVerification</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="file_connector_verification/index.html#abacusai.file_connector_verification.FileConnectorVerification" title="abacusai.file_connector_verification.FileConnectorVerification">FileConnectorVerification</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -14073,7 +12604,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-odd"><p>The generated streaming token.</p>
 </dd>
 <dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="client/index.html#abacusai.client.StreamingAuthToken" title="abacusai.client.StreamingAuthToken">StreamingAuthToken</a></p>
+<dd class="field-even"><p><a class="reference internal" href="streaming_auth_token/index.html#abacusai.streaming_auth_token.StreamingAuthToken" title="abacusai.streaming_auth_token.StreamingAuthToken">StreamingAuthToken</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -14117,7 +12648,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The extracted page data.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.PageData" title="abacusai.client.PageData">PageData</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="page_data/index.html#abacusai.page_data.PageData" title="abacusai.page_data.PageData">PageData</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -14139,7 +12670,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The extracted document data.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.DocumentData" title="abacusai.client.DocumentData">DocumentData</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="document_data/index.html#abacusai.document_data.DocumentData" title="abacusai.document_data.DocumentData">DocumentData</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -14163,7 +12694,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The extracted document data.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.DocumentData" title="abacusai.client.DocumentData">DocumentData</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="document_data/index.html#abacusai.document_data.DocumentData" title="abacusai.document_data.DocumentData">DocumentData</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -14185,7 +12716,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>An array of options that can be specified when training a model in this project.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.TrainingConfigOptions" title="abacusai.client.TrainingConfigOptions">TrainingConfigOptions</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="training_config_options/index.html#abacusai.training_config_options.TrainingConfigOptions" title="abacusai.training_config_options.TrainingConfigOptions">TrainingConfigOptions</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -14206,7 +12737,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The feature group containing the training data and folds information.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -14236,7 +12767,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The new model which is being trained.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.Model" title="abacusai.client.Model">Model</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="model/index.html#abacusai.model.Model" title="abacusai.model.Model">Model</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -14270,7 +12801,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The new model, which has not been trained.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.Model" title="abacusai.client.Model">Model</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="model/index.html#abacusai.model.Model" title="abacusai.model.Model">Model</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -14316,7 +12847,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The updated model.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.Model" title="abacusai.client.Model">Model</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="model/index.html#abacusai.model.Model" title="abacusai.model.Model">Model</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -14346,7 +12877,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The updated model.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.Upload" title="abacusai.client.Upload">Upload</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="upload/index.html#abacusai.upload.Upload" title="abacusai.upload.Upload">Upload</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -14378,7 +12909,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The updated model.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.Model" title="abacusai.client.Model">Model</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="model/index.html#abacusai.model.Model" title="abacusai.model.Model">Model</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -14399,7 +12930,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The model object corresponding to the updated training config.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.Model" title="abacusai.client.Model">Model</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="model/index.html#abacusai.model.Model" title="abacusai.model.Model">Model</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -14434,7 +12965,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>Model object after the prediction configuration is applied.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.Model" title="abacusai.client.Model">Model</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="model/index.html#abacusai.model.Model" title="abacusai.model.Model">Model</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -14462,7 +12993,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The model that is being retrained.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.Model" title="abacusai.client.Model">Model</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="model/index.html#abacusai.model.Model" title="abacusai.model.Model">Model</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -14505,7 +13036,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The created feature group.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -14543,7 +13074,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>Information about how to call the customer-provided train function.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.CustomTrainFunctionInfo" title="abacusai.client.CustomTrainFunctionInfo">CustomTrainFunctionInfo</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="custom_train_function_info/index.html#abacusai.custom_train_function_info.CustomTrainFunctionInfo" title="abacusai.custom_train_function_info.CustomTrainFunctionInfo">CustomTrainFunctionInfo</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -14564,14 +13095,14 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>Object describing the export and its status.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.ModelArtifactsExport" title="abacusai.client.ModelArtifactsExport">ModelArtifactsExport</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="model_artifacts_export/index.html#abacusai.model_artifacts_export.ModelArtifactsExport" title="abacusai.model_artifacts_export.ModelArtifactsExport">ModelArtifactsExport</a></p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="abacusai.ApiClient.create_model_monitor">
-<span class="sig-name descname"><span class="pre">create_model_monitor</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">project_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">prediction_feature_group_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">training_feature_group_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refresh_schedule</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target_value</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target_value_bias</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target_value_performance</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_mappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">training_feature_mappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_group_base_monitor_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_group_comparison_monitor_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">include_interactive_performance_analysis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.ApiClient.create_model_monitor" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">create_model_monitor</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">project_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">prediction_feature_group_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">training_feature_group_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refresh_schedule</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target_value</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target_value_bias</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target_value_performance</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_mappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">training_feature_mappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_group_base_monitor_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_group_comparison_monitor_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">exclude_interactive_performance_analysis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">exclude_bias_analysis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">exclude_performance_analysis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">exclude_feature_drift_analysis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">exclude_data_integrity_analysis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.ApiClient.create_model_monitor" title="Link to this definition"></a></dt>
 <dd><p>Runs a model monitor for the specified project.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -14589,14 +13120,18 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <li><p><strong>training_feature_mappings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – A JSON map to override features for training_fature_group, where keys are column names and the values are feature data use types.</p></li>
 <li><p><strong>feature_group_base_monitor_config</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Selection strategy for the feature_group 1 with the feature group version if selected.</p></li>
 <li><p><strong>feature_group_comparison_monitor_config</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Selection strategy for the feature_group 1 with the feature group version if selected.</p></li>
-<li><p><strong>include_interactive_performance_analysis</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to include interactive performance analysis.</p></li>
+<li><p><strong>exclude_interactive_performance_analysis</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to exclude interactive performance analysis. Defaults to True if not provided.</p></li>
+<li><p><strong>exclude_bias_analysis</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to exclude bias analysis in the model monitor. For default value bias analysis is included.</p></li>
+<li><p><strong>exclude_performance_analysis</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to exclude performance analysis in the model monitor. For default value performance analysis is included.</p></li>
+<li><p><strong>exclude_feature_drift_analysis</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to exclude feature drift analysis in the model monitor. For default value feature drift analysis is included.</p></li>
+<li><p><strong>exclude_data_integrity_analysis</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to exclude data integrity analysis in the model monitor. For default value data integrity analysis is included.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>The new model monitor that was created.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.ModelMonitor" title="abacusai.client.ModelMonitor">ModelMonitor</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="model_monitor/index.html#abacusai.model_monitor.ModelMonitor" title="abacusai.model_monitor.ModelMonitor">ModelMonitor</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -14613,7 +13148,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The model monitor that is being re-run.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.ModelMonitor" title="abacusai.client.ModelMonitor">ModelMonitor</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="model_monitor/index.html#abacusai.model_monitor.ModelMonitor" title="abacusai.model_monitor.ModelMonitor">ModelMonitor</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -14675,7 +13210,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The new model monitor that was created.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.ModelMonitor" title="abacusai.client.ModelMonitor">ModelMonitor</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="model_monitor/index.html#abacusai.model_monitor.ModelMonitor" title="abacusai.model_monitor.ModelMonitor">ModelMonitor</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -14701,7 +13236,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The new model monitor that was created.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.ModelMonitor" title="abacusai.client.ModelMonitor">ModelMonitor</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="model_monitor/index.html#abacusai.model_monitor.ModelMonitor" title="abacusai.model_monitor.ModelMonitor">ModelMonitor</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -14727,7 +13262,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The new model monitor that was created.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.ModelMonitor" title="abacusai.client.ModelMonitor">ModelMonitor</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="model_monitor/index.html#abacusai.model_monitor.ModelMonitor" title="abacusai.model_monitor.ModelMonitor">ModelMonitor</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -14757,7 +13292,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The new EDA object that was created.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.Eda" title="abacusai.client.Eda">Eda</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="eda/index.html#abacusai.eda.Eda" title="abacusai.eda.Eda">Eda</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -14774,7 +13309,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The EDA object that is being rerun.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.Eda" title="abacusai.client.Eda">Eda</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="eda/index.html#abacusai.eda.Eda" title="abacusai.eda.Eda">Eda</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -14833,7 +13368,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The created holdout analysis</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.HoldoutAnalysis" title="abacusai.client.HoldoutAnalysis">HoldoutAnalysis</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="holdout_analysis/index.html#abacusai.holdout_analysis.HoldoutAnalysis" title="abacusai.holdout_analysis.HoldoutAnalysis">HoldoutAnalysis</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -14854,7 +13389,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The created holdout analysis version</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.HoldoutAnalysisVersion" title="abacusai.client.HoldoutAnalysisVersion">HoldoutAnalysisVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="holdout_analysis_version/index.html#abacusai.holdout_analysis_version.HoldoutAnalysisVersion" title="abacusai.holdout_analysis_version.HoldoutAnalysisVersion">HoldoutAnalysisVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -14878,7 +13413,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>Object describing the monitor alert.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.MonitorAlert" title="abacusai.client.MonitorAlert">MonitorAlert</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="monitor_alert/index.html#abacusai.monitor_alert.MonitorAlert" title="abacusai.monitor_alert.MonitorAlert">MonitorAlert</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -14900,7 +13435,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>Object describing the monitor alert.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.MonitorAlert" title="abacusai.client.MonitorAlert">MonitorAlert</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="monitor_alert/index.html#abacusai.monitor_alert.MonitorAlert" title="abacusai.monitor_alert.MonitorAlert">MonitorAlert</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -14917,7 +13452,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>Object describing the monitor alert.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.MonitorAlert" title="abacusai.client.MonitorAlert">MonitorAlert</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="monitor_alert/index.html#abacusai.monitor_alert.MonitorAlert" title="abacusai.monitor_alert.MonitorAlert">MonitorAlert</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -14956,7 +13491,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The created prediction operator object.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.PredictionOperator" title="abacusai.client.PredictionOperator">PredictionOperator</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="prediction_operator/index.html#abacusai.prediction_operator.PredictionOperator" title="abacusai.prediction_operator.PredictionOperator">PredictionOperator</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -14984,7 +13519,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The updated prediction operator object.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.PredictionOperator" title="abacusai.client.PredictionOperator">PredictionOperator</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="prediction_operator/index.html#abacusai.prediction_operator.PredictionOperator" title="abacusai.prediction_operator.PredictionOperator">PredictionOperator</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -15015,7 +13550,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The created deployment object.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.Deployment" title="abacusai.client.Deployment">Deployment</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="deployment/index.html#abacusai.deployment.Deployment" title="abacusai.deployment.Deployment">Deployment</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -15032,7 +13567,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The created prediction operator version object.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.PredictionOperatorVersion" title="abacusai.client.PredictionOperatorVersion">PredictionOperatorVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="prediction_operator_version/index.html#abacusai.prediction_operator_version.PredictionOperatorVersion" title="abacusai.prediction_operator_version.PredictionOperatorVersion">PredictionOperatorVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -15075,7 +13610,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The new model or feature group deployment.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.Deployment" title="abacusai.client.Deployment">Deployment</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="deployment/index.html#abacusai.deployment.Deployment" title="abacusai.deployment.Deployment">Deployment</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -15096,7 +13631,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The deployment token.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.DeploymentAuthToken" title="abacusai.client.DeploymentAuthToken">DeploymentAuthToken</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="deployment_auth_token/index.html#abacusai.deployment_auth_token.DeploymentAuthToken" title="abacusai.deployment_auth_token.DeploymentAuthToken">DeploymentAuthToken</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -15295,7 +13830,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>description of the updated deployment.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.Deployment" title="abacusai.client.Deployment">Deployment</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="deployment/index.html#abacusai.deployment.Deployment" title="abacusai.deployment.Deployment">Deployment</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -15318,7 +13853,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>Object describing the deployment alert.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.MonitorAlert" title="abacusai.client.MonitorAlert">MonitorAlert</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="monitor_alert/index.html#abacusai.monitor_alert.MonitorAlert" title="abacusai.monitor_alert.MonitorAlert">MonitorAlert</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -15339,7 +13874,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>Object describing the real-time monitor.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.RealtimeMonitor" title="abacusai.client.RealtimeMonitor">RealtimeMonitor</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="realtime_monitor/index.html#abacusai.realtime_monitor.RealtimeMonitor" title="abacusai.realtime_monitor.RealtimeMonitor">RealtimeMonitor</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -15360,7 +13895,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>Object describing the realtime monitor.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.RealtimeMonitor" title="abacusai.client.RealtimeMonitor">RealtimeMonitor</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="realtime_monitor/index.html#abacusai.realtime_monitor.RealtimeMonitor" title="abacusai.realtime_monitor.RealtimeMonitor">RealtimeMonitor</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -15403,7 +13938,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The created refresh policy.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.RefreshPolicy" title="abacusai.client.RefreshPolicy">RefreshPolicy</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="refresh_policy/index.html#abacusai.refresh_policy.RefreshPolicy" title="abacusai.refresh_policy.RefreshPolicy">RefreshPolicy</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -15469,7 +14004,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>Updated refresh policy.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.RefreshPolicy" title="abacusai.client.RefreshPolicy">RefreshPolicy</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="refresh_policy/index.html#abacusai.refresh_policy.RefreshPolicy" title="abacusai.refresh_policy.RefreshPolicy">RefreshPolicy</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -16503,7 +15038,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The relevant documentation results found from the document retriever.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.DocumentRetrieverLookupResult" title="abacusai.client.DocumentRetrieverLookupResult">DocumentRetrieverLookupResult</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="document_retriever_lookup_result/index.html#abacusai.document_retriever_lookup_result.DocumentRetrieverLookupResult" title="abacusai.document_retriever_lookup_result.DocumentRetrieverLookupResult">DocumentRetrieverLookupResult</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -16598,7 +15133,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The batch prediction version started by this method call.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="batch_prediction/index.html#abacusai.batch_prediction.BatchPredictionVersion" title="abacusai.batch_prediction.BatchPredictionVersion">BatchPredictionVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="batch_prediction_version/index.html#abacusai.batch_prediction_version.BatchPredictionVersion" title="abacusai.batch_prediction_version.BatchPredictionVersion">BatchPredictionVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -16859,7 +15394,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The feature group row that was upserted.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FeatureGroupRow" title="abacusai.client.FeatureGroupRow">FeatureGroupRow</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="feature_group_row/index.html#abacusai.feature_group_row.FeatureGroupRow" title="abacusai.feature_group_row.FeatureGroupRow">FeatureGroupRow</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -16893,7 +15428,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>An object representing the feature group row process</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FeatureGroupRowProcess" title="abacusai.client.FeatureGroupRowProcess">FeatureGroupRowProcess</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="feature_group_row_process/index.html#abacusai.feature_group_row_process.FeatureGroupRowProcess" title="abacusai.feature_group_row_process.FeatureGroupRowProcess">FeatureGroupRowProcess</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -16914,7 +15449,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>A list of object representing the feature group row process</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.FeatureGroupRowProcess" title="abacusai.client.FeatureGroupRowProcess">FeatureGroupRowProcess</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="feature_group_row_process/index.html#abacusai.feature_group_row_process.FeatureGroupRowProcess" title="abacusai.feature_group_row_process.FeatureGroupRowProcess">FeatureGroupRowProcess</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -16931,7 +15466,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>An object representing the summary of the statuses of the individual feature group processes</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FeatureGroupRowProcessSummary" title="abacusai.client.FeatureGroupRowProcessSummary">FeatureGroupRowProcessSummary</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="feature_group_row_process_summary/index.html#abacusai.feature_group_row_process_summary.FeatureGroupRowProcessSummary" title="abacusai.feature_group_row_process_summary.FeatureGroupRowProcessSummary">FeatureGroupRowProcessSummary</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -16951,7 +15486,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>An object representing the feature group row process.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FeatureGroupRowProcess" title="abacusai.client.FeatureGroupRowProcess">FeatureGroupRowProcess</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="feature_group_row_process/index.html#abacusai.feature_group_row_process.FeatureGroupRowProcess" title="abacusai.feature_group_row_process.FeatureGroupRowProcess">FeatureGroupRowProcess</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -16971,7 +15506,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>An object representing the logs for the feature group row process</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FeatureGroupRowProcessLogs" title="abacusai.client.FeatureGroupRowProcessLogs">FeatureGroupRowProcessLogs</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="feature_group_row_process_logs/index.html#abacusai.feature_group_row_process_logs.FeatureGroupRowProcessLogs" title="abacusai.feature_group_row_process_logs.FeatureGroupRowProcessLogs">FeatureGroupRowProcessLogs</a></p>
 </dd>
 </dl>
 </dd></dl>
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 <dd class="field-even"><p>The Python function that can be used (e.g. for feature group transform).</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.PythonFunction" title="abacusai.client.PythonFunction">PythonFunction</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="python_function/index.html#abacusai.python_function.PythonFunction" title="abacusai.python_function.PythonFunction">PythonFunction</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -17018,7 +15553,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The Python function object.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.PythonFunction" title="abacusai.client.PythonFunction">PythonFunction</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="python_function/index.html#abacusai.python_function.PythonFunction" title="abacusai.python_function.PythonFunction">PythonFunction</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -17051,7 +15586,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>An object that describes a Pipeline.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.Pipeline" title="abacusai.client.Pipeline">Pipeline</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="pipeline/index.html#abacusai.pipeline.Pipeline" title="abacusai.pipeline.Pipeline">Pipeline</a></p>
 </dd>
 </dl>
 </dd></dl>
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 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.Pipeline" title="abacusai.client.Pipeline">Pipeline</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="pipeline/index.html#abacusai.pipeline.Pipeline" title="abacusai.pipeline.Pipeline">Pipeline</a></p>
 </dd>
 </dl>
 </dd></dl>
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 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.Pipeline" title="abacusai.client.Pipeline">Pipeline</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="pipeline/index.html#abacusai.pipeline.Pipeline" title="abacusai.pipeline.Pipeline">Pipeline</a></p>
 </dd>
 </dl>
 </dd></dl>
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 <dd class="field-even"><p>An object that describes a Pipeline.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.Pipeline" title="abacusai.client.Pipeline">Pipeline</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="pipeline/index.html#abacusai.pipeline.Pipeline" title="abacusai.pipeline.Pipeline">Pipeline</a></p>
 </dd>
 </dl>
 </dd></dl>
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 <dd class="field-even"><p>An object that describes a Pipeline.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.Pipeline" title="abacusai.client.Pipeline">Pipeline</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="pipeline/index.html#abacusai.pipeline.Pipeline" title="abacusai.pipeline.Pipeline">Pipeline</a></p>
 </dd>
 </dl>
 </dd></dl>
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 <dd class="field-even"><p>A list of pipeline versions.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.PipelineVersion" title="abacusai.client.PipelineVersion">PipelineVersion</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="pipeline_version/index.html#abacusai.pipeline_version.PipelineVersion" title="abacusai.pipeline_version.PipelineVersion">PipelineVersion</a>]</p>
 </dd>
 </dl>
 </dd></dl>
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 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.PipelineVersion" title="abacusai.client.PipelineVersion">PipelineVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="pipeline_version/index.html#abacusai.pipeline_version.PipelineVersion" title="abacusai.pipeline_version.PipelineVersion">PipelineVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
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 <dd class="field-even"><p>Object describing the pipeline version</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.PipelineVersion" title="abacusai.client.PipelineVersion">PipelineVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="pipeline_version/index.html#abacusai.pipeline_version.PipelineVersion" title="abacusai.pipeline_version.PipelineVersion">PipelineVersion</a></p>
 </dd>
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 </dd></dl>
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 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.Pipeline" title="abacusai.client.Pipeline">Pipeline</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="pipeline/index.html#abacusai.pipeline.Pipeline" title="abacusai.pipeline.Pipeline">Pipeline</a></p>
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 </dl>
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 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.PipelineStep" title="abacusai.client.PipelineStep">PipelineStep</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="pipeline_step/index.html#abacusai.pipeline_step.PipelineStep" title="abacusai.pipeline_step.PipelineStep">PipelineStep</a></p>
 </dd>
 </dl>
 </dd></dl>
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 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.PipelineStep" title="abacusai.client.PipelineStep">PipelineStep</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="pipeline_step/index.html#abacusai.pipeline_step.PipelineStep" title="abacusai.pipeline_step.PipelineStep">PipelineStep</a></p>
 </dd>
 </dl>
 </dd></dl>
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 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.Pipeline" title="abacusai.client.Pipeline">Pipeline</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="pipeline/index.html#abacusai.pipeline.Pipeline" title="abacusai.pipeline.Pipeline">Pipeline</a></p>
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 </dl>
 </dd></dl>
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 <dd class="field-even"><p>Object describing the pipeline.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.Pipeline" title="abacusai.client.Pipeline">Pipeline</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="pipeline/index.html#abacusai.pipeline.Pipeline" title="abacusai.pipeline.Pipeline">Pipeline</a></p>
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 </dl>
 </dd></dl>
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 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.Pipeline" title="abacusai.client.Pipeline">Pipeline</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="pipeline/index.html#abacusai.pipeline.Pipeline" title="abacusai.pipeline.Pipeline">Pipeline</a></p>
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 </dl>
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 <dd class="field-even"><p>Object describing the pipeline version</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.PipelineVersion" title="abacusai.client.PipelineVersion">PipelineVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="pipeline_version/index.html#abacusai.pipeline_version.PipelineVersion" title="abacusai.pipeline_version.PipelineVersion">PipelineVersion</a></p>
 </dd>
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 <dd class="field-even"><p>An object describing the graph dashboard.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.GraphDashboard" title="abacusai.client.GraphDashboard">GraphDashboard</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="graph_dashboard/index.html#abacusai.graph_dashboard.GraphDashboard" title="abacusai.graph_dashboard.GraphDashboard">GraphDashboard</a></p>
 </dd>
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 </dd></dl>
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 <dd class="field-even"><p>An object describing the graph dashboard.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.GraphDashboard" title="abacusai.client.GraphDashboard">GraphDashboard</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="graph_dashboard/index.html#abacusai.graph_dashboard.GraphDashboard" title="abacusai.graph_dashboard.GraphDashboard">GraphDashboard</a></p>
 </dd>
 </dl>
 </dd></dl>
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 <dd class="field-even"><p>An object describing the graph dashboard.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.GraphDashboard" title="abacusai.client.GraphDashboard">GraphDashboard</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="graph_dashboard/index.html#abacusai.graph_dashboard.GraphDashboard" title="abacusai.graph_dashboard.GraphDashboard">GraphDashboard</a></p>
 </dd>
 </dl>
 </dd></dl>
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 <dd class="field-even"><p>An object describing the graph dashboard.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.GraphDashboard" title="abacusai.client.GraphDashboard">GraphDashboard</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="graph_dashboard/index.html#abacusai.graph_dashboard.GraphDashboard" title="abacusai.graph_dashboard.GraphDashboard">GraphDashboard</a></p>
 </dd>
 </dl>
 </dd></dl>
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 <dd class="field-even"><p>A description of the registered custom loss function.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.CustomLossFunction" title="abacusai.client.CustomLossFunction">CustomLossFunction</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="custom_loss_function/index.html#abacusai.custom_loss_function.CustomLossFunction" title="abacusai.custom_loss_function.CustomLossFunction">CustomLossFunction</a></p>
 </dd>
 </dl>
 </dd></dl>
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 <dd class="field-even"><p>A description of the updated custom loss function.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.CustomLossFunction" title="abacusai.client.CustomLossFunction">CustomLossFunction</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="custom_loss_function/index.html#abacusai.custom_loss_function.CustomLossFunction" title="abacusai.custom_loss_function.CustomLossFunction">CustomLossFunction</a></p>
 </dd>
 </dl>
 </dd></dl>
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 <dd class="field-even"><p>The newly created custom metric.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.CustomMetric" title="abacusai.client.CustomMetric">CustomMetric</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="custom_metric/index.html#abacusai.custom_metric.CustomMetric" title="abacusai.custom_metric.CustomMetric">CustomMetric</a></p>
 </dd>
 </dl>
 </dd></dl>
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 <dd class="field-even"><p>A description of the updated custom metric.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.CustomMetric" title="abacusai.client.CustomMetric">CustomMetric</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="custom_metric/index.html#abacusai.custom_metric.CustomMetric" title="abacusai.custom_metric.CustomMetric">CustomMetric</a></p>
 </dd>
 </dl>
 </dd></dl>
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 <dd class="field-even"><p>The new module</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.Module" title="abacusai.client.Module">Module</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="module/index.html#abacusai.module.Module" title="abacusai.module.Module">Module</a></p>
 </dd>
 </dl>
 </dd></dl>
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 <dd class="field-even"><p>The updated module.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.Module" title="abacusai.client.Module">Module</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="module/index.html#abacusai.module.Module" title="abacusai.module.Module">Module</a></p>
 </dd>
 </dl>
 </dd></dl>
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 <dd class="field-even"><p>The created secret.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.OrganizationSecret" title="abacusai.client.OrganizationSecret">OrganizationSecret</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="organization_secret/index.html#abacusai.organization_secret.OrganizationSecret" title="abacusai.organization_secret.OrganizationSecret">OrganizationSecret</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -17767,7 +16302,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The updated secret.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.OrganizationSecret" title="abacusai.client.OrganizationSecret">OrganizationSecret</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="organization_secret/index.html#abacusai.organization_secret.OrganizationSecret" title="abacusai.organization_secret.OrganizationSecret">OrganizationSecret</a></p>
 </dd>
 </dl>
 </dd></dl>
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 <dd class="field-even"><p>The deployment conversation.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.DeploymentConversation" title="abacusai.client.DeploymentConversation">DeploymentConversation</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="deployment_conversation/index.html#abacusai.deployment_conversation.DeploymentConversation" title="abacusai.deployment_conversation.DeploymentConversation">DeploymentConversation</a></p>
 </dd>
 </dl>
 </dd></dl>
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 <dd class="field-even"><p>The response of the invitation. This will contain the emails that were successfully invited and the emails that were not.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.ExternalInvite" title="abacusai.client.ExternalInvite">ExternalInvite</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="external_invite/index.html#abacusai.external_invite.ExternalInvite" title="abacusai.external_invite.ExternalInvite">ExternalInvite</a></p>
 </dd>
 </dl>
 </dd></dl>
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 <dd class="field-even"><p>The newly created External Application.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.ExternalApplication" title="abacusai.client.ExternalApplication">ExternalApplication</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="external_application/index.html#abacusai.external_application.ExternalApplication" title="abacusai.external_application.ExternalApplication">ExternalApplication</a></p>
 </dd>
 </dl>
 </dd></dl>
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 <dd class="field-even"><p>The updated External Application.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.ExternalApplication" title="abacusai.client.ExternalApplication">ExternalApplication</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="external_application/index.html#abacusai.external_application.ExternalApplication" title="abacusai.external_application.ExternalApplication">ExternalApplication</a></p>
 </dd>
 </dl>
 </dd></dl>
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 <dd class="field-even"><p>The response from the model, raw text and parsed components.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.LlmResponse" title="abacusai.client.LlmResponse">LlmResponse</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="llm_response/index.html#abacusai.llm_response.LlmResponse" title="abacusai.llm_response.LlmResponse">LlmResponse</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -18248,7 +16783,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>LLM input object comprising of information about the feature groups with given IDs.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.LlmInput" title="abacusai.client.LlmInput">LlmInput</a></p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="llm_input/index.html#abacusai.llm_input.LlmInput" title="abacusai.llm_input.LlmInput">LlmInput</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -18273,7 +16808,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The generated SQL code.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.LlmGeneratedCode" title="abacusai.client.LlmGeneratedCode">LlmGeneratedCode</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="llm_generated_code/index.html#abacusai.llm_generated_code.LlmGeneratedCode" title="abacusai.llm_generated_code.LlmGeneratedCode">LlmGeneratedCode</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -18295,7 +16830,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The response from the document query.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.ExtractedFields" title="abacusai.client.ExtractedFields">ExtractedFields</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="extracted_fields/index.html#abacusai.extracted_fields.ExtractedFields" title="abacusai.extracted_fields.ExtractedFields">ExtractedFields</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -18324,7 +16859,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>Results of running the search queries.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.WebSearchResponse" title="abacusai.client.WebSearchResponse">WebSearchResponse</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="web_search_response/index.html#abacusai.web_search_response.WebSearchResponse" title="abacusai.web_search_response.WebSearchResponse">WebSearchResponse</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -18369,7 +16904,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The response from the LLM App.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.LlmResponse" title="abacusai.client.LlmResponse">LlmResponse</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="llm_response/index.html#abacusai.llm_response.LlmResponse" title="abacusai.llm_response.LlmResponse">LlmResponse</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -18392,7 +16927,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The newly created document retriever.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.DocumentRetriever" title="abacusai.client.DocumentRetriever">DocumentRetriever</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="document_retriever/index.html#abacusai.document_retriever.DocumentRetriever" title="abacusai.document_retriever.DocumentRetriever">DocumentRetriever</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -18412,7 +16947,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The updated document retriever.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.DocumentRetriever" title="abacusai.client.DocumentRetriever">DocumentRetriever</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="document_retriever/index.html#abacusai.document_retriever.DocumentRetriever" title="abacusai.document_retriever.DocumentRetriever">DocumentRetriever</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -18433,7 +16968,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The newly created document retriever version.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.DocumentRetrieverVersion" title="abacusai.client.DocumentRetrieverVersion">DocumentRetrieverVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="document_retriever_version/index.html#abacusai.document_retriever_version.DocumentRetrieverVersion" title="abacusai.document_retriever_version.DocumentRetrieverVersion">DocumentRetrieverVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -18466,7 +17001,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The documentation snippet found from the document retriever.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.DocumentRetrieverLookupResult" title="abacusai.client.DocumentRetrieverLookupResult">DocumentRetrieverLookupResult</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="document_retriever_lookup_result/index.html#abacusai.document_retriever_lookup_result.DocumentRetrieverLookupResult" title="abacusai.document_retriever_lookup_result.DocumentRetrieverLookupResult">DocumentRetrieverLookupResult</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -18510,7 +17045,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The snippets found from the documents.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.DocumentRetrieverLookupResult" title="abacusai.client.DocumentRetrieverLookupResult">DocumentRetrieverLookupResult</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="document_retriever_lookup_result/index.html#abacusai.document_retriever_lookup_result.DocumentRetrieverLookupResult" title="abacusai.document_retriever_lookup_result.DocumentRetrieverLookupResult">DocumentRetrieverLookupResult</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -18592,7 +17127,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-odd"><p>An array of all the users in the organization.</p>
 </dd>
 <dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="app_user_group/index.html#abacusai.app_user_group.User" title="abacusai.app_user_group.User">User</a>]</p>
+<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="user/index.html#abacusai.user.User" title="abacusai.user.User">User</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -18606,7 +17141,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-odd"><p>An object containing information about the current user.</p>
 </dd>
 <dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="app_user_group/index.html#abacusai.app_user_group.User" title="abacusai.app_user_group.User">User</a></p>
+<dd class="field-even"><p><a class="reference internal" href="user/index.html#abacusai.user.User" title="abacusai.user.User">User</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -18620,7 +17155,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-odd"><p>A list of all the organization groups within this organization.</p>
 </dd>
 <dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.OrganizationGroup" title="abacusai.client.OrganizationGroup">OrganizationGroup</a>]</p>
+<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="organization_group/index.html#abacusai.organization_group.OrganizationGroup" title="abacusai.organization_group.OrganizationGroup">OrganizationGroup</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -18637,7 +17172,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>Information about a specific organization group.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.OrganizationGroup" title="abacusai.client.OrganizationGroup">OrganizationGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="organization_group/index.html#abacusai.organization_group.OrganizationGroup" title="abacusai.organization_group.OrganizationGroup">OrganizationGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -18654,7 +17189,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The webhook with the given ID.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.Webhook" title="abacusai.client.Webhook">Webhook</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="webhook/index.html#abacusai.webhook.Webhook" title="abacusai.webhook.Webhook">Webhook</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -18671,7 +17206,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>List of the webhooks attached to the given deployment ID.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.Webhook" title="abacusai.client.Webhook">Webhook</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="webhook/index.html#abacusai.webhook.Webhook" title="abacusai.webhook.Webhook">Webhook</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -18685,7 +17220,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-odd"><p>A list of <cite>UseCase</cite> objects describing all the use cases addressed by the platform. For details, please refer to.</p>
 </dd>
 <dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.UseCase" title="abacusai.client.UseCase">UseCase</a>]</p>
+<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="use_case/index.html#abacusai.use_case.UseCase" title="abacusai.use_case.UseCase">UseCase</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -18719,7 +17254,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The feature requirements of the use case are returned, including all the feature groups required for the use case along with their descriptions and feature mapping details.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.UseCaseRequirements" title="abacusai.client.UseCaseRequirements">UseCaseRequirements</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="use_case_requirements/index.html#abacusai.use_case_requirements.UseCaseRequirements" title="abacusai.use_case_requirements.UseCaseRequirements">UseCaseRequirements</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -18736,7 +17271,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The description of the project.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.Project" title="abacusai.client.Project">Project</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="project/index.html#abacusai.project.Project" title="abacusai.project.Project">Project</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -18756,7 +17291,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>A list of all projects in the Organization the user is currently logged in to.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.Project" title="abacusai.client.Project">Project</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="project/index.html#abacusai.project.Project" title="abacusai.project.Project">Project</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -18776,7 +17311,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The feature group’s project configuration.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.ProjectConfig" title="abacusai.client.ProjectConfig">ProjectConfig</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="project_config/index.html#abacusai.project_config.ProjectConfig" title="abacusai.project_config.ProjectConfig">ProjectConfig</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -18796,7 +17331,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The project validation. If the specified project is missing required columns or feature groups, the response includes an array of objects for each missing required feature group and the missing required features in each feature group.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.ProjectValidation" title="abacusai.client.ProjectValidation">ProjectValidation</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="project_validation/index.html#abacusai.project_validation.ProjectValidation" title="abacusai.project_validation.ProjectValidation">ProjectValidation</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -18816,7 +17351,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>A dict that contains the inferred feature mappings.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.InferredFeatureMappings" title="abacusai.client.InferredFeatureMappings">InferredFeatureMappings</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="inferred_feature_mappings/index.html#abacusai.inferred_feature_mappings.InferredFeatureMappings" title="abacusai.inferred_feature_mappings.InferredFeatureMappings">InferredFeatureMappings</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -18879,7 +17414,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>A list of objects for each column in the specified feature group.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.Feature" title="abacusai.client.Feature">Feature</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="feature/index.html#abacusai.feature.Feature" title="abacusai.feature.Feature">Feature</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -18893,7 +17428,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-odd"><p>List of possible generated aggregation function options.</p>
 </dd>
 <dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.GeneratedPitFeatureConfigOption" title="abacusai.client.GeneratedPitFeatureConfigOption">GeneratedPitFeatureConfigOption</a>]</p>
+<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="generated_pit_feature_config_option/index.html#abacusai.generated_pit_feature_config_option.GeneratedPitFeatureConfigOption" title="abacusai.generated_pit_feature_config_option.GeneratedPitFeatureConfigOption">GeneratedPitFeatureConfigOption</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -18910,7 +17445,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The feature group object.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -18927,7 +17462,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The Feature Group.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -18949,7 +17484,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>All the feature groups in the organization associated with the specified project.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -18969,7 +17504,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The project feature group object.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.ProjectFeatureGroup" title="abacusai.client.ProjectFeatureGroup">ProjectFeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="project_feature_group/index.html#abacusai.project_feature_group.ProjectFeatureGroup" title="abacusai.project_feature_group.ProjectFeatureGroup">ProjectFeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -18991,7 +17526,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>All the Feature Groups in a project.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.ProjectFeatureGroup" title="abacusai.client.ProjectFeatureGroup">ProjectFeatureGroup</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="project_feature_group/index.html#abacusai.project_feature_group.ProjectFeatureGroup" title="abacusai.project_feature_group.ProjectFeatureGroup">ProjectFeatureGroup</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -19011,7 +17546,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>All the feature groups associated with the specified Python function ID.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -19061,7 +17596,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>Instance containing the download URL and expiration time for the Feature Group Export.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FeatureGroupExportDownloadUrl" title="abacusai.client.FeatureGroupExportDownloadUrl">FeatureGroupExportDownloadUrl</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="feature_group_export_download_url/index.html#abacusai.feature_group_export_download_url.FeatureGroupExportDownloadUrl" title="abacusai.feature_group_export_download_url.FeatureGroupExportDownloadUrl">FeatureGroupExportDownloadUrl</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -19078,7 +17613,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The feature group export object.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FeatureGroupExport" title="abacusai.client.FeatureGroupExport">FeatureGroupExport</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="feature_group_export/index.html#abacusai.feature_group_export.FeatureGroupExport" title="abacusai.feature_group_export.FeatureGroupExport">FeatureGroupExport</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -19095,7 +17630,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>List of feature group exports</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.FeatureGroupExport" title="abacusai.client.FeatureGroupExport">FeatureGroupExport</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="feature_group_export/index.html#abacusai.feature_group_export.FeatureGroupExport" title="abacusai.feature_group_export.FeatureGroupExport">FeatureGroupExport</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -19126,7 +17661,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>Information about the modification lock status and groups/organizations added to the feature group.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.ModificationLockInfo" title="abacusai.client.ModificationLockInfo">ModificationLockInfo</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="modification_lock_info/index.html#abacusai.modification_lock_info.ModificationLockInfo" title="abacusai.modification_lock_info.ModificationLockInfo">ModificationLockInfo</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -19147,7 +17682,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>A function logs object.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FunctionLogs" title="abacusai.client.FunctionLogs">FunctionLogs</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="function_logs/index.html#abacusai.function_logs.FunctionLogs" title="abacusai.function_logs.FunctionLogs">FunctionLogs</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -19168,7 +17703,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>A list of feature group versions.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.FeatureGroupVersion" title="abacusai.client.FeatureGroupVersion">FeatureGroupVersion</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="feature_group_version/index.html#abacusai.feature_group_version.FeatureGroupVersion" title="abacusai.feature_group_version.FeatureGroupVersion">FeatureGroupVersion</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -19185,7 +17720,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The feature group version.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FeatureGroupVersion" title="abacusai.client.FeatureGroupVersion">FeatureGroupVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="feature_group_version/index.html#abacusai.feature_group_version.FeatureGroupVersion" title="abacusai.feature_group_version.FeatureGroupVersion">FeatureGroupVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -19207,7 +17742,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The metrics for the specified feature group version.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.DataMetrics" title="abacusai.client.DataMetrics">DataMetrics</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="data_metrics/index.html#abacusai.data_metrics.DataMetrics" title="abacusai.data_metrics.DataMetrics">DataMetrics</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -19224,7 +17759,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The logs for the specified feature group version.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FeatureGroupVersionLogs" title="abacusai.client.FeatureGroupVersionLogs">FeatureGroupVersionLogs</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="feature_group_version_logs/index.html#abacusai.feature_group_version_logs.FeatureGroupVersionLogs" title="abacusai.feature_group_version_logs.FeatureGroupVersionLogs">FeatureGroupVersionLogs</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -19241,7 +17776,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The feature group template object.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FeatureGroupTemplate" title="abacusai.client.FeatureGroupTemplate">FeatureGroupTemplate</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="feature_group_template/index.html#abacusai.feature_group_template.FeatureGroupTemplate" title="abacusai.feature_group_template.FeatureGroupTemplate">FeatureGroupTemplate</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -19263,7 +17798,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>All the feature groups in the organization, optionally limited by the feature group that created the template(s).</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.FeatureGroupTemplate" title="abacusai.client.FeatureGroupTemplate">FeatureGroupTemplate</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="feature_group_template/index.html#abacusai.feature_group_template.FeatureGroupTemplate" title="abacusai.feature_group_template.FeatureGroupTemplate">FeatureGroupTemplate</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -19285,7 +17820,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>All the feature groups in the organization, optionally limited by the feature group that created the template(s).</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.FeatureGroupTemplate" title="abacusai.client.FeatureGroupTemplate">FeatureGroupTemplate</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="feature_group_template/index.html#abacusai.feature_group_template.FeatureGroupTemplate" title="abacusai.feature_group_template.FeatureGroupTemplate">FeatureGroupTemplate</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -19302,7 +17837,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The suggested feature group template.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FeatureGroupTemplate" title="abacusai.client.FeatureGroupTemplate">FeatureGroupTemplate</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="feature_group_template/index.html#abacusai.feature_group_template.FeatureGroupTemplate" title="abacusai.feature_group_template.FeatureGroupTemplate">FeatureGroupTemplate</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -19319,7 +17854,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>List of column schema definitions.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.DatasetColumn" title="abacusai.client.DatasetColumn">DatasetColumn</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="dataset_column/index.html#abacusai.dataset_column.DatasetColumn" title="abacusai.dataset_column.DatasetColumn">DatasetColumn</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -19359,7 +17894,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The metrics for the specified Dataset version.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.DataMetrics" title="abacusai.client.DataMetrics">DataMetrics</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="data_metrics/index.html#abacusai.data_metrics.DataMetrics" title="abacusai.data_metrics.DataMetrics">DataMetrics</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -19379,7 +17914,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>An object with a full description of the cloud storage bucket authentication options and bucket policy. Returns an error message if the parameters are invalid.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FileConnectorInstructions" title="abacusai.client.FileConnectorInstructions">FileConnectorInstructions</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="file_connector_instructions/index.html#abacusai.file_connector_instructions.FileConnectorInstructions" title="abacusai.file_connector_instructions.FileConnectorInstructions">FileConnectorInstructions</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -19393,7 +17928,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-odd"><p>An object containing the database connector and its attributes.</p>
 </dd>
 <dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.DatabaseConnector" title="abacusai.client.DatabaseConnector">DatabaseConnector</a>]</p>
+<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="database_connector/index.html#abacusai.database_connector.DatabaseConnector" title="abacusai.database_connector.DatabaseConnector">DatabaseConnector</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -19407,7 +17942,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-odd"><p>A list of cloud storage buckets connected to the organization.</p>
 </dd>
 <dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.FileConnector" title="abacusai.client.FileConnector">FileConnector</a>]</p>
+<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="file_connector/index.html#abacusai.file_connector.FileConnector" title="abacusai.file_connector.FileConnector">FileConnector</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -19445,7 +17980,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The schema of the object.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.DatabaseConnectorSchema" title="abacusai.client.DatabaseConnectorSchema">DatabaseConnectorSchema</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="database_connector_schema/index.html#abacusai.database_connector_schema.DatabaseConnectorSchema" title="abacusai.database_connector_schema.DatabaseConnectorSchema">DatabaseConnectorSchema</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -19504,7 +18039,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-odd"><p>A list of StreamingConnector objects.</p>
 </dd>
 <dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.StreamingConnector" title="abacusai.client.StreamingConnector">StreamingConnector</a>]</p>
+<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="streaming_connector/index.html#abacusai.streaming_connector.StreamingConnector" title="abacusai.streaming_connector.StreamingConnector">StreamingConnector</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -19518,7 +18053,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-odd"><p>A list of streaming tokens and their associated attributes.</p>
 </dd>
 <dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.StreamingAuthToken" title="abacusai.client.StreamingAuthToken">StreamingAuthToken</a>]</p>
+<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="streaming_auth_token/index.html#abacusai.streaming_auth_token.StreamingAuthToken" title="abacusai.streaming_auth_token.StreamingAuthToken">StreamingAuthToken</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -19543,7 +18078,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-odd"><p>A list of ongoing uploads in the organization.</p>
 </dd>
 <dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.Upload" title="abacusai.client.Upload">Upload</a>]</p>
+<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="upload/index.html#abacusai.upload.Upload" title="abacusai.upload.Upload">Upload</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -19560,7 +18095,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>Details associated with the large dataset file uploaded in parts.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.Upload" title="abacusai.client.Upload">Upload</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="upload/index.html#abacusai.upload.Upload" title="abacusai.upload.Upload">Upload</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -19581,7 +18116,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>List of datasets.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.Dataset" title="abacusai.client.Dataset">Dataset</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="dataset/index.html#abacusai.dataset.Dataset" title="abacusai.dataset.Dataset">Dataset</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -19598,7 +18133,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The dataset.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.Dataset" title="abacusai.client.Dataset">Dataset</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="dataset/index.html#abacusai.dataset.Dataset" title="abacusai.dataset.Dataset">Dataset</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -19615,7 +18150,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The dataset version.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.DatasetVersion" title="abacusai.client.DatasetVersion">DatasetVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="dataset_version/index.html#abacusai.dataset_version.DatasetVersion" title="abacusai.dataset_version.DatasetVersion">DatasetVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -19636,7 +18171,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>A list of dataset versions.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.DatasetVersion" title="abacusai.client.DatasetVersion">DatasetVersion</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="dataset_version/index.html#abacusai.dataset_version.DatasetVersion" title="abacusai.dataset_version.DatasetVersion">DatasetVersion</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -19653,7 +18188,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The logs for the specified dataset version.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.DatasetVersionLogs" title="abacusai.client.DatasetVersionLogs">DatasetVersionLogs</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="dataset_version_logs/index.html#abacusai.dataset_version_logs.DatasetVersionLogs" title="abacusai.dataset_version_logs.DatasetVersionLogs">DatasetVersionLogs</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -19702,7 +18237,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The feature group containing the training data and fold information.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -19719,7 +18254,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The feature group version containing the training data and folds information.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FeatureGroupVersion" title="abacusai.client.FeatureGroupVersion">FeatureGroupVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="feature_group_version/index.html#abacusai.feature_group_version.FeatureGroupVersion" title="abacusai.feature_group_version.FeatureGroupVersion">FeatureGroupVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -19736,7 +18271,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>A list of models.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.Model" title="abacusai.client.Model">Model</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="model/index.html#abacusai.model.Model" title="abacusai.model.Model">Model</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -19753,7 +18288,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>Description of the model.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.Model" title="abacusai.client.Model">Model</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="model/index.html#abacusai.model.Model" title="abacusai.model.Model">Model</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -19776,7 +18311,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>An object containing the model metrics and explanations for what each metric means.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.ModelMetrics" title="abacusai.client.ModelMetrics">ModelMetrics</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="model_metrics/index.html#abacusai.model_metrics.ModelMetrics" title="abacusai.model_metrics.ModelMetrics">ModelMetrics</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -19793,7 +18328,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>List of schema for all feature groups used in the model version.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.ModelVersionFeatureGroupSchema" title="abacusai.client.ModelVersionFeatureGroupSchema">ModelVersionFeatureGroupSchema</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="model_version_feature_group_schema/index.html#abacusai.model_version_feature_group_schema.ModelVersionFeatureGroupSchema" title="abacusai.model_version_feature_group_schema.ModelVersionFeatureGroupSchema">ModelVersionFeatureGroupSchema</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -19814,7 +18349,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>An array of model versions.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.ModelVersion" title="abacusai.client.ModelVersion">ModelVersion</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="model_version/index.html#abacusai.model_version.ModelVersion" title="abacusai.model_version.ModelVersion">ModelVersion</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -19831,7 +18366,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>A model version.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.ModelVersion" title="abacusai.client.ModelVersion">ModelVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="model_version/index.html#abacusai.model_version.ModelVersion" title="abacusai.model_version.ModelVersion">ModelVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -19848,7 +18383,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>Feature importances for the model.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FeatureImportance" title="abacusai.client.FeatureImportance">FeatureImportance</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="feature_importance/index.html#abacusai.feature_importance.FeatureImportance" title="abacusai.feature_importance.FeatureImportance">FeatureImportance</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -19865,7 +18400,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>A list of logs.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.DataPrepLogs" title="abacusai.client.DataPrepLogs">DataPrepLogs</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="data_prep_logs/index.html#abacusai.data_prep_logs.DataPrepLogs" title="abacusai.data_prep_logs.DataPrepLogs">DataPrepLogs</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -19886,7 +18421,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>A function logs object.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FunctionLogs" title="abacusai.client.FunctionLogs">FunctionLogs</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="function_logs/index.html#abacusai.function_logs.FunctionLogs" title="abacusai.function_logs.FunctionLogs">FunctionLogs</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -19903,7 +18438,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>Object describing the export and its status.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.ModelArtifactsExport" title="abacusai.client.ModelArtifactsExport">ModelArtifactsExport</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="model_artifacts_export/index.html#abacusai.model_artifacts_export.ModelArtifactsExport" title="abacusai.model_artifacts_export.ModelArtifactsExport">ModelArtifactsExport</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -19923,7 +18458,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>List of model artifacts exports.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.ModelArtifactsExport" title="abacusai.client.ModelArtifactsExport">ModelArtifactsExport</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="model_artifacts_export/index.html#abacusai.model_artifacts_export.ModelArtifactsExport" title="abacusai.model_artifacts_export.ModelArtifactsExport">ModelArtifactsExport</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -19940,7 +18475,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>A list of model monitors.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.ModelMonitor" title="abacusai.client.ModelMonitor">ModelMonitor</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="model_monitor/index.html#abacusai.model_monitor.ModelMonitor" title="abacusai.model_monitor.ModelMonitor">ModelMonitor</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -19957,7 +18492,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>Description of the model monitor.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.ModelMonitor" title="abacusai.client.ModelMonitor">ModelMonitor</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="model_monitor/index.html#abacusai.model_monitor.ModelMonitor" title="abacusai.model_monitor.ModelMonitor">ModelMonitor</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -19974,7 +18509,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>Object describing training and prediction output label and prediction distributions.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.DriftDistributions" title="abacusai.client.DriftDistributions">DriftDistributions</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="drift_distributions/index.html#abacusai.drift_distributions.DriftDistributions" title="abacusai.drift_distributions.DriftDistributions">DriftDistributions</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -19991,7 +18526,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>An object describing integrity, bias violations, model accuracy and drift for the model monitor.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.ModelMonitorSummary" title="abacusai.client.ModelMonitorSummary">ModelMonitorSummary</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="model_monitor_summary/index.html#abacusai.model_monitor_summary.ModelMonitorSummary" title="abacusai.model_monitor_summary.ModelMonitorSummary">ModelMonitorSummary</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -20012,7 +18547,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>A list of model monitor versions.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.ModelMonitorVersion" title="abacusai.client.ModelMonitorVersion">ModelMonitorVersion</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="model_monitor_version/index.html#abacusai.model_monitor_version.ModelMonitorVersion" title="abacusai.model_monitor_version.ModelMonitorVersion">ModelMonitorVersion</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -20029,7 +18564,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>A model monitor version.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.ModelMonitorVersion" title="abacusai.client.ModelMonitorVersion">ModelMonitorVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="model_monitor_version/index.html#abacusai.model_monitor_version.ModelMonitorVersion" title="abacusai.model_monitor_version.ModelMonitorVersion">ModelMonitorVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -20050,7 +18585,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>Data associated with the metric.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.ModelMonitorVersionMetricData" title="abacusai.client.ModelMonitorVersionMetricData">ModelMonitorVersionMetricData</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="model_monitor_version_metric_data/index.html#abacusai.model_monitor_version_metric_data.ModelMonitorVersionMetricData" title="abacusai.model_monitor_version_metric_data.ModelMonitorVersionMetricData">ModelMonitorVersionMetricData</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -20067,7 +18602,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>A list of Model Monitors.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.ModelMonitor" title="abacusai.client.ModelMonitor">ModelMonitor</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="model_monitor/index.html#abacusai.model_monitor.ModelMonitor" title="abacusai.model_monitor.ModelMonitor">ModelMonitor</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -20087,7 +18622,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>List of ModelMonitorSummaryForOrganization objects describing accuracy, bias, drift, or integrity for all model monitors in an organization.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.ModelMonitorSummaryFromOrg" title="abacusai.client.ModelMonitorSummaryFromOrg">ModelMonitorSummaryFromOrg</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="model_monitor_summary_from_org/index.html#abacusai.model_monitor_summary_from_org.ModelMonitorSummaryFromOrg" title="abacusai.model_monitor_summary_from_org.ModelMonitorSummaryFromOrg">ModelMonitorSummaryFromOrg</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -20101,7 +18636,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-odd"><p>A list of <cite>ModelMonitorSummaryForOrganization</cite> objects describing accuracy, bias, drift, and integrity for all model monitors in an organization.</p>
 </dd>
 <dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.ModelMonitorOrgSummary" title="abacusai.client.ModelMonitorOrgSummary">ModelMonitorOrgSummary</a>]</p>
+<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="model_monitor_org_summary/index.html#abacusai.model_monitor_org_summary.ModelMonitorOrgSummary" title="abacusai.model_monitor_org_summary.ModelMonitorOrgSummary">ModelMonitorOrgSummary</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -20118,7 +18653,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>List of EDA objects.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.Eda" title="abacusai.client.Eda">Eda</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="eda/index.html#abacusai.eda.Eda" title="abacusai.eda.Eda">Eda</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -20135,7 +18670,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>Description of the EDA object.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.Eda" title="abacusai.client.Eda">Eda</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="eda/index.html#abacusai.eda.Eda" title="abacusai.eda.Eda">Eda</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -20156,7 +18691,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>A list of EDA versions.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.EdaVersion" title="abacusai.client.EdaVersion">EdaVersion</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="eda_version/index.html#abacusai.eda_version.EdaVersion" title="abacusai.eda_version.EdaVersion">EdaVersion</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -20173,7 +18708,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>An EDA version.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.EdaVersion" title="abacusai.client.EdaVersion">EdaVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="eda_version/index.html#abacusai.eda_version.EdaVersion" title="abacusai.eda_version.EdaVersion">EdaVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -20190,7 +18725,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>An object with a record of correlations between each feature for the EDA.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.EdaCollinearity" title="abacusai.client.EdaCollinearity">EdaCollinearity</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="eda_collinearity/index.html#abacusai.eda_collinearity.EdaCollinearity" title="abacusai.eda_collinearity.EdaCollinearity">EdaCollinearity</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -20210,7 +18745,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>Object with duplication, deletion, and transformation data for data consistency analysis for an EDA.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.EdaDataConsistency" title="abacusai.client.EdaDataConsistency">EdaDataConsistency</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="eda_data_consistency/index.html#abacusai.eda_data_consistency.EdaDataConsistency" title="abacusai.eda_data_consistency.EdaDataConsistency">EdaDataConsistency</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -20230,7 +18765,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>Object with a record of correlations for the provided feature for an EDA.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.EdaFeatureCollinearity" title="abacusai.client.EdaFeatureCollinearity">EdaFeatureCollinearity</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="eda_feature_collinearity/index.html#abacusai.eda_feature_collinearity.EdaFeatureCollinearity" title="abacusai.eda_feature_collinearity.EdaFeatureCollinearity">EdaFeatureCollinearity</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -20251,7 +18786,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>An object with a record of data for the feature association between the two given features for an EDA version.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.EdaFeatureAssociation" title="abacusai.client.EdaFeatureAssociation">EdaFeatureAssociation</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="eda_feature_association/index.html#abacusai.eda_feature_association.EdaFeatureAssociation" title="abacusai.eda_feature_association.EdaFeatureAssociation">EdaFeatureAssociation</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -20268,7 +18803,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>Object with forecasting analysis that includes sales_across_time, cummulative_contribution, missing_value_distribution, history_length, num_rows_histogram, product_maturity data.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.EdaForecastingAnalysis" title="abacusai.client.EdaForecastingAnalysis">EdaForecastingAnalysis</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="eda_forecasting_analysis/index.html#abacusai.eda_forecasting_analysis.EdaForecastingAnalysis" title="abacusai.eda_forecasting_analysis.EdaForecastingAnalysis">EdaForecastingAnalysis</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -20288,7 +18823,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The holdout analyses</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.HoldoutAnalysis" title="abacusai.client.HoldoutAnalysis">HoldoutAnalysis</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="holdout_analysis/index.html#abacusai.holdout_analysis.HoldoutAnalysis" title="abacusai.holdout_analysis.HoldoutAnalysis">HoldoutAnalysis</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -20305,7 +18840,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The holdout analysis</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.HoldoutAnalysis" title="abacusai.client.HoldoutAnalysis">HoldoutAnalysis</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="holdout_analysis/index.html#abacusai.holdout_analysis.HoldoutAnalysis" title="abacusai.holdout_analysis.HoldoutAnalysis">HoldoutAnalysis</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -20322,7 +18857,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The holdout analysis versions</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.HoldoutAnalysisVersion" title="abacusai.client.HoldoutAnalysisVersion">HoldoutAnalysisVersion</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="holdout_analysis_version/index.html#abacusai.holdout_analysis_version.HoldoutAnalysisVersion" title="abacusai.holdout_analysis_version.HoldoutAnalysisVersion">HoldoutAnalysisVersion</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -20342,7 +18877,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The holdout analysis version</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.HoldoutAnalysisVersion" title="abacusai.client.HoldoutAnalysisVersion">HoldoutAnalysisVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="holdout_analysis_version/index.html#abacusai.holdout_analysis_version.HoldoutAnalysisVersion" title="abacusai.holdout_analysis_version.HoldoutAnalysisVersion">HoldoutAnalysisVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -20359,7 +18894,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>Object containing information about the monitor alert.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.MonitorAlert" title="abacusai.client.MonitorAlert">MonitorAlert</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="monitor_alert/index.html#abacusai.monitor_alert.MonitorAlert" title="abacusai.monitor_alert.MonitorAlert">MonitorAlert</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -20376,7 +18911,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>An object describing the monitor alert version.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.MonitorAlertVersion" title="abacusai.client.MonitorAlertVersion">MonitorAlertVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="monitor_alert_version/index.html#abacusai.monitor_alert_version.MonitorAlertVersion" title="abacusai.monitor_alert_version.MonitorAlertVersion">MonitorAlertVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -20396,7 +18931,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>A list of monitor alerts.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.MonitorAlert" title="abacusai.client.MonitorAlert">MonitorAlert</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="monitor_alert/index.html#abacusai.monitor_alert.MonitorAlert" title="abacusai.monitor_alert.MonitorAlert">MonitorAlert</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -20413,7 +18948,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>A list of monitor alert versions.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.MonitorAlertVersion" title="abacusai.client.MonitorAlertVersion">MonitorAlertVersion</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="monitor_alert_version/index.html#abacusai.monitor_alert_version.MonitorAlertVersion" title="abacusai.monitor_alert_version.MonitorAlertVersion">MonitorAlertVersion</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -20434,7 +18969,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>An object describing the training and prediction output feature distributions.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.FeatureDistribution" title="abacusai.client.FeatureDistribution">FeatureDistribution</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="feature_distribution/index.html#abacusai.feature_distribution.FeatureDistribution" title="abacusai.feature_distribution.FeatureDistribution">FeatureDistribution</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -20469,7 +19004,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The requested prediction operator object.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.PredictionOperator" title="abacusai.client.PredictionOperator">PredictionOperator</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="prediction_operator/index.html#abacusai.prediction_operator.PredictionOperator" title="abacusai.prediction_operator.PredictionOperator">PredictionOperator</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -20486,7 +19021,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>A list of prediction operator objects.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.PredictionOperator" title="abacusai.client.PredictionOperator">PredictionOperator</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="prediction_operator/index.html#abacusai.prediction_operator.PredictionOperator" title="abacusai.prediction_operator.PredictionOperator">PredictionOperator</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -20503,7 +19038,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>A list of prediction operator version objects.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.PredictionOperatorVersion" title="abacusai.client.PredictionOperatorVersion">PredictionOperatorVersion</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="prediction_operator_version/index.html#abacusai.prediction_operator_version.PredictionOperatorVersion" title="abacusai.prediction_operator_version.PredictionOperatorVersion">PredictionOperatorVersion</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -20520,7 +19055,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>Description of the deployment.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.Deployment" title="abacusai.client.Deployment">Deployment</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="deployment/index.html#abacusai.deployment.Deployment" title="abacusai.deployment.Deployment">Deployment</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -20537,7 +19072,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>An array of deployments.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.Deployment" title="abacusai.client.Deployment">Deployment</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="deployment/index.html#abacusai.deployment.Deployment" title="abacusai.deployment.Deployment">Deployment</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -20554,7 +19089,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>A list of deployment tokens.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.DeploymentAuthToken" title="abacusai.client.DeploymentAuthToken">DeploymentAuthToken</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="deployment_auth_token/index.html#abacusai.deployment_auth_token.DeploymentAuthToken" title="abacusai.deployment_auth_token.DeploymentAuthToken">DeploymentAuthToken</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -20598,7 +19133,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>Model training types for deployment.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.ModelTrainingTypeForDeployment" title="abacusai.client.ModelTrainingTypeForDeployment">ModelTrainingTypeForDeployment</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="model_training_type_for_deployment/index.html#abacusai.model_training_type_for_deployment.ModelTrainingTypeForDeployment" title="abacusai.model_training_type_for_deployment.ModelTrainingTypeForDeployment">ModelTrainingTypeForDeployment</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -20615,7 +19150,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>An array of deployment alerts.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.MonitorAlert" title="abacusai.client.MonitorAlert">MonitorAlert</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="monitor_alert/index.html#abacusai.monitor_alert.MonitorAlert" title="abacusai.monitor_alert.MonitorAlert">MonitorAlert</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -20632,7 +19167,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>An array of real-time monitors.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.RealtimeMonitor" title="abacusai.client.RealtimeMonitor">RealtimeMonitor</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="realtime_monitor/index.html#abacusai.realtime_monitor.RealtimeMonitor" title="abacusai.realtime_monitor.RealtimeMonitor">RealtimeMonitor</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -20649,7 +19184,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>Object describing the real-time monitor.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.RealtimeMonitor" title="abacusai.client.RealtimeMonitor">RealtimeMonitor</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="realtime_monitor/index.html#abacusai.realtime_monitor.RealtimeMonitor" title="abacusai.realtime_monitor.RealtimeMonitor">RealtimeMonitor</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -20666,7 +19201,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>An object representing the refresh policy.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.RefreshPolicy" title="abacusai.client.RefreshPolicy">RefreshPolicy</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="refresh_policy/index.html#abacusai.refresh_policy.RefreshPolicy" title="abacusai.refresh_policy.RefreshPolicy">RefreshPolicy</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -20683,7 +19218,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>A refresh pipeline run object.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.RefreshPipelineRun" title="abacusai.client.RefreshPipelineRun">RefreshPipelineRun</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="refresh_pipeline_run/index.html#abacusai.refresh_pipeline_run.RefreshPipelineRun" title="abacusai.refresh_pipeline_run.RefreshPipelineRun">RefreshPipelineRun</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -20709,7 +19244,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>List of all refresh policies in the organization.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.RefreshPolicy" title="abacusai.client.RefreshPolicy">RefreshPolicy</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="refresh_policy/index.html#abacusai.refresh_policy.RefreshPolicy" title="abacusai.refresh_policy.RefreshPolicy">RefreshPolicy</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -20726,7 +19261,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>List of refresh pipeline runs for the given refresh policy ID.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.RefreshPipelineRun" title="abacusai.client.RefreshPipelineRun">RefreshPipelineRun</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="refresh_pipeline_run/index.html#abacusai.refresh_pipeline_run.RefreshPipelineRun" title="abacusai.refresh_pipeline_run.RefreshPipelineRun">RefreshPipelineRun</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -20813,7 +19348,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>List of batch prediction versions.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="batch_prediction/index.html#abacusai.batch_prediction.BatchPredictionVersion" title="abacusai.batch_prediction.BatchPredictionVersion">BatchPredictionVersion</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="batch_prediction_version/index.html#abacusai.batch_prediction_version.BatchPredictionVersion" title="abacusai.batch_prediction_version.BatchPredictionVersion">BatchPredictionVersion</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -20830,7 +19365,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The Batch Prediction Version.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="batch_prediction/index.html#abacusai.batch_prediction.BatchPredictionVersion" title="abacusai.batch_prediction.BatchPredictionVersion">BatchPredictionVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="batch_prediction_version/index.html#abacusai.batch_prediction_version.BatchPredictionVersion" title="abacusai.batch_prediction_version.BatchPredictionVersion">BatchPredictionVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -20870,7 +19405,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>A list of feature group rows.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.FeatureGroupRow" title="abacusai.client.FeatureGroupRow">FeatureGroupRow</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="feature_group_row/index.html#abacusai.feature_group_row.FeatureGroupRow" title="abacusai.feature_group_row.FeatureGroupRow">FeatureGroupRow</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -20887,7 +19422,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The Python function object.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.PythonFunction" title="abacusai.client.PythonFunction">PythonFunction</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="python_function/index.html#abacusai.python_function.PythonFunction" title="abacusai.python_function.PythonFunction">PythonFunction</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -20904,7 +19439,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>A list of PythonFunction objects.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.PythonFunction" title="abacusai.client.PythonFunction">PythonFunction</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="python_function/index.html#abacusai.python_function.PythonFunction" title="abacusai.python_function.PythonFunction">PythonFunction</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -20921,7 +19456,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>A list of pipelines.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.Pipeline" title="abacusai.client.Pipeline">Pipeline</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="pipeline/index.html#abacusai.pipeline.Pipeline" title="abacusai.pipeline.Pipeline">Pipeline</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -20938,7 +19473,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>Object describing the pipeline version</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.PipelineVersion" title="abacusai.client.PipelineVersion">PipelineVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="pipeline_version/index.html#abacusai.pipeline_version.PipelineVersion" title="abacusai.pipeline_version.PipelineVersion">PipelineVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -20955,7 +19490,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>An object describing the pipeline step.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.PipelineStep" title="abacusai.client.PipelineStep">PipelineStep</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="pipeline_step/index.html#abacusai.pipeline_step.PipelineStep" title="abacusai.pipeline_step.PipelineStep">PipelineStep</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -20975,7 +19510,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>An object describing the pipeline step.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.PipelineStep" title="abacusai.client.PipelineStep">PipelineStep</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="pipeline_step/index.html#abacusai.pipeline_step.PipelineStep" title="abacusai.pipeline_step.PipelineStep">PipelineStep</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -20992,7 +19527,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>An object describing the pipeline step version.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.PipelineStepVersion" title="abacusai.client.PipelineStepVersion">PipelineStepVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="pipeline_step_version/index.html#abacusai.pipeline_step_version.PipelineStepVersion" title="abacusai.pipeline_step_version.PipelineStepVersion">PipelineStepVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -21009,7 +19544,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>Object describing the logs for the steps in the pipeline.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.PipelineVersionLogs" title="abacusai.client.PipelineVersionLogs">PipelineVersionLogs</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="pipeline_version_logs/index.html#abacusai.pipeline_version_logs.PipelineVersionLogs" title="abacusai.pipeline_version_logs.PipelineVersionLogs">PipelineVersionLogs</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -21026,7 +19561,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>Object describing the pipeline step logs.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.PipelineStepVersionLogs" title="abacusai.client.PipelineStepVersionLogs">PipelineStepVersionLogs</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="pipeline_step_version_logs/index.html#abacusai.pipeline_step_version_logs.PipelineStepVersionLogs" title="abacusai.pipeline_step_version_logs.PipelineStepVersionLogs">PipelineStepVersionLogs</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -21043,7 +19578,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>An object containing information about the graph dashboard.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.GraphDashboard" title="abacusai.client.GraphDashboard">GraphDashboard</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="graph_dashboard/index.html#abacusai.graph_dashboard.GraphDashboard" title="abacusai.graph_dashboard.GraphDashboard">GraphDashboard</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -21060,7 +19595,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>A list of graph dashboards.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.GraphDashboard" title="abacusai.client.GraphDashboard">GraphDashboard</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="graph_dashboard/index.html#abacusai.graph_dashboard.GraphDashboard" title="abacusai.graph_dashboard.GraphDashboard">GraphDashboard</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -21077,7 +19612,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>An object describing the graph dashboard.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.PythonPlotFunction" title="abacusai.client.PythonPlotFunction">PythonPlotFunction</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="python_plot_function/index.html#abacusai.python_plot_function.PythonPlotFunction" title="abacusai.python_plot_function.PythonPlotFunction">PythonPlotFunction</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -21131,7 +19666,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The description of the custom loss function with the given name.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.CustomLossFunction" title="abacusai.client.CustomLossFunction">CustomLossFunction</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="custom_loss_function/index.html#abacusai.custom_loss_function.CustomLossFunction" title="abacusai.custom_loss_function.CustomLossFunction">CustomLossFunction</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -21151,7 +19686,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The description of the custom loss function with the given name.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.CustomLossFunction" title="abacusai.client.CustomLossFunction">CustomLossFunction</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="custom_loss_function/index.html#abacusai.custom_loss_function.CustomLossFunction" title="abacusai.custom_loss_function.CustomLossFunction">CustomLossFunction</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -21168,7 +19703,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The description of the custom metric with the given name.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.CustomMetric" title="abacusai.client.CustomMetric">CustomMetric</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="custom_metric/index.html#abacusai.custom_metric.CustomMetric" title="abacusai.custom_metric.CustomMetric">CustomMetric</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -21185,7 +19720,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>An object describing the custom metric version.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.CustomMetricVersion" title="abacusai.client.CustomMetricVersion">CustomMetricVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="custom_metric_version/index.html#abacusai.custom_metric_version.CustomMetricVersion" title="abacusai.custom_metric_version.CustomMetricVersion">CustomMetricVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -21205,7 +19740,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>A list of custom metrics.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.CustomMetric" title="abacusai.client.CustomMetric">CustomMetric</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="custom_metric/index.html#abacusai.custom_metric.CustomMetric" title="abacusai.custom_metric.CustomMetric">CustomMetric</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -21222,7 +19757,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The description of the module.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.Module" title="abacusai.client.Module">Module</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="module/index.html#abacusai.module.Module" title="abacusai.module.Module">Module</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -21236,7 +19771,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-odd"><p>A list of modules</p>
 </dd>
 <dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.Module" title="abacusai.client.Module">Module</a>]</p>
+<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="module/index.html#abacusai.module.Module" title="abacusai.module.Module">Module</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -21253,7 +19788,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The secret.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.OrganizationSecret" title="abacusai.client.OrganizationSecret">OrganizationSecret</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="organization_secret/index.html#abacusai.organization_secret.OrganizationSecret" title="abacusai.organization_secret.OrganizationSecret">OrganizationSecret</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -21267,7 +19802,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-odd"><p>list of secrets belonging to the organization.</p>
 </dd>
 <dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.OrganizationSecret" title="abacusai.client.OrganizationSecret">OrganizationSecret</a>]</p>
+<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="organization_secret/index.html#abacusai.organization_secret.OrganizationSecret" title="abacusai.organization_secret.OrganizationSecret">OrganizationSecret</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -21288,7 +19823,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The response from the model, raw text and parsed components.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.LlmResponse" title="abacusai.client.LlmResponse">LlmResponse</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="llm_response/index.html#abacusai.llm_response.LlmResponse" title="abacusai.llm_response.LlmResponse">LlmResponse</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -21309,7 +19844,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The object containing natural language explanation(s) as field(s).</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.NaturalLanguageExplanation" title="abacusai.client.NaturalLanguageExplanation">NaturalLanguageExplanation</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="natural_language_explanation/index.html#abacusai.natural_language_explanation.NaturalLanguageExplanation" title="abacusai.natural_language_explanation.NaturalLanguageExplanation">NaturalLanguageExplanation</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -21330,7 +19865,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The object containing natural language explanation(s) as field(s).</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.NaturalLanguageExplanation" title="abacusai.client.NaturalLanguageExplanation">NaturalLanguageExplanation</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="natural_language_explanation/index.html#abacusai.natural_language_explanation.NaturalLanguageExplanation" title="abacusai.natural_language_explanation.NaturalLanguageExplanation">NaturalLanguageExplanation</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -21371,7 +19906,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 
 <dl class="py method">
 <dt class="sig sig-object py" id="abacusai.ReadOnlyClient.get_deployment_conversation">
-<span class="sig-name descname"><span class="pre">get_deployment_conversation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">deployment_conversation_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">external_session_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deployment_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deployment_token</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filter_intermediate_conversation_events</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.ReadOnlyClient.get_deployment_conversation" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">get_deployment_conversation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">deployment_conversation_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">external_session_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deployment_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deployment_token</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">filter_intermediate_conversation_events</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">get_unused_document_uploads</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.ReadOnlyClient.get_deployment_conversation" title="Link to this definition"></a></dt>
 <dd><p>Gets a deployment conversation.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -21381,13 +19916,14 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <li><p><strong>deployment_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The deployment this conversation belongs to. This is required if not logged in.</p></li>
 <li><p><strong>deployment_token</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The deployment token to authenticate access to the deployment. This is required if not logged in.</p></li>
 <li><p><strong>filter_intermediate_conversation_events</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, intermediate conversation events will be filtered out. Default is true.</p></li>
+<li><p><strong>get_unused_document_uploads</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, unused document uploads will be returned. Default is false.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>The deployment conversation.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.DeploymentConversation" title="abacusai.client.DeploymentConversation">DeploymentConversation</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="deployment_conversation/index.html#abacusai.deployment_conversation.DeploymentConversation" title="abacusai.deployment_conversation.DeploymentConversation">DeploymentConversation</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -21407,7 +19943,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The deployment conversations.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.DeploymentConversation" title="abacusai.client.DeploymentConversation">DeploymentConversation</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="deployment_conversation/index.html#abacusai.deployment_conversation.DeploymentConversation" title="abacusai.deployment_conversation.DeploymentConversation">DeploymentConversation</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -21427,7 +19963,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The deployment conversation html export.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.DeploymentConversationExport" title="abacusai.client.DeploymentConversationExport">DeploymentConversationExport</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="deployment_conversation_export/index.html#abacusai.deployment_conversation_export.DeploymentConversationExport" title="abacusai.deployment_conversation_export.DeploymentConversationExport">DeploymentConversationExport</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -21461,7 +19997,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The External Application.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.ExternalApplication" title="abacusai.client.ExternalApplication">ExternalApplication</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="external_application/index.html#abacusai.external_application.ExternalApplication" title="abacusai.external_application.ExternalApplication">ExternalApplication</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -21475,7 +20011,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-odd"><p>List of External Applications.</p>
 </dd>
 <dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.ExternalApplication" title="abacusai.client.ExternalApplication">ExternalApplication</a>]</p>
+<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="external_application/index.html#abacusai.external_application.ExternalApplication" title="abacusai.external_application.ExternalApplication">ExternalApplication</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -21526,7 +20062,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>A agent version.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="agent/index.html#abacusai.agent.AgentVersion" title="abacusai.agent.AgentVersion">AgentVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="agent_version/index.html#abacusai.agent_version.AgentVersion" title="abacusai.agent_version.AgentVersion">AgentVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -21548,7 +20084,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>A list of search results, each containing the retrieved object and its relevance score</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.OrganizationSearchResult" title="abacusai.client.OrganizationSearchResult">OrganizationSearchResult</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="organization_search_result/index.html#abacusai.organization_search_result.OrganizationSearchResult" title="abacusai.organization_search_result.OrganizationSearchResult">OrganizationSearchResult</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -21586,7 +20122,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>An array of Agent versions.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="agent/index.html#abacusai.agent.AgentVersion" title="abacusai.agent.AgentVersion">AgentVersion</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="agent_version/index.html#abacusai.agent_version.AgentVersion" title="abacusai.agent_version.AgentVersion">AgentVersion</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -21600,7 +20136,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-odd"><p>A list of LLM Apps.</p>
 </dd>
 <dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.LlmApp" title="abacusai.client.LlmApp">LlmApp</a>]</p>
+<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="llm_app/index.html#abacusai.llm_app.LlmApp" title="abacusai.llm_app.LlmApp">LlmApp</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -21621,7 +20157,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>All the document retrievers in the organization associated with the specified project.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.DocumentRetriever" title="abacusai.client.DocumentRetriever">DocumentRetriever</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="document_retriever/index.html#abacusai.document_retriever.DocumentRetriever" title="abacusai.document_retriever.DocumentRetriever">DocumentRetriever</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -21638,7 +20174,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The document retriever object.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.DocumentRetriever" title="abacusai.client.DocumentRetriever">DocumentRetriever</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="document_retriever/index.html#abacusai.document_retriever.DocumentRetriever" title="abacusai.document_retriever.DocumentRetriever">DocumentRetriever</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -21655,7 +20191,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The Document Retriever.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.DocumentRetriever" title="abacusai.client.DocumentRetriever">DocumentRetriever</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="document_retriever/index.html#abacusai.document_retriever.DocumentRetriever" title="abacusai.document_retriever.DocumentRetriever">DocumentRetriever</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -21676,7 +20212,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>All the document retriever versions associated with the document retriever.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.DocumentRetrieverVersion" title="abacusai.client.DocumentRetrieverVersion">DocumentRetrieverVersion</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="document_retriever_version/index.html#abacusai.document_retriever_version.DocumentRetrieverVersion" title="abacusai.document_retriever_version.DocumentRetrieverVersion">DocumentRetrieverVersion</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -21693,7 +20229,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The document retriever version object.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="client/index.html#abacusai.client.DocumentRetrieverVersion" title="abacusai.client.DocumentRetrieverVersion">DocumentRetrieverVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="document_retriever_version/index.html#abacusai.document_retriever_version.DocumentRetrieverVersion" title="abacusai.document_retriever_version.DocumentRetrieverVersion">DocumentRetrieverVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -22759,7 +21295,7 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 <dd class="field-even"><p>The relevant documentation results found from the document retriever.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="client/index.html#abacusai.client.DocumentRetrieverLookupResult" title="abacusai.client.DocumentRetrieverLookupResult">DocumentRetrieverLookupResult</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="document_retriever_lookup_result/index.html#abacusai.document_retriever_lookup_result.DocumentRetrieverLookupResult" title="abacusai.document_retriever_lookup_result.DocumentRetrieverLookupResult">DocumentRetrieverLookupResult</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -22902,9 +21438,10 @@ <h2>Package Contents<a class="headerlink" href="#package-contents" title="Link t
 
 <dl class="py data">
 <dt class="sig sig-object py" id="abacusai.__version__">
-<span class="sig-prename descclassname"><span class="pre">abacusai.</span></span><span class="sig-name descname"><span class="pre">__version__</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'1.3.2'</span></em><a class="headerlink" href="#abacusai.__version__" title="Link to this definition"></a></dt>
+<span class="sig-prename descclassname"><span class="pre">abacusai.</span></span><span class="sig-name descname"><span class="pre">__version__</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'1.3.3'</span></em><a class="headerlink" href="#abacusai.__version__" title="Link to this definition"></a></dt>
 <dd></dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/indexing_config/index.html b/docs/autoapi/abacusai/indexing_config/index.html
index b2b3c00bc..f8082958c 100644
--- a/docs/autoapi/abacusai/indexing_config/index.html
+++ b/docs/autoapi/abacusai/indexing_config/index.html
@@ -46,222 +46,217 @@
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
               <ul class="current">
-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
 <li class="toctree-l2 current"><a class="reference internal" href="../index.html#submodules">Submodules</a><ul class="current">
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-<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html">abacusai.agent_data_document_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html">abacusai.agent_data_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html">abacusai.agent_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html">abacusai.ai_building_task</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.indexing_config</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
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@@ -281,8 +276,8 @@
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       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.indexing_config</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
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             <a href="../../../_sources/autoapi/abacusai/indexing_config/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.indexing_config">
-<span id="abacusai-indexing-config"></span><h1>abacusai.indexing_config<a class="headerlink" href="#module-abacusai.indexing_config" title="Link to this heading"></a></h1>
+<span id="abacusai-indexing-config"></span><h1><a class="reference internal" href="#module-abacusai.indexing_config" title="abacusai.indexing_config"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a><a class="headerlink" href="#module-abacusai.indexing_config" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
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 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.indexing_config.AbstractApiClass" title="abacusai.indexing_config.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.indexing_config.IndexingConfig" title="abacusai.indexing_config.IndexingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">IndexingConfig</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.indexing_config.IndexingConfig" title="abacusai.indexing_config.IndexingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">IndexingConfig</span></code></a></p></td>
 <td><p>The indexing config for a Feature Group</p></td>
 </tr>
 </tbody>
 </table>
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-<section id="module-contents">
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-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.indexing_config.IndexingConfig">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.indexing_config.</span></span><span class="sig-name descname"><span class="pre">IndexingConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">primaryKey</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">updateTimestampKey</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookupKeys</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.indexing_config.IndexingConfig" title="Link to this definition"></a></dt>
@@ -362,6 +337,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
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index 02abfa791..85d9c75df 100644
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-<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html">abacusai.eda_chart_description</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html">abacusai.eda_data_consistency</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html">abacusai.eda_feature_association</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html">abacusai.eda_feature_collinearity</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html">abacusai.embedding_feature_drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html">abacusai.execute_feature_group_operation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html">abacusai.external_application</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html">abacusai.external_invite</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html">abacusai.extracted_fields</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html">abacusai.feature_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html">abacusai.feature_drift_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html">abacusai.feature_drift_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html">abacusai.feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html">abacusai.feature_group_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html">abacusai.feature_group_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html">abacusai.feature_group_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html">abacusai.feature_group_export_download_url</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html">abacusai.feature_group_lineage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html">abacusai.feature_group_refresh_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html">abacusai.feature_group_row</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html">abacusai.feature_group_row_process</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html">abacusai.feature_group_row_process_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html">abacusai.feature_group_row_process_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html">abacusai.feature_group_template_variable_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html">abacusai.feature_group_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html">abacusai.feature_importance</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html">abacusai.feature_mapping</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html">abacusai.file_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.inferred_database_column_to_feature_mappings</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
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       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.inferred_database_column_to_feature_mappings</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></li>
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@@ -293,77 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.inferred_database_column_to_feature_mappings">
-<span id="abacusai-inferred-database-column-to-feature-mappings"></span><h1>abacusai.inferred_database_column_to_feature_mappings<a class="headerlink" href="#module-abacusai.inferred_database_column_to_feature_mappings" title="Link to this heading"></a></h1>
+<span id="abacusai-inferred-database-column-to-feature-mappings"></span><h1><a class="reference internal" href="#module-abacusai.inferred_database_column_to_feature_mappings" title="abacusai.inferred_database_column_to_feature_mappings"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a><a class="headerlink" href="#module-abacusai.inferred_database_column_to_feature_mappings" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.inferred_database_column_to_feature_mappings.DatabaseColumnFeatureMapping" title="abacusai.inferred_database_column_to_feature_mappings.DatabaseColumnFeatureMapping"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatabaseColumnFeatureMapping</span></code></a></p></td>
-<td><p>Mapping for export of feature group version to database column</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.inferred_database_column_to_feature_mappings.AbstractApiClass" title="abacusai.inferred_database_column_to_feature_mappings.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.inferred_database_column_to_feature_mappings.InferredDatabaseColumnToFeatureMappings" title="abacusai.inferred_database_column_to_feature_mappings.InferredDatabaseColumnToFeatureMappings"><code class="xref py py-obj docutils literal notranslate"><span class="pre">InferredDatabaseColumnToFeatureMappings</span></code></a></p></td>
 <td><p>Autocomplete mappings for database to connector columns</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.inferred_database_column_to_feature_mappings.DatabaseColumnFeatureMapping">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.inferred_database_column_to_feature_mappings.</span></span><span class="sig-name descname"><span class="pre">DatabaseColumnFeatureMapping</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">databaseColumn</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.inferred_database_column_to_feature_mappings.DatabaseColumnFeatureMapping" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Mapping for export of feature group version to database column</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>databaseColumn</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – database column name</p></li>
-<li><p><strong>feature</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – feature group column it has been matched to</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.inferred_database_column_to_feature_mappings.DatabaseColumnFeatureMapping.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.inferred_database_column_to_feature_mappings.DatabaseColumnFeatureMapping.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.inferred_database_column_to_feature_mappings.DatabaseColumnFeatureMapping.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.inferred_database_column_to_feature_mappings.DatabaseColumnFeatureMapping.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.inferred_database_column_to_feature_mappings.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.inferred_database_column_to_feature_mappings.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.inferred_database_column_to_feature_mappings.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.inferred_database_column_to_feature_mappings.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.inferred_database_column_to_feature_mappings.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.inferred_database_column_to_feature_mappings.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.inferred_database_column_to_feature_mappings.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.inferred_database_column_to_feature_mappings.InferredDatabaseColumnToFeatureMappings">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.inferred_database_column_to_feature_mappings.</span></span><span class="sig-name descname"><span class="pre">InferredDatabaseColumnToFeatureMappings</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">databaseColumnToFeatureMappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.inferred_database_column_to_feature_mappings.InferredDatabaseColumnToFeatureMappings" title="Link to this definition"></a></dt>
@@ -373,7 +309,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>databaseColumnToFeatureMappings</strong> (<a class="reference internal" href="#abacusai.inferred_database_column_to_feature_mappings.DatabaseColumnFeatureMapping" title="abacusai.inferred_database_column_to_feature_mappings.DatabaseColumnFeatureMapping"><em>DatabaseColumnFeatureMapping</em></a>) – Database columns feature mappings</p></li>
+<li><p><strong>databaseColumnToFeatureMappings</strong> (<a class="reference internal" href="../database_column_feature_mapping/index.html#abacusai.database_column_feature_mapping.DatabaseColumnFeatureMapping" title="abacusai.database_column_feature_mapping.DatabaseColumnFeatureMapping"><em>DatabaseColumnFeatureMapping</em></a>) – Database columns feature mappings</p></li>
 </ul>
 </dd>
 </dl>
@@ -399,6 +335,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/inferred_feature_mappings/index.html b/docs/autoapi/abacusai/inferred_feature_mappings/index.html
index 2a3f2bf51..75aadca51 100644
--- a/docs/autoapi/abacusai/inferred_feature_mappings/index.html
+++ b/docs/autoapi/abacusai/inferred_feature_mappings/index.html
@@ -46,222 +46,217 @@
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
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-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.inferred_feature_mappings</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
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+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.inferred_feature_mappings</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/inferred_feature_mappings/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,77 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.inferred_feature_mappings">
-<span id="abacusai-inferred-feature-mappings"></span><h1>abacusai.inferred_feature_mappings<a class="headerlink" href="#module-abacusai.inferred_feature_mappings" title="Link to this heading"></a></h1>
+<span id="abacusai-inferred-feature-mappings"></span><h1><a class="reference internal" href="#module-abacusai.inferred_feature_mappings" title="abacusai.inferred_feature_mappings"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a><a class="headerlink" href="#module-abacusai.inferred_feature_mappings" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.inferred_feature_mappings.FeatureMapping" title="abacusai.inferred_feature_mappings.FeatureMapping"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureMapping</span></code></a></p></td>
-<td><p>A description of the data use for a feature</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.inferred_feature_mappings.AbstractApiClass" title="abacusai.inferred_feature_mappings.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.inferred_feature_mappings.InferredFeatureMappings" title="abacusai.inferred_feature_mappings.InferredFeatureMappings"><code class="xref py py-obj docutils literal notranslate"><span class="pre">InferredFeatureMappings</span></code></a></p></td>
 <td><p>A description of the data use for a feature</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.inferred_feature_mappings.FeatureMapping">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.inferred_feature_mappings.</span></span><span class="sig-name descname"><span class="pre">FeatureMapping</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureMapping</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.inferred_feature_mappings.FeatureMapping" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A description of the data use for a feature</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>featureMapping</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The mapping of the feature. The possible values will be based on the project’s use-case. See the (Use Case Documentation)[<a class="reference external" href="https://api.abacus.ai/app/help/useCases">https://api.abacus.ai/app/help/useCases</a>] for more details.</p></li>
-<li><p><strong>featureName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique name of the feature.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.inferred_feature_mappings.FeatureMapping.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.inferred_feature_mappings.FeatureMapping.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.inferred_feature_mappings.FeatureMapping.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.inferred_feature_mappings.FeatureMapping.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.inferred_feature_mappings.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.inferred_feature_mappings.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.inferred_feature_mappings.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.inferred_feature_mappings.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.inferred_feature_mappings.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.inferred_feature_mappings.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.inferred_feature_mappings.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.inferred_feature_mappings.InferredFeatureMappings">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.inferred_feature_mappings.</span></span><span class="sig-name descname"><span class="pre">InferredFeatureMappings</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureMappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.inferred_feature_mappings.InferredFeatureMappings" title="Link to this definition"></a></dt>
@@ -374,7 +310,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
 <li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Error message if there was an error inferring the feature mappings</p></li>
-<li><p><strong>featureMappings</strong> (<a class="reference internal" href="#abacusai.inferred_feature_mappings.FeatureMapping" title="abacusai.inferred_feature_mappings.FeatureMapping"><em>FeatureMapping</em></a>) – The inferred feature mappings</p></li>
+<li><p><strong>featureMappings</strong> (<a class="reference internal" href="../feature_mapping/index.html#abacusai.feature_mapping.FeatureMapping" title="abacusai.feature_mapping.FeatureMapping"><em>FeatureMapping</em></a>) – The inferred feature mappings</p></li>
 </ul>
 </dd>
 </dl>
@@ -400,6 +336,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/item_statistics/index.html b/docs/autoapi/abacusai/item_statistics/index.html
index 6d034a6ab..e811d12ab 100644
--- a/docs/autoapi/abacusai/item_statistics/index.html
+++ b/docs/autoapi/abacusai/item_statistics/index.html
@@ -46,222 +46,217 @@
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
               <ul class="current">
-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
 <li class="toctree-l2 current"><a class="reference internal" href="../index.html#submodules">Submodules</a><ul class="current">
-<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html">abacusai.abacus_api</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent/index.html">abacusai.agent</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html">abacusai.agent_data_document_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html">abacusai.agent_data_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html">abacusai.agent_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html">abacusai.ai_building_task</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html">abacusai.algorithm</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html">abacusai.annotation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html">abacusai.annotation_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html">abacusai.annotation_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html">abacusai.annotation_entry</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html">abacusai.annotations_status</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html">abacusai.api_client_utils</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html">abacusai.api_endpoint</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html">abacusai.api_key</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html">abacusai.app_user_group</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html">abacusai.document_retriever_config</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../eda/index.html">abacusai.eda</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html">abacusai.eda_chart_description</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html">abacusai.eda_data_consistency</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html">abacusai.eda_feature_collinearity</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html">abacusai.eda_version</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html">abacusai.execute_feature_group_operation</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html">abacusai.external_invite</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html">abacusai.extracted_fields</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature/index.html">abacusai.feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html">abacusai.feature_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html">abacusai.feature_drift_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html">abacusai.feature_drift_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html">abacusai.feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html">abacusai.feature_group_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html">abacusai.feature_group_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html">abacusai.feature_group_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html">abacusai.feature_group_export_download_url</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html">abacusai.feature_group_lineage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html">abacusai.feature_group_refresh_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html">abacusai.feature_group_row</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html">abacusai.feature_group_row_process</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html">abacusai.feature_group_row_process_logs</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html">abacusai.feature_group_template_variable_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html">abacusai.feature_group_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.item_statistics</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.item_statistics</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/item_statistics/index.rst.txt" rel="nofollow"> View page source</a>
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@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.item_statistics">
-<span id="abacusai-item-statistics"></span><h1>abacusai.item_statistics<a class="headerlink" href="#module-abacusai.item_statistics" title="Link to this heading"></a></h1>
+<span id="abacusai-item-statistics"></span><h1><a class="reference internal" href="#module-abacusai.item_statistics" title="abacusai.item_statistics"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a><a class="headerlink" href="#module-abacusai.item_statistics" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
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 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.item_statistics.AbstractApiClass" title="abacusai.item_statistics.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.item_statistics.ItemStatistics" title="abacusai.item_statistics.ItemStatistics"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ItemStatistics</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.item_statistics.ItemStatistics" title="abacusai.item_statistics.ItemStatistics"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ItemStatistics</span></code></a></p></td>
 <td><p>ItemStatistics representation.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.item_statistics.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.item_statistics.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.item_statistics.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.item_statistics.AbstractApiClass.__eq__">
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-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.item_statistics.AbstractApiClass._get_attribute_as_dict">
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-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.item_statistics.ItemStatistics">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.item_statistics.</span></span><span class="sig-name descname"><span class="pre">ItemStatistics</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">missingPercent</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">count</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">median</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mean</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">p10</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">p90</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stddev</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lowerBound</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">upperBound</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.item_statistics.ItemStatistics" title="Link to this definition"></a></dt>
@@ -370,6 +345,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
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+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
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@@ -281,8 +276,8 @@
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   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.llm_app</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/llm_app/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.llm_app">
-<span id="abacusai-llm-app"></span><h1>abacusai.llm_app<a class="headerlink" href="#module-abacusai.llm_app" title="Link to this heading"></a></h1>
+<span id="abacusai-llm-app"></span><h1><a class="reference internal" href="#module-abacusai.llm_app" title="abacusai.llm_app"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a><a class="headerlink" href="#module-abacusai.llm_app" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.llm_app.AbstractApiClass" title="abacusai.llm_app.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.llm_app.LlmApp" title="abacusai.llm_app.LlmApp"><code class="xref py py-obj docutils literal notranslate"><span class="pre">LlmApp</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.llm_app.LlmApp" title="abacusai.llm_app.LlmApp"><code class="xref py py-obj docutils literal notranslate"><span class="pre">LlmApp</span></code></a></p></td>
 <td><p>An LLM App that can be used for generation. LLM Apps are specifically crafted to help with certain tasks like code generation or question answering.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.llm_app.AbstractApiClass">
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-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.llm_app.AbstractApiClass.__eq__">
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-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.llm_app.AbstractApiClass._get_attribute_as_dict">
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-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.llm_app.LlmApp">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.llm_app.</span></span><span class="sig-name descname"><span class="pre">LlmApp</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">llmAppId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">projectId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deploymentId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">updatedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.llm_app.LlmApp" title="Link to this definition"></a></dt>
@@ -367,6 +342,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/llm_code_block/index.html b/docs/autoapi/abacusai/llm_code_block/index.html
index fc599c038..3566d4a67 100644
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@@ -46,222 +46,217 @@
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+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
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-<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html">abacusai.eda_collinearity</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html">abacusai.eda_feature_association</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html">abacusai.eda_feature_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html">abacusai.eda_forecasting_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html">abacusai.eda_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html">abacusai.embedding_feature_drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html">abacusai.execute_feature_group_operation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html">abacusai.external_application</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html">abacusai.external_invite</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html">abacusai.extracted_fields</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature/index.html">abacusai.feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html">abacusai.feature_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html">abacusai.feature_drift_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html">abacusai.feature_drift_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html">abacusai.feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html">abacusai.feature_group_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html">abacusai.feature_group_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html">abacusai.feature_group_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html">abacusai.feature_group_export_download_url</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html">abacusai.feature_group_lineage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html">abacusai.feature_group_refresh_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html">abacusai.feature_group_row</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html">abacusai.feature_group_row_process</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html">abacusai.feature_group_row_process_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html">abacusai.feature_group_row_process_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html">abacusai.feature_group_template_variable_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html">abacusai.feature_group_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html">abacusai.feature_importance</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html">abacusai.feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html">abacusai.feature_performance_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html">abacusai.file_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.llm_code_block</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.llm_code_block</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/llm_code_block/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.llm_code_block">
-<span id="abacusai-llm-code-block"></span><h1>abacusai.llm_code_block<a class="headerlink" href="#module-abacusai.llm_code_block" title="Link to this heading"></a></h1>
+<span id="abacusai-llm-code-block"></span><h1><a class="reference internal" href="#module-abacusai.llm_code_block" title="abacusai.llm_code_block"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a><a class="headerlink" href="#module-abacusai.llm_code_block" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.llm_code_block.AbstractApiClass" title="abacusai.llm_code_block.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.llm_code_block.LlmCodeBlock" title="abacusai.llm_code_block.LlmCodeBlock"><code class="xref py py-obj docutils literal notranslate"><span class="pre">LlmCodeBlock</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.llm_code_block.LlmCodeBlock" title="abacusai.llm_code_block.LlmCodeBlock"><code class="xref py py-obj docutils literal notranslate"><span class="pre">LlmCodeBlock</span></code></a></p></td>
 <td><p>Parsed code block from an LLM response</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.llm_code_block.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.llm_code_block.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.llm_code_block.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.llm_code_block.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.llm_code_block.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.llm_code_block.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.llm_code_block.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.llm_code_block.LlmCodeBlock">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.llm_code_block.</span></span><span class="sig-name descname"><span class="pre">LlmCodeBlock</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">language</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">code</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">start</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">end</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">valid</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.llm_code_block.LlmCodeBlock" title="Link to this definition"></a></dt>
@@ -364,6 +339,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/llm_execution_preview/index.html b/docs/autoapi/abacusai/llm_execution_preview/index.html
index dd3788e2a..46e6b3473 100644
--- a/docs/autoapi/abacusai/llm_execution_preview/index.html
+++ b/docs/autoapi/abacusai/llm_execution_preview/index.html
@@ -46,222 +46,217 @@
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
               <ul class="current">
-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
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+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
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-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.llm_execution_preview</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></li>
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@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.llm_execution_preview">
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+<span id="abacusai-llm-execution-preview"></span><h1><a class="reference internal" href="#module-abacusai.llm_execution_preview" title="abacusai.llm_execution_preview"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a><a class="headerlink" href="#module-abacusai.llm_execution_preview" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
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-</tr>
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+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.llm_execution_preview.LlmExecutionPreview" title="abacusai.llm_execution_preview.LlmExecutionPreview"><code class="xref py py-obj docutils literal notranslate"><span class="pre">LlmExecutionPreview</span></code></a></p></td>
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-
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 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.llm_execution_preview.LlmExecutionPreview">
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@@ -361,6 +336,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
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index 96a63ac05..b81d4cde6 100644
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-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.llm_execution_result</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.llm_execution_result</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/llm_execution_result/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,210 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.llm_execution_result">
-<span id="abacusai-llm-execution-result"></span><h1>abacusai.llm_execution_result<a class="headerlink" href="#module-abacusai.llm_execution_result" title="Link to this heading"></a></h1>
+<span id="abacusai-llm-execution-result"></span><h1><a class="reference internal" href="#module-abacusai.llm_execution_result" title="abacusai.llm_execution_result"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a><a class="headerlink" href="#module-abacusai.llm_execution_result" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.llm_execution_result.ExecuteFeatureGroupOperation" title="abacusai.llm_execution_result.ExecuteFeatureGroupOperation"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ExecuteFeatureGroupOperation</span></code></a></p></td>
-<td><p>The result of executing a SQL query</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.llm_execution_result.LlmExecutionPreview" title="abacusai.llm_execution_result.LlmExecutionPreview"><code class="xref py py-obj docutils literal notranslate"><span class="pre">LlmExecutionPreview</span></code></a></p></td>
-<td><p>Preview of executing queries using LLM.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.llm_execution_result.AbstractApiClass" title="abacusai.llm_execution_result.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.llm_execution_result.LlmExecutionResult" title="abacusai.llm_execution_result.LlmExecutionResult"><code class="xref py py-obj docutils literal notranslate"><span class="pre">LlmExecutionResult</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.llm_execution_result.LlmExecutionResult" title="abacusai.llm_execution_result.LlmExecutionResult"><code class="xref py py-obj docutils literal notranslate"><span class="pre">LlmExecutionResult</span></code></a></p></td>
 <td><p>Results of executing queries using LLM.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.llm_execution_result.ExecuteFeatureGroupOperation">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.llm_execution_result.</span></span><span class="sig-name descname"><span class="pre">ExecuteFeatureGroupOperation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupOperationRunId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">query</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.llm_execution_result.ExecuteFeatureGroupOperation" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>The result of executing a SQL query</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>featureGroupOperationRunId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The run id of the operation</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The status of the operation</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The error message if the operation failed</p></li>
-<li><p><strong>query</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The SQL query of the operation</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.llm_execution_result.ExecuteFeatureGroupOperation.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.llm_execution_result.ExecuteFeatureGroupOperation.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.llm_execution_result.ExecuteFeatureGroupOperation.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.llm_execution_result.ExecuteFeatureGroupOperation.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.llm_execution_result.ExecuteFeatureGroupOperation.wait_for_results">
-<span class="sig-name descname"><span class="pre">wait_for_results</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">3600</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">delay</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">2</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.llm_execution_result.ExecuteFeatureGroupOperation.wait_for_results" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until query is executed.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out.</p></li>
-<li><p><strong>delay</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Polling interval for checking timeout.</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.llm_execution_result.ExecuteFeatureGroupOperation.wait_for_execution">
-<span class="sig-name descname"><span class="pre">wait_for_execution</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">3600</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">delay</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">2</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.llm_execution_result.ExecuteFeatureGroupOperation.wait_for_execution" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until query is executed.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out.</p></li>
-<li><p><strong>delay</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Polling interval for checking timeout.</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.llm_execution_result.ExecuteFeatureGroupOperation.get_status">
-<span class="sig-name descname"><span class="pre">get_status</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.llm_execution_result.ExecuteFeatureGroupOperation.get_status" title="Link to this definition"></a></dt>
-<dd><p>Gets the status of the query execution</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A string describing the status of a query execution (pending, complete, etc.).</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)">str</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.llm_execution_result.ExecuteFeatureGroupOperation.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.llm_execution_result.ExecuteFeatureGroupOperation.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="../client/index.html#abacusai.client.DatasetVersion" title="abacusai.client.DatasetVersion">DatasetVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.llm_execution_result.ExecuteFeatureGroupOperation.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.llm_execution_result.ExecuteFeatureGroupOperation.describe" title="Link to this definition"></a></dt>
-<dd><p>Gets the description of the query execution</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A ExecuteFeatureGroupOperation object describing the query execution.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.llm_execution_result.ExecuteFeatureGroupOperation" title="abacusai.llm_execution_result.ExecuteFeatureGroupOperation">ExecuteFeatureGroupOperation</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.llm_execution_result.ExecuteFeatureGroupOperation._download_avro_file">
-<span class="sig-name descname"><span class="pre">_download_avro_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file_part</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tmp_dir</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">part_index</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.llm_execution_result.ExecuteFeatureGroupOperation._download_avro_file" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.llm_execution_result.ExecuteFeatureGroupOperation.load_as_pandas">
-<span class="sig-name descname"><span class="pre">load_as_pandas</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">max_workers</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">10</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.llm_execution_result.ExecuteFeatureGroupOperation.load_as_pandas" title="Link to this definition"></a></dt>
-<dd><p>Loads the result data into a pandas dataframe</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>max_workers</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The number of threads.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A pandas dataframe displaying the data from execution.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>DataFrame</p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.llm_execution_result.LlmExecutionPreview">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.llm_execution_result.</span></span><span class="sig-name descname"><span class="pre">LlmExecutionPreview</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sql</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.llm_execution_result.LlmExecutionPreview" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Preview of executing queries using LLM.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The error message if the preview failed.</p></li>
-<li><p><strong>sql</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Preview of SQL query generated by LLM.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.llm_execution_result.LlmExecutionPreview.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.llm_execution_result.LlmExecutionPreview.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.llm_execution_result.LlmExecutionPreview.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.llm_execution_result.LlmExecutionPreview.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.llm_execution_result.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.llm_execution_result.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.llm_execution_result.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.llm_execution_result.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.llm_execution_result.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.llm_execution_result.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.llm_execution_result.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.llm_execution_result.LlmExecutionResult">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.llm_execution_result.</span></span><span class="sig-name descname"><span class="pre">LlmExecutionResult</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">execution</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">preview</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.llm_execution_result.LlmExecutionResult" title="Link to this definition"></a></dt>
@@ -508,8 +311,8 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
 <li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The status of the execution.</p></li>
 <li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The error message if the execution failed.</p></li>
-<li><p><strong>execution</strong> (<a class="reference internal" href="#abacusai.llm_execution_result.ExecuteFeatureGroupOperation" title="abacusai.llm_execution_result.ExecuteFeatureGroupOperation"><em>ExecuteFeatureGroupOperation</em></a>) – Information on execution of the query.</p></li>
-<li><p><strong>preview</strong> (<a class="reference internal" href="#abacusai.llm_execution_result.LlmExecutionPreview" title="abacusai.llm_execution_result.LlmExecutionPreview"><em>LlmExecutionPreview</em></a>) – Preview of executing queries using LLM.</p></li>
+<li><p><strong>execution</strong> (<a class="reference internal" href="../execute_feature_group_operation/index.html#abacusai.execute_feature_group_operation.ExecuteFeatureGroupOperation" title="abacusai.execute_feature_group_operation.ExecuteFeatureGroupOperation"><em>ExecuteFeatureGroupOperation</em></a>) – Information on execution of the query.</p></li>
+<li><p><strong>preview</strong> (<a class="reference internal" href="../llm_execution_preview/index.html#abacusai.llm_execution_preview.LlmExecutionPreview" title="abacusai.llm_execution_preview.LlmExecutionPreview"><em>LlmExecutionPreview</em></a>) – Preview of executing queries using LLM.</p></li>
 </ul>
 </dd>
 </dl>
@@ -535,6 +338,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/llm_generated_code/index.html b/docs/autoapi/abacusai/llm_generated_code/index.html
index 11757ccf4..7b8725565 100644
--- a/docs/autoapi/abacusai/llm_generated_code/index.html
+++ b/docs/autoapi/abacusai/llm_generated_code/index.html
@@ -46,222 +46,217 @@
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
               <ul class="current">
-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
 <li class="toctree-l2 current"><a class="reference internal" href="../index.html#submodules">Submodules</a><ul class="current">
-<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html">abacusai.abacus_api</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html">abacusai.agent_data_document_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html">abacusai.agent_data_execution_result</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html">abacusai.feature_group_template_variable_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html">abacusai.feature_group_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html">abacusai.feature_importance</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html">abacusai.feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html">abacusai.feature_performance_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html">abacusai.file_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.llm_generated_code</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
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-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.llm_generated_code</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
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+<section id="module-contents">
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-<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html">abacusai.custom_metric_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html">abacusai.custom_train_function_info</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html">abacusai.data_prep_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html">abacusai.data_quality_results</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html">abacusai.database_column_feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html">abacusai.database_connector</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html">abacusai.drift_distributions</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html">abacusai.eda_chart_description</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html">abacusai.eda_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html">abacusai.eda_data_consistency</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html">abacusai.eda_feature_association</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html">abacusai.eda_feature_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html">abacusai.eda_forecasting_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html">abacusai.eda_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html">abacusai.embedding_feature_drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html">abacusai.execute_feature_group_operation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html">abacusai.external_application</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html">abacusai.external_invite</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html">abacusai.extracted_fields</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature/index.html">abacusai.feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html">abacusai.feature_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html">abacusai.feature_drift_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html">abacusai.feature_drift_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html">abacusai.feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html">abacusai.feature_group_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html">abacusai.feature_group_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html">abacusai.feature_group_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html">abacusai.feature_group_export_download_url</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html">abacusai.feature_group_lineage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html">abacusai.feature_group_refresh_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html">abacusai.feature_group_row</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html">abacusai.feature_group_row_process</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html">abacusai.feature_group_row_process_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html">abacusai.feature_group_row_process_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html">abacusai.feature_group_template_variable_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html">abacusai.feature_group_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html">abacusai.feature_importance</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html">abacusai.feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html">abacusai.feature_performance_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html">abacusai.file_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.llm_input</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
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@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
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-      <li class="breadcrumb-item active">abacusai.llm_input</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></li>
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@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.llm_input">
-<span id="abacusai-llm-input"></span><h1>abacusai.llm_input<a class="headerlink" href="#module-abacusai.llm_input" title="Link to this heading"></a></h1>
+<span id="abacusai-llm-input"></span><h1><a class="reference internal" href="#module-abacusai.llm_input" title="abacusai.llm_input"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a><a class="headerlink" href="#module-abacusai.llm_input" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.llm_input.AbstractApiClass" title="abacusai.llm_input.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.llm_input.LlmInput" title="abacusai.llm_input.LlmInput"><code class="xref py py-obj docutils literal notranslate"><span class="pre">LlmInput</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.llm_input.LlmInput" title="abacusai.llm_input.LlmInput"><code class="xref py py-obj docutils literal notranslate"><span class="pre">LlmInput</span></code></a></p></td>
 <td><p>The result of encoding an object as input for a language model.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.llm_input.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.llm_input.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.llm_input.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.llm_input.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.llm_input.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.llm_input.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.llm_input.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.llm_input.LlmInput">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.llm_input.</span></span><span class="sig-name descname"><span class="pre">LlmInput</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">content</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.llm_input.LlmInput" title="Link to this definition"></a></dt>
@@ -360,6 +335,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/llm_parameters/index.html b/docs/autoapi/abacusai/llm_parameters/index.html
index 767166bc3..a15c2da8f 100644
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+++ b/docs/autoapi/abacusai/llm_parameters/index.html
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+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
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@@ -281,8 +276,8 @@
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-      <li class="breadcrumb-item active">abacusai.llm_parameters</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></li>
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             <a href="../../../_sources/autoapi/abacusai/llm_parameters/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.llm_parameters">
-<span id="abacusai-llm-parameters"></span><h1>abacusai.llm_parameters<a class="headerlink" href="#module-abacusai.llm_parameters" title="Link to this heading"></a></h1>
+<span id="abacusai-llm-parameters"></span><h1><a class="reference internal" href="#module-abacusai.llm_parameters" title="abacusai.llm_parameters"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a><a class="headerlink" href="#module-abacusai.llm_parameters" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.llm_parameters.AbstractApiClass" title="abacusai.llm_parameters.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.llm_parameters.LlmParameters" title="abacusai.llm_parameters.LlmParameters"><code class="xref py py-obj docutils literal notranslate"><span class="pre">LlmParameters</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.llm_parameters.LlmParameters" title="abacusai.llm_parameters.LlmParameters"><code class="xref py py-obj docutils literal notranslate"><span class="pre">LlmParameters</span></code></a></p></td>
 <td><p>The parameters of LLM for given inputs.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.llm_parameters.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.llm_parameters.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.llm_parameters.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.llm_parameters.AbstractApiClass.__eq__">
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-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.llm_parameters.AbstractApiClass._get_attribute_as_dict">
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-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.llm_parameters.LlmParameters">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.llm_parameters.</span></span><span class="sig-name descname"><span class="pre">LlmParameters</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">parameters</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.llm_parameters.LlmParameters" title="Link to this definition"></a></dt>
@@ -360,6 +335,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/llm_response/index.html b/docs/autoapi/abacusai/llm_response/index.html
index 599e6336a..9fb4a661a 100644
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+++ b/docs/autoapi/abacusai/llm_response/index.html
@@ -46,222 +46,217 @@
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 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html">abacusai.feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html">abacusai.feature_performance_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html">abacusai.file_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.llm_response</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.llm_response</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/llm_response/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,80 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.llm_response">
-<span id="abacusai-llm-response"></span><h1>abacusai.llm_response<a class="headerlink" href="#module-abacusai.llm_response" title="Link to this heading"></a></h1>
+<span id="abacusai-llm-response"></span><h1><a class="reference internal" href="#module-abacusai.llm_response" title="abacusai.llm_response"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a><a class="headerlink" href="#module-abacusai.llm_response" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.llm_response.LlmCodeBlock" title="abacusai.llm_response.LlmCodeBlock"><code class="xref py py-obj docutils literal notranslate"><span class="pre">LlmCodeBlock</span></code></a></p></td>
-<td><p>Parsed code block from an LLM response</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.llm_response.AbstractApiClass" title="abacusai.llm_response.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.llm_response.LlmResponse" title="abacusai.llm_response.LlmResponse"><code class="xref py py-obj docutils literal notranslate"><span class="pre">LlmResponse</span></code></a></p></td>
 <td><p>The response returned by LLM</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.llm_response.LlmCodeBlock">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.llm_response.</span></span><span class="sig-name descname"><span class="pre">LlmCodeBlock</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">language</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">code</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">start</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">end</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">valid</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.llm_response.LlmCodeBlock" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Parsed code block from an LLM response</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>language</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The language of the code block. Eg - python/sql/etc.</p></li>
-<li><p><strong>code</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – source code string</p></li>
-<li><p><strong>start</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – index of the starting character of the code block in the original response</p></li>
-<li><p><strong>end</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – index of the last character of the code block in the original response</p></li>
-<li><p><strong>valid</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – flag denoting whether the soruce code string is syntactically valid</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.llm_response.LlmCodeBlock.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.llm_response.LlmCodeBlock.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.llm_response.LlmCodeBlock.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.llm_response.LlmCodeBlock.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.llm_response.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.llm_response.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.llm_response.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.llm_response.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.llm_response.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.llm_response.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.llm_response.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.llm_response.LlmResponse">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.llm_response.</span></span><span class="sig-name descname"><span class="pre">LlmResponse</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">content</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tokens</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stopReason</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">llmName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">codeBlocks</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.llm_response.LlmResponse" title="Link to this definition"></a></dt>
@@ -380,7 +313,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>tokens</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The number of tokens in the response.</p></li>
 <li><p><strong>stopReason</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The reason due to which the response generation stopped.</p></li>
 <li><p><strong>llmName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the LLM model used to generate the response.</p></li>
-<li><p><strong>codeBlocks</strong> (<a class="reference internal" href="#abacusai.llm_response.LlmCodeBlock" title="abacusai.llm_response.LlmCodeBlock"><em>LlmCodeBlock</em></a>) – A list of parsed code blocks from raw LLM Response</p></li>
+<li><p><strong>codeBlocks</strong> (<a class="reference internal" href="../llm_code_block/index.html#abacusai.llm_code_block.LlmCodeBlock" title="abacusai.llm_code_block.LlmCodeBlock"><em>LlmCodeBlock</em></a>) – A list of parsed code blocks from raw LLM Response</p></li>
 </ul>
 </dd>
 </dl>
@@ -406,6 +339,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/memory_options/index.html b/docs/autoapi/abacusai/memory_options/index.html
index 2b061931d..4d7eeaedc 100644
--- a/docs/autoapi/abacusai/memory_options/index.html
+++ b/docs/autoapi/abacusai/memory_options/index.html
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+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
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@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
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-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.memory_options</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/memory_options/index.rst.txt" rel="nofollow"> View page source</a>
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@@ -293,77 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.memory_options">
-<span id="abacusai-memory-options"></span><h1>abacusai.memory_options<a class="headerlink" href="#module-abacusai.memory_options" title="Link to this heading"></a></h1>
+<span id="abacusai-memory-options"></span><h1><a class="reference internal" href="#module-abacusai.memory_options" title="abacusai.memory_options"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a><a class="headerlink" href="#module-abacusai.memory_options" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.memory_options.CpuGpuMemorySpecs" title="abacusai.memory_options.CpuGpuMemorySpecs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CpuGpuMemorySpecs</span></code></a></p></td>
-<td><p>Includes the memory specs of the CPU/GPU</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.memory_options.AbstractApiClass" title="abacusai.memory_options.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.memory_options.MemoryOptions" title="abacusai.memory_options.MemoryOptions"><code class="xref py py-obj docutils literal notranslate"><span class="pre">MemoryOptions</span></code></a></p></td>
 <td><p>The overall memory options for executing a job</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.memory_options.CpuGpuMemorySpecs">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.memory_options.</span></span><span class="sig-name descname"><span class="pre">CpuGpuMemorySpecs</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">data</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.memory_options.CpuGpuMemorySpecs" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Includes the memory specs of the CPU/GPU</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>default</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – the default memory size for the processing unit</p></li>
-<li><p><strong>data</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – the list of memory sizes for the processing unit</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.memory_options.CpuGpuMemorySpecs.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.memory_options.CpuGpuMemorySpecs.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.memory_options.CpuGpuMemorySpecs.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.memory_options.CpuGpuMemorySpecs.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.memory_options.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.memory_options.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.memory_options.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.memory_options.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.memory_options.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.memory_options.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.memory_options.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.memory_options.MemoryOptions">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.memory_options.</span></span><span class="sig-name descname"><span class="pre">MemoryOptions</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cpu</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">gpu</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.memory_options.MemoryOptions" title="Link to this definition"></a></dt>
@@ -373,8 +309,8 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>cpu</strong> (<a class="reference internal" href="#abacusai.memory_options.CpuGpuMemorySpecs" title="abacusai.memory_options.CpuGpuMemorySpecs"><em>CpuGpuMemorySpecs</em></a>) – Contains information about the default CPU and list of CPU memory &amp; size options</p></li>
-<li><p><strong>gpu</strong> (<a class="reference internal" href="#abacusai.memory_options.CpuGpuMemorySpecs" title="abacusai.memory_options.CpuGpuMemorySpecs"><em>CpuGpuMemorySpecs</em></a>) – Contains information about the default GPU and list of GPU memory &amp; size options</p></li>
+<li><p><strong>cpu</strong> (<a class="reference internal" href="../cpu_gpu_memory_specs/index.html#abacusai.cpu_gpu_memory_specs.CpuGpuMemorySpecs" title="abacusai.cpu_gpu_memory_specs.CpuGpuMemorySpecs"><em>CpuGpuMemorySpecs</em></a>) – Contains information about the default CPU and list of CPU memory &amp; size options</p></li>
+<li><p><strong>gpu</strong> (<a class="reference internal" href="../cpu_gpu_memory_specs/index.html#abacusai.cpu_gpu_memory_specs.CpuGpuMemorySpecs" title="abacusai.cpu_gpu_memory_specs.CpuGpuMemorySpecs"><em>CpuGpuMemorySpecs</em></a>) – Contains information about the default GPU and list of GPU memory &amp; size options</p></li>
 </ul>
 </dd>
 </dl>
@@ -400,6 +336,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/messaging_connector_response/index.html b/docs/autoapi/abacusai/messaging_connector_response/index.html
index 3e018609c..ceba7510f 100644
--- a/docs/autoapi/abacusai/messaging_connector_response/index.html
+++ b/docs/autoapi/abacusai/messaging_connector_response/index.html
@@ -46,222 +46,217 @@
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-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html">abacusai.agent_data_document_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html">abacusai.agent_data_execution_result</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html">abacusai.eda_feature_association</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html">abacusai.eda_feature_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html">abacusai.eda_forecasting_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html">abacusai.eda_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html">abacusai.embedding_feature_drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html">abacusai.execute_feature_group_operation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html">abacusai.external_application</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html">abacusai.external_invite</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html">abacusai.extracted_fields</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature/index.html">abacusai.feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html">abacusai.feature_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html">abacusai.feature_drift_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html">abacusai.feature_drift_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html">abacusai.feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html">abacusai.feature_group_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html">abacusai.feature_group_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html">abacusai.feature_group_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html">abacusai.feature_group_export_download_url</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html">abacusai.feature_group_lineage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html">abacusai.feature_group_refresh_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html">abacusai.feature_group_row</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html">abacusai.feature_group_row_process</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html">abacusai.feature_group_row_process_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html">abacusai.feature_group_row_process_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html">abacusai.feature_group_template_variable_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html">abacusai.feature_group_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html">abacusai.feature_importance</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html">abacusai.feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html">abacusai.feature_performance_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html">abacusai.file_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.messaging_connector_response</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.messaging_connector_response</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/messaging_connector_response/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.messaging_connector_response">
-<span id="abacusai-messaging-connector-response"></span><h1>abacusai.messaging_connector_response<a class="headerlink" href="#module-abacusai.messaging_connector_response" title="Link to this heading"></a></h1>
+<span id="abacusai-messaging-connector-response"></span><h1><a class="reference internal" href="#module-abacusai.messaging_connector_response" title="abacusai.messaging_connector_response"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a><a class="headerlink" href="#module-abacusai.messaging_connector_response" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.messaging_connector_response.AbstractApiClass" title="abacusai.messaging_connector_response.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.messaging_connector_response.MessagingConnectorResponse" title="abacusai.messaging_connector_response.MessagingConnectorResponse"><code class="xref py py-obj docutils literal notranslate"><span class="pre">MessagingConnectorResponse</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.messaging_connector_response.MessagingConnectorResponse" title="abacusai.messaging_connector_response.MessagingConnectorResponse"><code class="xref py py-obj docutils literal notranslate"><span class="pre">MessagingConnectorResponse</span></code></a></p></td>
 <td><p>The response to view label data for Teams</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.messaging_connector_response.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.messaging_connector_response.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.messaging_connector_response.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.messaging_connector_response.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.messaging_connector_response.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.messaging_connector_response.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.messaging_connector_response.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.messaging_connector_response.MessagingConnectorResponse">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.messaging_connector_response.</span></span><span class="sig-name descname"><span class="pre">MessagingConnectorResponse</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">welcomeMessage</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">defaultMessage</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">disclaimer</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">messagingBotName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">useDefaultLabel</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">initAckReq</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">defaultLabels</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">enabledExternalLinks</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.messaging_connector_response.MessagingConnectorResponse" title="Link to this definition"></a></dt>
@@ -367,6 +342,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/model/index.html b/docs/autoapi/abacusai/model/index.html
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+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.model</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></li>
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@@ -293,695 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.model">
-<span id="abacusai-model"></span><h1>abacusai.model<a class="headerlink" href="#module-abacusai.model" title="Link to this heading"></a></h1>
+<span id="abacusai-model"></span><h1><a class="reference internal" href="#module-abacusai.model" title="abacusai.model"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a><a class="headerlink" href="#module-abacusai.model" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.model.AgentInterface" title="abacusai.model.AgentInterface"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AgentInterface</span></code></a></p></td>
-<td><p>Generic enumeration.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.model.TrainingConfig" title="abacusai.model.TrainingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">TrainingConfig</span></code></a></p></td>
-<td><p>An abstract class for the training config options used to train the model.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.model.WorkflowGraph" title="abacusai.model.WorkflowGraph"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowGraph</span></code></a></p></td>
-<td><p>An Agent workflow graph. The edges define the node invokation order. The workflow must follow linear invokation order.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.model.CodeSource" title="abacusai.model.CodeSource"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CodeSource</span></code></a></p></td>
-<td><p>Code source for python-based custom feature groups and models</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.model.DatabaseConnector" title="abacusai.model.DatabaseConnector"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DatabaseConnector</span></code></a></p></td>
-<td><p>A connector to an external service</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.model.ModelLocation" title="abacusai.model.ModelLocation"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelLocation</span></code></a></p></td>
-<td><p>Provide location information for the plug-and-play model.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.model.ModelVersion" title="abacusai.model.ModelVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelVersion</span></code></a></p></td>
-<td><p>A version of a model</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.model.RefreshSchedule" title="abacusai.model.RefreshSchedule"><code class="xref py py-obj docutils literal notranslate"><span class="pre">RefreshSchedule</span></code></a></p></td>
-<td><p>A refresh schedule for an object. Defines when the next version of the object will be created</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.model.AbstractApiClass" title="abacusai.model.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.model.Model" title="abacusai.model.Model"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Model</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.model.Model" title="abacusai.model.Model"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Model</span></code></a></p></td>
 <td><p>A model</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.model.AgentInterface">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.model.</span></span><span class="sig-name descname"><span class="pre">AgentInterface</span></span><a class="headerlink" href="#abacusai.model.AgentInterface" title="Link to this definition"></a></dt>
-<dd><p>Bases: <code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiEnum</span></code></p>
-<p>Generic enumeration.</p>
-<p>Derive from this class to define new enumerations.</p>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.model.AgentInterface.DEFAULT">
-<span class="sig-name descname"><span class="pre">DEFAULT</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'DEFAULT'</span></em><a class="headerlink" href="#abacusai.model.AgentInterface.DEFAULT" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.model.AgentInterface.CHAT">
-<span class="sig-name descname"><span class="pre">CHAT</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'CHAT'</span></em><a class="headerlink" href="#abacusai.model.AgentInterface.CHAT" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.model.TrainingConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.model.</span></span><span class="sig-name descname"><span class="pre">TrainingConfig</span></span><a class="headerlink" href="#abacusai.model.TrainingConfig" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
-<p>An abstract class for the training config options used to train the model.</p>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.model.TrainingConfig._upper_snake_case_keys">
-<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.model.TrainingConfig._upper_snake_case_keys" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.model.TrainingConfig._support_kwargs">
-<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.model.TrainingConfig._support_kwargs" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.model.TrainingConfig.kwargs">
-<span class="sig-name descname"><span class="pre">kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><span class="pre">dict</span></a></em><a class="headerlink" href="#abacusai.model.TrainingConfig.kwargs" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.model.TrainingConfig.problem_type">
-<span class="sig-name descname"><span class="pre">problem_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../api_class/enums/index.html#abacusai.api_class.enums.ProblemType" title="abacusai.api_class.enums.ProblemType"><span class="pre">abacusai.api_class.enums.ProblemType</span></a></em><a class="headerlink" href="#abacusai.model.TrainingConfig.problem_type" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.model.TrainingConfig.algorithm">
-<span class="sig-name descname"><span class="pre">algorithm</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.model.TrainingConfig.algorithm" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model.TrainingConfig._get_builder">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_get_builder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model.TrainingConfig._get_builder" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.model.WorkflowGraph">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.model.</span></span><span class="sig-name descname"><span class="pre">WorkflowGraph</span></span><a class="headerlink" href="#abacusai.model.WorkflowGraph" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
-<p>An Agent workflow graph. The edges define the node invokation order. The workflow must follow linear invokation order.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>nodes</strong> (<em>List</em><em>[</em><a class="reference internal" href="../api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowGraphNode" title="abacusai.api_class.ai_agents.WorkflowGraphNode"><em>WorkflowGraphNode</em></a><em>]</em>) – A list of nodes in the workflow graph.</p></li>
-<li><p><strong>edges</strong> (<em>List</em><em>[</em><a class="reference internal" href="../api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowGraphEdge" title="abacusai.api_class.ai_agents.WorkflowGraphEdge"><em>WorkflowGraphEdge</em></a><em>]</em>) – A list of edges in the workflow graph, where each edge is a tuple of source, target and details.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.model.WorkflowGraph.nodes">
-<span class="sig-name descname"><span class="pre">nodes</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="../api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowGraphNode" title="abacusai.api_class.ai_agents.WorkflowGraphNode"><span class="pre">WorkflowGraphNode</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.model.WorkflowGraph.nodes" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.model.WorkflowGraph.edges">
-<span class="sig-name descname"><span class="pre">edges</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="../api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowGraphEdge" title="abacusai.api_class.ai_agents.WorkflowGraphEdge"><span class="pre">WorkflowGraphEdge</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.model.WorkflowGraph.edges" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model.WorkflowGraph.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model.WorkflowGraph.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Standardizes converting an ApiClass to dictionary.
-Keys of response dictionary are converted to camel case.
-This also validates the fields ( type, value, etc ) received in the dictionary.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model.WorkflowGraph.from_dict">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">graph</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model.WorkflowGraph.from_dict" title="Link to this definition"></a></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>graph</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>)</p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.model.CodeSource">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.model.</span></span><span class="sig-name descname"><span class="pre">CodeSource</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceCode</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">applicationConnectorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">applicationConnectorInfo</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">packageRequirements</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">publishingMsg</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">moduleDependencies</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model.CodeSource" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Code source for python-based custom feature groups and models</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>sourceType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of the source, one of TEXT, PYTHON, FILE_UPLOAD, or APPLICATION_CONNECTOR</p></li>
-<li><p><strong>sourceCode</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If the type of the source is TEXT, the raw text of the function</p></li>
-<li><p><strong>applicationConnectorId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The Application Connector to fetch the code from</p></li>
-<li><p><strong>applicationConnectorInfo</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Args passed to the application connector to fetch the code</p></li>
-<li><p><strong>packageRequirements</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The pip package dependencies required to run the code</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The status of the code and validations</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If the status is failed, an error message describing what went wrong</p></li>
-<li><p><strong>publishingMsg</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Warnings in the source code</p></li>
-<li><p><strong>moduleDependencies</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The list of internal modules dependencies required to run the code</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model.CodeSource.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model.CodeSource.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model.CodeSource.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model.CodeSource.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model.CodeSource.import_as_cell">
-<span class="sig-name descname"><span class="pre">import_as_cell</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model.CodeSource.import_as_cell" title="Link to this definition"></a></dt>
-<dd><p>Adds the source code as an unexecuted cell in the notebook.</p>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.model.DatabaseConnector">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.model.</span></span><span class="sig-name descname"><span class="pre">DatabaseConnector</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">databaseConnectorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">service</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">auth</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model.DatabaseConnector" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A connector to an external service</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>databaseConnectorId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A unique string identifier for the connection.</p></li>
-<li><p><strong>service</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – An enum string indicating the service this connection connects to.</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A user-friendly name for the service.</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The status of the database connector.</p></li>
-<li><p><strong>auth</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Non-secret connection information for this connector.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The ISO-8601 string indicating when the API key was created.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model.DatabaseConnector.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model.DatabaseConnector.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model.DatabaseConnector.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model.DatabaseConnector.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model.DatabaseConnector.list_objects">
-<span class="sig-name descname"><span class="pre">list_objects</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">fetch_raw_data</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model.DatabaseConnector.list_objects" title="Link to this definition"></a></dt>
-<dd><p>Lists querable objects in the database connector.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>fetch_raw_data</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, return unfiltered objects.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model.DatabaseConnector.get_object_schema">
-<span class="sig-name descname"><span class="pre">get_object_schema</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">object_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fetch_raw_data</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model.DatabaseConnector.get_object_schema" title="Link to this definition"></a></dt>
-<dd><p>Get the schema of an object in an database connector.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>object_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique identifier for the object in the external system.</p></li>
-<li><p><strong>fetch_raw_data</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, return unfiltered list of columns.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The schema of the object.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.DatabaseConnectorSchema" title="abacusai.client.DatabaseConnectorSchema">DatabaseConnectorSchema</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model.DatabaseConnector.rename">
-<span class="sig-name descname"><span class="pre">rename</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model.DatabaseConnector.rename" title="Link to this definition"></a></dt>
-<dd><p>Renames a Database Connector</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The new name for the Database Connector.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model.DatabaseConnector.verify">
-<span class="sig-name descname"><span class="pre">verify</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model.DatabaseConnector.verify" title="Link to this definition"></a></dt>
-<dd><p>Checks if Abacus.AI can access the specified database.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>database_connector_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier for the database connector.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model.DatabaseConnector.delete">
-<span class="sig-name descname"><span class="pre">delete</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model.DatabaseConnector.delete" title="Link to this definition"></a></dt>
-<dd><p>Delete a database connector.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>database_connector_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier for the database connector.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model.DatabaseConnector.query">
-<span class="sig-name descname"><span class="pre">query</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">query</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model.DatabaseConnector.query" title="Link to this definition"></a></dt>
-<dd><p>Runs a query in the specified database connector.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>query</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The query to be run in the database connector.</p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.model.ModelLocation">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.model.</span></span><span class="sig-name descname"><span class="pre">ModelLocation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">location</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">artifactNames</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model.ModelLocation" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Provide location information for the plug-and-play model.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>location</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Location of the plug-and-play model.</p></li>
-<li><p><strong>artifactNames</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Representations of the names of the artifacts used to create the model.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model.ModelLocation.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model.ModelLocation.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model.ModelLocation.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model.ModelLocation.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.model.ModelVersion">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.model.</span></span><span class="sig-name descname"><span class="pre">ModelVersion</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelConfigType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelPredictionConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingStartedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingCompletedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupVersions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pendingDeploymentIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">failedDeploymentIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cpuSize</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">memory</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">automlComplete</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingFeatureGroupIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingDocumentRetrieverVersions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">documentRetrieverMappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bestAlgorithm</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">defaultAlgorithm</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureAnalysisStatus</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dataClusterInfo</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">customAlgorithmConfigs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainedModelTypes</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">useGpu</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">partialComplete</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelFeatureGroupSchemaMappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingConfigUpdated</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">codeSource</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deployableAlgorithms</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model.ModelVersion" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A version of a model</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>modelVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of a model version.</p></li>
-<li><p><strong>modelConfigType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the TrainingConfig class of the model_config.</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The current status of the model.</p></li>
-<li><p><strong>modelId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A reference to the model this version belongs to.</p></li>
-<li><p><strong>modelPredictionConfig</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The prediction config options for the model.</p></li>
-<li><p><strong>trainingStartedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The start time and date of the training process in ISO-8601 format.</p></li>
-<li><p><strong>trainingCompletedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The end time and date of the training process in ISO-8601 format.</p></li>
-<li><p><strong>featureGroupVersions</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – A list of Feature Group version IDs used for model training.</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Relevant error if the status is FAILED.</p></li>
-<li><p><strong>pendingDeploymentIds</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of deployment IDs where deployment is pending.</p></li>
-<li><p><strong>failedDeploymentIds</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of failed deployment IDs.</p></li>
-<li><p><strong>cpuSize</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – CPU size specified for the python model training.</p></li>
-<li><p><strong>memory</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Memory in GB specified for the python model training.</p></li>
-<li><p><strong>automlComplete</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, all algorithms have completed training.</p></li>
-<li><p><strong>trainingFeatureGroupIds</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The unique identifiers of the feature groups used as inputs during training to create this ModelVersion.</p></li>
-<li><p><strong>trainingDocumentRetrieverVersions</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The document retriever version IDs used as inputs during training to create this ModelVersion.</p></li>
-<li><p><strong>documentRetrieverMappings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – mapping of document retriever version to their respective information.</p></li>
-<li><p><strong>bestAlgorithm</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Best performing algorithm.</p></li>
-<li><p><strong>defaultAlgorithm</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Default algorithm that the user has selected.</p></li>
-<li><p><strong>featureAnalysisStatus</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Lifecycle of the feature analysis stage.</p></li>
-<li><p><strong>dataClusterInfo</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Information about the models for different data clusters.</p></li>
-<li><p><strong>customAlgorithmConfigs</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – User-defined configs for each of the user-defined custom algorithms.</p></li>
-<li><p><strong>trainedModelTypes</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of trained model types.</p></li>
-<li><p><strong>useGpu</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether this model version is using gpu</p></li>
-<li><p><strong>partialComplete</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, all required algorithms have completed training.</p></li>
-<li><p><strong>modelFeatureGroupSchemaMappings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – mapping of feature group to schema version</p></li>
-<li><p><strong>trainingConfigUpdated</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If the training config has been updated since the instance was created.</p></li>
-<li><p><strong>codeSource</strong> (<a class="reference internal" href="#abacusai.model.CodeSource" title="abacusai.model.CodeSource"><em>CodeSource</em></a>) – If a python model, information on where the source code is located.</p></li>
-<li><p><strong>modelConfig</strong> (<a class="reference internal" href="#abacusai.model.TrainingConfig" title="abacusai.model.TrainingConfig"><em>TrainingConfig</em></a>) – The training config options used to train this model.</p></li>
-<li><p><strong>deployableAlgorithms</strong> (<a class="reference internal" href="../api_class/index.html#abacusai.api_class.DeployableAlgorithm" title="abacusai.api_class.DeployableAlgorithm"><em>DeployableAlgorithm</em></a>) – List of deployable algorithms.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model.ModelVersion.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model.ModelVersion.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model.ModelVersion.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model.ModelVersion.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model.ModelVersion.describe_train_test_data_split_feature_group_version">
-<span class="sig-name descname"><span class="pre">describe_train_test_data_split_feature_group_version</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model.ModelVersion.describe_train_test_data_split_feature_group_version" title="Link to this definition"></a></dt>
-<dd><p>Get the train and test data split for a trained model by model version. This is only supported for models with custom algorithms.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>model_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique version ID of the model version.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The feature group version containing the training data and folds information.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.FeatureGroupVersion" title="abacusai.client.FeatureGroupVersion">FeatureGroupVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model.ModelVersion.set_model_objective">
-<span class="sig-name descname"><span class="pre">set_model_objective</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">metric</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model.ModelVersion.set_model_objective" title="Link to this definition"></a></dt>
-<dd><p>Sets the best model for all model instances of the model based on the specified metric, and updates the training configuration to use the specified metric for any future model versions.</p>
-<p>If metric is set to None, then just use the default selection</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>metric</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The metric to use to determine the best model.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model.ModelVersion.get_feature_group_schemas_for">
-<span class="sig-name descname"><span class="pre">get_feature_group_schemas_for</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model.ModelVersion.get_feature_group_schemas_for" title="Link to this definition"></a></dt>
-<dd><p>Gets the schema (including feature mappings) for all feature groups used in the model version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>model_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier for the version of the model.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>List of schema for all feature groups used in the model version.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../client/index.html#abacusai.client.ModelVersionFeatureGroupSchema" title="abacusai.client.ModelVersionFeatureGroupSchema">ModelVersionFeatureGroupSchema</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model.ModelVersion.delete">
-<span class="sig-name descname"><span class="pre">delete</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model.ModelVersion.delete" title="Link to this definition"></a></dt>
-<dd><p>Deletes the specified model version. Model versions which are currently used in deployments cannot be deleted.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>model_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the model version to delete.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model.ModelVersion.export_model_artifact_as_feature_group">
-<span class="sig-name descname"><span class="pre">export_model_artifact_as_feature_group</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">table_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">artifact_type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model.ModelVersion.export_model_artifact_as_feature_group" title="Link to this definition"></a></dt>
-<dd><p>Exports metric artifact data for a model as a feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>table_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the feature group table to create.</p></li>
-<li><p><strong>artifact_type</strong> (<a class="reference internal" href="../api_class/enums/index.html#abacusai.api_class.enums.EvalArtifactType" title="abacusai.api_class.enums.EvalArtifactType"><em>EvalArtifactType</em></a>) – eval artifact type to export.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The created feature group.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model.ModelVersion.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model.ModelVersion.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.model.ModelVersion" title="abacusai.model.ModelVersion">ModelVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model.ModelVersion.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model.ModelVersion.describe" title="Link to this definition"></a></dt>
-<dd><p>Retrieves a full description of the specified model version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>model_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier of the model version.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A model version.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.model.ModelVersion" title="abacusai.model.ModelVersion">ModelVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model.ModelVersion.get_feature_importance_by">
-<span class="sig-name descname"><span class="pre">get_feature_importance_by</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model.ModelVersion.get_feature_importance_by" title="Link to this definition"></a></dt>
-<dd><p>Gets the feature importance calculated by various methods for the model.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>model_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier for the model version.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Feature importances for the model.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.FeatureImportance" title="abacusai.client.FeatureImportance">FeatureImportance</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model.ModelVersion.get_training_data_logs">
-<span class="sig-name descname"><span class="pre">get_training_data_logs</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model.ModelVersion.get_training_data_logs" title="Link to this definition"></a></dt>
-<dd><p>Retrieves the data preparation logs during model training.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>model_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique version ID of the model version.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A list of logs.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../client/index.html#abacusai.client.DataPrepLogs" title="abacusai.client.DataPrepLogs">DataPrepLogs</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model.ModelVersion.get_training_logs">
-<span class="sig-name descname"><span class="pre">get_training_logs</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">stdout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stderr</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model.ModelVersion.get_training_logs" title="Link to this definition"></a></dt>
-<dd><p>Returns training logs for the model.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>stdout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Set True to get info logs.</p></li>
-<li><p><strong>stderr</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Set True to get error logs.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A function logs object.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.FunctionLogs" title="abacusai.client.FunctionLogs">FunctionLogs</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model.ModelVersion.export_custom">
-<span class="sig-name descname"><span class="pre">export_custom</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">output_location</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">algorithm</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model.ModelVersion.export_custom" title="Link to this definition"></a></dt>
-<dd><p>Bundle custom model artifacts to a zip file, and export to the specified location.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>output_location</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Location to export the model artifacts results. For example, s3://a-bucket/</p></li>
-<li><p><strong>algorithm</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The algorithm to be exported. Optional if there’s only one custom algorithm in the model version.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Object describing the export and its status.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.ModelArtifactsExport" title="abacusai.client.ModelArtifactsExport">ModelArtifactsExport</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model.ModelVersion.wait_for_training">
-<span class="sig-name descname"><span class="pre">wait_for_training</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model.ModelVersion.wait_for_training" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until model gets trained.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model.ModelVersion.wait_for_full_automl">
-<span class="sig-name descname"><span class="pre">wait_for_full_automl</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model.ModelVersion.wait_for_full_automl" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until full AutoML cycle is completed.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model.ModelVersion.get_status">
-<span class="sig-name descname"><span class="pre">get_status</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model.ModelVersion.get_status" title="Link to this definition"></a></dt>
-<dd><p>Gets the status of the model version under training.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A string describing the status of a model training (pending, complete, etc.).</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)">str</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model.ModelVersion.get_train_test_feature_group_as_pandas">
-<span class="sig-name descname"><span class="pre">get_train_test_feature_group_as_pandas</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model.ModelVersion.get_train_test_feature_group_as_pandas" title="Link to this definition"></a></dt>
-<dd><p>Get the model train test data split feature group of the model version as pandas data frame.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A pandas dataframe for the training data with fold column.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p>pandas.Dataframe</p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.model.RefreshSchedule">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.model.</span></span><span class="sig-name descname"><span class="pre">RefreshSchedule</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refreshPolicyId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nextRunTime</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cron</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refreshType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model.RefreshSchedule" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A refresh schedule for an object. Defines when the next version of the object will be created</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>refreshPolicyId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the refresh policy</p></li>
-<li><p><strong>nextRunTime</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The next run time of the refresh policy. If null, the policy is paused.</p></li>
-<li><p><strong>cron</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A cron-style string that describes the when this refresh policy is to be executed in UTC</p></li>
-<li><p><strong>refreshType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of refresh that will be run</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – An error message for the last pipeline run of a policy</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model.RefreshSchedule.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model.RefreshSchedule.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model.RefreshSchedule.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model.RefreshSchedule.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.model.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.model.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.model.Model">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.model.</span></span><span class="sig-name descname"><span class="pre">Model</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelConfigType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelPredictionConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">projectId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">shared</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sharedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainFunctionName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictFunctionName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictManyFunctionName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">initializeFunctionName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingInputTables</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceCode</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cpuSize</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">memory</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingFeatureGroupIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">algorithmModelConfigs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingVectorStoreVersions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">documentRetrievers</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">documentRetrieverIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">isPythonModel</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">defaultAlgorithm</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">customAlgorithmConfigs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">restrictedAlgorithms</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">useGpu</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">notebookId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingRequired</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dataLlmFeatureGroups</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">location</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refreshSchedules</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">codeSource</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">databaseConnector</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">latestModelVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model.Model" title="Link to this definition"></a></dt>
@@ -1020,12 +338,12 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>notebookId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The notebook associated with this model.</p></li>
 <li><p><strong>trainingRequired</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If training is required to keep the model up-to-date.</p></li>
 <li><p><strong>dataLlmFeatureGroups</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><em>featuregroup</em><em>]</em>) – List of feature groups used by the model for queries</p></li>
-<li><p><strong>latestModelVersion</strong> (<a class="reference internal" href="#abacusai.model.ModelVersion" title="abacusai.model.ModelVersion"><em>ModelVersion</em></a>) – The latest model version.</p></li>
-<li><p><strong>location</strong> (<a class="reference internal" href="#abacusai.model.ModelLocation" title="abacusai.model.ModelLocation"><em>ModelLocation</em></a>) – Location information for models that are imported.</p></li>
-<li><p><strong>refreshSchedules</strong> (<a class="reference internal" href="#abacusai.model.RefreshSchedule" title="abacusai.model.RefreshSchedule"><em>RefreshSchedule</em></a>) – List of refresh schedules that indicate when the next model version will be trained</p></li>
-<li><p><strong>codeSource</strong> (<a class="reference internal" href="#abacusai.model.CodeSource" title="abacusai.model.CodeSource"><em>CodeSource</em></a>) – If a python model, information on the source code</p></li>
-<li><p><strong>databaseConnector</strong> (<a class="reference internal" href="#abacusai.model.DatabaseConnector" title="abacusai.model.DatabaseConnector"><em>DatabaseConnector</em></a>) – Database connector used by the model.</p></li>
-<li><p><strong>modelConfig</strong> (<a class="reference internal" href="#abacusai.model.TrainingConfig" title="abacusai.model.TrainingConfig"><em>TrainingConfig</em></a>) – The training config options used to train this model.</p></li>
+<li><p><strong>latestModelVersion</strong> (<a class="reference internal" href="../model_version/index.html#abacusai.model_version.ModelVersion" title="abacusai.model_version.ModelVersion"><em>ModelVersion</em></a>) – The latest model version.</p></li>
+<li><p><strong>location</strong> (<a class="reference internal" href="../model_location/index.html#abacusai.model_location.ModelLocation" title="abacusai.model_location.ModelLocation"><em>ModelLocation</em></a>) – Location information for models that are imported.</p></li>
+<li><p><strong>refreshSchedules</strong> (<a class="reference internal" href="../refresh_schedule/index.html#abacusai.refresh_schedule.RefreshSchedule" title="abacusai.refresh_schedule.RefreshSchedule"><em>RefreshSchedule</em></a>) – List of refresh schedules that indicate when the next model version will be trained</p></li>
+<li><p><strong>codeSource</strong> (<a class="reference internal" href="../code_source/index.html#abacusai.code_source.CodeSource" title="abacusai.code_source.CodeSource"><em>CodeSource</em></a>) – If a python model, information on the source code</p></li>
+<li><p><strong>databaseConnector</strong> (<a class="reference internal" href="../database_connector/index.html#abacusai.database_connector.DatabaseConnector" title="abacusai.database_connector.DatabaseConnector"><em>DatabaseConnector</em></a>) – Database connector used by the model.</p></li>
+<li><p><strong>modelConfig</strong> (<a class="reference internal" href="../api_class/index.html#abacusai.api_class.TrainingConfig" title="abacusai.api_class.TrainingConfig"><em>TrainingConfig</em></a>) – The training config options used to train this model.</p></li>
 </ul>
 </dd>
 </dl>
@@ -1061,7 +379,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The feature group containing the training data and fold information.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -1127,7 +445,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>package_requirements</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of package requirement strings. For example: <cite>[‘numpy==1.2.3’, ‘pandas&gt;=1.4.0’]</cite>.</p></li>
 <li><p><strong>use_gpu</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether this model needs gpu</p></li>
 <li><p><strong>is_thread_safe</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether this model is thread safe</p></li>
-<li><p><strong>training_config</strong> (<a class="reference internal" href="#abacusai.model.TrainingConfig" title="abacusai.model.TrainingConfig"><em>TrainingConfig</em></a>) – The training config used to train this model.</p></li>
+<li><p><strong>training_config</strong> (<a class="reference internal" href="../api_class/index.html#abacusai.api_class.TrainingConfig" title="abacusai.api_class.TrainingConfig"><em>TrainingConfig</em></a>) – The training config used to train this model.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns<span class="colon">:</span></dt>
@@ -1163,7 +481,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The updated model.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.Upload" title="abacusai.client.Upload">Upload</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../upload/index.html#abacusai.upload.Upload" title="abacusai.upload.Upload">Upload</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -1206,7 +524,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
-<li><p><strong>training_config</strong> (<a class="reference internal" href="#abacusai.model.TrainingConfig" title="abacusai.model.TrainingConfig"><em>TrainingConfig</em></a>) – The training config used to train this model.</p></li>
+<li><p><strong>training_config</strong> (<a class="reference internal" href="../api_class/index.html#abacusai.api_class.TrainingConfig" title="abacusai.api_class.TrainingConfig"><em>TrainingConfig</em></a>) – The training config used to train this model.</p></li>
 <li><p><strong>feature_group_ids</strong> (<em>List</em>) – The list of feature groups used as input to the model.</p></li>
 </ul>
 </dd>
@@ -1253,7 +571,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>An object containing the model metrics and explanations for what each metric means.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.ModelMetrics" title="abacusai.client.ModelMetrics">ModelMetrics</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../model_metrics/index.html#abacusai.model_metrics.ModelMetrics" title="abacusai.model_metrics.ModelMetrics">ModelMetrics</a></p>
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@@ -1273,7 +591,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>An array of model versions.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
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+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../model_version/index.html#abacusai.model_version.ModelVersion" title="abacusai.model_version.ModelVersion">ModelVersion</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -1292,7 +610,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>custom_algorithm_configs</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – User-defined training configs for each custom algorithm.</p></li>
 <li><p><strong>cpu_size</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Size of the CPU for the user-defined algorithms during training.</p></li>
 <li><p><strong>memory</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Memory (in GB) for the user-defined algorithms during training.</p></li>
-<li><p><strong>training_config</strong> (<a class="reference internal" href="#abacusai.model.TrainingConfig" title="abacusai.model.TrainingConfig"><em>TrainingConfig</em></a>) – The training config used to train this model.</p></li>
+<li><p><strong>training_config</strong> (<a class="reference internal" href="../api_class/index.html#abacusai.api_class.TrainingConfig" title="abacusai.api_class.TrainingConfig"><em>TrainingConfig</em></a>) – The training config used to train this model.</p></li>
 <li><p><strong>algorithm_training_configs</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of algorithm specifc training configs that will be part of the model training AutoML run.</p></li>
 </ul>
 </dd>
@@ -1342,7 +660,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>List of model artifacts exports.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../client/index.html#abacusai.client.ModelArtifactsExport" title="abacusai.client.ModelArtifactsExport">ModelArtifactsExport</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../model_artifacts_export/index.html#abacusai.model_artifacts_export.ModelArtifactsExport" title="abacusai.model_artifacts_export.ModelArtifactsExport">ModelArtifactsExport</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -1362,7 +680,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Model training types for deployment.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.ModelTrainingTypeForDeployment" title="abacusai.client.ModelTrainingTypeForDeployment">ModelTrainingTypeForDeployment</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../model_training_type_for_deployment/index.html#abacusai.model_training_type_for_deployment.ModelTrainingTypeForDeployment" title="abacusai.model_training_type_for_deployment.ModelTrainingTypeForDeployment">ModelTrainingTypeForDeployment</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -1376,8 +694,8 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>memory</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Memory (in GB) for the agent.</p></li>
 <li><p><strong>description</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A description of the agent, including its purpose and instructions.</p></li>
-<li><p><strong>workflow_graph</strong> (<a class="reference internal" href="#abacusai.model.WorkflowGraph" title="abacusai.model.WorkflowGraph"><em>WorkflowGraph</em></a>) – The workflow graph for the agent.</p></li>
-<li><p><strong>agent_interface</strong> (<a class="reference internal" href="#abacusai.model.AgentInterface" title="abacusai.model.AgentInterface"><em>AgentInterface</em></a>) – The interface that the agent will be deployed with.</p></li>
+<li><p><strong>workflow_graph</strong> (<a class="reference internal" href="../api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowGraph" title="abacusai.api_class.ai_agents.WorkflowGraph"><em>WorkflowGraph</em></a>) – The workflow graph for the agent.</p></li>
+<li><p><strong>agent_interface</strong> (<a class="reference internal" href="../api_class/enums/index.html#abacusai.api_class.enums.AgentInterface" title="abacusai.api_class.enums.AgentInterface"><em>AgentInterface</em></a>) – The interface that the agent will be deployed with.</p></li>
 <li><p><strong>function_source_code</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
 <li><p><strong>agent_function_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
 <li><p><strong>package_requirements</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>)</p></li>
@@ -1468,7 +786,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The refresh policy object.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.RefreshPolicy" title="abacusai.client.RefreshPolicy">RefreshPolicy</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../refresh_policy/index.html#abacusai.refresh_policy.RefreshPolicy" title="abacusai.refresh_policy.RefreshPolicy">RefreshPolicy</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -1482,7 +800,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-odd"><p>A list of refresh policy objects.</p>
 </dd>
 <dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p>List[<a class="reference internal" href="../client/index.html#abacusai.client.RefreshPolicy" title="abacusai.client.RefreshPolicy">RefreshPolicy</a>]</p>
+<dd class="field-even"><p>List[<a class="reference internal" href="../refresh_policy/index.html#abacusai.refresh_policy.RefreshPolicy" title="abacusai.refresh_policy.RefreshPolicy">RefreshPolicy</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -1503,6 +821,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
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index 328108b58..de7039b0f 100644
--- a/docs/autoapi/abacusai/model_artifacts_export/index.html
+++ b/docs/autoapi/abacusai/model_artifacts_export/index.html
@@ -46,222 +46,217 @@
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-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
 <li class="toctree-l2 current"><a class="reference internal" href="../index.html#submodules">Submodules</a><ul class="current">
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-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.model_artifacts_export</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
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@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
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-      <li class="breadcrumb-item active">abacusai.model_artifacts_export</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/model_artifacts_export/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.model_artifacts_export">
-<span id="abacusai-model-artifacts-export"></span><h1>abacusai.model_artifacts_export<a class="headerlink" href="#module-abacusai.model_artifacts_export" title="Link to this heading"></a></h1>
+<span id="abacusai-model-artifacts-export"></span><h1><a class="reference internal" href="#module-abacusai.model_artifacts_export" title="abacusai.model_artifacts_export"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a><a class="headerlink" href="#module-abacusai.model_artifacts_export" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.model_artifacts_export.AbstractApiClass" title="abacusai.model_artifacts_export.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.model_artifacts_export.ModelArtifactsExport" title="abacusai.model_artifacts_export.ModelArtifactsExport"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelArtifactsExport</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.model_artifacts_export.ModelArtifactsExport" title="abacusai.model_artifacts_export.ModelArtifactsExport"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelArtifactsExport</span></code></a></p></td>
 <td><p>A Model Artifacts Export Job</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.model_artifacts_export.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.model_artifacts_export.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_artifacts_export.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model_artifacts_export.AbstractApiClass.__eq__">
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-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model_artifacts_export.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_artifacts_export.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.model_artifacts_export.ModelArtifactsExport">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.model_artifacts_export.</span></span><span class="sig-name descname"><span class="pre">ModelArtifactsExport</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelArtifactsExportId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">outputLocation</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">exportCompletedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_artifacts_export.ModelArtifactsExport" title="Link to this definition"></a></dt>
@@ -422,6 +397,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/model_blueprint_export/index.html b/docs/autoapi/abacusai/model_blueprint_export/index.html
index 65751e7f6..56eef9ce5 100644
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-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html">abacusai.document_retriever_config</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html">abacusai.eda_chart_description</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html">abacusai.eda_forecasting_analysis</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html">abacusai.external_invite</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html">abacusai.extracted_fields</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html">abacusai.feature_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html">abacusai.feature_drift_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html">abacusai.feature_drift_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html">abacusai.feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html">abacusai.feature_group_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html">abacusai.feature_group_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html">abacusai.feature_group_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html">abacusai.feature_group_export_download_url</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html">abacusai.feature_group_lineage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html">abacusai.feature_group_refresh_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html">abacusai.feature_group_row</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html">abacusai.feature_group_row_process</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html">abacusai.feature_group_row_process_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html">abacusai.feature_group_row_process_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html">abacusai.feature_group_template_variable_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html">abacusai.feature_group_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html">abacusai.feature_importance</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html">abacusai.feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html">abacusai.feature_performance_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.model_blueprint_export</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
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-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.model_blueprint_export</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></li>
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@@ -293,80 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.model_blueprint_export">
-<span id="abacusai-model-blueprint-export"></span><h1>abacusai.model_blueprint_export<a class="headerlink" href="#module-abacusai.model_blueprint_export" title="Link to this heading"></a></h1>
+<span id="abacusai-model-blueprint-export"></span><h1><a class="reference internal" href="#module-abacusai.model_blueprint_export" title="abacusai.model_blueprint_export"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a><a class="headerlink" href="#module-abacusai.model_blueprint_export" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.model_blueprint_export.ModelBlueprintStage" title="abacusai.model_blueprint_export.ModelBlueprintStage"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelBlueprintStage</span></code></a></p></td>
-<td><p>A stage in the model blueprint export process.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.model_blueprint_export.AbstractApiClass" title="abacusai.model_blueprint_export.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.model_blueprint_export.ModelBlueprintExport" title="abacusai.model_blueprint_export.ModelBlueprintExport"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelBlueprintExport</span></code></a></p></td>
 <td><p>Model Blueprint</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.model_blueprint_export.ModelBlueprintStage">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.model_blueprint_export.</span></span><span class="sig-name descname"><span class="pre">ModelBlueprintStage</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stageName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">displayName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">params</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predecessors</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_blueprint_export.ModelBlueprintStage" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A stage in the model blueprint export process.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>stageName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the stage.</p></li>
-<li><p><strong>displayName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The display name of the stage.</p></li>
-<li><p><strong>description</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The description of the stage.</p></li>
-<li><p><strong>params</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The parameters for the stage.</p></li>
-<li><p><strong>predecessors</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – A list of stages that occur directly before this stage.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model_blueprint_export.ModelBlueprintStage.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_blueprint_export.ModelBlueprintStage.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model_blueprint_export.ModelBlueprintStage.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_blueprint_export.ModelBlueprintStage.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.model_blueprint_export.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.model_blueprint_export.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_blueprint_export.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model_blueprint_export.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_blueprint_export.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model_blueprint_export.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_blueprint_export.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.model_blueprint_export.ModelBlueprintExport">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.model_blueprint_export.</span></span><span class="sig-name descname"><span class="pre">ModelBlueprintExport</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">currentTrainingConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelBlueprintStages</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_blueprint_export.ModelBlueprintExport" title="Link to this definition"></a></dt>
@@ -378,7 +311,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
 <li><p><strong>modelVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Version of the model that the blueprint is for.</p></li>
 <li><p><strong>currentTrainingConfig</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The current training configuration for the model. It can be used to get training configs and train a new model</p></li>
-<li><p><strong>modelBlueprintStages</strong> (<a class="reference internal" href="#abacusai.model_blueprint_export.ModelBlueprintStage" title="abacusai.model_blueprint_export.ModelBlueprintStage"><em>ModelBlueprintStage</em></a>) – The stages of the model blueprint. Each one includes the stage name, display name, description, parameters, and predecessors.</p></li>
+<li><p><strong>modelBlueprintStages</strong> (<a class="reference internal" href="../model_blueprint_stage/index.html#abacusai.model_blueprint_stage.ModelBlueprintStage" title="abacusai.model_blueprint_stage.ModelBlueprintStage"><em>ModelBlueprintStage</em></a>) – The stages of the model blueprint. Each one includes the stage name, display name, description, parameters, and predecessors.</p></li>
 </ul>
 </dd>
 </dl>
@@ -404,6 +337,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/model_blueprint_stage/index.html b/docs/autoapi/abacusai/model_blueprint_stage/index.html
index 6b62182f9..a95188808 100644
--- a/docs/autoapi/abacusai/model_blueprint_stage/index.html
+++ b/docs/autoapi/abacusai/model_blueprint_stage/index.html
@@ -46,222 +46,217 @@
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-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.model_blueprint_stage</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
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-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
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@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.model_blueprint_stage</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/model_blueprint_stage/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.model_blueprint_stage">
-<span id="abacusai-model-blueprint-stage"></span><h1>abacusai.model_blueprint_stage<a class="headerlink" href="#module-abacusai.model_blueprint_stage" title="Link to this heading"></a></h1>
+<span id="abacusai-model-blueprint-stage"></span><h1><a class="reference internal" href="#module-abacusai.model_blueprint_stage" title="abacusai.model_blueprint_stage"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a><a class="headerlink" href="#module-abacusai.model_blueprint_stage" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.model_blueprint_stage.AbstractApiClass" title="abacusai.model_blueprint_stage.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.model_blueprint_stage.ModelBlueprintStage" title="abacusai.model_blueprint_stage.ModelBlueprintStage"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelBlueprintStage</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.model_blueprint_stage.ModelBlueprintStage" title="abacusai.model_blueprint_stage.ModelBlueprintStage"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelBlueprintStage</span></code></a></p></td>
 <td><p>A stage in the model blueprint export process.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.model_blueprint_stage.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.model_blueprint_stage.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_blueprint_stage.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model_blueprint_stage.AbstractApiClass.__eq__">
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-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model_blueprint_stage.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_blueprint_stage.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.model_blueprint_stage.ModelBlueprintStage">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.model_blueprint_stage.</span></span><span class="sig-name descname"><span class="pre">ModelBlueprintStage</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stageName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">displayName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">params</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predecessors</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_blueprint_stage.ModelBlueprintStage" title="Link to this definition"></a></dt>
@@ -364,6 +339,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/model_location/index.html b/docs/autoapi/abacusai/model_location/index.html
index 9a3e5d448..48792a1c5 100644
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@@ -46,222 +46,217 @@
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-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html">abacusai.document_retriever_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html">abacusai.document_retriever_lookup_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html">abacusai.document_retriever_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html">abacusai.drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html">abacusai.drift_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda/index.html">abacusai.eda</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html">abacusai.eda_chart_description</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html">abacusai.eda_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html">abacusai.eda_data_consistency</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html">abacusai.eda_feature_association</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html">abacusai.eda_feature_collinearity</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html">abacusai.eda_forecasting_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html">abacusai.eda_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html">abacusai.embedding_feature_drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html">abacusai.execute_feature_group_operation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html">abacusai.external_application</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html">abacusai.external_invite</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html">abacusai.extracted_fields</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature/index.html">abacusai.feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html">abacusai.feature_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html">abacusai.feature_drift_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html">abacusai.feature_drift_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html">abacusai.feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html">abacusai.feature_group_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html">abacusai.feature_group_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html">abacusai.feature_group_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html">abacusai.feature_group_export_download_url</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html">abacusai.feature_group_lineage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html">abacusai.feature_group_refresh_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html">abacusai.feature_group_row</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html">abacusai.feature_group_row_process</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html">abacusai.feature_group_row_process_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html">abacusai.feature_group_row_process_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html">abacusai.feature_group_template_variable_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html">abacusai.feature_group_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html">abacusai.feature_importance</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html">abacusai.feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html">abacusai.feature_performance_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html">abacusai.file_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.model_location</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.model_location</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/model_location/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.model_location">
-<span id="abacusai-model-location"></span><h1>abacusai.model_location<a class="headerlink" href="#module-abacusai.model_location" title="Link to this heading"></a></h1>
+<span id="abacusai-model-location"></span><h1><a class="reference internal" href="#module-abacusai.model_location" title="abacusai.model_location"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a><a class="headerlink" href="#module-abacusai.model_location" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.model_location.AbstractApiClass" title="abacusai.model_location.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.model_location.ModelLocation" title="abacusai.model_location.ModelLocation"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelLocation</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.model_location.ModelLocation" title="abacusai.model_location.ModelLocation"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelLocation</span></code></a></p></td>
 <td><p>Provide location information for the plug-and-play model.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.model_location.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.model_location.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_location.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model_location.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_location.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model_location.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_location.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.model_location.ModelLocation">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.model_location.</span></span><span class="sig-name descname"><span class="pre">ModelLocation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">location</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">artifactNames</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_location.ModelLocation" title="Link to this definition"></a></dt>
@@ -361,6 +336,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/model_metrics/index.html b/docs/autoapi/abacusai/model_metrics/index.html
index 9c83e44eb..d870340de 100644
--- a/docs/autoapi/abacusai/model_metrics/index.html
+++ b/docs/autoapi/abacusai/model_metrics/index.html
@@ -46,222 +46,217 @@
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+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
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@@ -281,8 +276,8 @@
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       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
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-      <li class="breadcrumb-item active">abacusai.model_metrics</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></li>
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             <a href="../../../_sources/autoapi/abacusai/model_metrics/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.model_metrics">
-<span id="abacusai-model-metrics"></span><h1>abacusai.model_metrics<a class="headerlink" href="#module-abacusai.model_metrics" title="Link to this heading"></a></h1>
+<span id="abacusai-model-metrics"></span><h1><a class="reference internal" href="#module-abacusai.model_metrics" title="abacusai.model_metrics"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a><a class="headerlink" href="#module-abacusai.model_metrics" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
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 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.model_metrics.AbstractApiClass" title="abacusai.model_metrics.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.model_metrics.ModelMetrics" title="abacusai.model_metrics.ModelMetrics"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelMetrics</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.model_metrics.ModelMetrics" title="abacusai.model_metrics.ModelMetrics"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelMetrics</span></code></a></p></td>
 <td><p>Metrics of the trained model.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
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-<dt class="sig sig-object py" id="abacusai.model_metrics.AbstractApiClass">
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-<dd><p>Return self==value.</p>
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-
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-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.model_metrics.ModelMetrics">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.model_metrics.</span></span><span class="sig-name descname"><span class="pre">ModelMetrics</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">algoMetrics</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">selectedAlgorithm</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">selectedAlgorithmName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">metricNames</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">targetColumn</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainValTestSplit</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingCompletedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_metrics.ModelMetrics" title="Link to this definition"></a></dt>
@@ -368,6 +343,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
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-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.model_monitor</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
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@@ -281,8 +276,8 @@
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-      <li class="breadcrumb-item active">abacusai.model_monitor</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
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            <div itemprop="articleBody">
              
   <section id="module-abacusai.model_monitor">
-<span id="abacusai-model-monitor"></span><h1>abacusai.model_monitor<a class="headerlink" href="#module-abacusai.model_monitor" title="Link to this heading"></a></h1>
+<span id="abacusai-model-monitor"></span><h1><a class="reference internal" href="#module-abacusai.model_monitor" title="abacusai.model_monitor"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a><a class="headerlink" href="#module-abacusai.model_monitor" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.model_monitor.ModelMonitorVersion" title="abacusai.model_monitor.ModelMonitorVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelMonitorVersion</span></code></a></p></td>
-<td><p>A version of a model monitor</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.model_monitor.RefreshSchedule" title="abacusai.model_monitor.RefreshSchedule"><code class="xref py py-obj docutils literal notranslate"><span class="pre">RefreshSchedule</span></code></a></p></td>
-<td><p>A refresh schedule for an object. Defines when the next version of the object will be created</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.model_monitor.AbstractApiClass" title="abacusai.model_monitor.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.model_monitor.ModelMonitor" title="abacusai.model_monitor.ModelMonitor"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelMonitor</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.model_monitor.ModelMonitor" title="abacusai.model_monitor.ModelMonitor"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelMonitor</span></code></a></p></td>
 <td><p>A model monitor</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.model_monitor.ModelMonitorVersion">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.model_monitor.</span></span><span class="sig-name descname"><span class="pre">ModelMonitorVersion</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelMonitorVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelMonitorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">monitoringStartedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">monitoringCompletedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingFeatureGroupVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionFeatureGroupVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pendingDeploymentIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">failedDeploymentIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">metricConfigs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupMonitorConfigs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">metricTypes</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batchPredictionVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edaConfigs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingForecastConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionForecastConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">forecastFrequency</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">monitorDriftConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionDataUseMappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingDataUseMappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_monitor.ModelMonitorVersion" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A version of a model monitor</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>modelMonitorVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of a model monitor version.</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The current status of the model.</p></li>
-<li><p><strong>modelMonitorId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A reference to the model monitor this version belongs to.</p></li>
-<li><p><strong>monitoringStartedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The start time and date of the monitoring process.</p></li>
-<li><p><strong>monitoringCompletedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The end time and date of the monitoring process.</p></li>
-<li><p><strong>trainingFeatureGroupVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – Feature group version IDs that this refresh pipeline run is monitoring.</p></li>
-<li><p><strong>predictionFeatureGroupVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – Feature group version IDs that this refresh pipeline run is monitoring.</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Relevant error if the status is FAILED.</p></li>
-<li><p><strong>pendingDeploymentIds</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of deployment IDs where deployment is pending.</p></li>
-<li><p><strong>failedDeploymentIds</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of failed deployment IDs.</p></li>
-<li><p><strong>metricConfigs</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a><em>]</em>) – List of metric configs for the model monitor instance.</p></li>
-<li><p><strong>featureGroupMonitorConfigs</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Configurations for feature group monitor</p></li>
-<li><p><strong>metricTypes</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of metric types.</p></li>
-<li><p><strong>modelVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – Model version IDs that this refresh pipeline run is monitoring.</p></li>
-<li><p><strong>batchPredictionVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The batch prediction version this model monitor is monitoring</p></li>
-<li><p><strong>edaConfigs</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The list of eda configs for the version</p></li>
-<li><p><strong>trainingForecastConfig</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The training forecast config for the monitor version</p></li>
-<li><p><strong>predictionForecastConfig</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The prediction forecast config for the monitor version</p></li>
-<li><p><strong>forecastFrequency</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The forecast frequency for the monitor version</p></li>
-<li><p><strong>monitorDriftConfig</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The monitor drift config for the monitor version</p></li>
-<li><p><strong>predictionDataUseMappings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The mapping of prediction data use to feature group version</p></li>
-<li><p><strong>trainingDataUseMappings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The mapping of training data use to feature group version</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model_monitor.ModelMonitorVersion.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_monitor.ModelMonitorVersion.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model_monitor.ModelMonitorVersion.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_monitor.ModelMonitorVersion.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model_monitor.ModelMonitorVersion.get_prediction_drift">
-<span class="sig-name descname"><span class="pre">get_prediction_drift</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_monitor.ModelMonitorVersion.get_prediction_drift" title="Link to this definition"></a></dt>
-<dd><p>Gets the label and prediction drifts for a model monitor.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>model_monitor_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier for a model monitor version created under the project.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Object describing training and prediction output label and prediction distributions.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.DriftDistributions" title="abacusai.client.DriftDistributions">DriftDistributions</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model_monitor.ModelMonitorVersion.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_monitor.ModelMonitorVersion.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.model_monitor.ModelMonitorVersion" title="abacusai.model_monitor.ModelMonitorVersion">ModelMonitorVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model_monitor.ModelMonitorVersion.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_monitor.ModelMonitorVersion.describe" title="Link to this definition"></a></dt>
-<dd><p>Retrieves a full description of the specified model monitor version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>model_monitor_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique version ID of the model monitor version.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A model monitor version.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.model_monitor.ModelMonitorVersion" title="abacusai.model_monitor.ModelMonitorVersion">ModelMonitorVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model_monitor.ModelMonitorVersion.delete">
-<span class="sig-name descname"><span class="pre">delete</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_monitor.ModelMonitorVersion.delete" title="Link to this definition"></a></dt>
-<dd><p>Deletes the specified model monitor version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>model_monitor_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique identifier of the model monitor version to delete.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model_monitor.ModelMonitorVersion.metric_data">
-<span class="sig-name descname"><span class="pre">metric_data</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">metric_type</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">actual_values_to_detail</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_monitor.ModelMonitorVersion.metric_data" title="Link to this definition"></a></dt>
-<dd><p>Provides the data needed for decile metrics associated with the model monitor.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>metric_type</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of metric to get data for.</p></li>
-<li><p><strong>actual_values_to_detail</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The actual values to detail.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Data associated with the metric.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.ModelMonitorVersionMetricData" title="abacusai.client.ModelMonitorVersionMetricData">ModelMonitorVersionMetricData</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model_monitor.ModelMonitorVersion.list_monitor_alert_versions_for_monitor_version">
-<span class="sig-name descname"><span class="pre">list_monitor_alert_versions_for_monitor_version</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_monitor.ModelMonitorVersion.list_monitor_alert_versions_for_monitor_version" title="Link to this definition"></a></dt>
-<dd><p>Retrieves the list of monitor alert versions for a specified monitor instance.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>model_monitor_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique ID associated with the model monitor.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A list of monitor alert versions.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../client/index.html#abacusai.client.MonitorAlertVersion" title="abacusai.client.MonitorAlertVersion">MonitorAlertVersion</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model_monitor.ModelMonitorVersion.get_drift_for_feature">
-<span class="sig-name descname"><span class="pre">get_drift_for_feature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nested_feature_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_monitor.ModelMonitorVersion.get_drift_for_feature" title="Link to this definition"></a></dt>
-<dd><p>Gets the feature drift associated with a single feature in an output feature group from a prediction.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the feature to view the distribution of.</p></li>
-<li><p><strong>nested_feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Optionally, the name of the nested feature that the feature is in.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An object describing the training and prediction output feature distributions.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.FeatureDistribution" title="abacusai.client.FeatureDistribution">FeatureDistribution</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model_monitor.ModelMonitorVersion.get_outliers_for_feature">
-<span class="sig-name descname"><span class="pre">get_outliers_for_feature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nested_feature_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_monitor.ModelMonitorVersion.get_outliers_for_feature" title="Link to this definition"></a></dt>
-<dd><p>Gets a list of outliers measured by a single feature (or overall) in an output feature group from a prediction.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the feature to view the distribution of.</p></li>
-<li><p><strong>nested_feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Optionally, the name of the nested feature that the feature is in.</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model_monitor.ModelMonitorVersion.wait_for_monitor">
-<span class="sig-name descname"><span class="pre">wait_for_monitor</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1200</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_monitor.ModelMonitorVersion.wait_for_monitor" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until model monitor version is ready.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model_monitor.ModelMonitorVersion.get_status">
-<span class="sig-name descname"><span class="pre">get_status</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_monitor.ModelMonitorVersion.get_status" title="Link to this definition"></a></dt>
-<dd><p>Gets the status of the model monitor version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A string describing the status of the model monitor version, for e.g., pending, complete, etc.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)">str</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.model_monitor.RefreshSchedule">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.model_monitor.</span></span><span class="sig-name descname"><span class="pre">RefreshSchedule</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refreshPolicyId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nextRunTime</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cron</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refreshType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_monitor.RefreshSchedule" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A refresh schedule for an object. Defines when the next version of the object will be created</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>refreshPolicyId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the refresh policy</p></li>
-<li><p><strong>nextRunTime</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The next run time of the refresh policy. If null, the policy is paused.</p></li>
-<li><p><strong>cron</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A cron-style string that describes the when this refresh policy is to be executed in UTC</p></li>
-<li><p><strong>refreshType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of refresh that will be run</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – An error message for the last pipeline run of a policy</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model_monitor.RefreshSchedule.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_monitor.RefreshSchedule.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model_monitor.RefreshSchedule.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_monitor.RefreshSchedule.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.model_monitor.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.model_monitor.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_monitor.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model_monitor.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_monitor.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model_monitor.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_monitor.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.model_monitor.ModelMonitor">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.model_monitor.</span></span><span class="sig-name descname"><span class="pre">ModelMonitor</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelMonitorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">projectId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingFeatureGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionFeatureGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionFeatureGroupVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingFeatureGroupVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">alertConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">biasMetricId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">metricConfigs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupMonitorConfigs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">metricTypes</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">starred</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batchPredictionId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">monitorType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edaConfigs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingForecastConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionForecastConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">forecastFrequency</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingFeatureGroupSampling</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionFeatureGroupSampling</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">monitorDriftConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionDataUseMappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingDataUseMappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refreshSchedules</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">latestMonitorModelVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_monitor.ModelMonitor" title="Link to this definition"></a></dt>
@@ -616,8 +335,8 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>monitorDriftConfig</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The monitor drift config for the monitor</p></li>
 <li><p><strong>predictionDataUseMappings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The data_use mapping of the prediction features</p></li>
 <li><p><strong>trainingDataUseMappings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The data_use mapping of the training features</p></li>
-<li><p><strong>latestMonitorModelVersion</strong> (<a class="reference internal" href="#abacusai.model_monitor.ModelMonitorVersion" title="abacusai.model_monitor.ModelMonitorVersion"><em>ModelMonitorVersion</em></a>) – The latest model monitor version.</p></li>
-<li><p><strong>refreshSchedules</strong> (<a class="reference internal" href="#abacusai.model_monitor.RefreshSchedule" title="abacusai.model_monitor.RefreshSchedule"><em>RefreshSchedule</em></a>) – List of refresh schedules that indicate when the next model version will be trained.</p></li>
+<li><p><strong>latestMonitorModelVersion</strong> (<a class="reference internal" href="../model_monitor_version/index.html#abacusai.model_monitor_version.ModelMonitorVersion" title="abacusai.model_monitor_version.ModelMonitorVersion"><em>ModelMonitorVersion</em></a>) – The latest model monitor version.</p></li>
+<li><p><strong>refreshSchedules</strong> (<a class="reference internal" href="../refresh_schedule/index.html#abacusai.refresh_schedule.RefreshSchedule" title="abacusai.refresh_schedule.RefreshSchedule"><em>RefreshSchedule</em></a>) – List of refresh schedules that indicate when the next model version will be trained.</p></li>
 </ul>
 </dd>
 </dl>
@@ -701,7 +420,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>An object describing integrity, bias violations, model accuracy and drift for the model monitor.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.ModelMonitorSummary" title="abacusai.client.ModelMonitorSummary">ModelMonitorSummary</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../model_monitor_summary/index.html#abacusai.model_monitor_summary.ModelMonitorSummary" title="abacusai.model_monitor_summary.ModelMonitorSummary">ModelMonitorSummary</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -721,7 +440,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A list of model monitor versions.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.model_monitor.ModelMonitorVersion" title="abacusai.model_monitor.ModelMonitorVersion">ModelMonitorVersion</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../model_monitor_version/index.html#abacusai.model_monitor_version.ModelMonitorVersion" title="abacusai.model_monitor_version.ModelMonitorVersion">ModelMonitorVersion</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -760,13 +479,14 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A list of monitor alerts.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../client/index.html#abacusai.client.MonitorAlert" title="abacusai.client.MonitorAlert">MonitorAlert</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../monitor_alert/index.html#abacusai.monitor_alert.MonitorAlert" title="abacusai.monitor_alert.MonitorAlert">MonitorAlert</a>]</p>
 </dd>
 </dl>
 </dd></dl>
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/model_monitor_org_summary/index.html b/docs/autoapi/abacusai/model_monitor_org_summary/index.html
index a9e6593ef..99e459998 100644
--- a/docs/autoapi/abacusai/model_monitor_org_summary/index.html
+++ b/docs/autoapi/abacusai/model_monitor_org_summary/index.html
@@ -46,222 +46,217 @@
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
               <ul class="current">
-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
 <li class="toctree-l2 current"><a class="reference internal" href="../index.html#submodules">Submodules</a><ul class="current">
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-<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html">abacusai.file_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.model_monitor_org_summary</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
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@@ -281,8 +276,8 @@
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       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.model_monitor_org_summary</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/model_monitor_org_summary/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.model_monitor_org_summary">
-<span id="abacusai-model-monitor-org-summary"></span><h1>abacusai.model_monitor_org_summary<a class="headerlink" href="#module-abacusai.model_monitor_org_summary" title="Link to this heading"></a></h1>
+<span id="abacusai-model-monitor-org-summary"></span><h1><a class="reference internal" href="#module-abacusai.model_monitor_org_summary" title="abacusai.model_monitor_org_summary"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a><a class="headerlink" href="#module-abacusai.model_monitor_org_summary" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.model_monitor_org_summary.AbstractApiClass" title="abacusai.model_monitor_org_summary.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.model_monitor_org_summary.ModelMonitorOrgSummary" title="abacusai.model_monitor_org_summary.ModelMonitorOrgSummary"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelMonitorOrgSummary</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.model_monitor_org_summary.ModelMonitorOrgSummary" title="abacusai.model_monitor_org_summary.ModelMonitorOrgSummary"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelMonitorOrgSummary</span></code></a></p></td>
 <td><p>A summary of an organization's model monitors</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.model_monitor_org_summary.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.model_monitor_org_summary.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_monitor_org_summary.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model_monitor_org_summary.AbstractApiClass.__eq__">
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-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model_monitor_org_summary.AbstractApiClass._get_attribute_as_dict">
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-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.model_monitor_org_summary.ModelMonitorOrgSummary">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.model_monitor_org_summary.</span></span><span class="sig-name descname"><span class="pre">ModelMonitorOrgSummary</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">summary</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureDrift</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labelDrift</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dataIntegrity</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">performance</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">alerts</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">monitorData</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">totalStarredMonitors</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_monitor_org_summary.ModelMonitorOrgSummary" title="Link to this definition"></a></dt>
@@ -367,6 +342,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/model_monitor_summary/index.html b/docs/autoapi/abacusai/model_monitor_summary/index.html
index 204116575..cede4bafa 100644
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+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
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-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
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-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
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@@ -281,8 +276,8 @@
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+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
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+<span id="abacusai-model-monitor-summary"></span><h1><a class="reference internal" href="#module-abacusai.model_monitor_summary" title="abacusai.model_monitor_summary"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a><a class="headerlink" href="#module-abacusai.model_monitor_summary" title="Link to this heading"></a></h1>
+<section id="module-contents">
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-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.model_monitor_summary.AbstractApiClass" title="abacusai.model_monitor_summary.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.model_monitor_summary.ModelMonitorSummary" title="abacusai.model_monitor_summary.ModelMonitorSummary"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelMonitorSummary</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.model_monitor_summary.ModelMonitorSummary" title="abacusai.model_monitor_summary.ModelMonitorSummary"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelMonitorSummary</span></code></a></p></td>
 <td><p>A summary of model monitor</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.model_monitor_summary.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.model_monitor_summary.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_monitor_summary.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model_monitor_summary.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_monitor_summary.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model_monitor_summary.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_monitor_summary.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.model_monitor_summary.ModelMonitorSummary">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.model_monitor_summary.</span></span><span class="sig-name descname"><span class="pre">ModelMonitorSummary</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelAccuracy</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelDrift</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dataIntegrity</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">biasViolations</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">alerts</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_monitor_summary.ModelMonitorSummary" title="Link to this definition"></a></dt>
@@ -364,6 +339,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/model_monitor_summary_from_org/index.html b/docs/autoapi/abacusai/model_monitor_summary_from_org/index.html
index d9d206918..e98ff58a6 100644
--- a/docs/autoapi/abacusai/model_monitor_summary_from_org/index.html
+++ b/docs/autoapi/abacusai/model_monitor_summary_from_org/index.html
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+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
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@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
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       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.model_monitor_summary_from_org</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></li>
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             <a href="../../../_sources/autoapi/abacusai/model_monitor_summary_from_org/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.model_monitor_summary_from_org">
-<span id="abacusai-model-monitor-summary-from-org"></span><h1>abacusai.model_monitor_summary_from_org<a class="headerlink" href="#module-abacusai.model_monitor_summary_from_org" title="Link to this heading"></a></h1>
+<span id="abacusai-model-monitor-summary-from-org"></span><h1><a class="reference internal" href="#module-abacusai.model_monitor_summary_from_org" title="abacusai.model_monitor_summary_from_org"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a><a class="headerlink" href="#module-abacusai.model_monitor_summary_from_org" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.model_monitor_summary_from_org.AbstractApiClass" title="abacusai.model_monitor_summary_from_org.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.model_monitor_summary_from_org.ModelMonitorSummaryFromOrg" title="abacusai.model_monitor_summary_from_org.ModelMonitorSummaryFromOrg"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelMonitorSummaryFromOrg</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.model_monitor_summary_from_org.ModelMonitorSummaryFromOrg" title="abacusai.model_monitor_summary_from_org.ModelMonitorSummaryFromOrg"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelMonitorSummaryFromOrg</span></code></a></p></td>
 <td><p>A summary of model monitor given an organization</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
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-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.model_monitor_summary_from_org.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_monitor_summary_from_org.AbstractApiClass" title="Link to this definition"></a></dt>
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-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model_monitor_summary_from_org.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_monitor_summary_from_org.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.model_monitor_summary_from_org.ModelMonitorSummaryFromOrg">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.model_monitor_summary_from_org.</span></span><span class="sig-name descname"><span class="pre">ModelMonitorSummaryFromOrg</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">data</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">infos</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_monitor_summary_from_org.ModelMonitorSummaryFromOrg" title="Link to this definition"></a></dt>
@@ -361,6 +336,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
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index abdd91977..2d666d6d8 100644
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-<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html">abacusai.feature_group_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html">abacusai.feature_group_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html">abacusai.feature_group_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html">abacusai.feature_group_export_download_url</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html">abacusai.feature_group_lineage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html">abacusai.feature_group_refresh_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html">abacusai.feature_group_row</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html">abacusai.feature_group_row_process</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html">abacusai.feature_group_row_process_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html">abacusai.feature_group_row_process_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html">abacusai.feature_group_template_variable_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html">abacusai.feature_group_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html">abacusai.feature_importance</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html">abacusai.feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html">abacusai.feature_performance_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html">abacusai.file_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.model_monitor_version</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
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@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.model_monitor_version</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></li>
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@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.model_monitor_version">
-<span id="abacusai-model-monitor-version"></span><h1>abacusai.model_monitor_version<a class="headerlink" href="#module-abacusai.model_monitor_version" title="Link to this heading"></a></h1>
+<span id="abacusai-model-monitor-version"></span><h1><a class="reference internal" href="#module-abacusai.model_monitor_version" title="abacusai.model_monitor_version"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a><a class="headerlink" href="#module-abacusai.model_monitor_version" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.model_monitor_version.AbstractApiClass" title="abacusai.model_monitor_version.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.model_monitor_version.ModelMonitorVersion" title="abacusai.model_monitor_version.ModelMonitorVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelMonitorVersion</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.model_monitor_version.ModelMonitorVersion" title="abacusai.model_monitor_version.ModelMonitorVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelMonitorVersion</span></code></a></p></td>
 <td><p>A version of a model monitor</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.model_monitor_version.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.model_monitor_version.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_monitor_version.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model_monitor_version.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_monitor_version.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model_monitor_version.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_monitor_version.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.model_monitor_version.ModelMonitorVersion">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.model_monitor_version.</span></span><span class="sig-name descname"><span class="pre">ModelMonitorVersion</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelMonitorVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelMonitorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">monitoringStartedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">monitoringCompletedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingFeatureGroupVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionFeatureGroupVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pendingDeploymentIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">failedDeploymentIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">metricConfigs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupMonitorConfigs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">metricTypes</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batchPredictionVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">edaConfigs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingForecastConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionForecastConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">forecastFrequency</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">monitorDriftConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionDataUseMappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingDataUseMappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_monitor_version.ModelMonitorVersion" title="Link to this definition"></a></dt>
@@ -391,7 +366,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Object describing training and prediction output label and prediction distributions.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.DriftDistributions" title="abacusai.client.DriftDistributions">DriftDistributions</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../drift_distributions/index.html#abacusai.drift_distributions.DriftDistributions" title="abacusai.drift_distributions.DriftDistributions">DriftDistributions</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -453,7 +428,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Data associated with the metric.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.ModelMonitorVersionMetricData" title="abacusai.client.ModelMonitorVersionMetricData">ModelMonitorVersionMetricData</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../model_monitor_version_metric_data/index.html#abacusai.model_monitor_version_metric_data.ModelMonitorVersionMetricData" title="abacusai.model_monitor_version_metric_data.ModelMonitorVersionMetricData">ModelMonitorVersionMetricData</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -470,7 +445,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A list of monitor alert versions.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../client/index.html#abacusai.client.MonitorAlertVersion" title="abacusai.client.MonitorAlertVersion">MonitorAlertVersion</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../monitor_alert_version/index.html#abacusai.monitor_alert_version.MonitorAlertVersion" title="abacusai.monitor_alert_version.MonitorAlertVersion">MonitorAlertVersion</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -490,7 +465,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>An object describing the training and prediction output feature distributions.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.FeatureDistribution" title="abacusai.client.FeatureDistribution">FeatureDistribution</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_distribution/index.html#abacusai.feature_distribution.FeatureDistribution" title="abacusai.feature_distribution.FeatureDistribution">FeatureDistribution</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -536,6 +511,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/model_monitor_version_metric_data/index.html b/docs/autoapi/abacusai/model_monitor_version_metric_data/index.html
index 19a9401f6..179662e7f 100644
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+++ b/docs/autoapi/abacusai/model_monitor_version_metric_data/index.html
@@ -46,222 +46,217 @@
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-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.model_monitor_version_metric_data</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
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@@ -281,8 +276,8 @@
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-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.model_monitor_version_metric_data</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></li>
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             <a href="../../../_sources/autoapi/abacusai/model_monitor_version_metric_data/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.model_monitor_version_metric_data">
-<span id="abacusai-model-monitor-version-metric-data"></span><h1>abacusai.model_monitor_version_metric_data<a class="headerlink" href="#module-abacusai.model_monitor_version_metric_data" title="Link to this heading"></a></h1>
+<span id="abacusai-model-monitor-version-metric-data"></span><h1><a class="reference internal" href="#module-abacusai.model_monitor_version_metric_data" title="abacusai.model_monitor_version_metric_data"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a><a class="headerlink" href="#module-abacusai.model_monitor_version_metric_data" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.model_monitor_version_metric_data.AbstractApiClass" title="abacusai.model_monitor_version_metric_data.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.model_monitor_version_metric_data.ModelMonitorVersionMetricData" title="abacusai.model_monitor_version_metric_data.ModelMonitorVersionMetricData"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelMonitorVersionMetricData</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.model_monitor_version_metric_data.ModelMonitorVersionMetricData" title="abacusai.model_monitor_version_metric_data.ModelMonitorVersionMetricData"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelMonitorVersionMetricData</span></code></a></p></td>
 <td><p>Data for displaying model monitor version metric data</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.model_monitor_version_metric_data.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.model_monitor_version_metric_data.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_monitor_version_metric_data.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model_monitor_version_metric_data.AbstractApiClass.__eq__">
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-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model_monitor_version_metric_data.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_monitor_version_metric_data.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.model_monitor_version_metric_data.ModelMonitorVersionMetricData">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.model_monitor_version_metric_data.</span></span><span class="sig-name descname"><span class="pre">ModelMonitorVersionMetricData</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">algoName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelMonitor</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelMonitorVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">metricInfos</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">metricNames</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">metrics</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">metricCharts</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">otherMetrics</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">actualValuesSupportedForDrilldown</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_monitor_version_metric_data.ModelMonitorVersionMetricData" title="Link to this definition"></a></dt>
@@ -370,6 +345,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
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index dee94f76c..7226c3400 100644
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-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html">abacusai.document_retriever_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html">abacusai.document_retriever_lookup_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html">abacusai.document_retriever_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html">abacusai.drift_distribution</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html">abacusai.drift_distributions</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html">abacusai.feature_group_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html">abacusai.feature_group_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html">abacusai.feature_group_export_download_url</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html">abacusai.feature_group_lineage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html">abacusai.feature_group_refresh_export_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html">abacusai.feature_group_row</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html">abacusai.feature_group_row_process</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html">abacusai.feature_group_row_process_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html">abacusai.feature_group_row_process_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html">abacusai.feature_group_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html">abacusai.feature_importance</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html">abacusai.feature_performance_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.model_training_type_for_deployment</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
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@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
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-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.model_training_type_for_deployment</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></li>
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@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.model_training_type_for_deployment">
-<span id="abacusai-model-training-type-for-deployment"></span><h1>abacusai.model_training_type_for_deployment<a class="headerlink" href="#module-abacusai.model_training_type_for_deployment" title="Link to this heading"></a></h1>
+<span id="abacusai-model-training-type-for-deployment"></span><h1><a class="reference internal" href="#module-abacusai.model_training_type_for_deployment" title="abacusai.model_training_type_for_deployment"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a><a class="headerlink" href="#module-abacusai.model_training_type_for_deployment" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.model_training_type_for_deployment.AbstractApiClass" title="abacusai.model_training_type_for_deployment.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.model_training_type_for_deployment.ModelTrainingTypeForDeployment" title="abacusai.model_training_type_for_deployment.ModelTrainingTypeForDeployment"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelTrainingTypeForDeployment</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.model_training_type_for_deployment.ModelTrainingTypeForDeployment" title="abacusai.model_training_type_for_deployment.ModelTrainingTypeForDeployment"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelTrainingTypeForDeployment</span></code></a></p></td>
 <td><p>Model training types for deployment.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.model_training_type_for_deployment.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.model_training_type_for_deployment.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_training_type_for_deployment.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model_training_type_for_deployment.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_training_type_for_deployment.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model_training_type_for_deployment.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_training_type_for_deployment.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.model_training_type_for_deployment.ModelTrainingTypeForDeployment">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.model_training_type_for_deployment.</span></span><span class="sig-name descname"><span class="pre">ModelTrainingTypeForDeployment</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">label</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">value</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_training_type_for_deployment.ModelTrainingTypeForDeployment" title="Link to this definition"></a></dt>
@@ -361,6 +336,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/model_upload/index.html b/docs/autoapi/abacusai/model_upload/index.html
index 563e494be..29461fa79 100644
--- a/docs/autoapi/abacusai/model_upload/index.html
+++ b/docs/autoapi/abacusai/model_upload/index.html
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+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
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@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.model_upload</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/model_upload/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.model_upload">
-<span id="abacusai-model-upload"></span><h1>abacusai.model_upload<a class="headerlink" href="#module-abacusai.model_upload" title="Link to this heading"></a></h1>
+<span id="abacusai-model-upload"></span><h1><a class="reference internal" href="#module-abacusai.model_upload" title="abacusai.model_upload"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a><a class="headerlink" href="#module-abacusai.model_upload" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.model_upload.AbstractApiClass" title="abacusai.model_upload.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.model_upload.ModelUpload" title="abacusai.model_upload.ModelUpload"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelUpload</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.model_upload.ModelUpload" title="abacusai.model_upload.ModelUpload"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelUpload</span></code></a></p></td>
 <td><p>A model version that includes the upload identifiers for the various required files.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.model_upload.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.model_upload.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_upload.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model_upload.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_upload.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model_upload.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_upload.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.model_upload.ModelUpload">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.model_upload.</span></span><span class="sig-name descname"><span class="pre">ModelUpload</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelUploadId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">embeddingsUploadId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">artifactsUploadId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">verificationsUploadId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">defaultItemsUploadId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelFileUploadId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelStateUploadId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">inputPreprocessorUploadId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">requirementsUploadId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">resourcesUploadId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">multiCatalogEmbeddingsUploadId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_upload.ModelUpload" title="Link to this definition"></a></dt>
@@ -374,6 +349,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/model_version/index.html b/docs/autoapi/abacusai/model_version/index.html
index ea61f620d..066deb5eb 100644
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@@ -46,222 +46,217 @@
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+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html">abacusai.feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html">abacusai.feature_group_template_variable_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html">abacusai.feature_group_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html">abacusai.feature_group_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html">abacusai.feature_importance</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html">abacusai.feature_mapping</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html">abacusai.feature_performance_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html">abacusai.feature_record</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html">abacusai.file_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html">abacusai.file_connector_instructions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html">abacusai.file_connector_verification</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html">abacusai.finetuned_pretrained_model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html">abacusai.forecasting_analysis_graph_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html">abacusai.forecasting_monitor_item_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html">abacusai.forecasting_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html">abacusai.function_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html">abacusai.generated_pit_feature_config_option</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html">abacusai.global_context</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html">abacusai.graph_dashboard</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html">abacusai.holdout_analysis</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.model_version</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.model_version</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></li>
       <li class="wy-breadcrumbs-aside">
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@@ -293,196 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.model_version">
-<span id="abacusai-model-version"></span><h1>abacusai.model_version<a class="headerlink" href="#module-abacusai.model_version" title="Link to this heading"></a></h1>
+<span id="abacusai-model-version"></span><h1><a class="reference internal" href="#module-abacusai.model_version" title="abacusai.model_version"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a><a class="headerlink" href="#module-abacusai.model_version" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.model_version.DeployableAlgorithm" title="abacusai.model_version.DeployableAlgorithm"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DeployableAlgorithm</span></code></a></p></td>
-<td><p>Algorithm that can be deployed to a model.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.model_version.EvalArtifactType" title="abacusai.model_version.EvalArtifactType"><code class="xref py py-obj docutils literal notranslate"><span class="pre">EvalArtifactType</span></code></a></p></td>
-<td><p>Generic enumeration.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.model_version.TrainingConfig" title="abacusai.model_version.TrainingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">TrainingConfig</span></code></a></p></td>
-<td><p>An abstract class for the training config options used to train the model.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.model_version.CodeSource" title="abacusai.model_version.CodeSource"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CodeSource</span></code></a></p></td>
-<td><p>Code source for python-based custom feature groups and models</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.model_version.AbstractApiClass" title="abacusai.model_version.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.model_version.ModelVersion" title="abacusai.model_version.ModelVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelVersion</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.model_version.ModelVersion" title="abacusai.model_version.ModelVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelVersion</span></code></a></p></td>
 <td><p>A version of a model</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.model_version.DeployableAlgorithm">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.model_version.</span></span><span class="sig-name descname"><span class="pre">DeployableAlgorithm</span></span><a class="headerlink" href="#abacusai.model_version.DeployableAlgorithm" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
-<p>Algorithm that can be deployed to a model.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>algorithm</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – ID of the algorithm.</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the algorithm.</p></li>
-<li><p><strong>only_offline_deployable</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether the algorithm can only be deployed offline.</p></li>
-<li><p><strong>trained_model_types</strong> (<em>List</em><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a><em>]</em>) – List of trained model types.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.model_version.DeployableAlgorithm.algorithm">
-<span class="sig-name descname"><span class="pre">algorithm</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.model_version.DeployableAlgorithm.algorithm" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.model_version.DeployableAlgorithm.name">
-<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.model_version.DeployableAlgorithm.name" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.model_version.DeployableAlgorithm.only_offline_deployable">
-<span class="sig-name descname"><span class="pre">only_offline_deployable</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.model_version.DeployableAlgorithm.only_offline_deployable" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.model_version.DeployableAlgorithm.trained_model_types">
-<span class="sig-name descname"><span class="pre">trained_model_types</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><span class="pre">dict</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.model_version.DeployableAlgorithm.trained_model_types" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.model_version.EvalArtifactType">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.model_version.</span></span><span class="sig-name descname"><span class="pre">EvalArtifactType</span></span><a class="headerlink" href="#abacusai.model_version.EvalArtifactType" title="Link to this definition"></a></dt>
-<dd><p>Bases: <code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiEnum</span></code></p>
-<p>Generic enumeration.</p>
-<p>Derive from this class to define new enumerations.</p>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.model_version.EvalArtifactType.FORECASTING_ACCURACY">
-<span class="sig-name descname"><span class="pre">FORECASTING_ACCURACY</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'bar_chart'</span></em><a class="headerlink" href="#abacusai.model_version.EvalArtifactType.FORECASTING_ACCURACY" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.model_version.EvalArtifactType.FORECASTING_VOLUME">
-<span class="sig-name descname"><span class="pre">FORECASTING_VOLUME</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'bar_chart_volume'</span></em><a class="headerlink" href="#abacusai.model_version.EvalArtifactType.FORECASTING_VOLUME" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.model_version.EvalArtifactType.FORECASTING_HISTORY_LENGTH_ACCURACY">
-<span class="sig-name descname"><span class="pre">FORECASTING_HISTORY_LENGTH_ACCURACY</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'bar_chart_accuracy_by_history'</span></em><a class="headerlink" href="#abacusai.model_version.EvalArtifactType.FORECASTING_HISTORY_LENGTH_ACCURACY" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.model_version.TrainingConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.model_version.</span></span><span class="sig-name descname"><span class="pre">TrainingConfig</span></span><a class="headerlink" href="#abacusai.model_version.TrainingConfig" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
-<p>An abstract class for the training config options used to train the model.</p>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.model_version.TrainingConfig._upper_snake_case_keys">
-<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.model_version.TrainingConfig._upper_snake_case_keys" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.model_version.TrainingConfig._support_kwargs">
-<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.model_version.TrainingConfig._support_kwargs" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.model_version.TrainingConfig.kwargs">
-<span class="sig-name descname"><span class="pre">kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><span class="pre">dict</span></a></em><a class="headerlink" href="#abacusai.model_version.TrainingConfig.kwargs" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.model_version.TrainingConfig.problem_type">
-<span class="sig-name descname"><span class="pre">problem_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../api_class/enums/index.html#abacusai.api_class.enums.ProblemType" title="abacusai.api_class.enums.ProblemType"><span class="pre">abacusai.api_class.enums.ProblemType</span></a></em><a class="headerlink" href="#abacusai.model_version.TrainingConfig.problem_type" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.model_version.TrainingConfig.algorithm">
-<span class="sig-name descname"><span class="pre">algorithm</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.model_version.TrainingConfig.algorithm" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model_version.TrainingConfig._get_builder">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_get_builder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_version.TrainingConfig._get_builder" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.model_version.CodeSource">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.model_version.</span></span><span class="sig-name descname"><span class="pre">CodeSource</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceCode</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">applicationConnectorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">applicationConnectorInfo</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">packageRequirements</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">publishingMsg</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">moduleDependencies</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_version.CodeSource" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Code source for python-based custom feature groups and models</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>sourceType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of the source, one of TEXT, PYTHON, FILE_UPLOAD, or APPLICATION_CONNECTOR</p></li>
-<li><p><strong>sourceCode</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If the type of the source is TEXT, the raw text of the function</p></li>
-<li><p><strong>applicationConnectorId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The Application Connector to fetch the code from</p></li>
-<li><p><strong>applicationConnectorInfo</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Args passed to the application connector to fetch the code</p></li>
-<li><p><strong>packageRequirements</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The pip package dependencies required to run the code</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The status of the code and validations</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If the status is failed, an error message describing what went wrong</p></li>
-<li><p><strong>publishingMsg</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Warnings in the source code</p></li>
-<li><p><strong>moduleDependencies</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The list of internal modules dependencies required to run the code</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model_version.CodeSource.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_version.CodeSource.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model_version.CodeSource.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_version.CodeSource.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model_version.CodeSource.import_as_cell">
-<span class="sig-name descname"><span class="pre">import_as_cell</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_version.CodeSource.import_as_cell" title="Link to this definition"></a></dt>
-<dd><p>Adds the source code as an unexecuted cell in the notebook.</p>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.model_version.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.model_version.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_version.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model_version.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_version.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model_version.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_version.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.model_version.ModelVersion">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.model_version.</span></span><span class="sig-name descname"><span class="pre">ModelVersion</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelConfigType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelPredictionConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingStartedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingCompletedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupVersions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pendingDeploymentIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">failedDeploymentIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cpuSize</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">memory</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">automlComplete</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingFeatureGroupIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingDocumentRetrieverVersions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">documentRetrieverMappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">bestAlgorithm</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">defaultAlgorithm</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureAnalysisStatus</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dataClusterInfo</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">customAlgorithmConfigs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainedModelTypes</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">useGpu</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">partialComplete</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelFeatureGroupSchemaMappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingConfigUpdated</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">codeSource</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deployableAlgorithms</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_version.ModelVersion" title="Link to this definition"></a></dt>
@@ -519,9 +336,9 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>partialComplete</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, all required algorithms have completed training.</p></li>
 <li><p><strong>modelFeatureGroupSchemaMappings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – mapping of feature group to schema version</p></li>
 <li><p><strong>trainingConfigUpdated</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If the training config has been updated since the instance was created.</p></li>
-<li><p><strong>codeSource</strong> (<a class="reference internal" href="#abacusai.model_version.CodeSource" title="abacusai.model_version.CodeSource"><em>CodeSource</em></a>) – If a python model, information on where the source code is located.</p></li>
-<li><p><strong>modelConfig</strong> (<a class="reference internal" href="#abacusai.model_version.TrainingConfig" title="abacusai.model_version.TrainingConfig"><em>TrainingConfig</em></a>) – The training config options used to train this model.</p></li>
-<li><p><strong>deployableAlgorithms</strong> (<a class="reference internal" href="#abacusai.model_version.DeployableAlgorithm" title="abacusai.model_version.DeployableAlgorithm"><em>DeployableAlgorithm</em></a>) – List of deployable algorithms.</p></li>
+<li><p><strong>codeSource</strong> (<a class="reference internal" href="../code_source/index.html#abacusai.code_source.CodeSource" title="abacusai.code_source.CodeSource"><em>CodeSource</em></a>) – If a python model, information on where the source code is located.</p></li>
+<li><p><strong>modelConfig</strong> (<a class="reference internal" href="../api_class/index.html#abacusai.api_class.TrainingConfig" title="abacusai.api_class.TrainingConfig"><em>TrainingConfig</em></a>) – The training config options used to train this model.</p></li>
+<li><p><strong>deployableAlgorithms</strong> (<a class="reference internal" href="../api_class/index.html#abacusai.api_class.DeployableAlgorithm" title="abacusai.api_class.DeployableAlgorithm"><em>DeployableAlgorithm</em></a>) – List of deployable algorithms.</p></li>
 </ul>
 </dd>
 </dl>
@@ -557,7 +374,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The feature group version containing the training data and folds information.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.FeatureGroupVersion" title="abacusai.client.FeatureGroupVersion">FeatureGroupVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group_version/index.html#abacusai.feature_group_version.FeatureGroupVersion" title="abacusai.feature_group_version.FeatureGroupVersion">FeatureGroupVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -586,7 +403,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>List of schema for all feature groups used in the model version.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../client/index.html#abacusai.client.ModelVersionFeatureGroupSchema" title="abacusai.client.ModelVersionFeatureGroupSchema">ModelVersionFeatureGroupSchema</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../model_version_feature_group_schema/index.html#abacusai.model_version_feature_group_schema.ModelVersionFeatureGroupSchema" title="abacusai.model_version_feature_group_schema.ModelVersionFeatureGroupSchema">ModelVersionFeatureGroupSchema</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -610,14 +427,14 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>table_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the feature group table to create.</p></li>
-<li><p><strong>artifact_type</strong> (<a class="reference internal" href="#abacusai.model_version.EvalArtifactType" title="abacusai.model_version.EvalArtifactType"><em>EvalArtifactType</em></a>) – eval artifact type to export.</p></li>
+<li><p><strong>artifact_type</strong> (<a class="reference internal" href="../api_class/enums/index.html#abacusai.api_class.enums.EvalArtifactType" title="abacusai.api_class.enums.EvalArtifactType"><em>EvalArtifactType</em></a>) – eval artifact type to export.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>The created feature group.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -665,7 +482,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Feature importances for the model.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.FeatureImportance" title="abacusai.client.FeatureImportance">FeatureImportance</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_importance/index.html#abacusai.feature_importance.FeatureImportance" title="abacusai.feature_importance.FeatureImportance">FeatureImportance</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -682,7 +499,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A list of logs.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../client/index.html#abacusai.client.DataPrepLogs" title="abacusai.client.DataPrepLogs">DataPrepLogs</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../data_prep_logs/index.html#abacusai.data_prep_logs.DataPrepLogs" title="abacusai.data_prep_logs.DataPrepLogs">DataPrepLogs</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -702,7 +519,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A function logs object.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.FunctionLogs" title="abacusai.client.FunctionLogs">FunctionLogs</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../function_logs/index.html#abacusai.function_logs.FunctionLogs" title="abacusai.function_logs.FunctionLogs">FunctionLogs</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -722,7 +539,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Object describing the export and its status.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.ModelArtifactsExport" title="abacusai.client.ModelArtifactsExport">ModelArtifactsExport</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../model_artifacts_export/index.html#abacusai.model_artifacts_export.ModelArtifactsExport" title="abacusai.model_artifacts_export.ModelArtifactsExport">ModelArtifactsExport</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -779,6 +596,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/model_version_feature_group_schema/index.html b/docs/autoapi/abacusai/model_version_feature_group_schema/index.html
index e652c7add..df0f14290 100644
--- a/docs/autoapi/abacusai/model_version_feature_group_schema/index.html
+++ b/docs/autoapi/abacusai/model_version_feature_group_schema/index.html
@@ -46,222 +46,217 @@
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-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.model_version_feature_group_schema</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.model_version_feature_group_schema</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/model_version_feature_group_schema/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,84 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.model_version_feature_group_schema">
-<span id="abacusai-model-version-feature-group-schema"></span><h1>abacusai.model_version_feature_group_schema<a class="headerlink" href="#module-abacusai.model_version_feature_group_schema" title="Link to this heading"></a></h1>
+<span id="abacusai-model-version-feature-group-schema"></span><h1><a class="reference internal" href="#module-abacusai.model_version_feature_group_schema" title="abacusai.model_version_feature_group_schema"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a><a class="headerlink" href="#module-abacusai.model_version_feature_group_schema" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.model_version_feature_group_schema.AbstractApiClass" title="abacusai.model_version_feature_group_schema.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.model_version_feature_group_schema.Schema" title="abacusai.model_version_feature_group_schema.Schema"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Schema</span></code></a></p></td>
-<td><p>A schema description for a feature</p></td>
-</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.model_version_feature_group_schema.ModelVersionFeatureGroupSchema" title="abacusai.model_version_feature_group_schema.ModelVersionFeatureGroupSchema"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModelVersionFeatureGroupSchema</span></code></a></p></td>
 <td><p>Schema for a feature group used in model version</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.model_version_feature_group_schema.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.model_version_feature_group_schema.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_version_feature_group_schema.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model_version_feature_group_schema.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_version_feature_group_schema.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model_version_feature_group_schema.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_version_feature_group_schema.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.model_version_feature_group_schema.Schema">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.model_version_feature_group_schema.</span></span><span class="sig-name descname"><span class="pre">Schema</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureMapping</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">detectedFeatureMapping</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">detectedFeatureType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dataType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">detectedDataType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nestedFeatures</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pointInTimeInfo</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_version_feature_group_schema.Schema" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A schema description for a feature</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique name of the feature.</p></li>
-<li><p><strong>featureMapping</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The mapping of the feature. The possible values will be based on the project’s use-case. See the (Use Case Documentation)[<a class="reference external" href="https://api.abacus.ai/app/help/useCases">https://api.abacus.ai/app/help/useCases</a>] for more details.</p></li>
-<li><p><strong>detectedFeatureMapping</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Detected feature mapping for this feature</p></li>
-<li><p><strong>featureType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The underlying data type of each feature:  CATEGORICAL,  CATEGORICAL_LIST,  NUMERICAL,  TIMESTAMP,  TEXT,  EMAIL,  LABEL_LIST,  ENTITY_LABEL_LIST,  PAGE_LABEL_LIST,  JSON,  OBJECT_REFERENCE,  MULTICATEGORICAL_LIST,  COORDINATE_LIST,  NUMERICAL_LIST,  TIMESTAMP_LIST,  ZIPCODE,  URL,  PAGE_INFOS,  PAGES_DOCUMENT,  TOKENS_DOCUMENT.</p></li>
-<li><p><strong>detectedFeatureType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The detected feature type for this feature</p></li>
-<li><p><strong>dataType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The underlying data type of each feature:  INTEGER,  FLOAT,  STRING,  DATE,  DATETIME,  BOOLEAN,  LIST,  STRUCT,  NULL,  BINARY.</p></li>
-<li><p><strong>detectedDataType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The detected data type for this feature</p></li>
-<li><p><strong>nestedFeatures</strong> (<a class="reference internal" href="../nested_feature_schema/index.html#abacusai.nested_feature_schema.NestedFeatureSchema" title="abacusai.nested_feature_schema.NestedFeatureSchema"><em>NestedFeatureSchema</em></a>) – List of features of nested feature</p></li>
-<li><p><strong>pointInTimeInfo</strong> (<a class="reference internal" href="../nested_feature_schema/index.html#abacusai.nested_feature_schema.PointInTimeFeatureInfo" title="abacusai.nested_feature_schema.PointInTimeFeatureInfo"><em>PointInTimeFeatureInfo</em></a>) – Point in time information for this feature</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model_version_feature_group_schema.Schema.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_version_feature_group_schema.Schema.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.model_version_feature_group_schema.Schema.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_version_feature_group_schema.Schema.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.model_version_feature_group_schema.ModelVersionFeatureGroupSchema">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.model_version_feature_group_schema.</span></span><span class="sig-name descname"><span class="pre">ModelVersionFeatureGroupSchema</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">schema</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.model_version_feature_group_schema.ModelVersionFeatureGroupSchema" title="Link to this definition"></a></dt>
@@ -382,7 +311,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
 <li><p><strong>featureGroupId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The ID of the feature group.</p></li>
 <li><p><strong>featureGroupName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature group.</p></li>
-<li><p><strong>schema</strong> (<a class="reference internal" href="#abacusai.model_version_feature_group_schema.Schema" title="abacusai.model_version_feature_group_schema.Schema"><em>Schema</em></a>) – List of feature schemas of a feature group.</p></li>
+<li><p><strong>schema</strong> (<a class="reference internal" href="../schema/index.html#abacusai.schema.Schema" title="abacusai.schema.Schema"><em>Schema</em></a>) – List of feature schemas of a feature group.</p></li>
 </ul>
 </dd>
 </dl>
@@ -408,6 +337,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/modification_lock_info/index.html b/docs/autoapi/abacusai/modification_lock_info/index.html
index 074f7b45c..cb320d2a9 100644
--- a/docs/autoapi/abacusai/modification_lock_info/index.html
+++ b/docs/autoapi/abacusai/modification_lock_info/index.html
@@ -46,222 +46,217 @@
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
               <ul class="current">
-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
 <li class="toctree-l2 current"><a class="reference internal" href="../index.html#submodules">Submodules</a><ul class="current">
-<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html">abacusai.abacus_api</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent/index.html">abacusai.agent</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html">abacusai.agent_data_document_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html">abacusai.agent_data_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html">abacusai.agent_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html">abacusai.ai_building_task</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html">abacusai.algorithm</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
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+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
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-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
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@@ -281,8 +276,8 @@
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-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.modification_lock_info</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></li>
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@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.modification_lock_info">
-<span id="abacusai-modification-lock-info"></span><h1>abacusai.modification_lock_info<a class="headerlink" href="#module-abacusai.modification_lock_info" title="Link to this heading"></a></h1>
+<span id="abacusai-modification-lock-info"></span><h1><a class="reference internal" href="#module-abacusai.modification_lock_info" title="abacusai.modification_lock_info"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a><a class="headerlink" href="#module-abacusai.modification_lock_info" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.modification_lock_info.AbstractApiClass" title="abacusai.modification_lock_info.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.modification_lock_info.ModificationLockInfo" title="abacusai.modification_lock_info.ModificationLockInfo"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModificationLockInfo</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.modification_lock_info.ModificationLockInfo" title="abacusai.modification_lock_info.ModificationLockInfo"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ModificationLockInfo</span></code></a></p></td>
 <td><p>Information about a modification lock for a certain object</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.modification_lock_info.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.modification_lock_info.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.modification_lock_info.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.modification_lock_info.AbstractApiClass.__eq__">
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-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.modification_lock_info.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.modification_lock_info.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.modification_lock_info.ModificationLockInfo">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.modification_lock_info.</span></span><span class="sig-name descname"><span class="pre">ModificationLockInfo</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modificationLock</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">userEmails</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">organizationGroups</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.modification_lock_info.ModificationLockInfo" title="Link to this definition"></a></dt>
@@ -362,6 +337,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/module/index.html b/docs/autoapi/abacusai/module/index.html
index c3bcdfd5f..83cc254a4 100644
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+++ b/docs/autoapi/abacusai/module/index.html
@@ -46,222 +46,217 @@
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-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.module</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.module</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/module/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,90 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.module">
-<span id="abacusai-module"></span><h1>abacusai.module<a class="headerlink" href="#module-abacusai.module" title="Link to this heading"></a></h1>
+<span id="abacusai-module"></span><h1><a class="reference internal" href="#module-abacusai.module" title="abacusai.module"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a><a class="headerlink" href="#module-abacusai.module" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.module.CodeSource" title="abacusai.module.CodeSource"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CodeSource</span></code></a></p></td>
-<td><p>Code source for python-based custom feature groups and models</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.module.AbstractApiClass" title="abacusai.module.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.module.Module" title="abacusai.module.Module"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Module</span></code></a></p></td>
 <td><p>Customer created python module</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.module.CodeSource">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.module.</span></span><span class="sig-name descname"><span class="pre">CodeSource</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceCode</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">applicationConnectorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">applicationConnectorInfo</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">packageRequirements</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">publishingMsg</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">moduleDependencies</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.module.CodeSource" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Code source for python-based custom feature groups and models</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>sourceType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of the source, one of TEXT, PYTHON, FILE_UPLOAD, or APPLICATION_CONNECTOR</p></li>
-<li><p><strong>sourceCode</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If the type of the source is TEXT, the raw text of the function</p></li>
-<li><p><strong>applicationConnectorId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The Application Connector to fetch the code from</p></li>
-<li><p><strong>applicationConnectorInfo</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Args passed to the application connector to fetch the code</p></li>
-<li><p><strong>packageRequirements</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The pip package dependencies required to run the code</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The status of the code and validations</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If the status is failed, an error message describing what went wrong</p></li>
-<li><p><strong>publishingMsg</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Warnings in the source code</p></li>
-<li><p><strong>moduleDependencies</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The list of internal modules dependencies required to run the code</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.module.CodeSource.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.module.CodeSource.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.module.CodeSource.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.module.CodeSource.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.module.CodeSource.import_as_cell">
-<span class="sig-name descname"><span class="pre">import_as_cell</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.module.CodeSource.import_as_cell" title="Link to this definition"></a></dt>
-<dd><p>Adds the source code as an unexecuted cell in the notebook.</p>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.module.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.module.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.module.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.module.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.module.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.module.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.module.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.module.Module">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.module.</span></span><span class="sig-name descname"><span class="pre">Module</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">notebookId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">codeSource</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.module.Module" title="Link to this definition"></a></dt>
@@ -389,7 +312,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name to identify the algorithm. Only uppercase letters, numbers, and underscores are allowed.</p></li>
 <li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The date and time when the Python function was created, in ISO-8601 format.</p></li>
 <li><p><strong>notebookId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique string identifier of the notebook used to create or edit the module.</p></li>
-<li><p><strong>codeSource</strong> (<a class="reference internal" href="#abacusai.module.CodeSource" title="abacusai.module.CodeSource"><em>CodeSource</em></a>) – Information about the source code of the Python function.</p></li>
+<li><p><strong>codeSource</strong> (<a class="reference internal" href="../code_source/index.html#abacusai.code_source.CodeSource" title="abacusai.code_source.CodeSource"><em>CodeSource</em></a>) – Information about the source code of the Python function.</p></li>
 </ul>
 </dd>
 </dl>
@@ -415,6 +338,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/monitor_alert/index.html b/docs/autoapi/abacusai/monitor_alert/index.html
index f0394dfec..022b3040a 100644
--- a/docs/autoapi/abacusai/monitor_alert/index.html
+++ b/docs/autoapi/abacusai/monitor_alert/index.html
@@ -46,222 +46,217 @@
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
               <ul class="current">
-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
 <li class="toctree-l2 current"><a class="reference internal" href="../index.html#submodules">Submodules</a><ul class="current">
-<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html">abacusai.abacus_api</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent/index.html">abacusai.agent</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html">abacusai.agent_data_document_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html">abacusai.agent_data_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html">abacusai.agent_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html">abacusai.ai_building_task</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html">abacusai.algorithm</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html">abacusai.annotation</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
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-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.monitor_alert</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/monitor_alert/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,190 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.monitor_alert">
-<span id="abacusai-monitor-alert"></span><h1>abacusai.monitor_alert<a class="headerlink" href="#module-abacusai.monitor_alert" title="Link to this heading"></a></h1>
+<span id="abacusai-monitor-alert"></span><h1><a class="reference internal" href="#module-abacusai.monitor_alert" title="abacusai.monitor_alert"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a><a class="headerlink" href="#module-abacusai.monitor_alert" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.monitor_alert.AlertActionConfig" title="abacusai.monitor_alert.AlertActionConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AlertActionConfig</span></code></a></p></td>
-<td><p>An abstract class for alert action configs</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.monitor_alert.AlertConditionConfig" title="abacusai.monitor_alert.AlertConditionConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AlertConditionConfig</span></code></a></p></td>
-<td><p>An abstract class for alert condition configs</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.monitor_alert.MonitorAlertVersion" title="abacusai.monitor_alert.MonitorAlertVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">MonitorAlertVersion</span></code></a></p></td>
-<td><p>A monitor alert version</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.monitor_alert.AbstractApiClass" title="abacusai.monitor_alert.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.monitor_alert.MonitorAlert" title="abacusai.monitor_alert.MonitorAlert"><code class="xref py py-obj docutils literal notranslate"><span class="pre">MonitorAlert</span></code></a></p></td>
 <td><p>A Monitor Alert</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.monitor_alert.AlertActionConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.monitor_alert.</span></span><span class="sig-name descname"><span class="pre">AlertActionConfig</span></span><a class="headerlink" href="#abacusai.monitor_alert.AlertActionConfig" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
-<p>An abstract class for alert action configs</p>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.monitor_alert.AlertActionConfig.action_type">
-<span class="sig-name descname"><span class="pre">action_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../api_class/enums/index.html#abacusai.api_class.enums.AlertActionType" title="abacusai.api_class.enums.AlertActionType"><span class="pre">abacusai.api_class.enums.AlertActionType</span></a></em><a class="headerlink" href="#abacusai.monitor_alert.AlertActionConfig.action_type" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.monitor_alert.AlertActionConfig._get_builder">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_get_builder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.monitor_alert.AlertActionConfig._get_builder" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.monitor_alert.AlertConditionConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.monitor_alert.</span></span><span class="sig-name descname"><span class="pre">AlertConditionConfig</span></span><a class="headerlink" href="#abacusai.monitor_alert.AlertConditionConfig" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
-<p>An abstract class for alert condition configs</p>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.monitor_alert.AlertConditionConfig.alert_type">
-<span class="sig-name descname"><span class="pre">alert_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../api_class/enums/index.html#abacusai.api_class.enums.MonitorAlertType" title="abacusai.api_class.enums.MonitorAlertType"><span class="pre">abacusai.api_class.enums.MonitorAlertType</span></a></em><a class="headerlink" href="#abacusai.monitor_alert.AlertConditionConfig.alert_type" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.monitor_alert.AlertConditionConfig._get_builder">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_get_builder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.monitor_alert.AlertConditionConfig._get_builder" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.monitor_alert.MonitorAlertVersion">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.monitor_alert.</span></span><span class="sig-name descname"><span class="pre">MonitorAlertVersion</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">monitorAlertVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">monitorAlertId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">alertingStartedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">alertingCompletedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelMonitorVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">conditionConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">actionConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">alertResult</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">actionStatus</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">actionError</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">actionStartedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">actionCompletedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">conditionDescription</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">actionDescription</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">alertType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.monitor_alert.MonitorAlertVersion" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A monitor alert version</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The user-friendly name for the monitor alert.</p></li>
-<li><p><strong>monitorAlertVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The identifier for the alert version.</p></li>
-<li><p><strong>monitorAlertId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The identifier for the alert.</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The current status of the monitor alert.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Date and time at which the monitor alert was created.</p></li>
-<li><p><strong>alertingStartedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The start time and date of the monitor alerting process.</p></li>
-<li><p><strong>alertingCompletedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The end time and date of the monitor alerting process.</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Relevant error if the status is FAILED.</p></li>
-<li><p><strong>modelMonitorVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The model monitor version associated with the monitor alert version.</p></li>
-<li><p><strong>conditionConfig</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The condition configuration for this alert.</p></li>
-<li><p><strong>actionConfig</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The action configuration for this alert.</p></li>
-<li><p><strong>alertResult</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The current result of the alert</p></li>
-<li><p><strong>actionStatus</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The current status of the action as a result of the monitor alert.</p></li>
-<li><p><strong>actionError</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Relevant error if the action status is FAILED.</p></li>
-<li><p><strong>actionStartedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The start time and date of the actionfor the alerting process.</p></li>
-<li><p><strong>actionCompletedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The end time and date of the actionfor the alerting process.</p></li>
-<li><p><strong>conditionDescription</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – User friendly description of the condition</p></li>
-<li><p><strong>actionDescription</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – User friendly description of the action</p></li>
-<li><p><strong>alertType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of the alert</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.monitor_alert.MonitorAlertVersion.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.monitor_alert.MonitorAlertVersion.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.monitor_alert.MonitorAlertVersion.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.monitor_alert.MonitorAlertVersion.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.monitor_alert.MonitorAlertVersion.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.monitor_alert.MonitorAlertVersion.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.monitor_alert.MonitorAlertVersion" title="abacusai.monitor_alert.MonitorAlertVersion">MonitorAlertVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.monitor_alert.MonitorAlertVersion.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.monitor_alert.MonitorAlertVersion.describe" title="Link to this definition"></a></dt>
-<dd><p>Describes a given monitor alert version id</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>monitor_alert_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier for the monitor alert.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An object describing the monitor alert version.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.monitor_alert.MonitorAlertVersion" title="abacusai.monitor_alert.MonitorAlertVersion">MonitorAlertVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.monitor_alert.MonitorAlertVersion.wait_for_monitor_alert">
-<span class="sig-name descname"><span class="pre">wait_for_monitor_alert</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1200</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.monitor_alert.MonitorAlertVersion.wait_for_monitor_alert" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until model monitor version is ready.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.monitor_alert.MonitorAlertVersion.get_status">
-<span class="sig-name descname"><span class="pre">get_status</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.monitor_alert.MonitorAlertVersion.get_status" title="Link to this definition"></a></dt>
-<dd><p>Gets the status of the monitor alert version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A string describing the status of a monitor alert version (pending, running, complete, etc.).</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)">str</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.monitor_alert.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.monitor_alert.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.monitor_alert.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.monitor_alert.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.monitor_alert.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.monitor_alert.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.monitor_alert.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.monitor_alert.MonitorAlert">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.monitor_alert.</span></span><span class="sig-name descname"><span class="pre">MonitorAlert</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">monitorAlertId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">projectId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelMonitorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">realtimeMonitorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">conditionConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">actionConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">conditionDescription</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">actionDescription</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">alertType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deploymentId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">latestMonitorAlertVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.monitor_alert.MonitorAlert" title="Link to this definition"></a></dt>
@@ -498,7 +321,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>actionDescription</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – User friendly description of the action</p></li>
 <li><p><strong>alertType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of the alert</p></li>
 <li><p><strong>deploymentId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The deployment ID this alert is associated with</p></li>
-<li><p><strong>latestMonitorAlertVersion</strong> (<a class="reference internal" href="#abacusai.monitor_alert.MonitorAlertVersion" title="abacusai.monitor_alert.MonitorAlertVersion"><em>MonitorAlertVersion</em></a>) – The latest monitor alert version.</p></li>
+<li><p><strong>latestMonitorAlertVersion</strong> (<a class="reference internal" href="../monitor_alert_version/index.html#abacusai.monitor_alert_version.MonitorAlertVersion" title="abacusai.monitor_alert_version.MonitorAlertVersion"><em>MonitorAlertVersion</em></a>) – The latest monitor alert version.</p></li>
 </ul>
 </dd>
 </dl>
@@ -530,8 +353,8 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>alert_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the alert.</p></li>
-<li><p><strong>condition_config</strong> (<a class="reference internal" href="#abacusai.monitor_alert.AlertConditionConfig" title="abacusai.monitor_alert.AlertConditionConfig"><em>AlertConditionConfig</em></a>) – Condition to run the actions for the alert.</p></li>
-<li><p><strong>action_config</strong> (<a class="reference internal" href="#abacusai.monitor_alert.AlertActionConfig" title="abacusai.monitor_alert.AlertActionConfig"><em>AlertActionConfig</em></a>) – Configuration for the action of the alert.</p></li>
+<li><p><strong>condition_config</strong> (<a class="reference internal" href="../api_class/index.html#abacusai.api_class.AlertConditionConfig" title="abacusai.api_class.AlertConditionConfig"><em>AlertConditionConfig</em></a>) – Condition to run the actions for the alert.</p></li>
+<li><p><strong>action_config</strong> (<a class="reference internal" href="../api_class/index.html#abacusai.api_class.AlertActionConfig" title="abacusai.api_class.AlertActionConfig"><em>AlertActionConfig</em></a>) – Configuration for the action of the alert.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns<span class="colon">:</span></dt>
@@ -604,6 +427,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/monitor_alert_version/index.html b/docs/autoapi/abacusai/monitor_alert_version/index.html
index 7562d57d3..aa6eb537a 100644
--- a/docs/autoapi/abacusai/monitor_alert_version/index.html
+++ b/docs/autoapi/abacusai/monitor_alert_version/index.html
@@ -46,222 +46,217 @@
 </div>
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 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.monitor_alert_version</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
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@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.monitor_alert_version</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/monitor_alert_version/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.monitor_alert_version">
-<span id="abacusai-monitor-alert-version"></span><h1>abacusai.monitor_alert_version<a class="headerlink" href="#module-abacusai.monitor_alert_version" title="Link to this heading"></a></h1>
+<span id="abacusai-monitor-alert-version"></span><h1><a class="reference internal" href="#module-abacusai.monitor_alert_version" title="abacusai.monitor_alert_version"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a><a class="headerlink" href="#module-abacusai.monitor_alert_version" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.monitor_alert_version.AbstractApiClass" title="abacusai.monitor_alert_version.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.monitor_alert_version.MonitorAlertVersion" title="abacusai.monitor_alert_version.MonitorAlertVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">MonitorAlertVersion</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.monitor_alert_version.MonitorAlertVersion" title="abacusai.monitor_alert_version.MonitorAlertVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">MonitorAlertVersion</span></code></a></p></td>
 <td><p>A monitor alert version</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.monitor_alert_version.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.monitor_alert_version.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.monitor_alert_version.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.monitor_alert_version.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.monitor_alert_version.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.monitor_alert_version.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.monitor_alert_version.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.monitor_alert_version.MonitorAlertVersion">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.monitor_alert_version.</span></span><span class="sig-name descname"><span class="pre">MonitorAlertVersion</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">monitorAlertVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">monitorAlertId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">alertingStartedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">alertingCompletedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelMonitorVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">conditionConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">actionConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">alertResult</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">actionStatus</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">actionError</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">actionStartedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">actionCompletedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">conditionDescription</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">actionDescription</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">alertType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.monitor_alert_version.MonitorAlertVersion" title="Link to this definition"></a></dt>
@@ -434,6 +409,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/monitor_drift_and_distributions/index.html b/docs/autoapi/abacusai/monitor_drift_and_distributions/index.html
index ec828ed40..b355efa77 100644
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+++ b/docs/autoapi/abacusai/monitor_drift_and_distributions/index.html
@@ -46,222 +46,217 @@
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-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html">abacusai.agent_data_execution_result</a></li>
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-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
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-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
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@@ -281,8 +276,8 @@
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+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></li>
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@@ -293,135 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.monitor_drift_and_distributions">
-<span id="abacusai-monitor-drift-and-distributions"></span><h1>abacusai.monitor_drift_and_distributions<a class="headerlink" href="#module-abacusai.monitor_drift_and_distributions" title="Link to this heading"></a></h1>
+<span id="abacusai-monitor-drift-and-distributions"></span><h1><a class="reference internal" href="#module-abacusai.monitor_drift_and_distributions" title="abacusai.monitor_drift_and_distributions"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a><a class="headerlink" href="#module-abacusai.monitor_drift_and_distributions" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.monitor_drift_and_distributions.EmbeddingFeatureDriftDistribution" title="abacusai.monitor_drift_and_distributions.EmbeddingFeatureDriftDistribution"><code class="xref py py-obj docutils literal notranslate"><span class="pre">EmbeddingFeatureDriftDistribution</span></code></a></p></td>
-<td><p>Feature distribution for embeddings</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.monitor_drift_and_distributions.ForecastingMonitorSummary" title="abacusai.monitor_drift_and_distributions.ForecastingMonitorSummary"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ForecastingMonitorSummary</span></code></a></p></td>
-<td><p>Forecasting Monitor Summary of the latest version of the data.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.monitor_drift_and_distributions.AbstractApiClass" title="abacusai.monitor_drift_and_distributions.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.monitor_drift_and_distributions.MonitorDriftAndDistributions" title="abacusai.monitor_drift_and_distributions.MonitorDriftAndDistributions"><code class="xref py py-obj docutils literal notranslate"><span class="pre">MonitorDriftAndDistributions</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.monitor_drift_and_distributions.MonitorDriftAndDistributions" title="abacusai.monitor_drift_and_distributions.MonitorDriftAndDistributions"><code class="xref py py-obj docutils literal notranslate"><span class="pre">MonitorDriftAndDistributions</span></code></a></p></td>
 <td><p>Summary of important model monitoring statistics for features available in a model monitoring instance</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.monitor_drift_and_distributions.EmbeddingFeatureDriftDistribution">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.monitor_drift_and_distributions.</span></span><span class="sig-name descname"><span class="pre">EmbeddingFeatureDriftDistribution</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">distance</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">jsDistance</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">wsDistance</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ksStatistic</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">psi</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">csi</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">chiSquare</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">averageDrift</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.monitor_drift_and_distributions.EmbeddingFeatureDriftDistribution" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Feature distribution for embeddings</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>distance</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Histogram data of KL divergences between the training distribution and the range of values in the specified window.</p></li>
-<li><p><strong>jsDistance</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Histogram data of JS divergence between the training distribution and the range of values in the specified window.</p></li>
-<li><p><strong>wsDistance</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Histogram data of Wasserstein distance between the training distribution and the range of values in the specified window.</p></li>
-<li><p><strong>ksStatistic</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Histogram data of Kolmogorov-Smirnov statistic computed between the training distribution and the range of values in the specified window.</p></li>
-<li><p><strong>psi</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Histogram data of Population stability index computed between the training distribution and the range of values in the specified window.</p></li>
-<li><p><strong>csi</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Histogram data of Characteristic Stability Index computed between the training distribution and the range of values in the specified window.</p></li>
-<li><p><strong>chiSquare</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Histogram data of Chi-square statistic computed between the training distribution and the range of values in the specified window.</p></li>
-<li><p><strong>averageDrift</strong> (<em>DriftTypesValue</em>) – Average drift embedding for each type of drift</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.monitor_drift_and_distributions.EmbeddingFeatureDriftDistribution.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.monitor_drift_and_distributions.EmbeddingFeatureDriftDistribution.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.monitor_drift_and_distributions.EmbeddingFeatureDriftDistribution.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.monitor_drift_and_distributions.EmbeddingFeatureDriftDistribution.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.monitor_drift_and_distributions.ForecastingMonitorSummary">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.monitor_drift_and_distributions.</span></span><span class="sig-name descname"><span class="pre">ForecastingMonitorSummary</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionTimestampCol</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionTargetCol</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingTimestampCol</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingTargetCol</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionItemId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingItemId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">forecastFrequency</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingTargetAcrossTime</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionTargetAcrossTime</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">actualsHistogram</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionsHistogram</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainHistoryData</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictHistoryData</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">targetDrift</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">historyDrift</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.monitor_drift_and_distributions.ForecastingMonitorSummary" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Forecasting Monitor Summary of the latest version of the data.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>predictionTimestampCol</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Feature in the data that represents the timestamp column.</p></li>
-<li><p><strong>predictionTargetCol</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Feature in the data that represents the target.</p></li>
-<li><p><strong>trainingTimestampCol</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Feature in the data that represents the timestamp column.</p></li>
-<li><p><strong>trainingTargetCol</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Feature in the data that represents the target.</p></li>
-<li><p><strong>predictionItemId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Feature in the data that represents the item id.</p></li>
-<li><p><strong>trainingItemId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Feature in the data that represents the item id.</p></li>
-<li><p><strong>forecastFrequency</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Frequency of data, could be hourly, daily, weekly, monthly, quarterly or yearly.</p></li>
-<li><p><strong>trainingTargetAcrossTime</strong> (<a class="reference internal" href="../eda_forecasting_analysis/index.html#abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData" title="abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing average, p10, p90, median sales across time</p></li>
-<li><p><strong>predictionTargetAcrossTime</strong> (<a class="reference internal" href="../eda_forecasting_analysis/index.html#abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData" title="abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing average, p10, p90, median sales across time</p></li>
-<li><p><strong>actualsHistogram</strong> (<a class="reference internal" href="../eda_forecasting_analysis/index.html#abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData" title="abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing actuals histogram</p></li>
-<li><p><strong>predictionsHistogram</strong> (<a class="reference internal" href="../eda_forecasting_analysis/index.html#abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData" title="abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing predictions histogram</p></li>
-<li><p><strong>trainHistoryData</strong> (<a class="reference internal" href="../eda_forecasting_analysis/index.html#abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData" title="abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing length of history distribution</p></li>
-<li><p><strong>predictHistoryData</strong> (<a class="reference internal" href="../eda_forecasting_analysis/index.html#abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData" title="abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData"><em>ForecastingAnalysisGraphData</em></a>) – Data showing length of history distribution</p></li>
-<li><p><strong>targetDrift</strong> (<a class="reference internal" href="../feature_drift_record/index.html#abacusai.feature_drift_record.FeatureDriftRecord" title="abacusai.feature_drift_record.FeatureDriftRecord"><em>FeatureDriftRecord</em></a>) – Data showing drift of the target for all drift types: distance (KL divergence), js_distance, ws_distance, ks_statistic, psi, csi, chi_square</p></li>
-<li><p><strong>historyDrift</strong> (<a class="reference internal" href="../feature_drift_record/index.html#abacusai.feature_drift_record.FeatureDriftRecord" title="abacusai.feature_drift_record.FeatureDriftRecord"><em>FeatureDriftRecord</em></a>) – Data showing drift of the history for all drift types: distance (KL divergence), js_distance, ws_distance, ks_statistic, psi, csi, chi_square</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.monitor_drift_and_distributions.ForecastingMonitorSummary.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.monitor_drift_and_distributions.ForecastingMonitorSummary.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.monitor_drift_and_distributions.ForecastingMonitorSummary.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.monitor_drift_and_distributions.ForecastingMonitorSummary.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.monitor_drift_and_distributions.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.monitor_drift_and_distributions.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.monitor_drift_and_distributions.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.monitor_drift_and_distributions.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.monitor_drift_and_distributions.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.monitor_drift_and_distributions.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.monitor_drift_and_distributions.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.monitor_drift_and_distributions.MonitorDriftAndDistributions">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.monitor_drift_and_distributions.</span></span><span class="sig-name descname"><span class="pre">MonitorDriftAndDistributions</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureDrifts</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureDistributions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nestedDrifts</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">forecastingMonitorSummary</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">embeddingsDistribution</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.monitor_drift_and_distributions.MonitorDriftAndDistributions" title="Link to this definition"></a></dt>
@@ -434,8 +312,8 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>featureDrifts</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a><em>]</em>) – A list of dicts of eligible feature names and corresponding overall feature drift measures.</p></li>
 <li><p><strong>featureDistributions</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a><em>]</em>) – A list of dicts of feature names and corresponding feature distributions.</p></li>
 <li><p><strong>nestedDrifts</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a><em>]</em>) – A list of dicts of nested feature names and corresponding overall feature drift measures.</p></li>
-<li><p><strong>forecastingMonitorSummary</strong> (<a class="reference internal" href="#abacusai.monitor_drift_and_distributions.ForecastingMonitorSummary" title="abacusai.monitor_drift_and_distributions.ForecastingMonitorSummary"><em>ForecastingMonitorSummary</em></a>) – Summary of important model monitoring statistics for features available in a model monitoring instance</p></li>
-<li><p><strong>embeddingsDistribution</strong> (<a class="reference internal" href="#abacusai.monitor_drift_and_distributions.EmbeddingFeatureDriftDistribution" title="abacusai.monitor_drift_and_distributions.EmbeddingFeatureDriftDistribution"><em>EmbeddingFeatureDriftDistribution</em></a>) – Summary of important model monitoring statistics for features available in a model monitoring instance</p></li>
+<li><p><strong>forecastingMonitorSummary</strong> (<a class="reference internal" href="../forecasting_monitor_summary/index.html#abacusai.forecasting_monitor_summary.ForecastingMonitorSummary" title="abacusai.forecasting_monitor_summary.ForecastingMonitorSummary"><em>ForecastingMonitorSummary</em></a>) – Summary of important model monitoring statistics for features available in a model monitoring instance</p></li>
+<li><p><strong>embeddingsDistribution</strong> (<a class="reference internal" href="../embedding_feature_drift_distribution/index.html#abacusai.embedding_feature_drift_distribution.EmbeddingFeatureDriftDistribution" title="abacusai.embedding_feature_drift_distribution.EmbeddingFeatureDriftDistribution"><em>EmbeddingFeatureDriftDistribution</em></a>) – Summary of important model monitoring statistics for features available in a model monitoring instance</p></li>
 </ul>
 </dd>
 </dl>
@@ -461,6 +339,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/natural_language_explanation/index.html b/docs/autoapi/abacusai/natural_language_explanation/index.html
index 023939c9a..1d3763868 100644
--- a/docs/autoapi/abacusai/natural_language_explanation/index.html
+++ b/docs/autoapi/abacusai/natural_language_explanation/index.html
@@ -46,222 +46,217 @@
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
               <ul class="current">
-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
 <li class="toctree-l2 current"><a class="reference internal" href="../index.html#submodules">Submodules</a><ul class="current">
-<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html">abacusai.abacus_api</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent/index.html">abacusai.agent</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html">abacusai.agent_data_document_info</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
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@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.natural_language_explanation</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/natural_language_explanation/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.natural_language_explanation">
-<span id="abacusai-natural-language-explanation"></span><h1>abacusai.natural_language_explanation<a class="headerlink" href="#module-abacusai.natural_language_explanation" title="Link to this heading"></a></h1>
+<span id="abacusai-natural-language-explanation"></span><h1><a class="reference internal" href="#module-abacusai.natural_language_explanation" title="abacusai.natural_language_explanation"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a><a class="headerlink" href="#module-abacusai.natural_language_explanation" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.natural_language_explanation.AbstractApiClass" title="abacusai.natural_language_explanation.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.natural_language_explanation.NaturalLanguageExplanation" title="abacusai.natural_language_explanation.NaturalLanguageExplanation"><code class="xref py py-obj docutils literal notranslate"><span class="pre">NaturalLanguageExplanation</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.natural_language_explanation.NaturalLanguageExplanation" title="abacusai.natural_language_explanation.NaturalLanguageExplanation"><code class="xref py py-obj docutils literal notranslate"><span class="pre">NaturalLanguageExplanation</span></code></a></p></td>
 <td><p>Natural language explanation of an artifact/object</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.natural_language_explanation.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.natural_language_explanation.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.natural_language_explanation.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.natural_language_explanation.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.natural_language_explanation.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.natural_language_explanation.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.natural_language_explanation.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.natural_language_explanation.NaturalLanguageExplanation">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.natural_language_explanation.</span></span><span class="sig-name descname"><span class="pre">NaturalLanguageExplanation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">shortExplanation</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">longExplanation</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">isOutdated</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">htmlExplanation</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.natural_language_explanation.NaturalLanguageExplanation" title="Link to this definition"></a></dt>
@@ -363,6 +338,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/nested_feature/index.html b/docs/autoapi/abacusai/nested_feature/index.html
index b2882fb52..7e17225ac 100644
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+++ b/docs/autoapi/abacusai/nested_feature/index.html
@@ -46,222 +46,217 @@
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 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.nested_feature</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
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@@ -281,8 +276,8 @@
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       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.nested_feature</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/nested_feature/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.nested_feature">
-<span id="abacusai-nested-feature"></span><h1>abacusai.nested_feature<a class="headerlink" href="#module-abacusai.nested_feature" title="Link to this heading"></a></h1>
+<span id="abacusai-nested-feature"></span><h1><a class="reference internal" href="#module-abacusai.nested_feature" title="abacusai.nested_feature"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a><a class="headerlink" href="#module-abacusai.nested_feature" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.nested_feature.AbstractApiClass" title="abacusai.nested_feature.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.nested_feature.NestedFeature" title="abacusai.nested_feature.NestedFeature"><code class="xref py py-obj docutils literal notranslate"><span class="pre">NestedFeature</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.nested_feature.NestedFeature" title="abacusai.nested_feature.NestedFeature"><code class="xref py py-obj docutils literal notranslate"><span class="pre">NestedFeature</span></code></a></p></td>
 <td><p>A nested feature in a feature group</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
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-<dt class="sig sig-object py" id="abacusai.nested_feature.AbstractApiClass">
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-
-<dl class="py method">
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-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.nested_feature.NestedFeature">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.nested_feature.</span></span><span class="sig-name descname"><span class="pre">NestedFeature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">selectClause</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureMapping</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dataType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceTable</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">originalName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.nested_feature.NestedFeature" title="Link to this definition"></a></dt>
@@ -366,6 +341,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/nested_feature_schema/index.html b/docs/autoapi/abacusai/nested_feature_schema/index.html
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-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
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-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.nested_feature_schema</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/nested_feature_schema/index.rst.txt" rel="nofollow"> View page source</a>
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@@ -293,77 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.nested_feature_schema">
-<span id="abacusai-nested-feature-schema"></span><h1>abacusai.nested_feature_schema<a class="headerlink" href="#module-abacusai.nested_feature_schema" title="Link to this heading"></a></h1>
+<span id="abacusai-nested-feature-schema"></span><h1><a class="reference internal" href="#module-abacusai.nested_feature_schema" title="abacusai.nested_feature_schema"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a><a class="headerlink" href="#module-abacusai.nested_feature_schema" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.nested_feature_schema.PointInTimeFeatureInfo" title="abacusai.nested_feature_schema.PointInTimeFeatureInfo"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PointInTimeFeatureInfo</span></code></a></p></td>
-<td><p>A point-in-time infos for a feature</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.nested_feature_schema.AbstractApiClass" title="abacusai.nested_feature_schema.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.nested_feature_schema.NestedFeatureSchema" title="abacusai.nested_feature_schema.NestedFeatureSchema"><code class="xref py py-obj docutils literal notranslate"><span class="pre">NestedFeatureSchema</span></code></a></p></td>
 <td><p>A schema description for a nested feature</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.nested_feature_schema.PointInTimeFeatureInfo">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.nested_feature_schema.</span></span><span class="sig-name descname"><span class="pre">PointInTimeFeatureInfo</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">expression</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">groupName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.nested_feature_schema.PointInTimeFeatureInfo" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A point-in-time infos for a feature</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>expression</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – SQL aggregate expression which can convert a sequence of rows into a scalar value.</p></li>
-<li><p><strong>groupName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The group name this point-in-time feature belongs to.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.nested_feature_schema.PointInTimeFeatureInfo.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.nested_feature_schema.PointInTimeFeatureInfo.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.nested_feature_schema.PointInTimeFeatureInfo.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.nested_feature_schema.PointInTimeFeatureInfo.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
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-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.nested_feature_schema.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.nested_feature_schema.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.nested_feature_schema.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.nested_feature_schema.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.nested_feature_schema.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.nested_feature_schema.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.nested_feature_schema.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.nested_feature_schema.NestedFeatureSchema">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.nested_feature_schema.</span></span><span class="sig-name descname"><span class="pre">NestedFeatureSchema</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureMapping</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dataType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">detectedFeatureType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceTable</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pointInTimeInfo</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.nested_feature_schema.NestedFeatureSchema" title="Link to this definition"></a></dt>
@@ -379,7 +315,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>dataType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Data Type of the Feature</p></li>
 <li><p><strong>detectedFeatureType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The detected feature type for this feature</p></li>
 <li><p><strong>sourceTable</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The source table of the column</p></li>
-<li><p><strong>pointInTimeInfo</strong> (<a class="reference internal" href="#abacusai.nested_feature_schema.PointInTimeFeatureInfo" title="abacusai.nested_feature_schema.PointInTimeFeatureInfo"><em>PointInTimeFeatureInfo</em></a>) – Point in time information for this feature</p></li>
+<li><p><strong>pointInTimeInfo</strong> (<a class="reference internal" href="../point_in_time_feature_info/index.html#abacusai.point_in_time_feature_info.PointInTimeFeatureInfo" title="abacusai.point_in_time_feature_info.PointInTimeFeatureInfo"><em>PointInTimeFeatureInfo</em></a>) – Point in time information for this feature</p></li>
 </ul>
 </dd>
 </dl>
@@ -405,6 +341,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/null_violation/index.html b/docs/autoapi/abacusai/null_violation/index.html
index d092f39c9..48ec4a8b4 100644
--- a/docs/autoapi/abacusai/null_violation/index.html
+++ b/docs/autoapi/abacusai/null_violation/index.html
@@ -46,222 +46,217 @@
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+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.null_violation</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
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-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
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@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
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       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.null_violation</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></li>
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             <a href="../../../_sources/autoapi/abacusai/null_violation/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.null_violation">
-<span id="abacusai-null-violation"></span><h1>abacusai.null_violation<a class="headerlink" href="#module-abacusai.null_violation" title="Link to this heading"></a></h1>
+<span id="abacusai-null-violation"></span><h1><a class="reference internal" href="#module-abacusai.null_violation" title="abacusai.null_violation"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a><a class="headerlink" href="#module-abacusai.null_violation" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.null_violation.AbstractApiClass" title="abacusai.null_violation.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.null_violation.NullViolation" title="abacusai.null_violation.NullViolation"><code class="xref py py-obj docutils literal notranslate"><span class="pre">NullViolation</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.null_violation.NullViolation" title="abacusai.null_violation.NullViolation"><code class="xref py py-obj docutils literal notranslate"><span class="pre">NullViolation</span></code></a></p></td>
 <td><p>Summary of anomalous null frequencies for a feature discovered by a model monitoring instance</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.null_violation.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.null_violation.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.null_violation.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.null_violation.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.null_violation.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.null_violation.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.null_violation.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.null_violation.NullViolation">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.null_violation.</span></span><span class="sig-name descname"><span class="pre">NullViolation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">violation</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingNullFreq</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionNullFreq</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.null_violation.NullViolation" title="Link to this definition"></a></dt>
@@ -363,6 +338,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/organization_external_application_settings/index.html b/docs/autoapi/abacusai/organization_external_application_settings/index.html
index f827de91f..83024674e 100644
--- a/docs/autoapi/abacusai/organization_external_application_settings/index.html
+++ b/docs/autoapi/abacusai/organization_external_application_settings/index.html
@@ -46,222 +46,217 @@
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-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.organization_external_application_settings</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
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 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
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-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
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@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.organization_external_application_settings</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/organization_external_application_settings/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.organization_external_application_settings">
-<span id="abacusai-organization-external-application-settings"></span><h1>abacusai.organization_external_application_settings<a class="headerlink" href="#module-abacusai.organization_external_application_settings" title="Link to this heading"></a></h1>
+<span id="abacusai-organization-external-application-settings"></span><h1><a class="reference internal" href="#module-abacusai.organization_external_application_settings" title="abacusai.organization_external_application_settings"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a><a class="headerlink" href="#module-abacusai.organization_external_application_settings" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.organization_external_application_settings.AbstractApiClass" title="abacusai.organization_external_application_settings.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.organization_external_application_settings.OrganizationExternalApplicationSettings" title="abacusai.organization_external_application_settings.OrganizationExternalApplicationSettings"><code class="xref py py-obj docutils literal notranslate"><span class="pre">OrganizationExternalApplicationSettings</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.organization_external_application_settings.OrganizationExternalApplicationSettings" title="abacusai.organization_external_application_settings.OrganizationExternalApplicationSettings"><code class="xref py py-obj docutils literal notranslate"><span class="pre">OrganizationExternalApplicationSettings</span></code></a></p></td>
 <td><p>The External Application Settings for an Organization.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.organization_external_application_settings.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.organization_external_application_settings.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_external_application_settings.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_external_application_settings.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_external_application_settings.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_external_application_settings.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_external_application_settings.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.organization_external_application_settings.OrganizationExternalApplicationSettings">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.organization_external_application_settings.</span></span><span class="sig-name descname"><span class="pre">OrganizationExternalApplicationSettings</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">logo</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">theme</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">managedUserService</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">passwordsDisabled</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_external_application_settings.OrganizationExternalApplicationSettings" title="Link to this definition"></a></dt>
@@ -363,6 +338,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/organization_group/index.html b/docs/autoapi/abacusai/organization_group/index.html
index e9472e8dc..1128aa61d 100644
--- a/docs/autoapi/abacusai/organization_group/index.html
+++ b/docs/autoapi/abacusai/organization_group/index.html
@@ -46,222 +46,217 @@
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+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
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@@ -281,8 +276,8 @@
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       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.organization_group</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/organization_group/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.organization_group">
-<span id="abacusai-organization-group"></span><h1>abacusai.organization_group<a class="headerlink" href="#module-abacusai.organization_group" title="Link to this heading"></a></h1>
+<span id="abacusai-organization-group"></span><h1><a class="reference internal" href="#module-abacusai.organization_group" title="abacusai.organization_group"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a><a class="headerlink" href="#module-abacusai.organization_group" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.organization_group.AbstractApiClass" title="abacusai.organization_group.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.organization_group.OrganizationGroup" title="abacusai.organization_group.OrganizationGroup"><code class="xref py py-obj docutils literal notranslate"><span class="pre">OrganizationGroup</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.organization_group.OrganizationGroup" title="abacusai.organization_group.OrganizationGroup"><code class="xref py py-obj docutils literal notranslate"><span class="pre">OrganizationGroup</span></code></a></p></td>
 <td><p>An Organization Group. Defines the permissions available to the users who are members of the group.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
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-
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-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.organization_group.OrganizationGroup">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.organization_group.</span></span><span class="sig-name descname"><span class="pre">OrganizationGroup</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">organizationGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">permissions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">groupName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">defaultGroup</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">admin</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_group.OrganizationGroup" title="Link to this definition"></a></dt>
@@ -462,6 +437,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/organization_search_result/index.html b/docs/autoapi/abacusai/organization_search_result/index.html
index b0b3bb29f..d0382119a 100644
--- a/docs/autoapi/abacusai/organization_search_result/index.html
+++ b/docs/autoapi/abacusai/organization_search_result/index.html
@@ -46,222 +46,217 @@
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-<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html">abacusai.hosted_model_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html">abacusai.inferred_database_column_to_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.organization_search_result</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.organization_search_result</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></li>
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@@ -293,1864 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.organization_search_result">
-<span id="abacusai-organization-search-result"></span><h1>abacusai.organization_search_result<a class="headerlink" href="#module-abacusai.organization_search_result" title="Link to this heading"></a></h1>
-<section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
-<table class="autosummary longtable docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.organization_search_result.FeatureGroup" title="abacusai.organization_search_result.FeatureGroup"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroup</span></code></a></p></td>
-<td><p>A feature group.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.organization_search_result.FeatureGroupVersion" title="abacusai.organization_search_result.FeatureGroupVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupVersion</span></code></a></p></td>
-<td><p>A materialized version of a feature group</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.organization_search_result.AbstractApiClass" title="abacusai.organization_search_result.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.organization_search_result.OrganizationSearchResult" title="abacusai.organization_search_result.OrganizationSearchResult"><code class="xref py py-obj docutils literal notranslate"><span class="pre">OrganizationSearchResult</span></code></a></p></td>
-<td><p>A search result object which contains the retrieved artifact and its relevance score</p></td>
-</tr>
-</tbody>
-</table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.organization_search_result.</span></span><span class="sig-name descname"><span class="pre">FeatureGroup</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modificationLock</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupSourceType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tableName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sql</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">datasetId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">functionSourceCode</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">functionName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceTables</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sqlError</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">latestVersionOutdated</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">referencedFeatureGroups</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tags</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">primaryKey</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">updateTimestampKey</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookupKeys</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">streamingEnabled</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">incremental</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mergeConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">operatorConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">samplingConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cpuSize</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">memory</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">streamingReady</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureTags</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">moduleName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">templateBindings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureExpression</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">useOriginalCsvNames</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pythonFunctionBindings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pythonFunctionName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">useGpu</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">features</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">duplicateFeatures</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pointInTimeGroups</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">annotationConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">concatenationConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">indexingConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">codeSource</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupTemplate</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">explanation</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refreshSchedules</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">latestFeatureGroupVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>featureGroupId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique identifier for this feature group.</p></li>
-<li><p><strong>modificationLock</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If feature group is locked against a change or not.</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
-<li><p><strong>featureGroupSourceType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The source type of the feature group</p></li>
-<li><p><strong>tableName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique table name of this feature group.</p></li>
-<li><p><strong>sql</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – SQL definition creating this feature group.</p></li>
-<li><p><strong>datasetId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Dataset ID the feature group is sourced from.</p></li>
-<li><p><strong>functionSourceCode</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Source definition creating this feature group.</p></li>
-<li><p><strong>functionName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Function name to execute from the source code.</p></li>
-<li><p><strong>sourceTables</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – Source tables for this feature group.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Timestamp at which the feature group was created.</p></li>
-<li><p><strong>description</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Description of the feature group.</p></li>
-<li><p><strong>sqlError</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Error message with this feature group.</p></li>
-<li><p><strong>latestVersionOutdated</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Is latest materialized feature group version outdated.</p></li>
-<li><p><strong>referencedFeatureGroups</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – Feature groups this feature group is used in.</p></li>
-<li><p><strong>tags</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – Tags added to this feature group.</p></li>
-<li><p><strong>primaryKey</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Primary index feature.</p></li>
-<li><p><strong>updateTimestampKey</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Primary timestamp feature.</p></li>
-<li><p><strong>lookupKeys</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – Additional indexed features for this feature group.</p></li>
-<li><p><strong>streamingEnabled</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, the feature group can have data streamed to it.</p></li>
-<li><p><strong>incremental</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If feature group corresponds to an incremental dataset.</p></li>
-<li><p><strong>mergeConfig</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Merge configuration settings for the feature group.</p></li>
-<li><p><strong>operatorConfig</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Operator configuration settings for the feature group.</p></li>
-<li><p><strong>samplingConfig</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Sampling configuration for the feature group.</p></li>
-<li><p><strong>cpuSize</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – CPU size specified for the Python feature group.</p></li>
-<li><p><strong>memory</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Memory in GB specified for the Python feature group.</p></li>
-<li><p><strong>streamingReady</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, the feature group is ready to receive streaming data.</p></li>
-<li><p><strong>featureTags</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Tags for features in this feature group</p></li>
-<li><p><strong>moduleName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Path to the file with the feature group function.</p></li>
-<li><p><strong>templateBindings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Config specifying variable names and values to use when resolving a feature group template.</p></li>
-<li><p><strong>featureExpression</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If the dataset feature group has custom features, the SQL select expression creating those features.</p></li>
-<li><p><strong>useOriginalCsvNames</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, the feature group will use the original column names in the source dataset.</p></li>
-<li><p><strong>pythonFunctionBindings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Config specifying variable names, types, and values to use when resolving a Python feature group.</p></li>
-<li><p><strong>pythonFunctionName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the Python function the feature group was built from.</p></li>
-<li><p><strong>useGpu</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether this feature group is using gpu</p></li>
-<li><p><strong>features</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.Feature" title="abacusai.client.Feature"><em>Feature</em></a>) – List of resolved features.</p></li>
-<li><p><strong>duplicateFeatures</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.Feature" title="abacusai.client.Feature"><em>Feature</em></a>) – List of duplicate features.</p></li>
-<li><p><strong>pointInTimeGroups</strong> (<a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.PointInTimeGroup" title="abacusai.feature_group.PointInTimeGroup"><em>PointInTimeGroup</em></a>) – List of Point In Time Groups.</p></li>
-<li><p><strong>annotationConfig</strong> (<a class="reference internal" href="../annotation_config/index.html#abacusai.annotation_config.AnnotationConfig" title="abacusai.annotation_config.AnnotationConfig"><em>AnnotationConfig</em></a>) – Annotation config for this feature</p></li>
-<li><p><strong>latestFeatureGroupVersion</strong> (<a class="reference internal" href="#abacusai.organization_search_result.FeatureGroupVersion" title="abacusai.organization_search_result.FeatureGroupVersion"><em>FeatureGroupVersion</em></a>) – Latest feature group version.</p></li>
-<li><p><strong>concatenationConfig</strong> (<a class="reference internal" href="../concatenation_config/index.html#abacusai.concatenation_config.ConcatenationConfig" title="abacusai.concatenation_config.ConcatenationConfig"><em>ConcatenationConfig</em></a>) – Feature group ID whose data will be concatenated into this feature group.</p></li>
-<li><p><strong>indexingConfig</strong> (<a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.IndexingConfig" title="abacusai.feature_group.IndexingConfig"><em>IndexingConfig</em></a>) – Indexing config for the feature group for feature store</p></li>
-<li><p><strong>codeSource</strong> (<a class="reference internal" href="../agent/index.html#abacusai.agent.CodeSource" title="abacusai.agent.CodeSource"><em>CodeSource</em></a>) – If a Python feature group, information on the source code.</p></li>
-<li><p><strong>featureGroupTemplate</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.FeatureGroupTemplate" title="abacusai.client.FeatureGroupTemplate"><em>FeatureGroupTemplate</em></a>) – FeatureGroupTemplate to use when this feature group is attached to a template.</p></li>
-<li><p><strong>explanation</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.NaturalLanguageExplanation" title="abacusai.client.NaturalLanguageExplanation"><em>NaturalLanguageExplanation</em></a>) – Natural language explanation of the feature group</p></li>
-<li><p><strong>refreshSchedules</strong> (<a class="reference internal" href="../batch_prediction/index.html#abacusai.batch_prediction.RefreshSchedule" title="abacusai.batch_prediction.RefreshSchedule"><em>RefreshSchedule</em></a>) – List of schedules that determines when the next version of the feature group will be created.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.add_to_project">
-<span class="sig-name descname"><span class="pre">add_to_project</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">project_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_group_type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'CUSTOM_TABLE'</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.add_to_project" title="Link to this definition"></a></dt>
-<dd><p>Adds a feature group to a project.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>project_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique ID associated with the project.</p></li>
-<li><p><strong>feature_group_type</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The feature group type of the feature group, based on the use case under which the feature group is being created.</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.set_project_config">
-<span class="sig-name descname"><span class="pre">set_project_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">project_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">project_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.set_project_config" title="Link to this definition"></a></dt>
-<dd><p>Sets a feature group’s project config</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>project_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier for the project.</p></li>
-<li><p><strong>project_config</strong> (<a class="reference internal" href="../api_class/index.html#abacusai.api_class.ProjectFeatureGroupConfig" title="abacusai.api_class.ProjectFeatureGroupConfig"><em>ProjectFeatureGroupConfig</em></a>) – Feature group’s project configuration.</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.get_project_config">
-<span class="sig-name descname"><span class="pre">get_project_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">project_id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.get_project_config" title="Link to this definition"></a></dt>
-<dd><p>Gets a feature group’s project config</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>project_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier for the project.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The feature group’s project configuration.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.ProjectConfig" title="abacusai.client.ProjectConfig">ProjectConfig</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.remove_from_project">
-<span class="sig-name descname"><span class="pre">remove_from_project</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">project_id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.remove_from_project" title="Link to this definition"></a></dt>
-<dd><p>Removes a feature group from a project.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>project_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique ID associated with the project.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.set_type">
-<span class="sig-name descname"><span class="pre">set_type</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">project_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_group_type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'CUSTOM_TABLE'</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.set_type" title="Link to this definition"></a></dt>
-<dd><p>Update the feature group type in a project. The feature group must already be added to the project.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>project_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique identifier associated with the project.</p></li>
-<li><p><strong>feature_group_type</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The feature group type to set the feature group as.</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.describe_annotation">
-<span class="sig-name descname"><span class="pre">describe_annotation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">doc_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_group_row_identifier</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.describe_annotation" title="Link to this definition"></a></dt>
-<dd><p>Get the latest annotation entry for a given feature group, feature, and document.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature the annotation is on.</p></li>
-<li><p><strong>doc_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The ID of the primary document the annotation is on. At least one of the doc_id or feature_group_row_identifier must be provided in order to identify the correct annotation.</p></li>
-<li><p><strong>feature_group_row_identifier</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The key value of the feature group row the annotation is on (cast to string). Usually the feature group’s primary / identifier key value. At least one of the doc_id or feature_group_row_identifier must be provided in order to identify the correct annotation.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The latest annotation entry for the given feature group, feature, document, and/or annotation key value.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../annotation_entry/index.html#abacusai.annotation_entry.AnnotationEntry" title="abacusai.annotation_entry.AnnotationEntry">AnnotationEntry</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.verify_and_describe_annotation">
-<span class="sig-name descname"><span class="pre">verify_and_describe_annotation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">doc_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_group_row_identifier</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.verify_and_describe_annotation" title="Link to this definition"></a></dt>
-<dd><p>Get the latest annotation entry for a given feature group, feature, and document along with verification information.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature the annotation is on.</p></li>
-<li><p><strong>doc_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The ID of the primary document the annotation is on. At least one of the doc_id or feature_group_row_identifier must be provided in order to identify the correct annotation.</p></li>
-<li><p><strong>feature_group_row_identifier</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The key value of the feature group row the annotation is on (cast to string). Usually the feature group’s primary / identifier key value. At least one of the doc_id or feature_group_row_identifier must be provided in order to identify the correct annotation.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The latest annotation entry for the given feature group, feature, document, and/or annotation key value. Includes the verification information.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../annotation_entry/index.html#abacusai.annotation_entry.AnnotationEntry" title="abacusai.annotation_entry.AnnotationEntry">AnnotationEntry</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.update_annotation_status">
-<span class="sig-name descname"><span class="pre">update_annotation_status</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">doc_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_group_row_identifier</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">save_metadata</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.update_annotation_status" title="Link to this definition"></a></dt>
-<dd><p>Update the status of an annotation entry.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature the annotation is on.</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The new status of the annotation. Must be one of the following: ‘TODO’, ‘IN_PROGRESS’, ‘DONE’.</p></li>
-<li><p><strong>doc_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The ID of the primary document the annotation is on. At least one of the doc_id or feature_group_row_identifier must be provided in order to identify the correct annotation.</p></li>
-<li><p><strong>feature_group_row_identifier</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The key value of the feature group row the annotation is on (cast to string). Usually the feature group’s primary / identifier key value. At least one of the doc_id or feature_group_row_identifier must be provided in order to identify the correct annotation.</p></li>
-<li><p><strong>save_metadata</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If True, save the metadata for the annotation entry.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The updated annotation entry.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../annotation_entry/index.html#abacusai.annotation_entry.AnnotationEntry" title="abacusai.annotation_entry.AnnotationEntry">AnnotationEntry</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.get_document_to_annotate">
-<span class="sig-name descname"><span class="pre">get_document_to_annotate</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">project_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_group_row_identifier</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">get_previous</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.get_document_to_annotate" title="Link to this definition"></a></dt>
-<dd><p>Get an available document that needs to be annotated for a annotation feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>project_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The ID of the project that the annotation is associated with.</p></li>
-<li><p><strong>feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature the annotation is on.</p></li>
-<li><p><strong>feature_group_row_identifier</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The key value of the feature group row the annotation is on (cast to string). Usually the primary key value. If provided, fetch the immediate next (or previous) available document.</p></li>
-<li><p><strong>get_previous</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If True, get the previous document instead of the next document. Applicable if feature_group_row_identifier is provided.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The document to annotate.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../annotation_document/index.html#abacusai.annotation_document.AnnotationDocument" title="abacusai.annotation_document.AnnotationDocument">AnnotationDocument</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.get_annotations_status">
-<span class="sig-name descname"><span class="pre">get_annotations_status</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">check_for_materialization</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.get_annotations_status" title="Link to this definition"></a></dt>
-<dd><p>Get the status of the annotations for a given feature group and feature.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature the annotation is on.</p></li>
-<li><p><strong>check_for_materialization</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If True, check if the feature group needs to be materialized before using for annotations.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The status of the annotations for the given feature group and feature.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../annotations_status/index.html#abacusai.annotations_status.AnnotationsStatus" title="abacusai.annotations_status.AnnotationsStatus">AnnotationsStatus</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.import_annotation_labels">
-<span class="sig-name descname"><span class="pre">import_annotation_labels</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">annotation_type</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.import_annotation_labels" title="Link to this definition"></a></dt>
-<dd><p>Imports annotation labels from csv file. All valid values in the file will be imported as labels (including header row if present).</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>file</strong> (<a class="reference external" href="https://docs.python.org/3/library/io.html#io.TextIOBase" title="(in Python v3.12)"><em>io.TextIOBase</em></a>) – The file to import. Must be a csv file.</p></li>
-<li><p><strong>annotation_type</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of the annotation.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The annotation config for the feature group.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../annotation_config/index.html#abacusai.annotation_config.AnnotationConfig" title="abacusai.annotation_config.AnnotationConfig">AnnotationConfig</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.create_sampling">
-<span class="sig-name descname"><span class="pre">create_sampling</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">table_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sampling_config</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.create_sampling" title="Link to this definition"></a></dt>
-<dd><p>Creates a new Feature Group defined as a sample of rows from another Feature Group.</p>
-<p>For efficiency, sampling is approximate unless otherwise specified. (e.g. the number of rows may vary slightly from what was requested).</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>table_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique name to be given to this sampling Feature Group. Can be up to 120 characters long and can only contain alphanumeric characters and underscores.</p></li>
-<li><p><strong>sampling_config</strong> (<a class="reference internal" href="../api_class/feature_group/index.html#abacusai.api_class.feature_group.SamplingConfig" title="abacusai.api_class.feature_group.SamplingConfig"><em>SamplingConfig</em></a>) – Dictionary defining the sampling method and its parameters.</p></li>
-<li><p><strong>description</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A human-readable description of this Feature Group.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The created Feature Group.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.organization_search_result.FeatureGroup" title="abacusai.organization_search_result.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.set_sampling_config">
-<span class="sig-name descname"><span class="pre">set_sampling_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">sampling_config</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.set_sampling_config" title="Link to this definition"></a></dt>
-<dd><p>Set a FeatureGroup’s sampling to the config values provided, so that the rows the FeatureGroup returns will be a sample of those it would otherwise have returned.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>sampling_config</strong> (<a class="reference internal" href="../api_class/feature_group/index.html#abacusai.api_class.feature_group.SamplingConfig" title="abacusai.api_class.feature_group.SamplingConfig"><em>SamplingConfig</em></a>) – A JSON string object specifying the sampling method and parameters specific to that sampling method. An empty sampling_config indicates no sampling.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The updated FeatureGroup.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.organization_search_result.FeatureGroup" title="abacusai.organization_search_result.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.set_merge_config">
-<span class="sig-name descname"><span class="pre">set_merge_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">merge_config</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.set_merge_config" title="Link to this definition"></a></dt>
-<dd><p>Set a MergeFeatureGroup’s merge config to the values provided, so that the feature group only returns a bounded range of an incremental dataset.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>merge_config</strong> (<a class="reference internal" href="../api_class/feature_group/index.html#abacusai.api_class.feature_group.MergeConfig" title="abacusai.api_class.feature_group.MergeConfig"><em>MergeConfig</em></a>) – JSON object string specifying the merge rule. An empty merge_config will default to only including the latest dataset version.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The updated FeatureGroup.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.organization_search_result.FeatureGroup" title="abacusai.organization_search_result.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.set_operator_config">
-<span class="sig-name descname"><span class="pre">set_operator_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">operator_config</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.set_operator_config" title="Link to this definition"></a></dt>
-<dd><p>Set a OperatorFeatureGroup’s operator config to the values provided.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>operator_config</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – A dictionary object specifying the pre-defined operations.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.set_schema">
-<span class="sig-name descname"><span class="pre">set_schema</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">schema</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.set_schema" title="Link to this definition"></a></dt>
-<dd><p>Creates a new schema and points the feature group to the new feature group schema ID.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>schema</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – JSON string containing an array of objects with ‘name’ and ‘dataType’ properties.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.get_schema">
-<span class="sig-name descname"><span class="pre">get_schema</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">project_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.get_schema" title="Link to this definition"></a></dt>
-<dd><p>Returns a schema for a given FeatureGroup in a project.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>project_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique ID associated with the project.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A list of objects for each column in the specified feature group.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../client/index.html#abacusai.client.Feature" title="abacusai.client.Feature">Feature</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.create_feature">
-<span class="sig-name descname"><span class="pre">create_feature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">select_expression</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.create_feature" title="Link to this definition"></a></dt>
-<dd><p>Creates a new feature in a Feature Group from a SQL select statement.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature to add.</p></li>
-<li><p><strong>select_expression</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – SQL SELECT expression to create the feature.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A Feature Group object with the newly added feature.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.organization_search_result.FeatureGroup" title="abacusai.organization_search_result.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.add_tag">
-<span class="sig-name descname"><span class="pre">add_tag</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">tag</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.add_tag" title="Link to this definition"></a></dt>
-<dd><p>Adds a tag to the feature group</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>tag</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The tag to add to the feature group.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.remove_tag">
-<span class="sig-name descname"><span class="pre">remove_tag</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">tag</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.remove_tag" title="Link to this definition"></a></dt>
-<dd><p>Removes a tag from the specified feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>tag</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The tag to remove from the feature group.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.add_annotatable_feature">
-<span class="sig-name descname"><span class="pre">add_annotatable_feature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">annotation_type</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.add_annotatable_feature" title="Link to this definition"></a></dt>
-<dd><p>Add an annotatable feature in a Feature Group</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature to add.</p></li>
-<li><p><strong>annotation_type</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of annotation to set.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The feature group after the feature has been set</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.organization_search_result.FeatureGroup" title="abacusai.organization_search_result.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.set_feature_as_annotatable_feature">
-<span class="sig-name descname"><span class="pre">set_feature_as_annotatable_feature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">annotation_type</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_group_row_identifier_feature</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">doc_id_feature</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.set_feature_as_annotatable_feature" title="Link to this definition"></a></dt>
-<dd><p>Sets an existing feature as an annotatable feature (Feature that can be annotated).</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature to set as annotatable.</p></li>
-<li><p><strong>annotation_type</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of annotation label to add.</p></li>
-<li><p><strong>feature_group_row_identifier_feature</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The key value of the feature group row the annotation is on (cast to string) and uniquely identifies the feature group row. At least one of the doc_id or key value must be provided so that the correct annotation can be identified.</p></li>
-<li><p><strong>doc_id_feature</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the document ID feature.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A feature group object with the newly added annotatable feature.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.organization_search_result.FeatureGroup" title="abacusai.organization_search_result.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.set_annotation_status_feature">
-<span class="sig-name descname"><span class="pre">set_annotation_status_feature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature_name</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.set_annotation_status_feature" title="Link to this definition"></a></dt>
-<dd><p>Sets a feature as the annotation status feature for a feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature to set as the annotation status feature.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The updated feature group.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.organization_search_result.FeatureGroup" title="abacusai.organization_search_result.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.unset_feature_as_annotatable_feature">
-<span class="sig-name descname"><span class="pre">unset_feature_as_annotatable_feature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature_name</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.unset_feature_as_annotatable_feature" title="Link to this definition"></a></dt>
-<dd><p>Unsets a feature as annotatable</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature to unset.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The feature group after unsetting the feature</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.organization_search_result.FeatureGroup" title="abacusai.organization_search_result.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.add_annotation_label">
-<span class="sig-name descname"><span class="pre">add_annotation_label</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">label_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">annotation_type</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">label_definition</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.add_annotation_label" title="Link to this definition"></a></dt>
-<dd><p>Adds an annotation label</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>label_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the label.</p></li>
-<li><p><strong>annotation_type</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of the annotation to set.</p></li>
-<li><p><strong>label_definition</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – the definition of the label.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The feature group after adding the annotation label</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.organization_search_result.FeatureGroup" title="abacusai.organization_search_result.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.remove_annotation_label">
-<span class="sig-name descname"><span class="pre">remove_annotation_label</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">label_name</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.remove_annotation_label" title="Link to this definition"></a></dt>
-<dd><p>Removes an annotation label</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>label_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the label to remove.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The feature group after adding the annotation label</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.organization_search_result.FeatureGroup" title="abacusai.organization_search_result.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.add_feature_tag">
-<span class="sig-name descname"><span class="pre">add_feature_tag</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tag</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.add_feature_tag" title="Link to this definition"></a></dt>
-<dd><p>Adds a tag on a feature</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>feature</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The feature to set the tag on.</p></li>
-<li><p><strong>tag</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The tag to set on the feature.</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.remove_feature_tag">
-<span class="sig-name descname"><span class="pre">remove_feature_tag</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tag</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.remove_feature_tag" title="Link to this definition"></a></dt>
-<dd><p>Removes a tag from a feature</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>feature</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The feature to remove the tag from.</p></li>
-<li><p><strong>tag</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The tag to remove.</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.create_nested_feature">
-<span class="sig-name descname"><span class="pre">create_nested_feature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">nested_feature_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">table_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">using_clause</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">where_clause</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">order_clause</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.create_nested_feature" title="Link to this definition"></a></dt>
-<dd><p>Creates a new nested feature in a feature group from a SQL statement.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>nested_feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature.</p></li>
-<li><p><strong>table_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The table name of the feature group to nest. Can be up to 120 characters long and can only contain alphanumeric characters and underscores.</p></li>
-<li><p><strong>using_clause</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The SQL join column or logic to join the nested table with the parent.</p></li>
-<li><p><strong>where_clause</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A SQL WHERE statement to filter the nested rows.</p></li>
-<li><p><strong>order_clause</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A SQL clause to order the nested rows.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A feature group object with the newly added nested feature.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.organization_search_result.FeatureGroup" title="abacusai.organization_search_result.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.update_nested_feature">
-<span class="sig-name descname"><span class="pre">update_nested_feature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">nested_feature_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">table_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">using_clause</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">where_clause</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">order_clause</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">new_nested_feature_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.update_nested_feature" title="Link to this definition"></a></dt>
-<dd><p>Updates a previously existing nested feature in a feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>nested_feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature to be updated.</p></li>
-<li><p><strong>table_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the table. Can be up to 120 characters long and can only contain alphanumeric characters and underscores.</p></li>
-<li><p><strong>using_clause</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The SQL join column or logic to join the nested table with the parent.</p></li>
-<li><p><strong>where_clause</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – An SQL WHERE statement to filter the nested rows.</p></li>
-<li><p><strong>order_clause</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – An SQL clause to order the nested rows.</p></li>
-<li><p><strong>new_nested_feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – New name for the nested feature.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A feature group object with the updated nested feature.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.organization_search_result.FeatureGroup" title="abacusai.organization_search_result.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.delete_nested_feature">
-<span class="sig-name descname"><span class="pre">delete_nested_feature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">nested_feature_name</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.delete_nested_feature" title="Link to this definition"></a></dt>
-<dd><p>Delete a nested feature.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>nested_feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature to be deleted.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A feature group object without the specified nested feature.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.organization_search_result.FeatureGroup" title="abacusai.organization_search_result.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.create_point_in_time_feature">
-<span class="sig-name descname"><span class="pre">create_point_in_time_feature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">history_table_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">aggregation_keys</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">timestamp_key</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">historical_timestamp_key</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">expression</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookback_window_seconds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookback_window_lag_seconds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookback_count</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookback_until_position</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.create_point_in_time_feature" title="Link to this definition"></a></dt>
-<dd><p>Creates a new point in time feature in a feature group using another historical feature group, window spec, and aggregate expression.</p>
-<p>We use the aggregation keys and either the lookbackWindowSeconds or the lookbackCount values to perform the window aggregation for every row in the current feature group.</p>
-<p>If the window is specified in seconds, then all rows in the history table which match the aggregation keys and with historicalTimeFeature greater than or equal to lookbackStartCount and less than the value of the current rows timeFeature are considered. An optional lookbackWindowLagSeconds (+ve or -ve) can be used to offset the current value of the timeFeature. If this value is negative, we will look at the future rows in the history table, so care must be taken to ensure that these rows are available in the online context when we are performing a lookup on this feature group. If the window is specified in counts, then we order the historical table rows aligning by time and consider rows from the window where the rank order is greater than or equal to lookbackCount and includes the row just prior to the current one. The lag is specified in terms of positions using lookbackUntilPosition.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature to create.</p></li>
-<li><p><strong>history_table_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The table name of the history table.</p></li>
-<li><p><strong>aggregation_keys</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of keys to use for joining the historical table and performing the window aggregation.</p></li>
-<li><p><strong>timestamp_key</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of feature which contains the timestamp value for the point in time feature.</p></li>
-<li><p><strong>historical_timestamp_key</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of feature which contains the historical timestamp.</p></li>
-<li><p><strong>expression</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – SQL aggregate expression which can convert a sequence of rows into a scalar value.</p></li>
-<li><p><strong>lookback_window_seconds</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – If window is specified in terms of time, number of seconds in the past from the current time for start of the window.</p></li>
-<li><p><strong>lookback_window_lag_seconds</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – Optional lag to offset the closest point for the window. If it is positive, we delay the start of window. If it is negative, we are looking at the “future” rows in the history table.</p></li>
-<li><p><strong>lookback_count</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – If window is specified in terms of count, the start position of the window (0 is the current row).</p></li>
-<li><p><strong>lookback_until_position</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Optional lag to offset the closest point for the window. If it is positive, we delay the start of window by that many rows. If it is negative, we are looking at those many “future” rows in the history table.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A feature group object with the newly added nested feature.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.organization_search_result.FeatureGroup" title="abacusai.organization_search_result.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.update_point_in_time_feature">
-<span class="sig-name descname"><span class="pre">update_point_in_time_feature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">history_table_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">aggregation_keys</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">timestamp_key</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">historical_timestamp_key</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">expression</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookback_window_seconds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookback_window_lag_seconds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookback_count</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookback_until_position</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">new_feature_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.update_point_in_time_feature" title="Link to this definition"></a></dt>
-<dd><p>Updates an existing Point-in-Time (PiT) feature in a feature group. See <cite>createPointInTimeFeature</cite> for detailed semantics.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature.</p></li>
-<li><p><strong>history_table_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The table name of the history table. If not specified, we use the current table to do a self join.</p></li>
-<li><p><strong>aggregation_keys</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of keys to use for joining the historical table and performing the window aggregation.</p></li>
-<li><p><strong>timestamp_key</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the feature which contains the timestamp value for the PiT feature.</p></li>
-<li><p><strong>historical_timestamp_key</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the feature which contains the historical timestamp.</p></li>
-<li><p><strong>expression</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – SQL Aggregate expression which can convert a sequence of rows into a scalar value.</p></li>
-<li><p><strong>lookback_window_seconds</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – If the window is specified in terms of time, the number of seconds in the past from the current time for the start of the window.</p></li>
-<li><p><strong>lookback_window_lag_seconds</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – Optional lag to offset the closest point for the window. If it is positive, we delay the start of the window. If it is negative, we are looking at the “future” rows in the history table.</p></li>
-<li><p><strong>lookback_count</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – If the window is specified in terms of count, the start position of the window (0 is the current row).</p></li>
-<li><p><strong>lookback_until_position</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Optional lag to offset the closest point for the window. If it is positive, we delay the start of the window by that many rows. If it is negative, we are looking at those many “future” rows in the history table.</p></li>
-<li><p><strong>new_feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – New name for the PiT feature.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A feature group object with the newly added nested feature.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.organization_search_result.FeatureGroup" title="abacusai.organization_search_result.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.create_point_in_time_group">
-<span class="sig-name descname"><span class="pre">create_point_in_time_group</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">group_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">window_key</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">aggregation_keys</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">history_table_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">history_window_key</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">history_aggregation_keys</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookback_window</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookback_window_lag</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookback_count</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookback_until_position</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.create_point_in_time_group" title="Link to this definition"></a></dt>
-<dd><p>Create a Point-in-Time Group</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>group_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the point in time group.</p></li>
-<li><p><strong>window_key</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of feature to use for ordering the rows on the source table.</p></li>
-<li><p><strong>aggregation_keys</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of keys to perform on the source table for the window aggregation.</p></li>
-<li><p><strong>history_table_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The table to use for aggregating, if not provided, the source table will be used.</p></li>
-<li><p><strong>history_window_key</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of feature to use for ordering the rows on the history table. If not provided, the windowKey from the source table will be used.</p></li>
-<li><p><strong>history_aggregation_keys</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of keys to use for join the historical table and performing the window aggregation. If not provided, the aggregationKeys from the source table will be used. Must be the same length and order as the source table’s aggregationKeys.</p></li>
-<li><p><strong>lookback_window</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – Number of seconds in the past from the current time for the start of the window. If 0, the lookback will include all rows.</p></li>
-<li><p><strong>lookback_window_lag</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – Optional lag to offset the closest point for the window. If it is positive, the start of the window is delayed. If it is negative, “future” rows in the history table are used.</p></li>
-<li><p><strong>lookback_count</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – If window is specified in terms of count, the start position of the window (0 is the current row).</p></li>
-<li><p><strong>lookback_until_position</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Optional lag to offset the closest point for the window. If it is positive, the start of the window is delayed by that many rows. If it is negative, those many “future” rows in the history table are used.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The feature group after the point in time group has been created.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.organization_search_result.FeatureGroup" title="abacusai.organization_search_result.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.generate_point_in_time_features">
-<span class="sig-name descname"><span class="pre">generate_point_in_time_features</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">group_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">columns</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">window_functions</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">prefix</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.generate_point_in_time_features" title="Link to this definition"></a></dt>
-<dd><p>Generates and adds PIT features given the selected columns to aggregate over, and the operations to include.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>group_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the point-in-time group.</p></li>
-<li><p><strong>columns</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of columns to generate point-in-time features for.</p></li>
-<li><p><strong>window_functions</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of window functions to operate on.</p></li>
-<li><p><strong>prefix</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Prefix for generated features, defaults to group name</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Feature group object with newly added point-in-time features.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.organization_search_result.FeatureGroup" title="abacusai.organization_search_result.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.update_point_in_time_group">
-<span class="sig-name descname"><span class="pre">update_point_in_time_group</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">group_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">window_key</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">aggregation_keys</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">history_table_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">history_window_key</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">history_aggregation_keys</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookback_window</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookback_window_lag</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookback_count</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookback_until_position</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.update_point_in_time_group" title="Link to this definition"></a></dt>
-<dd><p>Update Point-in-Time Group</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>group_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the point-in-time group.</p></li>
-<li><p><strong>window_key</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of feature which contains the timestamp value for the point-in-time feature.</p></li>
-<li><p><strong>aggregation_keys</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of keys to use for joining the historical table and performing the window aggregation.</p></li>
-<li><p><strong>history_table_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The table to use for aggregating, if not provided, the source table will be used.</p></li>
-<li><p><strong>history_window_key</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of feature to use for ordering the rows on the history table. If not provided, the windowKey from the source table will be used.</p></li>
-<li><p><strong>history_aggregation_keys</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of keys to use for joining the historical table and performing the window aggregation. If not provided, the aggregationKeys from the source table will be used. Must be the same length and order as the source table’s aggregationKeys.</p></li>
-<li><p><strong>lookback_window</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – Number of seconds in the past from the current time for the start of the window.</p></li>
-<li><p><strong>lookback_window_lag</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – Optional lag to offset the closest point for the window. If it is positive, the start of the window is delayed. If it is negative, future rows in the history table are looked at.</p></li>
-<li><p><strong>lookback_count</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – If window is specified in terms of count, the start position of the window (0 is the current row).</p></li>
-<li><p><strong>lookback_until_position</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Optional lag to offset the closest point for the window. If it is positive, the start of the window is delayed by that many rows. If it is negative, those many future rows in the history table are looked at.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The feature group after the update has been applied.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.organization_search_result.FeatureGroup" title="abacusai.organization_search_result.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.delete_point_in_time_group">
-<span class="sig-name descname"><span class="pre">delete_point_in_time_group</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">group_name</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.delete_point_in_time_group" title="Link to this definition"></a></dt>
-<dd><p>Delete point in time group</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>group_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the point in time group.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The feature group after the point in time group has been deleted.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.organization_search_result.FeatureGroup" title="abacusai.organization_search_result.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.create_point_in_time_group_feature">
-<span class="sig-name descname"><span class="pre">create_point_in_time_group_feature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">group_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">expression</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.create_point_in_time_group_feature" title="Link to this definition"></a></dt>
-<dd><p>Create point in time group feature</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>group_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the point-in-time group.</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature to add to the point-in-time group.</p></li>
-<li><p><strong>expression</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A SQL aggregate expression which can convert a sequence of rows into a scalar value.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The feature group after the update has been applied.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.organization_search_result.FeatureGroup" title="abacusai.organization_search_result.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.update_point_in_time_group_feature">
-<span class="sig-name descname"><span class="pre">update_point_in_time_group_feature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">group_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">expression</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.update_point_in_time_group_feature" title="Link to this definition"></a></dt>
-<dd><p>Update a feature’s SQL expression in a point in time group</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>group_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the point-in-time group.</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature to add to the point-in-time group.</p></li>
-<li><p><strong>expression</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – SQL aggregate expression which can convert a sequence of rows into a scalar value.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The feature group after the update has been applied.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.organization_search_result.FeatureGroup" title="abacusai.organization_search_result.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.set_feature_type">
-<span class="sig-name descname"><span class="pre">set_feature_type</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_type</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">project_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.set_feature_type" title="Link to this definition"></a></dt>
-<dd><p>Set the type of a feature in a feature group. Specify the feature group ID, feature name, and feature type, and the method will return the new column with the changes reflected.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>feature</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature.</p></li>
-<li><p><strong>feature_type</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The machine learning type of the data in the feature.</p></li>
-<li><p><strong>project_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Optional unique ID associated with the project.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The feature group after the data_type is applied.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.Schema" title="abacusai.client.Schema">Schema</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.invalidate_streaming_data">
-<span class="sig-name descname"><span class="pre">invalidate_streaming_data</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">invalid_before_timestamp</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.invalidate_streaming_data" title="Link to this definition"></a></dt>
-<dd><p>Invalidates all streaming data with timestamp before invalidBeforeTimestamp</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>invalid_before_timestamp</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Unix timestamp; any data with a timestamp before this time will be invalidated</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.concatenate_data">
-<span class="sig-name descname"><span class="pre">concatenate_data</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">source_feature_group_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">merge_type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'UNION'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">replace_until_timestamp</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skip_materialize</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.concatenate_data" title="Link to this definition"></a></dt>
-<dd><p>Concatenates data from one Feature Group to another. Feature Groups can be merged if their schemas are compatible, they have the special <cite>updateTimestampKey</cite> column, and (if set) the <cite>primaryKey</cite> column. The second operand in the concatenate operation will be appended to the first operand (merge target).</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>source_feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The Feature Group to concatenate with the destination Feature Group.</p></li>
-<li><p><strong>merge_type</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – <cite>UNION</cite> or <cite>INTERSECTION</cite>.</p></li>
-<li><p><strong>replace_until_timestamp</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The UNIX timestamp to specify the point until which we will replace data from the source Feature Group.</p></li>
-<li><p><strong>skip_materialize</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If <cite>True</cite>, will not materialize the concatenated Feature Group.</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.remove_concatenation_config">
-<span class="sig-name descname"><span class="pre">remove_concatenation_config</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.remove_concatenation_config" title="Link to this definition"></a></dt>
-<dd><p>Removes the concatenation config on a destination feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique identifier of the destination feature group to remove the concatenation configuration from.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.organization_search_result.FeatureGroup" title="abacusai.organization_search_result.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.describe" title="Link to this definition"></a></dt>
-<dd><p>Describe a Feature Group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A unique string identifier associated with the feature group.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The feature group object.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.organization_search_result.FeatureGroup" title="abacusai.organization_search_result.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.set_indexing_config">
-<span class="sig-name descname"><span class="pre">set_indexing_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">primary_key</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">update_timestamp_key</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookup_keys</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.set_indexing_config" title="Link to this definition"></a></dt>
-<dd><p>Sets various attributes of the feature group used for primary key, deployment lookups and streaming updates.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>primary_key</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the feature which defines the primary key of the feature group.</p></li>
-<li><p><strong>update_timestamp_key</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the feature which defines the update timestamp of the feature group. Used in concatenation and primary key deduplication.</p></li>
-<li><p><strong>lookup_keys</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of feature names which can be used in the lookup API to restrict the computation to a set of dataset rows. These feature names have to correspond to underlying dataset columns.</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.update">
-<span class="sig-name descname"><span class="pre">update</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.update" title="Link to this definition"></a></dt>
-<dd><p>Modify an existing Feature Group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>description</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Description of the Feature Group.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Updated Feature Group object.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.organization_search_result.FeatureGroup" title="abacusai.organization_search_result.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.detach_from_template">
-<span class="sig-name descname"><span class="pre">detach_from_template</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.detach_from_template" title="Link to this definition"></a></dt>
-<dd><p>Update a feature group to detach it from a template.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier associated with the feature group.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The updated feature group.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.organization_search_result.FeatureGroup" title="abacusai.organization_search_result.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.update_template_bindings">
-<span class="sig-name descname"><span class="pre">update_template_bindings</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">template_bindings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.update_template_bindings" title="Link to this definition"></a></dt>
-<dd><p>Update the feature group template bindings for a template feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>template_bindings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Values in these bindings override values set in the template.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Updated feature group.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.organization_search_result.FeatureGroup" title="abacusai.organization_search_result.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.update_python_function_bindings">
-<span class="sig-name descname"><span class="pre">update_python_function_bindings</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">python_function_bindings</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.update_python_function_bindings" title="Link to this definition"></a></dt>
-<dd><p>Updates an existing Feature Group’s Python function bindings from a user-provided Python Function. If a list of feature groups are supplied within the Python function bindings, we will provide DataFrames (Pandas in the case of Python) with the materialized feature groups for those input feature groups as arguments to the function.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>python_function_bindings</strong> (<em>List</em>) – List of python function arguments.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.update_python_function">
-<span class="sig-name descname"><span class="pre">update_python_function</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">python_function_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">python_function_bindings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cpu_size</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">memory</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_gpu</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_original_csv_names</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.update_python_function" title="Link to this definition"></a></dt>
-<dd><p>Updates an existing Feature Group’s python function from a user provided Python Function. If a list of feature groups are supplied within the python function</p>
-<p>bindings, we will provide as arguments to the function DataFrame’s (pandas in the case of Python) with the materialized
-feature groups for those input feature groups.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>python_function_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the python function to be associated with the feature group.</p></li>
-<li><p><strong>python_function_bindings</strong> (<em>List</em>) – List of python function arguments.</p></li>
-<li><p><strong>cpu_size</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Size of the CPU for the feature group python function.</p></li>
-<li><p><strong>memory</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Memory (in GB) for the feature group python function.</p></li>
-<li><p><strong>use_gpu</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether the feature group needs a gpu or not. Otherwise default to CPU.</p></li>
-<li><p><strong>use_original_csv_names</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If enabled, it uses the original column names for input feature groups from CSV datasets.</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.update_sql_definition">
-<span class="sig-name descname"><span class="pre">update_sql_definition</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">sql</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.update_sql_definition" title="Link to this definition"></a></dt>
-<dd><p>Updates the SQL statement for a feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>sql</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The input SQL statement for the feature group.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The updated feature group.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.organization_search_result.FeatureGroup" title="abacusai.organization_search_result.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.update_dataset_feature_expression">
-<span class="sig-name descname"><span class="pre">update_dataset_feature_expression</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature_expression</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.update_dataset_feature_expression" title="Link to this definition"></a></dt>
-<dd><p>Updates the SQL feature expression for a Dataset FeatureGroup’s custom features</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>feature_expression</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The input SQL statement for the feature group.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The updated feature group.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.organization_search_result.FeatureGroup" title="abacusai.organization_search_result.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.update_feature">
-<span class="sig-name descname"><span class="pre">update_feature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">select_expression</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">new_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.update_feature" title="Link to this definition"></a></dt>
-<dd><p>Modifies an existing feature in a feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the feature to be updated.</p></li>
-<li><p><strong>select_expression</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – SQL statement for modifying the feature.</p></li>
-<li><p><strong>new_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – New name of the feature.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Updated feature group object.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.organization_search_result.FeatureGroup" title="abacusai.organization_search_result.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.list_exports">
-<span class="sig-name descname"><span class="pre">list_exports</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.list_exports" title="Link to this definition"></a></dt>
-<dd><p>Lists all of the feature group exports for the feature group</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique identifier of the feature group</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>List of feature group exports</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../client/index.html#abacusai.client.FeatureGroupExport" title="abacusai.client.FeatureGroupExport">FeatureGroupExport</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.set_modifier_lock">
-<span class="sig-name descname"><span class="pre">set_modifier_lock</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">locked</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.set_modifier_lock" title="Link to this definition"></a></dt>
-<dd><p>Lock a feature group to prevent modification.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>locked</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to disable or enable feature group modification (True or False).</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.list_modifiers">
-<span class="sig-name descname"><span class="pre">list_modifiers</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.list_modifiers" title="Link to this definition"></a></dt>
-<dd><p>List the users who can modify a given feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier of the feature group.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Information about the modification lock status and groups/organizations added to the feature group.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.ModificationLockInfo" title="abacusai.client.ModificationLockInfo">ModificationLockInfo</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.add_user_to_modifiers">
-<span class="sig-name descname"><span class="pre">add_user_to_modifiers</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">email</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.add_user_to_modifiers" title="Link to this definition"></a></dt>
-<dd><p>Adds a user to a feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>email</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The email address of the user to be added.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.add_organization_group_to_modifiers">
-<span class="sig-name descname"><span class="pre">add_organization_group_to_modifiers</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">organization_group_id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.add_organization_group_to_modifiers" title="Link to this definition"></a></dt>
-<dd><p>Add OrganizationGroup to a feature group modifiers list</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>organization_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier of the organization group.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.remove_user_from_modifiers">
-<span class="sig-name descname"><span class="pre">remove_user_from_modifiers</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">email</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.remove_user_from_modifiers" title="Link to this definition"></a></dt>
-<dd><p>Removes a user from a specified feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>email</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The email address of the user to be removed.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.remove_organization_group_from_modifiers">
-<span class="sig-name descname"><span class="pre">remove_organization_group_from_modifiers</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">organization_group_id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.remove_organization_group_from_modifiers" title="Link to this definition"></a></dt>
-<dd><p>Removes an OrganizationGroup from a feature group modifiers list</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>organization_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique ID associated with the organization group.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.delete_feature">
-<span class="sig-name descname"><span class="pre">delete_feature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.delete_feature" title="Link to this definition"></a></dt>
-<dd><p>Removes a feature from the feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the feature to be deleted.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Updated feature group object.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.organization_search_result.FeatureGroup" title="abacusai.organization_search_result.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.delete">
-<span class="sig-name descname"><span class="pre">delete</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.delete" title="Link to this definition"></a></dt>
-<dd><p>Deletes a Feature Group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier for the feature group to be removed.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.create_version">
-<span class="sig-name descname"><span class="pre">create_version</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">variable_bindings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.create_version" title="Link to this definition"></a></dt>
-<dd><p>Creates a snapshot for a specified feature group. Triggers materialization of the feature group. The new version of the feature group is created after it has materialized.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>variable_bindings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Dictionary defining variable bindings that override parent feature group values.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A feature group version.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.organization_search_result.FeatureGroupVersion" title="abacusai.organization_search_result.FeatureGroupVersion">FeatureGroupVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.list_versions">
-<span class="sig-name descname"><span class="pre">list_versions</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">limit</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">100</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">start_after_version</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.list_versions" title="Link to this definition"></a></dt>
-<dd><p>Retrieves a list of all feature group versions for the specified feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>limit</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The maximum length of the returned versions.</p></li>
-<li><p><strong>start_after_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Results will start after this version.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A list of feature group versions.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.organization_search_result.FeatureGroupVersion" title="abacusai.organization_search_result.FeatureGroupVersion">FeatureGroupVersion</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.create_template">
-<span class="sig-name descname"><span class="pre">create_template</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">template_sql</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">template_variables</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">template_bindings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">should_attach_feature_group_to_template</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.create_template" title="Link to this definition"></a></dt>
-<dd><p>Create a feature group template.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – User-friendly name for this feature group template.</p></li>
-<li><p><strong>template_sql</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The template SQL that will be resolved by applying values from the template variables to generate SQL for a feature group.</p></li>
-<li><p><strong>template_variables</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The template variables for resolving the template.</p></li>
-<li><p><strong>description</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Description of this feature group template.</p></li>
-<li><p><strong>template_bindings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – If the feature group will be attached to the newly created template, set these variable bindings on that feature group.</p></li>
-<li><p><strong>should_attach_feature_group_to_template</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Set to <cite>True</cite> to convert the feature group to a template feature group and attach it to the newly created template.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The created feature group template.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.FeatureGroupTemplate" title="abacusai.client.FeatureGroupTemplate">FeatureGroupTemplate</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.suggest_template_for">
-<span class="sig-name descname"><span class="pre">suggest_template_for</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.suggest_template_for" title="Link to this definition"></a></dt>
-<dd><p>Suggest values for a feature gruop template, based on a feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique identifier associated with the feature group to use for suggesting values to use in the template.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The suggested feature group template.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.FeatureGroupTemplate" title="abacusai.client.FeatureGroupTemplate">FeatureGroupTemplate</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.get_recent_streamed_data">
-<span class="sig-name descname"><span class="pre">get_recent_streamed_data</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.get_recent_streamed_data" title="Link to this definition"></a></dt>
-<dd><p>Returns recently streamed data to a streaming feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier associated with the feature group.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.append_data">
-<span class="sig-name descname"><span class="pre">append_data</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">streaming_token</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">data</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.append_data" title="Link to this definition"></a></dt>
-<dd><p>Appends new data into the feature group for a given lookup key recordId.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>streaming_token</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The streaming token for authenticating requests.</p></li>
-<li><p><strong>data</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The data to record as a JSON object.</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.append_multiple_data">
-<span class="sig-name descname"><span class="pre">append_multiple_data</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">streaming_token</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">data</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.append_multiple_data" title="Link to this definition"></a></dt>
-<dd><p>Appends new data into the feature group for a given lookup key recordId.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>streaming_token</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Streaming token for authenticating requests.</p></li>
-<li><p><strong>data</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Data to record, as a list of JSON objects.</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.upsert_data">
-<span class="sig-name descname"><span class="pre">upsert_data</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">streaming_token</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.upsert_data" title="Link to this definition"></a></dt>
-<dd><p>Update new data into the feature group for a given lookup key record ID if the record ID is found; otherwise, insert new data into the feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>data</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The data to record, in JSON format.</p></li>
-<li><p><strong>streaming_token</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Optional streaming token for authenticating requests if upserting to streaming FG.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The feature group row that was upserted.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.FeatureGroupRow" title="abacusai.client.FeatureGroupRow">FeatureGroupRow</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.delete_data">
-<span class="sig-name descname"><span class="pre">delete_data</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">primary_key</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.delete_data" title="Link to this definition"></a></dt>
-<dd><p>Deletes a row from the feature group given the primary key</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>primary_key</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The primary key value for which to delete the feature group row</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.get_data">
-<span class="sig-name descname"><span class="pre">get_data</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">primary_key</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_rows</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.get_data" title="Link to this definition"></a></dt>
-<dd><p>Gets the feature group rows for online updatable feature groups.</p>
-<p>If primary key is set, row corresponding to primary_key is returned.
-If num_rows is set, we return maximum of num_rows latest updated rows.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>primary_key</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The primary key value for which to find the feature group row</p></li>
-<li><p><strong>num_rows</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Maximum number of rows to return from the feature group</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A list of feature group rows.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../client/index.html#abacusai.client.FeatureGroupRow" title="abacusai.client.FeatureGroupRow">FeatureGroupRow</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.get_natural_language_explanation">
-<span class="sig-name descname"><span class="pre">get_natural_language_explanation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature_group_version</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.get_natural_language_explanation" title="Link to this definition"></a></dt>
-<dd><p>Returns the saved natural language explanation of an artifact with given ID. The artifact can be - Feature Group or Feature Group Version or Model</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>feature_group_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A unique string identifier associated with the Feature Group Version.</p></li>
-<li><p><strong>model_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A unique string identifier associated with the Model.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The object containing natural language explanation(s) as field(s).</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.NaturalLanguageExplanation" title="abacusai.client.NaturalLanguageExplanation">NaturalLanguageExplanation</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.generate_natural_language_explanation">
-<span class="sig-name descname"><span class="pre">generate_natural_language_explanation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature_group_version</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.generate_natural_language_explanation" title="Link to this definition"></a></dt>
-<dd><p>Generates natural language explanation of an artifact with given ID. The artifact can be - Feature Group or Feature Group Version or Model</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>feature_group_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A unique string identifier associated with the Feature Group Version.</p></li>
-<li><p><strong>model_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A unique string identifier associated with the Model.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The object containing natural language explanation(s) as field(s).</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.NaturalLanguageExplanation" title="abacusai.client.NaturalLanguageExplanation">NaturalLanguageExplanation</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.wait_for_dataset">
-<span class="sig-name descname"><span class="pre">wait_for_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">7200</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.wait_for_dataset" title="Link to this definition"></a></dt>
-<dd><blockquote>
-<div><p>A waiting call until the feature group’s dataset, if any, is ready for use.</p>
-</div></blockquote>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out. Default value given is 7200 seconds.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.wait_for_upload">
-<span class="sig-name descname"><span class="pre">wait_for_upload</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">7200</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.wait_for_upload" title="Link to this definition"></a></dt>
-<dd><blockquote>
-<div><p>Waits for a feature group created from a dataframe to be ready for materialization and version creation.</p>
-</div></blockquote>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out. Default value given is 7200 seconds.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.wait_for_materialization">
-<span class="sig-name descname"><span class="pre">wait_for_materialization</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">7200</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.wait_for_materialization" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until feature group is materialized.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out. Default value given is 7200 seconds.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.wait_for_streaming_ready">
-<span class="sig-name descname"><span class="pre">wait_for_streaming_ready</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">600</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.wait_for_streaming_ready" title="Link to this definition"></a></dt>
-<dd><p>Waits for the feature group indexing config to be applied for streaming</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out. Default value given is 600 seconds.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.get_status">
-<span class="sig-name descname"><span class="pre">get_status</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">streaming_status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.get_status" title="Link to this definition"></a></dt>
-<dd><p>Gets the status of the feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A string describing the status of a feature group (pending, complete, etc.).</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)">str</a></p>
-</dd>
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>streaming_status</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>)</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.load_as_pandas">
-<span class="sig-name descname"><span class="pre">load_as_pandas</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.load_as_pandas" title="Link to this definition"></a></dt>
-<dd><p>Loads the feature groups into a python pandas dataframe.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A pandas dataframe with annotations and text_snippet columns.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p>DataFrame</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.load_as_pandas_documents">
-<span class="sig-name descname"><span class="pre">load_as_pandas_documents</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">doc_id_column</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">document_column</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.load_as_pandas_documents" title="Link to this definition"></a></dt>
-<dd><p>Loads a feature group with documents data into a pandas dataframe.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>doc_id_feature</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature / column containing the document ID.</p></li>
-<li><p><strong>document_feature</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature / column which either contains the document data itself or page infos with path to remotely stored documents. This column will be replaced with the extracted document data.</p></li>
-<li><p><strong>doc_id_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
-<li><p><strong>document_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A pandas dataframe containing the extracted document data.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>DataFrame</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.describe_dataset">
-<span class="sig-name descname"><span class="pre">describe_dataset</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.describe_dataset" title="Link to this definition"></a></dt>
-<dd><p>Displays the dataset attached to a feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A dataset object with all the relevant information about the dataset.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="../client/index.html#abacusai.client.Dataset" title="abacusai.client.Dataset">Dataset</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroup.materialize">
-<span class="sig-name descname"><span class="pre">materialize</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroup.materialize" title="Link to this definition"></a></dt>
-<dd><p>Materializes the feature group’s latest change at the api call time. It’ll skip materialization if no change since the current latest version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A feature group object with the lastest changes materialized.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.organization_search_result.FeatureGroup" title="abacusai.organization_search_result.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroupVersion">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.organization_search_result.</span></span><span class="sig-name descname"><span class="pre">FeatureGroupVersion</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sql</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceTables</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceDatasetVersions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deployable</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cpuSize</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">memory</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">useOriginalCsvNames</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pythonFunctionBindings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">indexingConfigWarningMsg</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">materializationStartedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">materializationCompletedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">columns</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">templateBindings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">features</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pointInTimeGroups</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">codeSource</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">annotationConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">indexingConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroupVersion" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A materialized version of a feature group</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>featureGroupVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier for this materialized version of feature group.</p></li>
-<li><p><strong>featureGroupId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the feature group this version belongs to.</p></li>
-<li><p><strong>sql</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The sql definition creating this feature group.</p></li>
-<li><p><strong>sourceTables</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – The source tables for this feature group.</p></li>
-<li><p><strong>sourceDatasetVersions</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – The dataset version ids for this feature group version.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The timestamp at which the feature group version was created.</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The current status of the feature group version.</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Relevant error if the status is FAILED.</p></li>
-<li><p><strong>deployable</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – whether feature group is deployable or not.</p></li>
-<li><p><strong>cpuSize</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Cpu size specified for the python feature group.</p></li>
-<li><p><strong>memory</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Memory in GB specified for the python feature group.</p></li>
-<li><p><strong>useOriginalCsvNames</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, the feature group will use the original column names in the source dataset.</p></li>
-<li><p><strong>pythonFunctionBindings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Config specifying variable names, types, and values to use when resolving a Python feature group.</p></li>
-<li><p><strong>indexingConfigWarningMsg</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The warning message related to indexing keys.</p></li>
-<li><p><strong>materializationStartedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The timestamp at which the feature group materialization started.</p></li>
-<li><p><strong>materializationCompletedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The timestamp at which the feature group materialization completed.</p></li>
-<li><p><strong>columns</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><em>feature</em><em>]</em>) – List of resolved columns.</p></li>
-<li><p><strong>templateBindings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Template variable bindings used for resolving the template.</p></li>
-<li><p><strong>features</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.Feature" title="abacusai.client.Feature"><em>Feature</em></a>) – List of features.</p></li>
-<li><p><strong>pointInTimeGroups</strong> (<a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.PointInTimeGroup" title="abacusai.feature_group.PointInTimeGroup"><em>PointInTimeGroup</em></a>) – List of Point In Time Groups</p></li>
-<li><p><strong>codeSource</strong> (<a class="reference internal" href="../agent/index.html#abacusai.agent.CodeSource" title="abacusai.agent.CodeSource"><em>CodeSource</em></a>) – If a python feature group, information on the source code</p></li>
-<li><p><strong>annotationConfig</strong> (<a class="reference internal" href="../annotation_config/index.html#abacusai.annotation_config.AnnotationConfig" title="abacusai.annotation_config.AnnotationConfig"><em>AnnotationConfig</em></a>) – The annotations config for the feature group.</p></li>
-<li><p><strong>indexingConfig</strong> (<a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.IndexingConfig" title="abacusai.feature_group.IndexingConfig"><em>IndexingConfig</em></a>) – The indexing config for the feature group.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroupVersion.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroupVersion.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroupVersion.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroupVersion.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroupVersion.create_snapshot_feature_group">
-<span class="sig-name descname"><span class="pre">create_snapshot_feature_group</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">table_name</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroupVersion.create_snapshot_feature_group" title="Link to this definition"></a></dt>
-<dd><p>Creates a Snapshot Feature Group corresponding to a specific Feature Group version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>table_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name for the newly created Snapshot Feature Group table. Can be up to 120 characters long and can only contain alphanumeric characters and underscores.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Feature Group corresponding to the newly created Snapshot.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.organization_search_result.FeatureGroup" title="abacusai.organization_search_result.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroupVersion.export_to_file_connector">
-<span class="sig-name descname"><span class="pre">export_to_file_connector</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">location</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">export_file_format</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">overwrite</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroupVersion.export_to_file_connector" title="Link to this definition"></a></dt>
-<dd><p>Export Feature group to File Connector.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>location</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Cloud file location to export to.</p></li>
-<li><p><strong>export_file_format</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Enum string specifying the file format to export to.</p></li>
-<li><p><strong>overwrite</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true and a file exists at this location, this process will overwrite the file.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The FeatureGroupExport instance.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.FeatureGroupExport" title="abacusai.client.FeatureGroupExport">FeatureGroupExport</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroupVersion.export_to_database_connector">
-<span class="sig-name descname"><span class="pre">export_to_database_connector</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">database_connector_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">object_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">write_mode</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">database_feature_mapping</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id_column</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">additional_id_columns</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroupVersion.export_to_database_connector" title="Link to this definition"></a></dt>
-<dd><p>Export Feature group to Database Connector.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>database_connector_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier for the Database Connector to export to.</p></li>
-<li><p><strong>object_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the database object to write to.</p></li>
-<li><p><strong>write_mode</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Enum string indicating whether to use INSERT or UPSERT.</p></li>
-<li><p><strong>database_feature_mapping</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Key/value pair JSON object of “database connector column” -&gt; “feature name” pairs.</p></li>
-<li><p><strong>id_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Required if write_mode is UPSERT. Indicates which database column should be used as the lookup key.</p></li>
-<li><p><strong>additional_id_columns</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – For database connectors which support it, additional ID columns to use as a complex key for upserting.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The FeatureGroupExport instance.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.FeatureGroupExport" title="abacusai.client.FeatureGroupExport">FeatureGroupExport</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroupVersion.export_to_console">
-<span class="sig-name descname"><span class="pre">export_to_console</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">export_file_format</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroupVersion.export_to_console" title="Link to this definition"></a></dt>
-<dd><p>Export Feature group to console.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>export_file_format</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – File format to export to.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The FeatureGroupExport instance.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.FeatureGroupExport" title="abacusai.client.FeatureGroupExport">FeatureGroupExport</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroupVersion.get_materialization_logs">
-<span class="sig-name descname"><span class="pre">get_materialization_logs</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">stdout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stderr</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroupVersion.get_materialization_logs" title="Link to this definition"></a></dt>
-<dd><p>Returns logs for a materialized feature group version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>stdout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Set to True to get info logs.</p></li>
-<li><p><strong>stderr</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Set to True to get error logs.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A function logs object.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.FunctionLogs" title="abacusai.client.FunctionLogs">FunctionLogs</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroupVersion.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroupVersion.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.organization_search_result.FeatureGroupVersion" title="abacusai.organization_search_result.FeatureGroupVersion">FeatureGroupVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroupVersion.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroupVersion.describe" title="Link to this definition"></a></dt>
-<dd><p>Describe a feature group version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>feature_group_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier associated with the feature group version.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The feature group version.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.organization_search_result.FeatureGroupVersion" title="abacusai.organization_search_result.FeatureGroupVersion">FeatureGroupVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroupVersion.get_metrics">
-<span class="sig-name descname"><span class="pre">get_metrics</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">selected_columns</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">include_charts</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">include_statistics</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroupVersion.get_metrics" title="Link to this definition"></a></dt>
-<dd><p>Get metrics for a specific feature group version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>selected_columns</strong> (<em>List</em>) – A list of columns to order first.</p></li>
-<li><p><strong>include_charts</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – A flag indicating whether charts should be included in the response. Default is false.</p></li>
-<li><p><strong>include_statistics</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – A flag indicating whether statistics should be included in the response. Default is true.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The metrics for the specified feature group version.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.DataMetrics" title="abacusai.client.DataMetrics">DataMetrics</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroupVersion.get_logs">
-<span class="sig-name descname"><span class="pre">get_logs</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroupVersion.get_logs" title="Link to this definition"></a></dt>
-<dd><p>Retrieves the feature group materialization logs.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>feature_group_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique version ID of the feature group version.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The logs for the specified feature group version.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.FeatureGroupVersionLogs" title="abacusai.client.FeatureGroupVersionLogs">FeatureGroupVersionLogs</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroupVersion.wait_for_results">
-<span class="sig-name descname"><span class="pre">wait_for_results</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">3600</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroupVersion.wait_for_results" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until feature group version is materialized</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroupVersion.wait_for_materialization">
-<span class="sig-name descname"><span class="pre">wait_for_materialization</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">3600</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroupVersion.wait_for_materialization" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until feature group version is materialized.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroupVersion.get_status">
-<span class="sig-name descname"><span class="pre">get_status</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroupVersion.get_status" title="Link to this definition"></a></dt>
-<dd><p>Gets the status of the feature group version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A string describing the status of a feature group version (pending, complete, etc.).</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)">str</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroupVersion._download_avro_file">
-<span class="sig-name descname"><span class="pre">_download_avro_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file_part</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tmp_dir</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">part_index</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroupVersion._download_avro_file" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroupVersion.load_as_pandas">
-<span class="sig-name descname"><span class="pre">load_as_pandas</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">max_workers</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">10</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroupVersion.load_as_pandas" title="Link to this definition"></a></dt>
-<dd><p>Loads the feature group version into a pandas dataframe.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>max_workers</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The number of threads.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A pandas dataframe displaying the data in the feature group version.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>DataFrame</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.FeatureGroupVersion.load_as_pandas_documents">
-<span class="sig-name descname"><span class="pre">load_as_pandas_documents</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">doc_id_column</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">document_column</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_workers</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">10</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.FeatureGroupVersion.load_as_pandas_documents" title="Link to this definition"></a></dt>
-<dd><p>Loads a feature group with documents data into a pandas dataframe.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>doc_id_feature</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature / column containing the document ID.</p></li>
-<li><p><strong>document_feature</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature / column which either contains the document data itself or page infos with path to remotely stored documents. This column will be replaced with the extracted document data.</p></li>
-<li><p><strong>max_workers</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The number of threads.</p></li>
-<li><p><strong>doc_id_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
-<li><p><strong>document_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A pandas dataframe containing the extracted document data.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>DataFrame</p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.organization_search_result.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_search_result.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
+<span id="abacusai-organization-search-result"></span><h1><a class="reference internal" href="#module-abacusai.organization_search_result" title="abacusai.organization_search_result"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a><a class="headerlink" href="#module-abacusai.organization_search_result" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
+<section id="classes">
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
+<table class="autosummary longtable docutils align-default">
+<tbody>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.organization_search_result.OrganizationSearchResult" title="abacusai.organization_search_result.OrganizationSearchResult"><code class="xref py py-obj docutils literal notranslate"><span class="pre">OrganizationSearchResult</span></code></a></p></td>
+<td><p>A search result object which contains the retrieved artifact and its relevance score</p></td>
+</tr>
+</tbody>
+</table>
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.organization_search_result.OrganizationSearchResult">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.organization_search_result.</span></span><span class="sig-name descname"><span class="pre">OrganizationSearchResult</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">score</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupContext</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroup</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_search_result.OrganizationSearchResult" title="Link to this definition"></a></dt>
@@ -2162,8 +311,8 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
 <li><p><strong>score</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – The relevance score of the search result.</p></li>
 <li><p><strong>featureGroupContext</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The rendered context for the feature group that can be used in prompts</p></li>
-<li><p><strong>featureGroup</strong> (<a class="reference internal" href="#abacusai.organization_search_result.FeatureGroup" title="abacusai.organization_search_result.FeatureGroup"><em>FeatureGroup</em></a>) – The feature group object retrieved through search.</p></li>
-<li><p><strong>featureGroupVersion</strong> (<a class="reference internal" href="#abacusai.organization_search_result.FeatureGroupVersion" title="abacusai.organization_search_result.FeatureGroupVersion"><em>FeatureGroupVersion</em></a>) – The feature group version object retrieved through search.</p></li>
+<li><p><strong>featureGroup</strong> (<a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup"><em>FeatureGroup</em></a>) – The feature group object retrieved through search.</p></li>
+<li><p><strong>featureGroupVersion</strong> (<a class="reference internal" href="../feature_group_version/index.html#abacusai.feature_group_version.FeatureGroupVersion" title="abacusai.feature_group_version.FeatureGroupVersion"><em>FeatureGroupVersion</em></a>) – The feature group version object retrieved through search.</p></li>
 </ul>
 </dd>
 </dl>
@@ -2189,6 +338,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/organization_secret/index.html b/docs/autoapi/abacusai/organization_secret/index.html
index bbdffcbb4..0d37c0512 100644
--- a/docs/autoapi/abacusai/organization_secret/index.html
+++ b/docs/autoapi/abacusai/organization_secret/index.html
@@ -46,222 +46,217 @@
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
               <ul class="current">
-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
 <li class="toctree-l2 current"><a class="reference internal" href="../index.html#submodules">Submodules</a><ul class="current">
-<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html">abacusai.abacus_api</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent/index.html">abacusai.agent</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html">abacusai.agent_data_document_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html">abacusai.agent_data_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html">abacusai.agent_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html">abacusai.ai_building_task</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html">abacusai.algorithm</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html">abacusai.annotation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html">abacusai.annotation_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html">abacusai.annotation_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html">abacusai.annotation_entry</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html">abacusai.annotations_status</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html">abacusai.api_client_utils</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html">abacusai.api_endpoint</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html">abacusai.api_key</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html">abacusai.app_user_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html">abacusai.application_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html">abacusai.batch_prediction</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html">abacusai.code_source</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html">abacusai.concatenation_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html">abacusai.cpu_gpu_memory_specs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html">abacusai.cryptography</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html">abacusai.custom_loss_function</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
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@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.organization_secret</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></li>
       <li class="wy-breadcrumbs-aside">
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@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.organization_secret">
-<span id="abacusai-organization-secret"></span><h1>abacusai.organization_secret<a class="headerlink" href="#module-abacusai.organization_secret" title="Link to this heading"></a></h1>
+<span id="abacusai-organization-secret"></span><h1><a class="reference internal" href="#module-abacusai.organization_secret" title="abacusai.organization_secret"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a><a class="headerlink" href="#module-abacusai.organization_secret" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.organization_secret.AbstractApiClass" title="abacusai.organization_secret.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.organization_secret.OrganizationSecret" title="abacusai.organization_secret.OrganizationSecret"><code class="xref py py-obj docutils literal notranslate"><span class="pre">OrganizationSecret</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.organization_secret.OrganizationSecret" title="abacusai.organization_secret.OrganizationSecret"><code class="xref py py-obj docutils literal notranslate"><span class="pre">OrganizationSecret</span></code></a></p></td>
 <td><p>Organization secret</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.organization_secret.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.organization_secret.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_secret.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_secret.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_secret.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.organization_secret.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_secret.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.organization_secret.OrganizationSecret">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.organization_secret.</span></span><span class="sig-name descname"><span class="pre">OrganizationSecret</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">secretKey</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">value</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.organization_secret.OrganizationSecret" title="Link to this definition"></a></dt>
@@ -362,6 +337,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/page_data/index.html b/docs/autoapi/abacusai/page_data/index.html
index 050f86e98..d06a758b7 100644
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+++ b/docs/autoapi/abacusai/page_data/index.html
@@ -46,222 +46,217 @@
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-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.page_data</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.page_data</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/page_data/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,41 +288,21 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.page_data">
-<span id="abacusai-page-data"></span><h1>abacusai.page_data<a class="headerlink" href="#module-abacusai.page_data" title="Link to this heading"></a></h1>
+<span id="abacusai-page-data"></span><h1><a class="reference internal" href="#module-abacusai.page_data" title="abacusai.page_data"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a><a class="headerlink" href="#module-abacusai.page_data" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.page_data.AbstractApiClass" title="abacusai.page_data.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.page_data.PageData" title="abacusai.page_data.PageData"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PageData</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.page_data.PageData" title="abacusai.page_data.PageData"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PageData</span></code></a></p></td>
 <td><p>Data extracted from a docstore page.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.page_data.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.page_data.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.page_data.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.page_data.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.page_data.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.page_data.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.page_data.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.page_data.PageData">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.page_data.</span></span><span class="sig-name descname"><span class="pre">PageData</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">docId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">page</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">height</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">width</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pageCount</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pageText</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pageTokenStartOffset</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tokenCount</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tokens</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">extractedText</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">rotationAngle</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pageMarkdown</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.page_data.PageData" title="Link to this definition"></a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.page_data.</span></span><span class="sig-name descname"><span class="pre">PageData</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">docId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">page</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">height</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">width</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pageCount</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pageText</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pageTokenStartOffset</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tokenCount</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tokens</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">extractedText</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">rotationAngle</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pageMarkdown</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">embeddedText</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.page_data.PageData" title="Link to this definition"></a></dt>
 <dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
 <p>Data extracted from a docstore page.</p>
 <dl class="field-list simple">
@@ -345,7 +320,8 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>tokens</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The tokens in the page.</p></li>
 <li><p><strong>extractedText</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The extracted text in the page obtained from OCR.</p></li>
 <li><p><strong>rotationAngle</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – The detected rotation angle of the page in degrees. Positive values indicate clockwise and negative values indicate anti-clockwise rotation from the original orientation.</p></li>
-<li><p><strong>pageMarkdown</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The markdown text for the page.</p></li>
+<li><p><strong>pageMarkdown</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The markdown text for the page.</p></li>
+<li><p><strong>embeddedText</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The embedded text in the page. Only available for digital documents.</p></li>
 </ul>
 </dd>
 </dl>
@@ -371,6 +347,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/pipeline/index.html b/docs/autoapi/abacusai/pipeline/index.html
index 65996a10d..b4990bef6 100644
--- a/docs/autoapi/abacusai/pipeline/index.html
+++ b/docs/autoapi/abacusai/pipeline/index.html
@@ -46,222 +46,217 @@
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
               <ul class="current">
-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
 <li class="toctree-l2 current"><a class="reference internal" href="../index.html#submodules">Submodules</a><ul class="current">
-<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html">abacusai.abacus_api</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent/index.html">abacusai.agent</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html">abacusai.agent_data_document_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html">abacusai.agent_data_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html">abacusai.agent_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html">abacusai.ai_building_task</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html">abacusai.algorithm</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html">abacusai.annotation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html">abacusai.annotation_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html">abacusai.annotation_document</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html">abacusai.annotation_entry</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html">abacusai.annotations_status</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html">abacusai.api_client_utils</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html">abacusai.api_endpoint</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html">abacusai.api_key</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html">abacusai.app_user_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html">abacusai.application_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html">abacusai.batch_prediction</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html">abacusai.batch_prediction_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html">abacusai.batch_prediction_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html">abacusai.categorical_range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html">abacusai.chat_message</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html">abacusai.chat_session</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../client/index.html">abacusai.client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html">abacusai.code_source</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html">abacusai.concatenation_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html">abacusai.cpu_gpu_memory_specs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html">abacusai.cryptography</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html">abacusai.custom_loss_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html">abacusai.custom_metric</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html">abacusai.custom_metric_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html">abacusai.custom_train_function_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html">abacusai.data_consistency_duplication</a></li>
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-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
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@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
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-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.pipeline</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></li>
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@@ -293,477 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.pipeline">
-<span id="abacusai-pipeline"></span><h1>abacusai.pipeline<a class="headerlink" href="#module-abacusai.pipeline" title="Link to this heading"></a></h1>
+<span id="abacusai-pipeline"></span><h1><a class="reference internal" href="#module-abacusai.pipeline" title="abacusai.pipeline"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a><a class="headerlink" href="#module-abacusai.pipeline" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.pipeline.PythonFunctionArgument" title="abacusai.pipeline.PythonFunctionArgument"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PythonFunctionArgument</span></code></a></p></td>
-<td><p>A config class for python function arguments</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.pipeline.CodeSource" title="abacusai.pipeline.CodeSource"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CodeSource</span></code></a></p></td>
-<td><p>Code source for python-based custom feature groups and models</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.pipeline.PipelineReference" title="abacusai.pipeline.PipelineReference"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PipelineReference</span></code></a></p></td>
-<td><p>A reference to a pipeline to the objects it is run on.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.pipeline.PipelineStep" title="abacusai.pipeline.PipelineStep"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PipelineStep</span></code></a></p></td>
-<td><p>A step in a pipeline.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.pipeline.PipelineVersion" title="abacusai.pipeline.PipelineVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PipelineVersion</span></code></a></p></td>
-<td><p>A version of a pipeline.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.pipeline.AbstractApiClass" title="abacusai.pipeline.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.pipeline.Pipeline" title="abacusai.pipeline.Pipeline"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Pipeline</span></code></a></p></td>
 <td><p>A Pipeline For Steps.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.pipeline.PythonFunctionArgument">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.pipeline.</span></span><span class="sig-name descname"><span class="pre">PythonFunctionArgument</span></span><a class="headerlink" href="#abacusai.pipeline.PythonFunctionArgument" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
-<p>A config class for python function arguments</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>variable_type</strong> (<a class="reference internal" href="../api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionArgumentType" title="abacusai.api_class.enums.PythonFunctionArgumentType"><em>PythonFunctionArgumentType</em></a>) – The type of the python function argument</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the python function variable</p></li>
-<li><p><strong>is_required</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether the argument is required</p></li>
-<li><p><strong>value</strong> (<em>Any</em>) – The value of the argument</p></li>
-<li><p><strong>pipeline_variable</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the pipeline variable to use as the value</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.pipeline.PythonFunctionArgument.variable_type">
-<span class="sig-name descname"><span class="pre">variable_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionArgumentType" title="abacusai.api_class.enums.PythonFunctionArgumentType"><span class="pre">abacusai.api_class.enums.PythonFunctionArgumentType</span></a></em><a class="headerlink" href="#abacusai.pipeline.PythonFunctionArgument.variable_type" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.pipeline.PythonFunctionArgument.name">
-<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.pipeline.PythonFunctionArgument.name" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.pipeline.PythonFunctionArgument.is_required">
-<span class="sig-name descname"><span class="pre">is_required</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.pipeline.PythonFunctionArgument.is_required" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.pipeline.PythonFunctionArgument.value">
-<span class="sig-name descname"><span class="pre">value</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Any</span></em><a class="headerlink" href="#abacusai.pipeline.PythonFunctionArgument.value" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.pipeline.PythonFunctionArgument.pipeline_variable">
-<span class="sig-name descname"><span class="pre">pipeline_variable</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.pipeline.PythonFunctionArgument.pipeline_variable" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.pipeline.CodeSource">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.pipeline.</span></span><span class="sig-name descname"><span class="pre">CodeSource</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceCode</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">applicationConnectorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">applicationConnectorInfo</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">packageRequirements</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">publishingMsg</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">moduleDependencies</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline.CodeSource" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Code source for python-based custom feature groups and models</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>sourceType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of the source, one of TEXT, PYTHON, FILE_UPLOAD, or APPLICATION_CONNECTOR</p></li>
-<li><p><strong>sourceCode</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If the type of the source is TEXT, the raw text of the function</p></li>
-<li><p><strong>applicationConnectorId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The Application Connector to fetch the code from</p></li>
-<li><p><strong>applicationConnectorInfo</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Args passed to the application connector to fetch the code</p></li>
-<li><p><strong>packageRequirements</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The pip package dependencies required to run the code</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The status of the code and validations</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If the status is failed, an error message describing what went wrong</p></li>
-<li><p><strong>publishingMsg</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Warnings in the source code</p></li>
-<li><p><strong>moduleDependencies</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The list of internal modules dependencies required to run the code</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.pipeline.CodeSource.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline.CodeSource.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.pipeline.CodeSource.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline.CodeSource.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.pipeline.CodeSource.import_as_cell">
-<span class="sig-name descname"><span class="pre">import_as_cell</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline.CodeSource.import_as_cell" title="Link to this definition"></a></dt>
-<dd><p>Adds the source code as an unexecuted cell in the notebook.</p>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.pipeline.PipelineReference">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.pipeline.</span></span><span class="sig-name descname"><span class="pre">PipelineReference</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipelineReferenceId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipelineId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">objectType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">datasetId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deploymentId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batchPredictionDescriptionId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelMonitorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">notebookId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline.PipelineReference" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A reference to a pipeline to the objects it is run on.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>pipelineReferenceId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The id of the reference.</p></li>
-<li><p><strong>pipelineId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The id of the pipeline for the reference.</p></li>
-<li><p><strong>objectType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The object type of the reference.</p></li>
-<li><p><strong>datasetId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The dataset id of the reference.</p></li>
-<li><p><strong>modelId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The model id of the reference.</p></li>
-<li><p><strong>deploymentId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The deployment id of the reference.</p></li>
-<li><p><strong>batchPredictionDescriptionId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The batch prediction description id of the reference.</p></li>
-<li><p><strong>modelMonitorId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The model monitor id of the reference.</p></li>
-<li><p><strong>notebookId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The notebook id of the reference.</p></li>
-<li><p><strong>featureGroupId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The feature group id of the reference.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.pipeline.PipelineReference.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline.PipelineReference.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.pipeline.PipelineReference.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline.PipelineReference.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.pipeline.PipelineStep">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.pipeline.</span></span><span class="sig-name descname"><span class="pre">PipelineStep</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipelineStepId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipelineId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stepName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipelineName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">updatedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pythonFunctionId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stepDependencies</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cpuSize</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">memory</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pythonFunction</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">codeSource</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline.PipelineStep" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A step in a pipeline.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>pipelineStepId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The reference to this step.</p></li>
-<li><p><strong>pipelineId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The reference to the pipeline this step belongs to.</p></li>
-<li><p><strong>stepName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the step.</p></li>
-<li><p><strong>pipelineName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the pipeline this step is a part of.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The date and time which this step was created.</p></li>
-<li><p><strong>updatedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The date and time when this step was last updated.</p></li>
-<li><p><strong>pythonFunctionId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The python function_id.</p></li>
-<li><p><strong>stepDependencies</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – List of steps this step depends on.</p></li>
-<li><p><strong>cpuSize</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – CPU size specified for the step function.</p></li>
-<li><p><strong>memory</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Memory in GB specified for the step function.</p></li>
-<li><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Timeout for the step in minutes, default is 300 minutes.</p></li>
-<li><p><strong>pythonFunction</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.PythonFunction" title="abacusai.client.PythonFunction"><em>PythonFunction</em></a>) – Information about the python function for the step.</p></li>
-<li><p><strong>codeSource</strong> (<a class="reference internal" href="#abacusai.pipeline.CodeSource" title="abacusai.pipeline.CodeSource"><em>CodeSource</em></a>) – Information about the source code of the step function.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.pipeline.PipelineStep.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline.PipelineStep.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.pipeline.PipelineStep.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline.PipelineStep.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.pipeline.PipelineStep.delete">
-<span class="sig-name descname"><span class="pre">delete</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline.PipelineStep.delete" title="Link to this definition"></a></dt>
-<dd><p>Deletes a step from a pipeline.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>pipeline_step_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The ID of the pipeline step.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.pipeline.PipelineStep.update">
-<span class="sig-name descname"><span class="pre">update</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">function_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">source_code</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">step_input_mappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_variable_mappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">step_dependencies</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">package_requirements</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cpu_size</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">memory</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline.PipelineStep.update" title="Link to this definition"></a></dt>
-<dd><p>Creates a step in a given pipeline.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>function_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the Python function.</p></li>
-<li><p><strong>source_code</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Contents of a valid Python source code file. The source code should contain the transform feature group functions. A list of allowed imports and system libraries for each language is specified in the user functions documentation section.</p></li>
-<li><p><strong>step_input_mappings</strong> (<em>List</em>) – List of Python function arguments.</p></li>
-<li><p><strong>output_variable_mappings</strong> (<em>List</em>) – List of Python function outputs.</p></li>
-<li><p><strong>step_dependencies</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of step names this step depends on.</p></li>
-<li><p><strong>package_requirements</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of package requirement strings. For example: [‘numpy==1.2.3’, ‘pandas&gt;=1.4.0’].</p></li>
-<li><p><strong>cpu_size</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Size of the CPU for the step function.</p></li>
-<li><p><strong>memory</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Memory (in GB) for the step function.</p></li>
-<li><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Timeout for the pipeline step, default is 300 minutes.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Object describing the pipeline.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.pipeline.PipelineStep" title="abacusai.pipeline.PipelineStep">PipelineStep</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.pipeline.PipelineStep.rename">
-<span class="sig-name descname"><span class="pre">rename</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">step_name</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline.PipelineStep.rename" title="Link to this definition"></a></dt>
-<dd><p>Renames a step in a given pipeline.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>step_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the step.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Object describing the pipeline.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.pipeline.PipelineStep" title="abacusai.pipeline.PipelineStep">PipelineStep</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.pipeline.PipelineStep.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline.PipelineStep.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.pipeline.PipelineStep" title="abacusai.pipeline.PipelineStep">PipelineStep</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.pipeline.PipelineStep.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline.PipelineStep.describe" title="Link to this definition"></a></dt>
-<dd><p>Deletes a step from a pipeline.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>pipeline_step_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The ID of the pipeline step.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An object describing the pipeline step.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.pipeline.PipelineStep" title="abacusai.pipeline.PipelineStep">PipelineStep</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.pipeline.PipelineVersion">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.pipeline.</span></span><span class="sig-name descname"><span class="pre">PipelineVersion</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipelineName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipelineId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipelineVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">updatedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">completedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stepVersions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">codeSource</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipelineVariableMappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline.PipelineVersion" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A version of a pipeline.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>pipelineName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the pipeline this step is a part of.</p></li>
-<li><p><strong>pipelineId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The reference to the pipeline this step belongs to.</p></li>
-<li><p><strong>pipelineVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The reference to this pipeline version.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The date and time which this pipeline version was created.</p></li>
-<li><p><strong>updatedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The date and time which this pipeline version was updated.</p></li>
-<li><p><strong>completedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The date and time which this pipeline version was updated.</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The status of the pipeline version.</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The relevant error, if the status is FAILED.</p></li>
-<li><p><strong>stepVersions</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.PipelineStepVersion" title="abacusai.client.PipelineStepVersion"><em>PipelineStepVersion</em></a>) – A list of the pipeline step versions.</p></li>
-<li><p><strong>codeSource</strong> (<a class="reference internal" href="#abacusai.pipeline.CodeSource" title="abacusai.pipeline.CodeSource"><em>CodeSource</em></a>) – information on the source code</p></li>
-<li><p><strong>pipelineVariableMappings</strong> (<a class="reference internal" href="#abacusai.pipeline.PythonFunctionArgument" title="abacusai.pipeline.PythonFunctionArgument"><em>PythonFunctionArgument</em></a>) – A description of the function variables into the pipeline.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.pipeline.PipelineVersion.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline.PipelineVersion.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.pipeline.PipelineVersion.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline.PipelineVersion.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.pipeline.PipelineVersion.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline.PipelineVersion.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.pipeline.PipelineVersion" title="abacusai.pipeline.PipelineVersion">PipelineVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.pipeline.PipelineVersion.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline.PipelineVersion.describe" title="Link to this definition"></a></dt>
-<dd><p>Describes a specified pipeline version</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>pipeline_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier for the pipeline version</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Object describing the pipeline version</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.pipeline.PipelineVersion" title="abacusai.pipeline.PipelineVersion">PipelineVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.pipeline.PipelineVersion.reset">
-<span class="sig-name descname"><span class="pre">reset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">steps</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">include_downstream_steps</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline.PipelineVersion.reset" title="Link to this definition"></a></dt>
-<dd><p>Reruns a pipeline version for the given steps and downstream steps if specified.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>steps</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of pipeline step names to rerun.</p></li>
-<li><p><strong>include_downstream_steps</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to rerun downstream steps from the steps you have passed</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Object describing the pipeline version</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.pipeline.PipelineVersion" title="abacusai.pipeline.PipelineVersion">PipelineVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.pipeline.PipelineVersion.list_logs">
-<span class="sig-name descname"><span class="pre">list_logs</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline.PipelineVersion.list_logs" title="Link to this definition"></a></dt>
-<dd><p>Gets the logs for the steps in a given pipeline version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>pipeline_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The id of the pipeline version.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Object describing the logs for the steps in the pipeline.</p>
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-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.PipelineVersionLogs" title="abacusai.client.PipelineVersionLogs">PipelineVersionLogs</a></p>
-</dd>
-</dl>
-</dd></dl>
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-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.pipeline.PipelineVersion.skip_pending_steps">
-<span class="sig-name descname"><span class="pre">skip_pending_steps</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline.PipelineVersion.skip_pending_steps" title="Link to this definition"></a></dt>
-<dd><p>Skips pending steps in a pipeline version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
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-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Object describing the pipeline version</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.pipeline.PipelineVersion" title="abacusai.pipeline.PipelineVersion">PipelineVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.pipeline.PipelineVersion.wait_for_pipeline">
-<span class="sig-name descname"><span class="pre">wait_for_pipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1200</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline.PipelineVersion.wait_for_pipeline" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until all the stages in a pipeline version have completed.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
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-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.pipeline.PipelineVersion.get_status">
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-<dd><p>Gets the status of the pipeline version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A string describing the status of a pipeline version (pending, running, complete, etc.).</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)">str</a></p>
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-</dl>
-</dd></dl>
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-<dt class="sig sig-object py" id="abacusai.pipeline.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.pipeline.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.pipeline.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.pipeline.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.pipeline.Pipeline">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.pipeline.</span></span><span class="sig-name descname"><span class="pre">Pipeline</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipelineName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipelineId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">notebookId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cron</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nextRunTime</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">isProd</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">warning</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdBy</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">steps</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipelineReferences</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">latestPipelineVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">codeSource</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipelineVariableMappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline.Pipeline" title="Link to this definition"></a></dt>
@@ -782,11 +318,11 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>isProd</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether this pipeline is a production pipeline.</p></li>
 <li><p><strong>warning</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Warning message for possible errors that might occur if the pipeline is run.</p></li>
 <li><p><strong>createdBy</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The email of the user who created the pipeline</p></li>
-<li><p><strong>steps</strong> (<a class="reference internal" href="#abacusai.pipeline.PipelineStep" title="abacusai.pipeline.PipelineStep"><em>PipelineStep</em></a>) – A list of the pipeline steps attached to the pipeline.</p></li>
-<li><p><strong>pipelineReferences</strong> (<a class="reference internal" href="#abacusai.pipeline.PipelineReference" title="abacusai.pipeline.PipelineReference"><em>PipelineReference</em></a>) – A list of references from the pipeline to other objects</p></li>
-<li><p><strong>latestPipelineVersion</strong> (<a class="reference internal" href="#abacusai.pipeline.PipelineVersion" title="abacusai.pipeline.PipelineVersion"><em>PipelineVersion</em></a>) – The latest version of the pipeline.</p></li>
-<li><p><strong>codeSource</strong> (<a class="reference internal" href="#abacusai.pipeline.CodeSource" title="abacusai.pipeline.CodeSource"><em>CodeSource</em></a>) – information on the source code</p></li>
-<li><p><strong>pipelineVariableMappings</strong> (<a class="reference internal" href="#abacusai.pipeline.PythonFunctionArgument" title="abacusai.pipeline.PythonFunctionArgument"><em>PythonFunctionArgument</em></a>) – A description of the function variables into the pipeline.</p></li>
+<li><p><strong>steps</strong> (<a class="reference internal" href="../pipeline_step/index.html#abacusai.pipeline_step.PipelineStep" title="abacusai.pipeline_step.PipelineStep"><em>PipelineStep</em></a>) – A list of the pipeline steps attached to the pipeline.</p></li>
+<li><p><strong>pipelineReferences</strong> (<a class="reference internal" href="../pipeline_reference/index.html#abacusai.pipeline_reference.PipelineReference" title="abacusai.pipeline_reference.PipelineReference"><em>PipelineReference</em></a>) – A list of references from the pipeline to other objects</p></li>
+<li><p><strong>latestPipelineVersion</strong> (<a class="reference internal" href="../pipeline_version/index.html#abacusai.pipeline_version.PipelineVersion" title="abacusai.pipeline_version.PipelineVersion"><em>PipelineVersion</em></a>) – The latest version of the pipeline.</p></li>
+<li><p><strong>codeSource</strong> (<a class="reference internal" href="../code_source/index.html#abacusai.code_source.CodeSource" title="abacusai.code_source.CodeSource"><em>CodeSource</em></a>) – information on the source code</p></li>
+<li><p><strong>pipelineVariableMappings</strong> (<a class="reference internal" href="../api_class/index.html#abacusai.api_class.PythonFunctionArgument" title="abacusai.api_class.PythonFunctionArgument"><em>PythonFunctionArgument</em></a>) – A description of the function variables into the pipeline.</p></li>
 </ul>
 </dd>
 </dl>
@@ -903,7 +439,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A list of pipeline versions.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.pipeline.PipelineVersion" title="abacusai.pipeline.PipelineVersion">PipelineVersion</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../pipeline_version/index.html#abacusai.pipeline_version.PipelineVersion" title="abacusai.pipeline_version.PipelineVersion">PipelineVersion</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -920,7 +456,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The object describing the pipeline</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.pipeline.PipelineVersion" title="abacusai.pipeline.PipelineVersion">PipelineVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../pipeline_version/index.html#abacusai.pipeline_version.PipelineVersion" title="abacusai.pipeline_version.PipelineVersion">PipelineVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -965,7 +501,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>An object describing the pipeline step.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.pipeline.PipelineStep" title="abacusai.pipeline.PipelineStep">PipelineStep</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../pipeline_step/index.html#abacusai.pipeline_step.PipelineStep" title="abacusai.pipeline_step.PipelineStep">PipelineStep</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -1068,6 +604,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/pipeline_reference/index.html b/docs/autoapi/abacusai/pipeline_reference/index.html
index fa4088d18..c8da3e60d 100644
--- a/docs/autoapi/abacusai/pipeline_reference/index.html
+++ b/docs/autoapi/abacusai/pipeline_reference/index.html
@@ -46,222 +46,217 @@
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               <ul class="current">
-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
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-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
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-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
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@@ -281,8 +276,8 @@
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   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.pipeline_reference</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></li>
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             <a href="../../../_sources/autoapi/abacusai/pipeline_reference/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.pipeline_reference">
-<span id="abacusai-pipeline-reference"></span><h1>abacusai.pipeline_reference<a class="headerlink" href="#module-abacusai.pipeline_reference" title="Link to this heading"></a></h1>
+<span id="abacusai-pipeline-reference"></span><h1><a class="reference internal" href="#module-abacusai.pipeline_reference" title="abacusai.pipeline_reference"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a><a class="headerlink" href="#module-abacusai.pipeline_reference" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.pipeline_reference.AbstractApiClass" title="abacusai.pipeline_reference.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.pipeline_reference.PipelineReference" title="abacusai.pipeline_reference.PipelineReference"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PipelineReference</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.pipeline_reference.PipelineReference" title="abacusai.pipeline_reference.PipelineReference"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PipelineReference</span></code></a></p></td>
 <td><p>A reference to a pipeline to the objects it is run on.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.pipeline_reference.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.pipeline_reference.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline_reference.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.pipeline_reference.AbstractApiClass.__eq__">
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-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.pipeline_reference.AbstractApiClass._get_attribute_as_dict">
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-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.pipeline_reference.PipelineReference">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.pipeline_reference.</span></span><span class="sig-name descname"><span class="pre">PipelineReference</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipelineReferenceId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipelineId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">objectType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">datasetId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deploymentId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batchPredictionDescriptionId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelMonitorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">notebookId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline_reference.PipelineReference" title="Link to this definition"></a></dt>
@@ -369,6 +344,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/pipeline_step/index.html b/docs/autoapi/abacusai/pipeline_step/index.html
index ccd05620c..f25241ff3 100644
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+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.pipeline_step</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></li>
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@@ -293,181 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.pipeline_step">
-<span id="abacusai-pipeline-step"></span><h1>abacusai.pipeline_step<a class="headerlink" href="#module-abacusai.pipeline_step" title="Link to this heading"></a></h1>
+<span id="abacusai-pipeline-step"></span><h1><a class="reference internal" href="#module-abacusai.pipeline_step" title="abacusai.pipeline_step"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a><a class="headerlink" href="#module-abacusai.pipeline_step" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.pipeline_step.CodeSource" title="abacusai.pipeline_step.CodeSource"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CodeSource</span></code></a></p></td>
-<td><p>Code source for python-based custom feature groups and models</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.pipeline_step.PythonFunction" title="abacusai.pipeline_step.PythonFunction"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PythonFunction</span></code></a></p></td>
-<td><p>Customer created python function</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.pipeline_step.AbstractApiClass" title="abacusai.pipeline_step.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.pipeline_step.PipelineStep" title="abacusai.pipeline_step.PipelineStep"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PipelineStep</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.pipeline_step.PipelineStep" title="abacusai.pipeline_step.PipelineStep"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PipelineStep</span></code></a></p></td>
 <td><p>A step in a pipeline.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.pipeline_step.CodeSource">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.pipeline_step.</span></span><span class="sig-name descname"><span class="pre">CodeSource</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceCode</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">applicationConnectorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">applicationConnectorInfo</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">packageRequirements</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">publishingMsg</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">moduleDependencies</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline_step.CodeSource" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Code source for python-based custom feature groups and models</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>sourceType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of the source, one of TEXT, PYTHON, FILE_UPLOAD, or APPLICATION_CONNECTOR</p></li>
-<li><p><strong>sourceCode</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If the type of the source is TEXT, the raw text of the function</p></li>
-<li><p><strong>applicationConnectorId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The Application Connector to fetch the code from</p></li>
-<li><p><strong>applicationConnectorInfo</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Args passed to the application connector to fetch the code</p></li>
-<li><p><strong>packageRequirements</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The pip package dependencies required to run the code</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The status of the code and validations</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If the status is failed, an error message describing what went wrong</p></li>
-<li><p><strong>publishingMsg</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Warnings in the source code</p></li>
-<li><p><strong>moduleDependencies</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The list of internal modules dependencies required to run the code</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.pipeline_step.CodeSource.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline_step.CodeSource.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.pipeline_step.CodeSource.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline_step.CodeSource.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.pipeline_step.CodeSource.import_as_cell">
-<span class="sig-name descname"><span class="pre">import_as_cell</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline_step.CodeSource.import_as_cell" title="Link to this definition"></a></dt>
-<dd><p>Adds the source code as an unexecuted cell in the notebook.</p>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.pipeline_step.PythonFunction">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.pipeline_step.</span></span><span class="sig-name descname"><span class="pre">PythonFunction</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">notebookId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">functionVariableMappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">outputVariableMappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">functionName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pythonFunctionId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">functionType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">packageRequirements</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">codeSource</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline_step.PythonFunction" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Customer created python function</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>notebookId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the notebook used to spin up the notebook upon creation.</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name to identify the algorithm, only uppercase letters, numbers, and underscores allowed (i.e. it must be a valid Python identifier)</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The ISO-8601 string representing when the Python function was created.</p></li>
-<li><p><strong>functionVariableMappings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – A description of the function variables.</p></li>
-<li><p><strong>outputVariableMappings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – A description of the variables returned by the function</p></li>
-<li><p><strong>functionName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the Python function to be used.</p></li>
-<li><p><strong>pythonFunctionId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the Python function.</p></li>
-<li><p><strong>functionType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of the Python function.</p></li>
-<li><p><strong>packageRequirements</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The pip package dependencies required to run the code</p></li>
-<li><p><strong>codeSource</strong> (<a class="reference internal" href="#abacusai.pipeline_step.CodeSource" title="abacusai.pipeline_step.CodeSource"><em>CodeSource</em></a>) – Information about the source code of the Python function.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.pipeline_step.PythonFunction.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline_step.PythonFunction.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.pipeline_step.PythonFunction.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline_step.PythonFunction.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.pipeline_step.PythonFunction.add_graph_to_dashboard">
-<span class="sig-name descname"><span class="pre">add_graph_to_dashboard</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">graph_dashboard_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">function_variable_mappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline_step.PythonFunction.add_graph_to_dashboard" title="Link to this definition"></a></dt>
-<dd><p>Add a python plot function to a dashboard</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>graph_dashboard_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier for the graph dashboard to update.</p></li>
-<li><p><strong>function_variable_mappings</strong> (<em>List</em>) – List of arguments to be supplied to the function as parameters, in the format [{‘name’: ‘function_argument’, ‘variable_type’: ‘FEATURE_GROUP’, ‘value’: ‘name_of_feature_group’}].</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the added python plot</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An object describing the graph dashboard.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.GraphDashboard" title="abacusai.client.GraphDashboard">GraphDashboard</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.pipeline_step.PythonFunction.validate_locally">
-<span class="sig-name descname"><span class="pre">validate_locally</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">kwargs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline_step.PythonFunction.validate_locally" title="Link to this definition"></a></dt>
-<dd><p>Validates a Python function by running it with the given input values in an local environment. Taking Input Feature Group as either name(string) or Pandas DataFrame in kwargs.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>kwargs</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – A dictionary mapping function arguments to values to pass to the function. Feature group names will automatically be converted into pandas dataframes.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The result of executing the python function</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>any</p>
-</dd>
-<dt class="field-even">Raises<span class="colon">:</span></dt>
-<dd class="field-even"><ul class="simple">
-<li><p><a class="reference external" href="https://docs.python.org/3/library/exceptions.html#TypeError" title="(in Python v3.12)"><strong>TypeError</strong></a> – If an Input Feature Group argument has an invalid type or argument is missing.</p></li>
-<li><p><a class="reference external" href="https://docs.python.org/3/library/exceptions.html#Exception" title="(in Python v3.12)"><strong>Exception</strong></a> – If an error occurs while validating the Python function.</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.pipeline_step.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.pipeline_step.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline_step.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.pipeline_step.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline_step.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.pipeline_step.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline_step.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.pipeline_step.PipelineStep">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.pipeline_step.</span></span><span class="sig-name descname"><span class="pre">PipelineStep</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipelineStepId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipelineId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stepName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipelineName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">updatedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pythonFunctionId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stepDependencies</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cpuSize</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">memory</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pythonFunction</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">codeSource</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline_step.PipelineStep" title="Link to this definition"></a></dt>
@@ -488,8 +320,8 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>cpuSize</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – CPU size specified for the step function.</p></li>
 <li><p><strong>memory</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Memory in GB specified for the step function.</p></li>
 <li><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Timeout for the step in minutes, default is 300 minutes.</p></li>
-<li><p><strong>pythonFunction</strong> (<a class="reference internal" href="#abacusai.pipeline_step.PythonFunction" title="abacusai.pipeline_step.PythonFunction"><em>PythonFunction</em></a>) – Information about the python function for the step.</p></li>
-<li><p><strong>codeSource</strong> (<a class="reference internal" href="#abacusai.pipeline_step.CodeSource" title="abacusai.pipeline_step.CodeSource"><em>CodeSource</em></a>) – Information about the source code of the step function.</p></li>
+<li><p><strong>pythonFunction</strong> (<a class="reference internal" href="../python_function/index.html#abacusai.python_function.PythonFunction" title="abacusai.python_function.PythonFunction"><em>PythonFunction</em></a>) – Information about the python function for the step.</p></li>
+<li><p><strong>codeSource</strong> (<a class="reference internal" href="../code_source/index.html#abacusai.code_source.CodeSource" title="abacusai.code_source.CodeSource"><em>CodeSource</em></a>) – Information about the source code of the step function.</p></li>
 </ul>
 </dd>
 </dl>
@@ -601,6 +433,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/pipeline_step_version/index.html b/docs/autoapi/abacusai/pipeline_step_version/index.html
index eaf059f06..83c2fc8bb 100644
--- a/docs/autoapi/abacusai/pipeline_step_version/index.html
+++ b/docs/autoapi/abacusai/pipeline_step_version/index.html
@@ -46,222 +46,217 @@
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-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.pipeline_step_version</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.pipeline_step_version</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></li>
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@@ -293,139 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.pipeline_step_version">
-<span id="abacusai-pipeline-step-version"></span><h1>abacusai.pipeline_step_version<a class="headerlink" href="#module-abacusai.pipeline_step_version" title="Link to this heading"></a></h1>
+<span id="abacusai-pipeline-step-version"></span><h1><a class="reference internal" href="#module-abacusai.pipeline_step_version" title="abacusai.pipeline_step_version"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a><a class="headerlink" href="#module-abacusai.pipeline_step_version" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.pipeline_step_version.CodeSource" title="abacusai.pipeline_step_version.CodeSource"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CodeSource</span></code></a></p></td>
-<td><p>Code source for python-based custom feature groups and models</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.pipeline_step_version.PipelineStepVersionReference" title="abacusai.pipeline_step_version.PipelineStepVersionReference"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PipelineStepVersionReference</span></code></a></p></td>
-<td><p>A reference from a pipeline step version to the versions that were output from the pipeline step.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.pipeline_step_version.AbstractApiClass" title="abacusai.pipeline_step_version.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.pipeline_step_version.PipelineStepVersion" title="abacusai.pipeline_step_version.PipelineStepVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PipelineStepVersion</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.pipeline_step_version.PipelineStepVersion" title="abacusai.pipeline_step_version.PipelineStepVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PipelineStepVersion</span></code></a></p></td>
 <td><p>A version of a pipeline step.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.pipeline_step_version.CodeSource">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.pipeline_step_version.</span></span><span class="sig-name descname"><span class="pre">CodeSource</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceCode</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">applicationConnectorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">applicationConnectorInfo</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">packageRequirements</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">publishingMsg</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">moduleDependencies</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline_step_version.CodeSource" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Code source for python-based custom feature groups and models</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>sourceType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of the source, one of TEXT, PYTHON, FILE_UPLOAD, or APPLICATION_CONNECTOR</p></li>
-<li><p><strong>sourceCode</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If the type of the source is TEXT, the raw text of the function</p></li>
-<li><p><strong>applicationConnectorId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The Application Connector to fetch the code from</p></li>
-<li><p><strong>applicationConnectorInfo</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Args passed to the application connector to fetch the code</p></li>
-<li><p><strong>packageRequirements</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The pip package dependencies required to run the code</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The status of the code and validations</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If the status is failed, an error message describing what went wrong</p></li>
-<li><p><strong>publishingMsg</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Warnings in the source code</p></li>
-<li><p><strong>moduleDependencies</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The list of internal modules dependencies required to run the code</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.pipeline_step_version.CodeSource.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline_step_version.CodeSource.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.pipeline_step_version.CodeSource.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline_step_version.CodeSource.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.pipeline_step_version.CodeSource.import_as_cell">
-<span class="sig-name descname"><span class="pre">import_as_cell</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline_step_version.CodeSource.import_as_cell" title="Link to this definition"></a></dt>
-<dd><p>Adds the source code as an unexecuted cell in the notebook.</p>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.pipeline_step_version.PipelineStepVersionReference">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.pipeline_step_version.</span></span><span class="sig-name descname"><span class="pre">PipelineStepVersionReference</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipelineStepVersionReferenceId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipelineStepVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">objectType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">datasetVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deploymentVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batchPredictionId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelMonitorVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">notebookVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline_step_version.PipelineStepVersionReference" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A reference from a pipeline step version to the versions that were output from the pipeline step.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>pipelineStepVersionReferenceId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The id of the reference.</p></li>
-<li><p><strong>pipelineStepVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The pipeline step version the reference is connected to.</p></li>
-<li><p><strong>objectType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The object type of the reference.</p></li>
-<li><p><strong>datasetVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The dataset version the reference is connected to.</p></li>
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-<li><p><strong>modelMonitorVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The model monitor version the reference is connected to.</p></li>
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-<li><p><strong>featureGroupVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The feature group version the reference is connected to.</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The status of the reference</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The error message if the reference is in an error state.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.pipeline_step_version.PipelineStepVersionReference.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline_step_version.PipelineStepVersionReference.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.pipeline_step_version.PipelineStepVersionReference.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline_step_version.PipelineStepVersionReference.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.pipeline_step_version.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.pipeline_step_version.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline_step_version.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.pipeline_step_version.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline_step_version.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.pipeline_step_version.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline_step_version.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.pipeline_step_version.PipelineStepVersion">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.pipeline_step_version.</span></span><span class="sig-name descname"><span class="pre">PipelineStepVersion</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stepName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipelineStepVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipelineStepId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipelineId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipelineVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">updatedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">outputErrors</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pythonFunctionId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">functionVariableMappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stepDependencies</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">outputVariableMappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cpuSize</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">memory</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipelineStepVersionReferences</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">codeSource</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline_step_version.PipelineStepVersion" title="Link to this definition"></a></dt>
@@ -452,8 +326,8 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>cpuSize</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – CPU size specified for the step function.</p></li>
 <li><p><strong>memory</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Memory in GB specified for the step function.</p></li>
 <li><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The timeout in minutes for the pipeline step.</p></li>
-<li><p><strong>pipelineStepVersionReferences</strong> (<a class="reference internal" href="#abacusai.pipeline_step_version.PipelineStepVersionReference" title="abacusai.pipeline_step_version.PipelineStepVersionReference"><em>PipelineStepVersionReference</em></a>) – A list to the output instances of the pipeline step version.</p></li>
-<li><p><strong>codeSource</strong> (<a class="reference internal" href="#abacusai.pipeline_step_version.CodeSource" title="abacusai.pipeline_step_version.CodeSource"><em>CodeSource</em></a>) – Information about the source code of the pipeline step version.</p></li>
+<li><p><strong>pipelineStepVersionReferences</strong> (<a class="reference internal" href="../pipeline_step_version_reference/index.html#abacusai.pipeline_step_version_reference.PipelineStepVersionReference" title="abacusai.pipeline_step_version_reference.PipelineStepVersionReference"><em>PipelineStepVersionReference</em></a>) – A list to the output instances of the pipeline step version.</p></li>
+<li><p><strong>codeSource</strong> (<a class="reference internal" href="../code_source/index.html#abacusai.code_source.CodeSource" title="abacusai.code_source.CodeSource"><em>CodeSource</em></a>) – Information about the source code of the pipeline step version.</p></li>
 </ul>
 </dd>
 </dl>
@@ -520,13 +394,14 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Object describing the pipeline step logs.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.PipelineStepVersionLogs" title="abacusai.client.PipelineStepVersionLogs">PipelineStepVersionLogs</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../pipeline_step_version_logs/index.html#abacusai.pipeline_step_version_logs.PipelineStepVersionLogs" title="abacusai.pipeline_step_version_logs.PipelineStepVersionLogs">PipelineStepVersionLogs</a></p>
 </dd>
 </dl>
 </dd></dl>
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/pipeline_step_version_logs/index.html b/docs/autoapi/abacusai/pipeline_step_version_logs/index.html
index f214518fe..31df04d79 100644
--- a/docs/autoapi/abacusai/pipeline_step_version_logs/index.html
+++ b/docs/autoapi/abacusai/pipeline_step_version_logs/index.html
@@ -46,222 +46,217 @@
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-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.pipeline_step_version_logs</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
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@@ -281,8 +276,8 @@
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       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.pipeline_step_version_logs</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/pipeline_step_version_logs/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.pipeline_step_version_logs">
-<span id="abacusai-pipeline-step-version-logs"></span><h1>abacusai.pipeline_step_version_logs<a class="headerlink" href="#module-abacusai.pipeline_step_version_logs" title="Link to this heading"></a></h1>
+<span id="abacusai-pipeline-step-version-logs"></span><h1><a class="reference internal" href="#module-abacusai.pipeline_step_version_logs" title="abacusai.pipeline_step_version_logs"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a><a class="headerlink" href="#module-abacusai.pipeline_step_version_logs" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.pipeline_step_version_logs.AbstractApiClass" title="abacusai.pipeline_step_version_logs.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.pipeline_step_version_logs.PipelineStepVersionLogs" title="abacusai.pipeline_step_version_logs.PipelineStepVersionLogs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PipelineStepVersionLogs</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.pipeline_step_version_logs.PipelineStepVersionLogs" title="abacusai.pipeline_step_version_logs.PipelineStepVersionLogs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PipelineStepVersionLogs</span></code></a></p></td>
 <td><p>Logs for a given pipeline step version.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.pipeline_step_version_logs.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.pipeline_step_version_logs.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline_step_version_logs.AbstractApiClass" title="Link to this definition"></a></dt>
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-<dd><p>Return self==value.</p>
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-
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-<dt class="sig sig-object py" id="abacusai.pipeline_step_version_logs.AbstractApiClass._get_attribute_as_dict">
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-<dd></dd></dl>
-
-</dd></dl>
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 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.pipeline_step_version_logs.PipelineStepVersionLogs">
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@@ -363,6 +338,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
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+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
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+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
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@@ -281,8 +276,8 @@
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-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.pipeline_step_version_reference</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></li>
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@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.pipeline_step_version_reference">
-<span id="abacusai-pipeline-step-version-reference"></span><h1>abacusai.pipeline_step_version_reference<a class="headerlink" href="#module-abacusai.pipeline_step_version_reference" title="Link to this heading"></a></h1>
+<span id="abacusai-pipeline-step-version-reference"></span><h1><a class="reference internal" href="#module-abacusai.pipeline_step_version_reference" title="abacusai.pipeline_step_version_reference"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a><a class="headerlink" href="#module-abacusai.pipeline_step_version_reference" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.pipeline_step_version_reference.AbstractApiClass" title="abacusai.pipeline_step_version_reference.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.pipeline_step_version_reference.PipelineStepVersionReference" title="abacusai.pipeline_step_version_reference.PipelineStepVersionReference"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PipelineStepVersionReference</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.pipeline_step_version_reference.PipelineStepVersionReference" title="abacusai.pipeline_step_version_reference.PipelineStepVersionReference"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PipelineStepVersionReference</span></code></a></p></td>
 <td><p>A reference from a pipeline step version to the versions that were output from the pipeline step.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.pipeline_step_version_reference.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.pipeline_step_version_reference.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline_step_version_reference.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.pipeline_step_version_reference.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline_step_version_reference.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.pipeline_step_version_reference.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline_step_version_reference.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.pipeline_step_version_reference.PipelineStepVersionReference">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.pipeline_step_version_reference.</span></span><span class="sig-name descname"><span class="pre">PipelineStepVersionReference</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipelineStepVersionReferenceId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipelineStepVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">objectType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">datasetVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deploymentVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batchPredictionId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelMonitorVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">notebookVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline_step_version_reference.PipelineStepVersionReference" title="Link to this definition"></a></dt>
@@ -371,6 +346,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/pipeline_version/index.html b/docs/autoapi/abacusai/pipeline_version/index.html
index f42630c56..65fddf5c4 100644
--- a/docs/autoapi/abacusai/pipeline_version/index.html
+++ b/docs/autoapi/abacusai/pipeline_version/index.html
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-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.pipeline_version</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.pipeline_version</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/pipeline_version/index.rst.txt" rel="nofollow"> View page source</a>
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@@ -293,240 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.pipeline_version">
-<span id="abacusai-pipeline-version"></span><h1>abacusai.pipeline_version<a class="headerlink" href="#module-abacusai.pipeline_version" title="Link to this heading"></a></h1>
+<span id="abacusai-pipeline-version"></span><h1><a class="reference internal" href="#module-abacusai.pipeline_version" title="abacusai.pipeline_version"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a><a class="headerlink" href="#module-abacusai.pipeline_version" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.pipeline_version.PythonFunctionArgument" title="abacusai.pipeline_version.PythonFunctionArgument"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PythonFunctionArgument</span></code></a></p></td>
-<td><p>A config class for python function arguments</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.pipeline_version.CodeSource" title="abacusai.pipeline_version.CodeSource"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CodeSource</span></code></a></p></td>
-<td><p>Code source for python-based custom feature groups and models</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.pipeline_version.PipelineStepVersion" title="abacusai.pipeline_version.PipelineStepVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PipelineStepVersion</span></code></a></p></td>
-<td><p>A version of a pipeline step.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.pipeline_version.AbstractApiClass" title="abacusai.pipeline_version.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.pipeline_version.PipelineVersion" title="abacusai.pipeline_version.PipelineVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PipelineVersion</span></code></a></p></td>
 <td><p>A version of a pipeline.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.pipeline_version.PythonFunctionArgument">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.pipeline_version.</span></span><span class="sig-name descname"><span class="pre">PythonFunctionArgument</span></span><a class="headerlink" href="#abacusai.pipeline_version.PythonFunctionArgument" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
-<p>A config class for python function arguments</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>variable_type</strong> (<a class="reference internal" href="../api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionArgumentType" title="abacusai.api_class.enums.PythonFunctionArgumentType"><em>PythonFunctionArgumentType</em></a>) – The type of the python function argument</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the python function variable</p></li>
-<li><p><strong>is_required</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether the argument is required</p></li>
-<li><p><strong>value</strong> (<em>Any</em>) – The value of the argument</p></li>
-<li><p><strong>pipeline_variable</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the pipeline variable to use as the value</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.pipeline_version.PythonFunctionArgument.variable_type">
-<span class="sig-name descname"><span class="pre">variable_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionArgumentType" title="abacusai.api_class.enums.PythonFunctionArgumentType"><span class="pre">abacusai.api_class.enums.PythonFunctionArgumentType</span></a></em><a class="headerlink" href="#abacusai.pipeline_version.PythonFunctionArgument.variable_type" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.pipeline_version.PythonFunctionArgument.name">
-<span class="sig-name descname"><span class="pre">name</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.pipeline_version.PythonFunctionArgument.name" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.pipeline_version.PythonFunctionArgument.is_required">
-<span class="sig-name descname"><span class="pre">is_required</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.pipeline_version.PythonFunctionArgument.is_required" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.pipeline_version.PythonFunctionArgument.value">
-<span class="sig-name descname"><span class="pre">value</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">Any</span></em><a class="headerlink" href="#abacusai.pipeline_version.PythonFunctionArgument.value" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.pipeline_version.PythonFunctionArgument.pipeline_variable">
-<span class="sig-name descname"><span class="pre">pipeline_variable</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.pipeline_version.PythonFunctionArgument.pipeline_variable" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.pipeline_version.CodeSource">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.pipeline_version.</span></span><span class="sig-name descname"><span class="pre">CodeSource</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceCode</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">applicationConnectorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">applicationConnectorInfo</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">packageRequirements</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">publishingMsg</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">moduleDependencies</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline_version.CodeSource" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Code source for python-based custom feature groups and models</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>sourceType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of the source, one of TEXT, PYTHON, FILE_UPLOAD, or APPLICATION_CONNECTOR</p></li>
-<li><p><strong>sourceCode</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If the type of the source is TEXT, the raw text of the function</p></li>
-<li><p><strong>applicationConnectorId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The Application Connector to fetch the code from</p></li>
-<li><p><strong>applicationConnectorInfo</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Args passed to the application connector to fetch the code</p></li>
-<li><p><strong>packageRequirements</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The pip package dependencies required to run the code</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The status of the code and validations</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If the status is failed, an error message describing what went wrong</p></li>
-<li><p><strong>publishingMsg</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Warnings in the source code</p></li>
-<li><p><strong>moduleDependencies</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The list of internal modules dependencies required to run the code</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.pipeline_version.CodeSource.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline_version.CodeSource.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.pipeline_version.CodeSource.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline_version.CodeSource.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.pipeline_version.CodeSource.import_as_cell">
-<span class="sig-name descname"><span class="pre">import_as_cell</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline_version.CodeSource.import_as_cell" title="Link to this definition"></a></dt>
-<dd><p>Adds the source code as an unexecuted cell in the notebook.</p>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.pipeline_version.PipelineStepVersion">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.pipeline_version.</span></span><span class="sig-name descname"><span class="pre">PipelineStepVersion</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stepName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipelineStepVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipelineStepId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipelineId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipelineVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">updatedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">outputErrors</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pythonFunctionId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">functionVariableMappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stepDependencies</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">outputVariableMappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cpuSize</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">memory</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipelineStepVersionReferences</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">codeSource</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline_version.PipelineStepVersion" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A version of a pipeline step.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>stepName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the step.</p></li>
-<li><p><strong>pipelineStepVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The reference to the pipeline step version.</p></li>
-<li><p><strong>pipelineStepId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The reference to this step.</p></li>
-<li><p><strong>pipelineId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The reference to the pipeline this step belongs to.</p></li>
-<li><p><strong>pipelineVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The reference to the pipeline version.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The date and time which this step was created.</p></li>
-<li><p><strong>updatedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The date and time when this step was last updated.</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The status of the pipeline version.</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The error message if the pipeline step failed.</p></li>
-<li><p><strong>outputErrors</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The error message of a pipeline step’s output.</p></li>
-<li><p><strong>pythonFunctionId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The reference to the python function</p></li>
-<li><p><strong>functionVariableMappings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The mappings for function parameters’ names.</p></li>
-<li><p><strong>stepDependencies</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – List of steps this step depends on.</p></li>
-<li><p><strong>outputVariableMappings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The mappings for the output variables to the step.</p></li>
-<li><p><strong>cpuSize</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – CPU size specified for the step function.</p></li>
-<li><p><strong>memory</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Memory in GB specified for the step function.</p></li>
-<li><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The timeout in minutes for the pipeline step.</p></li>
-<li><p><strong>pipelineStepVersionReferences</strong> (<a class="reference internal" href="../pipeline_step_version/index.html#abacusai.pipeline_step_version.PipelineStepVersionReference" title="abacusai.pipeline_step_version.PipelineStepVersionReference"><em>PipelineStepVersionReference</em></a>) – A list to the output instances of the pipeline step version.</p></li>
-<li><p><strong>codeSource</strong> (<a class="reference internal" href="#abacusai.pipeline_version.CodeSource" title="abacusai.pipeline_version.CodeSource"><em>CodeSource</em></a>) – Information about the source code of the pipeline step version.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.pipeline_version.PipelineStepVersion.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline_version.PipelineStepVersion.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.pipeline_version.PipelineStepVersion.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline_version.PipelineStepVersion.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.pipeline_version.PipelineStepVersion.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline_version.PipelineStepVersion.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.pipeline_version.PipelineStepVersion" title="abacusai.pipeline_version.PipelineStepVersion">PipelineStepVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.pipeline_version.PipelineStepVersion.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline_version.PipelineStepVersion.describe" title="Link to this definition"></a></dt>
-<dd><p>Describes a pipeline step version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>pipeline_step_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The ID of the pipeline step version.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An object describing the pipeline step version.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.pipeline_version.PipelineStepVersion" title="abacusai.pipeline_version.PipelineStepVersion">PipelineStepVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.pipeline_version.PipelineStepVersion.get_step_version_logs">
-<span class="sig-name descname"><span class="pre">get_step_version_logs</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline_version.PipelineStepVersion.get_step_version_logs" title="Link to this definition"></a></dt>
-<dd><p>Gets the logs for a given step version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>pipeline_step_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The id of the pipeline step version.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Object describing the pipeline step logs.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.PipelineStepVersionLogs" title="abacusai.client.PipelineStepVersionLogs">PipelineStepVersionLogs</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.pipeline_version.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.pipeline_version.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline_version.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.pipeline_version.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline_version.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.pipeline_version.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline_version.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.pipeline_version.PipelineVersion">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.pipeline_version.</span></span><span class="sig-name descname"><span class="pre">PipelineVersion</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipelineName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipelineId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipelineVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">updatedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">completedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stepVersions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">codeSource</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipelineVariableMappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline_version.PipelineVersion" title="Link to this definition"></a></dt>
@@ -544,9 +317,9 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>completedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The date and time which this pipeline version was updated.</p></li>
 <li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The status of the pipeline version.</p></li>
 <li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The relevant error, if the status is FAILED.</p></li>
-<li><p><strong>stepVersions</strong> (<a class="reference internal" href="#abacusai.pipeline_version.PipelineStepVersion" title="abacusai.pipeline_version.PipelineStepVersion"><em>PipelineStepVersion</em></a>) – A list of the pipeline step versions.</p></li>
-<li><p><strong>codeSource</strong> (<a class="reference internal" href="#abacusai.pipeline_version.CodeSource" title="abacusai.pipeline_version.CodeSource"><em>CodeSource</em></a>) – information on the source code</p></li>
-<li><p><strong>pipelineVariableMappings</strong> (<a class="reference internal" href="#abacusai.pipeline_version.PythonFunctionArgument" title="abacusai.pipeline_version.PythonFunctionArgument"><em>PythonFunctionArgument</em></a>) – A description of the function variables into the pipeline.</p></li>
+<li><p><strong>stepVersions</strong> (<a class="reference internal" href="../pipeline_step_version/index.html#abacusai.pipeline_step_version.PipelineStepVersion" title="abacusai.pipeline_step_version.PipelineStepVersion"><em>PipelineStepVersion</em></a>) – A list of the pipeline step versions.</p></li>
+<li><p><strong>codeSource</strong> (<a class="reference internal" href="../code_source/index.html#abacusai.code_source.CodeSource" title="abacusai.code_source.CodeSource"><em>CodeSource</em></a>) – information on the source code</p></li>
+<li><p><strong>pipelineVariableMappings</strong> (<a class="reference internal" href="../api_class/index.html#abacusai.api_class.PythonFunctionArgument" title="abacusai.api_class.PythonFunctionArgument"><em>PythonFunctionArgument</em></a>) – A description of the function variables into the pipeline.</p></li>
 </ul>
 </dd>
 </dl>
@@ -633,7 +406,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Object describing the logs for the steps in the pipeline.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.PipelineVersionLogs" title="abacusai.client.PipelineVersionLogs">PipelineVersionLogs</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../pipeline_version_logs/index.html#abacusai.pipeline_version_logs.PipelineVersionLogs" title="abacusai.pipeline_version_logs.PipelineVersionLogs">PipelineVersionLogs</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -682,6 +455,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/pipeline_version_logs/index.html b/docs/autoapi/abacusai/pipeline_version_logs/index.html
index 4326e6388..1aace12e4 100644
--- a/docs/autoapi/abacusai/pipeline_version_logs/index.html
+++ b/docs/autoapi/abacusai/pipeline_version_logs/index.html
@@ -46,222 +46,217 @@
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
               <ul class="current">
-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
 <li class="toctree-l2 current"><a class="reference internal" href="../index.html#submodules">Submodules</a><ul class="current">
-<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html">abacusai.abacus_api</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
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@@ -281,8 +276,8 @@
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-      <li class="breadcrumb-item active">abacusai.pipeline_version_logs</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></li>
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@@ -293,79 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.pipeline_version_logs">
-<span id="abacusai-pipeline-version-logs"></span><h1>abacusai.pipeline_version_logs<a class="headerlink" href="#module-abacusai.pipeline_version_logs" title="Link to this heading"></a></h1>
+<span id="abacusai-pipeline-version-logs"></span><h1><a class="reference internal" href="#module-abacusai.pipeline_version_logs" title="abacusai.pipeline_version_logs"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a><a class="headerlink" href="#module-abacusai.pipeline_version_logs" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.pipeline_version_logs.PipelineStepVersionLogs" title="abacusai.pipeline_version_logs.PipelineStepVersionLogs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PipelineStepVersionLogs</span></code></a></p></td>
-<td><p>Logs for a given pipeline step version.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.pipeline_version_logs.AbstractApiClass" title="abacusai.pipeline_version_logs.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.pipeline_version_logs.PipelineVersionLogs" title="abacusai.pipeline_version_logs.PipelineVersionLogs"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PipelineVersionLogs</span></code></a></p></td>
 <td><p>Logs for a given pipeline version.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.pipeline_version_logs.PipelineStepVersionLogs">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.pipeline_version_logs.</span></span><span class="sig-name descname"><span class="pre">PipelineStepVersionLogs</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stepName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipelineStepId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipelineStepVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">logs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline_version_logs.PipelineStepVersionLogs" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Logs for a given pipeline step version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>stepName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the step</p></li>
-<li><p><strong>pipelineStepId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The ID of the step</p></li>
-<li><p><strong>pipelineStepVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The version of the step</p></li>
-<li><p><strong>logs</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The logs for both stdout and stderr of the step</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.pipeline_version_logs.PipelineStepVersionLogs.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline_version_logs.PipelineStepVersionLogs.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.pipeline_version_logs.PipelineStepVersionLogs.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline_version_logs.PipelineStepVersionLogs.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.pipeline_version_logs.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.pipeline_version_logs.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline_version_logs.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.pipeline_version_logs.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline_version_logs.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.pipeline_version_logs.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline_version_logs.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.pipeline_version_logs.PipelineVersionLogs">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.pipeline_version_logs.</span></span><span class="sig-name descname"><span class="pre">PipelineVersionLogs</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stepLogs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.pipeline_version_logs.PipelineVersionLogs" title="Link to this definition"></a></dt>
@@ -375,7 +309,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>stepLogs</strong> (<a class="reference internal" href="#abacusai.pipeline_version_logs.PipelineStepVersionLogs" title="abacusai.pipeline_version_logs.PipelineStepVersionLogs"><em>PipelineStepVersionLogs</em></a>) – A list of the pipeline step version logs.</p></li>
+<li><p><strong>stepLogs</strong> (<a class="reference internal" href="../pipeline_step_version_logs/index.html#abacusai.pipeline_step_version_logs.PipelineStepVersionLogs" title="abacusai.pipeline_step_version_logs.PipelineStepVersionLogs"><em>PipelineStepVersionLogs</em></a>) – A list of the pipeline step version logs.</p></li>
 </ul>
 </dd>
 </dl>
@@ -401,6 +335,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/point_in_time_feature/index.html b/docs/autoapi/abacusai/point_in_time_feature/index.html
index b5d568f01..28dec3677 100644
--- a/docs/autoapi/abacusai/point_in_time_feature/index.html
+++ b/docs/autoapi/abacusai/point_in_time_feature/index.html
@@ -46,222 +46,217 @@
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-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.point_in_time_feature</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
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@@ -281,8 +276,8 @@
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       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.point_in_time_feature</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/point_in_time_feature/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.point_in_time_feature">
-<span id="abacusai-point-in-time-feature"></span><h1>abacusai.point_in_time_feature<a class="headerlink" href="#module-abacusai.point_in_time_feature" title="Link to this heading"></a></h1>
+<span id="abacusai-point-in-time-feature"></span><h1><a class="reference internal" href="#module-abacusai.point_in_time_feature" title="abacusai.point_in_time_feature"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a><a class="headerlink" href="#module-abacusai.point_in_time_feature" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.point_in_time_feature.AbstractApiClass" title="abacusai.point_in_time_feature.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.point_in_time_feature.PointInTimeFeature" title="abacusai.point_in_time_feature.PointInTimeFeature"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PointInTimeFeature</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.point_in_time_feature.PointInTimeFeature" title="abacusai.point_in_time_feature.PointInTimeFeature"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PointInTimeFeature</span></code></a></p></td>
 <td><p>A point-in-time feature description</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.point_in_time_feature.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.point_in_time_feature.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.point_in_time_feature.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.point_in_time_feature.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.point_in_time_feature.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.point_in_time_feature.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.point_in_time_feature.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.point_in_time_feature.PointInTimeFeature">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.point_in_time_feature.</span></span><span class="sig-name descname"><span class="pre">PointInTimeFeature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">historyTableName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">aggregationKeys</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">timestampKey</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">historicalTimestampKey</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookbackWindowSeconds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookbackWindowLagSeconds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookbackCount</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookbackUntilPosition</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">expression</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">groupName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.point_in_time_feature.PointInTimeFeature" title="Link to this definition"></a></dt>
@@ -369,6 +344,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
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@@ -46,222 +46,217 @@
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+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
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+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
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       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.point_in_time_feature_info</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></li>
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             <a href="../../../_sources/autoapi/abacusai/point_in_time_feature_info/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.point_in_time_feature_info">
-<span id="abacusai-point-in-time-feature-info"></span><h1>abacusai.point_in_time_feature_info<a class="headerlink" href="#module-abacusai.point_in_time_feature_info" title="Link to this heading"></a></h1>
+<span id="abacusai-point-in-time-feature-info"></span><h1><a class="reference internal" href="#module-abacusai.point_in_time_feature_info" title="abacusai.point_in_time_feature_info"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a><a class="headerlink" href="#module-abacusai.point_in_time_feature_info" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.point_in_time_feature_info.AbstractApiClass" title="abacusai.point_in_time_feature_info.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.point_in_time_feature_info.PointInTimeFeatureInfo" title="abacusai.point_in_time_feature_info.PointInTimeFeatureInfo"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PointInTimeFeatureInfo</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.point_in_time_feature_info.PointInTimeFeatureInfo" title="abacusai.point_in_time_feature_info.PointInTimeFeatureInfo"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PointInTimeFeatureInfo</span></code></a></p></td>
 <td><p>A point-in-time infos for a feature</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.point_in_time_feature_info.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.point_in_time_feature_info.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.point_in_time_feature_info.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.point_in_time_feature_info.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.point_in_time_feature_info.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.point_in_time_feature_info.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.point_in_time_feature_info.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.point_in_time_feature_info.PointInTimeFeatureInfo">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.point_in_time_feature_info.</span></span><span class="sig-name descname"><span class="pre">PointInTimeFeatureInfo</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">expression</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">groupName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.point_in_time_feature_info.PointInTimeFeatureInfo" title="Link to this definition"></a></dt>
@@ -361,6 +336,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/point_in_time_group/index.html b/docs/autoapi/abacusai/point_in_time_group/index.html
index bd4f35e63..0c6ca05d8 100644
--- a/docs/autoapi/abacusai/point_in_time_group/index.html
+++ b/docs/autoapi/abacusai/point_in_time_group/index.html
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-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.point_in_time_group</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.point_in_time_group</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/point_in_time_group/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,79 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.point_in_time_group">
-<span id="abacusai-point-in-time-group"></span><h1>abacusai.point_in_time_group<a class="headerlink" href="#module-abacusai.point_in_time_group" title="Link to this heading"></a></h1>
+<span id="abacusai-point-in-time-group"></span><h1><a class="reference internal" href="#module-abacusai.point_in_time_group" title="abacusai.point_in_time_group"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a><a class="headerlink" href="#module-abacusai.point_in_time_group" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.point_in_time_group.PointInTimeGroupFeature" title="abacusai.point_in_time_group.PointInTimeGroupFeature"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PointInTimeGroupFeature</span></code></a></p></td>
-<td><p>A point in time group feature</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.point_in_time_group.AbstractApiClass" title="abacusai.point_in_time_group.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.point_in_time_group.PointInTimeGroup" title="abacusai.point_in_time_group.PointInTimeGroup"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PointInTimeGroup</span></code></a></p></td>
 <td><p>A point in time group containing point in time features</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.point_in_time_group.PointInTimeGroupFeature">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.point_in_time_group.</span></span><span class="sig-name descname"><span class="pre">PointInTimeGroupFeature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">expression</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pitOperationType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pitOperationConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.point_in_time_group.PointInTimeGroupFeature" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A point in time group feature</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature</p></li>
-<li><p><strong>expression</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – SQL Aggregate expression which can convert a sequence of rows into a scalar value.</p></li>
-<li><p><strong>pitOperationType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The operation used in point in time feature generation</p></li>
-<li><p><strong>pitOperationConfig</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The configuration used as input to the operation type</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.point_in_time_group.PointInTimeGroupFeature.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.point_in_time_group.PointInTimeGroupFeature.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.point_in_time_group.PointInTimeGroupFeature.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.point_in_time_group.PointInTimeGroupFeature.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.point_in_time_group.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.point_in_time_group.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.point_in_time_group.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.point_in_time_group.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.point_in_time_group.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.point_in_time_group.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.point_in_time_group.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.point_in_time_group.PointInTimeGroup">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.point_in_time_group.</span></span><span class="sig-name descname"><span class="pre">PointInTimeGroup</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">groupName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">windowKey</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">aggregationKeys</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookbackWindow</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookbackWindowLag</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookbackCount</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookbackUntilPosition</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">historyTableName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">historyWindowKey</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">historyAggregationKeys</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">features</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.point_in_time_group.PointInTimeGroup" title="Link to this definition"></a></dt>
@@ -385,7 +319,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>historyTableName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The table to use for aggregating, if not provided, the source table will be used</p></li>
 <li><p><strong>historyWindowKey</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of feature to use for ordering the rows on the history table. If not provided, the windowKey from the source table will be used</p></li>
 <li><p><strong>historyAggregationKeys</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of keys to use for join the historical table and performing the window aggregation. If not provided, the aggregationKeys from the source table will be used. Must be the same length and order as the source table’s aggregationKeys</p></li>
-<li><p><strong>features</strong> (<a class="reference internal" href="#abacusai.point_in_time_group.PointInTimeGroupFeature" title="abacusai.point_in_time_group.PointInTimeGroupFeature"><em>PointInTimeGroupFeature</em></a>) – List of features in the Point in Time group</p></li>
+<li><p><strong>features</strong> (<a class="reference internal" href="../point_in_time_group_feature/index.html#abacusai.point_in_time_group_feature.PointInTimeGroupFeature" title="abacusai.point_in_time_group_feature.PointInTimeGroupFeature"><em>PointInTimeGroupFeature</em></a>) – List of features in the Point in Time group</p></li>
 </ul>
 </dd>
 </dl>
@@ -411,6 +345,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/point_in_time_group_feature/index.html b/docs/autoapi/abacusai/point_in_time_group_feature/index.html
index 32fb26945..e021ca7b1 100644
--- a/docs/autoapi/abacusai/point_in_time_group_feature/index.html
+++ b/docs/autoapi/abacusai/point_in_time_group_feature/index.html
@@ -46,222 +46,217 @@
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
               <ul class="current">
-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
 <li class="toctree-l2 current"><a class="reference internal" href="../index.html#submodules">Submodules</a><ul class="current">
-<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html">abacusai.abacus_api</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent/index.html">abacusai.agent</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
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@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
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-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.point_in_time_group_feature</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></li>
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@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.point_in_time_group_feature">
-<span id="abacusai-point-in-time-group-feature"></span><h1>abacusai.point_in_time_group_feature<a class="headerlink" href="#module-abacusai.point_in_time_group_feature" title="Link to this heading"></a></h1>
+<span id="abacusai-point-in-time-group-feature"></span><h1><a class="reference internal" href="#module-abacusai.point_in_time_group_feature" title="abacusai.point_in_time_group_feature"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a><a class="headerlink" href="#module-abacusai.point_in_time_group_feature" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.point_in_time_group_feature.AbstractApiClass" title="abacusai.point_in_time_group_feature.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.point_in_time_group_feature.PointInTimeGroupFeature" title="abacusai.point_in_time_group_feature.PointInTimeGroupFeature"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PointInTimeGroupFeature</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.point_in_time_group_feature.PointInTimeGroupFeature" title="abacusai.point_in_time_group_feature.PointInTimeGroupFeature"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PointInTimeGroupFeature</span></code></a></p></td>
 <td><p>A point in time group feature</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.point_in_time_group_feature.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.point_in_time_group_feature.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.point_in_time_group_feature.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.point_in_time_group_feature.AbstractApiClass.__eq__">
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-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.point_in_time_group_feature.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.point_in_time_group_feature.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.point_in_time_group_feature.PointInTimeGroupFeature">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.point_in_time_group_feature.</span></span><span class="sig-name descname"><span class="pre">PointInTimeGroupFeature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">expression</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pitOperationType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pitOperationConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.point_in_time_group_feature.PointInTimeGroupFeature" title="Link to this definition"></a></dt>
@@ -363,6 +338,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/prediction_client/index.html b/docs/autoapi/abacusai/prediction_client/index.html
index d655197e3..f3da3447e 100644
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-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html">abacusai.llm_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html">abacusai.llm_generated_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html">abacusai.llm_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html">abacusai.llm_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.prediction_client</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.prediction_client</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/prediction_client/index.rst.txt" rel="nofollow"> View page source</a>
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@@ -293,274 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.prediction_client">
-<span id="abacusai-prediction-client"></span><h1>abacusai.prediction_client<a class="headerlink" href="#module-abacusai.prediction_client" title="Link to this heading"></a></h1>
+<span id="abacusai-prediction-client"></span><h1><a class="reference internal" href="#module-abacusai.prediction_client" title="abacusai.prediction_client"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a><a class="headerlink" href="#module-abacusai.prediction_client" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.prediction_client.AgentDataExecutionResult" title="abacusai.prediction_client.AgentDataExecutionResult"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AgentDataExecutionResult</span></code></a></p></td>
-<td><p>Results of agent execution with uploaded data.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.prediction_client.BaseApiClient" title="abacusai.prediction_client.BaseApiClient"><code class="xref py py-obj docutils literal notranslate"><span class="pre">BaseApiClient</span></code></a></p></td>
-<td><p>Abstract Base API Client</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.prediction_client.ClientOptions" title="abacusai.prediction_client.ClientOptions"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ClientOptions</span></code></a></p></td>
-<td><p>Options for configuring the ApiClient</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.prediction_client.DocumentRetrieverLookupResult" title="abacusai.prediction_client.DocumentRetrieverLookupResult"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DocumentRetrieverLookupResult</span></code></a></p></td>
-<td><p>Result of a document retriever lookup.</p></td>
-</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.prediction_client.PredictionClient" title="abacusai.prediction_client.PredictionClient"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PredictionClient</span></code></a></p></td>
 <td><p>Abacus.AI Prediction API Client. Does not utilize authentication and only contains public prediction methods</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.prediction_client.AgentDataExecutionResult">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.prediction_client.</span></span><span class="sig-name descname"><span class="pre">AgentDataExecutionResult</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">response</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deploymentConversationId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">docInfos</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.prediction_client.AgentDataExecutionResult" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Results of agent execution with uploaded data.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>response</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The result of agent conversation execution.</p></li>
-<li><p><strong>deploymentConversationId</strong> (<em>id</em>) – The unique identifier of the deployment conversation.</p></li>
-<li><p><strong>docInfos</strong> (<a class="reference internal" href="../agent_data_document_info/index.html#abacusai.agent_data_document_info.AgentDataDocumentInfo" title="abacusai.agent_data_document_info.AgentDataDocumentInfo"><em>AgentDataDocumentInfo</em></a>) – A list of dict containing information on documents uploaded to agent.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.prediction_client.AgentDataExecutionResult.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.prediction_client.AgentDataExecutionResult.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.prediction_client.AgentDataExecutionResult.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.prediction_client.AgentDataExecutionResult.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.prediction_client.BaseApiClient">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.prediction_client.</span></span><span class="sig-name descname"><span class="pre">BaseApiClient</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">api_key</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">server</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">client_options</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skip_version_check</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.prediction_client.BaseApiClient" title="Link to this definition"></a></dt>
-<dd><p>Abstract Base API Client</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>api_key</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The api key to use as authentication to the server</p></li>
-<li><p><strong>server</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The base server url to use to send API requets to</p></li>
-<li><p><strong>client_options</strong> (<a class="reference internal" href="#abacusai.prediction_client.ClientOptions" title="abacusai.prediction_client.ClientOptions"><em>ClientOptions</em></a>) – Optional API client configurations</p></li>
-<li><p><strong>skip_version_check</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, will skip checking the server’s current API version on initializing the client</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.prediction_client.BaseApiClient.client_version">
-<span class="sig-name descname"><span class="pre">client_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'1.3.2'</span></em><a class="headerlink" href="#abacusai.prediction_client.BaseApiClient.client_version" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.prediction_client.BaseApiClient._get_prediction_endpoint">
-<span class="sig-name descname"><span class="pre">_get_prediction_endpoint</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">deployment_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deployment_token</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.prediction_client.BaseApiClient._get_prediction_endpoint" title="Link to this definition"></a></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>deployment_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
-<li><p><strong>deployment_token</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.prediction_client.BaseApiClient._get_proxy_endpoint">
-<span class="sig-name descname"><span class="pre">_get_proxy_endpoint</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">deployment_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deployment_token</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.prediction_client.BaseApiClient._get_proxy_endpoint" title="Link to this definition"></a></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>deployment_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
-<li><p><strong>deployment_token</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.prediction_client.BaseApiClient._get_streaming_endpoint">
-<span class="sig-name descname"><span class="pre">_get_streaming_endpoint</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">streaming_token</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_group_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.prediction_client.BaseApiClient._get_streaming_endpoint" title="Link to this definition"></a></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>streaming_token</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
-<li><p><strong>model_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
-<li><p><strong>feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.prediction_client.BaseApiClient._clean_api_objects">
-<span class="sig-name descname"><span class="pre">_clean_api_objects</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">obj</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.prediction_client.BaseApiClient._clean_api_objects" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.prediction_client.BaseApiClient._call_api">
-<span class="sig-name descname"><span class="pre">_call_api</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">action</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">method</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">query_params</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">body</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">files</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">parse_type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">streamable_response</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">server_override</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">retry_500</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">data</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.prediction_client.BaseApiClient._call_api" title="Link to this definition"></a></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>retry_500</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>)</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.prediction_client.BaseApiClient._proxy_request">
-<span class="sig-name descname"><span class="pre">_proxy_request</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">method</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'POST'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">query_params</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">body</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">files</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">parse_type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">is_sync</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">streamable_response</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.prediction_client.BaseApiClient._proxy_request" title="Link to this definition"></a></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
-<li><p><strong>method</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
-<li><p><strong>query_params</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>)</p></li>
-<li><p><strong>body</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>)</p></li>
-<li><p><strong>is_sync</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>)</p></li>
-<li><p><strong>streamable_response</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>)</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.prediction_client.BaseApiClient._build_class">
-<span class="sig-name descname"><span class="pre">_build_class</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">return_class</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">values</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.prediction_client.BaseApiClient._build_class" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.prediction_client.BaseApiClient._request">
-<span class="sig-name descname"><span class="pre">_request</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">url</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">method</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">query_params</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">headers</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">body</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">files</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stream</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">retry_500</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">data</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.prediction_client.BaseApiClient._request" title="Link to this definition"></a></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>retry_500</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>)</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.prediction_client.BaseApiClient._poll">
-<span class="sig-name descname"><span class="pre">_poll</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">obj</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">wait_states</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">delay</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">15</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">300</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">poll_args</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status_field</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.prediction_client.BaseApiClient._poll" title="Link to this definition"></a></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>wait_states</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.12)"><em>set</em></a>)</p></li>
-<li><p><strong>delay</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>)</p></li>
-<li><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>)</p></li>
-<li><p><strong>poll_args</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>)</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.prediction_client.BaseApiClient._validate_pandas_df">
-<span class="sig-name descname"><span class="pre">_validate_pandas_df</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">df</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">clean_column_names</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.prediction_client.BaseApiClient._validate_pandas_df" title="Link to this definition"></a></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>clean_column_names</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>)</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.prediction_client.BaseApiClient._upload_from_pandas">
-<span class="sig-name descname"><span class="pre">_upload_from_pandas</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">upload</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">df</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">clean_column_names</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.prediction_client.BaseApiClient._upload_from_pandas" title="Link to this definition"></a></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../dataset/index.html#abacusai.dataset.Dataset" title="abacusai.dataset.Dataset">abacusai.dataset.Dataset</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.prediction_client.BaseApiClient._upload_from_spark">
-<span class="sig-name descname"><span class="pre">_upload_from_spark</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">upload</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">df</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.prediction_client.BaseApiClient._upload_from_spark" title="Link to this definition"></a></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../dataset/index.html#abacusai.dataset.Dataset" title="abacusai.dataset.Dataset">abacusai.dataset.Dataset</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.prediction_client.ClientOptions">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.prediction_client.</span></span><span class="sig-name descname"><span class="pre">ClientOptions</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">exception_on_404</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">server</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">DEFAULT_SERVER</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.prediction_client.ClientOptions" title="Link to this definition"></a></dt>
-<dd><p>Options for configuring the ApiClient</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>exception_on_404</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, will raise an exception on a 404 from the server, else will return None.</p></li>
-<li><p><strong>server</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The default server endpoint to use for API requests</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.prediction_client.DocumentRetrieverLookupResult">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.prediction_client.</span></span><span class="sig-name descname"><span class="pre">DocumentRetrieverLookupResult</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">document</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">score</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">properties</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pages</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">boundingBoxes</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.prediction_client.DocumentRetrieverLookupResult" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Result of a document retriever lookup.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>document</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The document that was looked up.</p></li>
-<li><p><strong>score</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – Score of the document with respect to the query.</p></li>
-<li><p><strong>properties</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Properties of the retrieved documents.</p></li>
-<li><p><strong>pages</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Pages of the retrieved text from the original document.</p></li>
-<li><p><strong>boundingBoxes</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Bounding boxes of the retrieved text from the original document.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.prediction_client.DocumentRetrieverLookupResult.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.prediction_client.DocumentRetrieverLookupResult.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.prediction_client.DocumentRetrieverLookupResult.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.prediction_client.DocumentRetrieverLookupResult.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.prediction_client.PredictionClient">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.prediction_client.</span></span><span class="sig-name descname"><span class="pre">PredictionClient</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client_options</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.prediction_client.PredictionClient" title="Link to this definition"></a></dt>
@@ -568,7 +307,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <p>Abacus.AI Prediction API Client. Does not utilize authentication and only contains public prediction methods</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>client_options</strong> (<a class="reference internal" href="#abacusai.prediction_client.ClientOptions" title="abacusai.prediction_client.ClientOptions"><em>ClientOptions</em></a>) – Optional API client configurations</p>
+<dd class="field-odd"><p><strong>client_options</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ClientOptions" title="abacusai.client.ClientOptions"><em>ClientOptions</em></a>) – Optional API client configurations</p>
 </dd>
 </dl>
 <dl class="py method">
@@ -1615,7 +1354,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The relevant documentation results found from the document retriever.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.prediction_client.DocumentRetrieverLookupResult" title="abacusai.prediction_client.DocumentRetrieverLookupResult">DocumentRetrieverLookupResult</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../document_retriever_lookup_result/index.html#abacusai.document_retriever_lookup_result.DocumentRetrieverLookupResult" title="abacusai.document_retriever_lookup_result.DocumentRetrieverLookupResult">DocumentRetrieverLookupResult</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -1658,13 +1397,14 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The result of the agent execution</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.prediction_client.AgentDataExecutionResult" title="abacusai.prediction_client.AgentDataExecutionResult">AgentDataExecutionResult</a></p>
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 </dd>
 </dl>
 </dd></dl>
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/prediction_dataset/index.html b/docs/autoapi/abacusai/prediction_dataset/index.html
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-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.prediction_dataset</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
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@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
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-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.prediction_dataset</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></li>
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@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.prediction_dataset">
-<span id="abacusai-prediction-dataset"></span><h1>abacusai.prediction_dataset<a class="headerlink" href="#module-abacusai.prediction_dataset" title="Link to this heading"></a></h1>
+<span id="abacusai-prediction-dataset"></span><h1><a class="reference internal" href="#module-abacusai.prediction_dataset" title="abacusai.prediction_dataset"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a><a class="headerlink" href="#module-abacusai.prediction_dataset" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.prediction_dataset.AbstractApiClass" title="abacusai.prediction_dataset.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.prediction_dataset.PredictionDataset" title="abacusai.prediction_dataset.PredictionDataset"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PredictionDataset</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.prediction_dataset.PredictionDataset" title="abacusai.prediction_dataset.PredictionDataset"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PredictionDataset</span></code></a></p></td>
 <td><p>Batch Input Datasets</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
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-<dt class="sig sig-object py" id="abacusai.prediction_dataset.AbstractApiClass">
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-<dd><p>Return self==value.</p>
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-
-<dl class="py method">
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-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.prediction_dataset.PredictionDataset">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.prediction_dataset.</span></span><span class="sig-name descname"><span class="pre">PredictionDataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">datasetId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">datasetType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">datasetVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">required</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.prediction_dataset.PredictionDataset" title="Link to this definition"></a></dt>
@@ -364,6 +339,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
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index 0abfc2381..8ee34f801 100644
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-<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html">abacusai.holdout_analysis_version</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html">abacusai.indexing_config</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html">abacusai.inferred_feature_mappings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html">abacusai.item_statistics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html">abacusai.llm_app</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html">abacusai.llm_code_block</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html">abacusai.llm_execution_preview</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html">abacusai.llm_parameters</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html">abacusai.model_artifacts_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html">abacusai.model_blueprint_export</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html">abacusai.model_blueprint_stage</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.prediction_feature_group</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
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@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
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       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.prediction_feature_group</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/prediction_feature_group/index.rst.txt" rel="nofollow"> View page source</a>
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@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.prediction_feature_group">
-<span id="abacusai-prediction-feature-group"></span><h1>abacusai.prediction_feature_group<a class="headerlink" href="#module-abacusai.prediction_feature_group" title="Link to this heading"></a></h1>
+<span id="abacusai-prediction-feature-group"></span><h1><a class="reference internal" href="#module-abacusai.prediction_feature_group" title="abacusai.prediction_feature_group"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a><a class="headerlink" href="#module-abacusai.prediction_feature_group" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.prediction_feature_group.AbstractApiClass" title="abacusai.prediction_feature_group.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.prediction_feature_group.PredictionFeatureGroup" title="abacusai.prediction_feature_group.PredictionFeatureGroup"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PredictionFeatureGroup</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.prediction_feature_group.PredictionFeatureGroup" title="abacusai.prediction_feature_group.PredictionFeatureGroup"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PredictionFeatureGroup</span></code></a></p></td>
 <td><p>Batch Input Feature Group</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.prediction_feature_group.AbstractApiClass">
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-<dt class="sig sig-object py" id="abacusai.prediction_feature_group.AbstractApiClass.__eq__">
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-<dd><p>Return self==value.</p>
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-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.prediction_feature_group.AbstractApiClass._get_attribute_as_dict">
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-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.prediction_feature_group.PredictionFeatureGroup">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.prediction_feature_group.</span></span><span class="sig-name descname"><span class="pre">PredictionFeatureGroup</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">datasetType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">required</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.prediction_feature_group.PredictionFeatureGroup" title="Link to this definition"></a></dt>
@@ -364,6 +339,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/prediction_input/index.html b/docs/autoapi/abacusai/prediction_input/index.html
index 2df4476d0..d48d8a194 100644
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@@ -46,222 +46,217 @@
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+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
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@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
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-      <li class="breadcrumb-item active">abacusai.prediction_input</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></li>
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@@ -293,122 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.prediction_input">
-<span id="abacusai-prediction-input"></span><h1>abacusai.prediction_input<a class="headerlink" href="#module-abacusai.prediction_input" title="Link to this heading"></a></h1>
+<span id="abacusai-prediction-input"></span><h1><a class="reference internal" href="#module-abacusai.prediction_input" title="abacusai.prediction_input"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a><a class="headerlink" href="#module-abacusai.prediction_input" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.prediction_input.PredictionDataset" title="abacusai.prediction_input.PredictionDataset"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PredictionDataset</span></code></a></p></td>
-<td><p>Batch Input Datasets</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.prediction_input.PredictionFeatureGroup" title="abacusai.prediction_input.PredictionFeatureGroup"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PredictionFeatureGroup</span></code></a></p></td>
-<td><p>Batch Input Feature Group</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.prediction_input.AbstractApiClass" title="abacusai.prediction_input.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.prediction_input.PredictionInput" title="abacusai.prediction_input.PredictionInput"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PredictionInput</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.prediction_input.PredictionInput" title="abacusai.prediction_input.PredictionInput"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PredictionInput</span></code></a></p></td>
 <td><p>Batch inputs</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.prediction_input.PredictionDataset">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.prediction_input.</span></span><span class="sig-name descname"><span class="pre">PredictionDataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">datasetId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">datasetType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">datasetVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">required</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.prediction_input.PredictionDataset" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Batch Input Datasets</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>datasetId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the dataset</p></li>
-<li><p><strong>datasetType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – dataset type</p></li>
-<li><p><strong>datasetVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the dataset version used for predictions</p></li>
-<li><p><strong>default</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, this dataset is the default dataset in the model</p></li>
-<li><p><strong>required</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, this dataset is required for the batch prediction</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.prediction_input.PredictionDataset.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.prediction_input.PredictionDataset.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.prediction_input.PredictionDataset.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.prediction_input.PredictionDataset.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.prediction_input.PredictionFeatureGroup">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.prediction_input.</span></span><span class="sig-name descname"><span class="pre">PredictionFeatureGroup</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">datasetType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">required</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.prediction_input.PredictionFeatureGroup" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Batch Input Feature Group</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>featureGroupId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the feature group</p></li>
-<li><p><strong>featureGroupVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the feature group version used for predictions</p></li>
-<li><p><strong>datasetType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – dataset type</p></li>
-<li><p><strong>default</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, this feature group is the default feature group in the model</p></li>
-<li><p><strong>required</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, this feature group is required for the batch prediction</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.prediction_input.PredictionFeatureGroup.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.prediction_input.PredictionFeatureGroup.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.prediction_input.PredictionFeatureGroup.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.prediction_input.PredictionFeatureGroup.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.prediction_input.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.prediction_input.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.prediction_input.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.prediction_input.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.prediction_input.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.prediction_input.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.prediction_input.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.prediction_input.PredictionInput">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.prediction_input.</span></span><span class="sig-name descname"><span class="pre">PredictionInput</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupDatasetIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">datasetIdRemap</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroups</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">datasets</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.prediction_input.PredictionInput" title="Link to this definition"></a></dt>
@@ -420,8 +311,8 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
 <li><p><strong>featureGroupDatasetIds</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The list of dataset IDs to use as input</p></li>
 <li><p><strong>datasetIdRemap</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Replacement datasets to swap as prediction input</p></li>
-<li><p><strong>featureGroups</strong> (<a class="reference internal" href="#abacusai.prediction_input.PredictionFeatureGroup" title="abacusai.prediction_input.PredictionFeatureGroup"><em>PredictionFeatureGroup</em></a>) – List of prediction feature groups</p></li>
-<li><p><strong>datasets</strong> (<a class="reference internal" href="#abacusai.prediction_input.PredictionDataset" title="abacusai.prediction_input.PredictionDataset"><em>PredictionDataset</em></a>) – List of prediction datasets</p></li>
+<li><p><strong>featureGroups</strong> (<a class="reference internal" href="../prediction_feature_group/index.html#abacusai.prediction_feature_group.PredictionFeatureGroup" title="abacusai.prediction_feature_group.PredictionFeatureGroup"><em>PredictionFeatureGroup</em></a>) – List of prediction feature groups</p></li>
+<li><p><strong>datasets</strong> (<a class="reference internal" href="../prediction_dataset/index.html#abacusai.prediction_dataset.PredictionDataset" title="abacusai.prediction_dataset.PredictionDataset"><em>PredictionDataset</em></a>) – List of prediction datasets</p></li>
 </ul>
 </dd>
 </dl>
@@ -447,6 +338,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/prediction_operator/index.html b/docs/autoapi/abacusai/prediction_operator/index.html
index 4ba65e749..06a58e9dd 100644
--- a/docs/autoapi/abacusai/prediction_operator/index.html
+++ b/docs/autoapi/abacusai/prediction_operator/index.html
@@ -46,222 +46,217 @@
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
               <ul class="current">
-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
 <li class="toctree-l2 current"><a class="reference internal" href="../index.html#submodules">Submodules</a><ul class="current">
-<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html">abacusai.abacus_api</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html">abacusai.agent_data_document_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html">abacusai.agent_data_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html">abacusai.agent_version</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
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-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.prediction_operator</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></li>
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@@ -293,192 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.prediction_operator">
-<span id="abacusai-prediction-operator"></span><h1>abacusai.prediction_operator<a class="headerlink" href="#module-abacusai.prediction_operator" title="Link to this heading"></a></h1>
+<span id="abacusai-prediction-operator"></span><h1><a class="reference internal" href="#module-abacusai.prediction_operator" title="abacusai.prediction_operator"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a><a class="headerlink" href="#module-abacusai.prediction_operator" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.prediction_operator.CodeSource" title="abacusai.prediction_operator.CodeSource"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CodeSource</span></code></a></p></td>
-<td><p>Code source for python-based custom feature groups and models</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.prediction_operator.PredictionOperatorVersion" title="abacusai.prediction_operator.PredictionOperatorVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PredictionOperatorVersion</span></code></a></p></td>
-<td><p>A prediction operator version.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.prediction_operator.RefreshSchedule" title="abacusai.prediction_operator.RefreshSchedule"><code class="xref py py-obj docutils literal notranslate"><span class="pre">RefreshSchedule</span></code></a></p></td>
-<td><p>A refresh schedule for an object. Defines when the next version of the object will be created</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.prediction_operator.AbstractApiClass" title="abacusai.prediction_operator.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.prediction_operator.PredictionOperator" title="abacusai.prediction_operator.PredictionOperator"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PredictionOperator</span></code></a></p></td>
 <td><p>A prediction operator.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.prediction_operator.CodeSource">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.prediction_operator.</span></span><span class="sig-name descname"><span class="pre">CodeSource</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceCode</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">applicationConnectorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">applicationConnectorInfo</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">packageRequirements</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">publishingMsg</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">moduleDependencies</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.prediction_operator.CodeSource" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Code source for python-based custom feature groups and models</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>sourceType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of the source, one of TEXT, PYTHON, FILE_UPLOAD, or APPLICATION_CONNECTOR</p></li>
-<li><p><strong>sourceCode</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If the type of the source is TEXT, the raw text of the function</p></li>
-<li><p><strong>applicationConnectorId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The Application Connector to fetch the code from</p></li>
-<li><p><strong>applicationConnectorInfo</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Args passed to the application connector to fetch the code</p></li>
-<li><p><strong>packageRequirements</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The pip package dependencies required to run the code</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The status of the code and validations</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If the status is failed, an error message describing what went wrong</p></li>
-<li><p><strong>publishingMsg</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Warnings in the source code</p></li>
-<li><p><strong>moduleDependencies</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The list of internal modules dependencies required to run the code</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.prediction_operator.CodeSource.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.prediction_operator.CodeSource.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.prediction_operator.CodeSource.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.prediction_operator.CodeSource.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.prediction_operator.CodeSource.import_as_cell">
-<span class="sig-name descname"><span class="pre">import_as_cell</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.prediction_operator.CodeSource.import_as_cell" title="Link to this definition"></a></dt>
-<dd><p>Adds the source code as an unexecuted cell in the notebook.</p>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.prediction_operator.PredictionOperatorVersion">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.prediction_operator.</span></span><span class="sig-name descname"><span class="pre">PredictionOperatorVersion</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionOperatorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionOperatorVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">updatedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceCode</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">memory</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">useGpu</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupVersions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">codeSource</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.prediction_operator.PredictionOperatorVersion" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A prediction operator version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>predictionOperatorId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the prediction operator.</p></li>
-<li><p><strong>predictionOperatorVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the prediction operator version.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Date and time at which the prediction operator was created.</p></li>
-<li><p><strong>updatedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Date and time at which the prediction operator was updated.</p></li>
-<li><p><strong>sourceCode</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Python code used to make the prediction operator.</p></li>
-<li><p><strong>memory</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Memory in GB specified for the prediction operator version.</p></li>
-<li><p><strong>useGpu</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether this prediction operator version is using gpu.</p></li>
-<li><p><strong>featureGroupIds</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – A list of Feature Group IDs used for initializing.</p></li>
-<li><p><strong>featureGroupVersions</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – A list of Feature Group version IDs used for initializing.</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The current status of the prediction operator version.</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The error message if the status failed.</p></li>
-<li><p><strong>codeSource</strong> (<a class="reference internal" href="#abacusai.prediction_operator.CodeSource" title="abacusai.prediction_operator.CodeSource"><em>CodeSource</em></a>) – If a python model, information on the source code.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.prediction_operator.PredictionOperatorVersion.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.prediction_operator.PredictionOperatorVersion.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.prediction_operator.PredictionOperatorVersion.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.prediction_operator.PredictionOperatorVersion.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.prediction_operator.PredictionOperatorVersion.delete">
-<span class="sig-name descname"><span class="pre">delete</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.prediction_operator.PredictionOperatorVersion.delete" title="Link to this definition"></a></dt>
-<dd><p>Delete a prediction operator version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>prediction_operator_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique ID of the prediction operator version.</p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.prediction_operator.RefreshSchedule">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.prediction_operator.</span></span><span class="sig-name descname"><span class="pre">RefreshSchedule</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refreshPolicyId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nextRunTime</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cron</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refreshType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.prediction_operator.RefreshSchedule" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A refresh schedule for an object. Defines when the next version of the object will be created</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>refreshPolicyId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the refresh policy</p></li>
-<li><p><strong>nextRunTime</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The next run time of the refresh policy. If null, the policy is paused.</p></li>
-<li><p><strong>cron</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A cron-style string that describes the when this refresh policy is to be executed in UTC</p></li>
-<li><p><strong>refreshType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of refresh that will be run</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – An error message for the last pipeline run of a policy</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.prediction_operator.RefreshSchedule.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.prediction_operator.RefreshSchedule.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.prediction_operator.RefreshSchedule.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.prediction_operator.RefreshSchedule.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.prediction_operator.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.prediction_operator.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.prediction_operator.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.prediction_operator.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.prediction_operator.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.prediction_operator.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.prediction_operator.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.prediction_operator.PredictionOperator">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.prediction_operator.</span></span><span class="sig-name descname"><span class="pre">PredictionOperator</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionOperatorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">updatedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">projectId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictFunctionName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceCode</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">initializeFunctionName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">notebookId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">memory</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">useGpu</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupTableNames</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">codeSource</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refreshSchedules</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">latestPredictionOperatorVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.prediction_operator.PredictionOperator" title="Link to this definition"></a></dt>
@@ -501,9 +322,9 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>useGpu</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether this prediction operator is using gpu.</p></li>
 <li><p><strong>featureGroupIds</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – A list of Feature Group IDs used for initializing.</p></li>
 <li><p><strong>featureGroupTableNames</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – A list of Feature Group table names used for initializing.</p></li>
-<li><p><strong>codeSource</strong> (<a class="reference internal" href="#abacusai.prediction_operator.CodeSource" title="abacusai.prediction_operator.CodeSource"><em>CodeSource</em></a>) – If a python model, information on the source code.</p></li>
-<li><p><strong>latestPredictionOperatorVersion</strong> (<a class="reference internal" href="#abacusai.prediction_operator.PredictionOperatorVersion" title="abacusai.prediction_operator.PredictionOperatorVersion"><em>PredictionOperatorVersion</em></a>) – The unique string identifier of the latest version.</p></li>
-<li><p><strong>refreshSchedules</strong> (<a class="reference internal" href="#abacusai.prediction_operator.RefreshSchedule" title="abacusai.prediction_operator.RefreshSchedule"><em>RefreshSchedule</em></a>) – List of refresh schedules that indicate when the next prediction operator version will be processed</p></li>
+<li><p><strong>codeSource</strong> (<a class="reference internal" href="../code_source/index.html#abacusai.code_source.CodeSource" title="abacusai.code_source.CodeSource"><em>CodeSource</em></a>) – If a python model, information on the source code.</p></li>
+<li><p><strong>latestPredictionOperatorVersion</strong> (<a class="reference internal" href="../prediction_operator_version/index.html#abacusai.prediction_operator_version.PredictionOperatorVersion" title="abacusai.prediction_operator_version.PredictionOperatorVersion"><em>PredictionOperatorVersion</em></a>) – The unique string identifier of the latest version.</p></li>
+<li><p><strong>refreshSchedules</strong> (<a class="reference internal" href="../refresh_schedule/index.html#abacusai.refresh_schedule.RefreshSchedule" title="abacusai.refresh_schedule.RefreshSchedule"><em>RefreshSchedule</em></a>) – List of refresh schedules that indicate when the next prediction operator version will be processed</p></li>
 </ul>
 </dd>
 </dl>
@@ -608,7 +429,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The created deployment object.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.Deployment" title="abacusai.client.Deployment">Deployment</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../deployment/index.html#abacusai.deployment.Deployment" title="abacusai.deployment.Deployment">Deployment</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -625,7 +446,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The created prediction operator version object.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.prediction_operator.PredictionOperatorVersion" title="abacusai.prediction_operator.PredictionOperatorVersion">PredictionOperatorVersion</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../prediction_operator_version/index.html#abacusai.prediction_operator_version.PredictionOperatorVersion" title="abacusai.prediction_operator_version.PredictionOperatorVersion">PredictionOperatorVersion</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -642,13 +463,14 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A list of prediction operator version objects.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.prediction_operator.PredictionOperatorVersion" title="abacusai.prediction_operator.PredictionOperatorVersion">PredictionOperatorVersion</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../prediction_operator_version/index.html#abacusai.prediction_operator_version.PredictionOperatorVersion" title="abacusai.prediction_operator_version.PredictionOperatorVersion">PredictionOperatorVersion</a>]</p>
 </dd>
 </dl>
 </dd></dl>
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/prediction_operator_version/index.html b/docs/autoapi/abacusai/prediction_operator_version/index.html
index d1b479823..08e4855b0 100644
--- a/docs/autoapi/abacusai/prediction_operator_version/index.html
+++ b/docs/autoapi/abacusai/prediction_operator_version/index.html
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-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.prediction_operator_version</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
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 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
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-      <li class="breadcrumb-item active">abacusai.prediction_operator_version</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></li>
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@@ -293,90 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.prediction_operator_version">
-<span id="abacusai-prediction-operator-version"></span><h1>abacusai.prediction_operator_version<a class="headerlink" href="#module-abacusai.prediction_operator_version" title="Link to this heading"></a></h1>
+<span id="abacusai-prediction-operator-version"></span><h1><a class="reference internal" href="#module-abacusai.prediction_operator_version" title="abacusai.prediction_operator_version"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a><a class="headerlink" href="#module-abacusai.prediction_operator_version" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.prediction_operator_version.CodeSource" title="abacusai.prediction_operator_version.CodeSource"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CodeSource</span></code></a></p></td>
-<td><p>Code source for python-based custom feature groups and models</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.prediction_operator_version.AbstractApiClass" title="abacusai.prediction_operator_version.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.prediction_operator_version.PredictionOperatorVersion" title="abacusai.prediction_operator_version.PredictionOperatorVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PredictionOperatorVersion</span></code></a></p></td>
 <td><p>A prediction operator version.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.prediction_operator_version.CodeSource">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.prediction_operator_version.</span></span><span class="sig-name descname"><span class="pre">CodeSource</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceCode</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">applicationConnectorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">applicationConnectorInfo</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">packageRequirements</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">publishingMsg</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">moduleDependencies</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.prediction_operator_version.CodeSource" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Code source for python-based custom feature groups and models</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>sourceType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of the source, one of TEXT, PYTHON, FILE_UPLOAD, or APPLICATION_CONNECTOR</p></li>
-<li><p><strong>sourceCode</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If the type of the source is TEXT, the raw text of the function</p></li>
-<li><p><strong>applicationConnectorId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The Application Connector to fetch the code from</p></li>
-<li><p><strong>applicationConnectorInfo</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Args passed to the application connector to fetch the code</p></li>
-<li><p><strong>packageRequirements</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The pip package dependencies required to run the code</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The status of the code and validations</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If the status is failed, an error message describing what went wrong</p></li>
-<li><p><strong>publishingMsg</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Warnings in the source code</p></li>
-<li><p><strong>moduleDependencies</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The list of internal modules dependencies required to run the code</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.prediction_operator_version.CodeSource.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.prediction_operator_version.CodeSource.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.prediction_operator_version.CodeSource.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.prediction_operator_version.CodeSource.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.prediction_operator_version.CodeSource.import_as_cell">
-<span class="sig-name descname"><span class="pre">import_as_cell</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.prediction_operator_version.CodeSource.import_as_cell" title="Link to this definition"></a></dt>
-<dd><p>Adds the source code as an unexecuted cell in the notebook.</p>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.prediction_operator_version.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.prediction_operator_version.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.prediction_operator_version.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.prediction_operator_version.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.prediction_operator_version.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.prediction_operator_version.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.prediction_operator_version.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.prediction_operator_version.PredictionOperatorVersion">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.prediction_operator_version.</span></span><span class="sig-name descname"><span class="pre">PredictionOperatorVersion</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionOperatorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionOperatorVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">updatedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceCode</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">memory</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">useGpu</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupVersions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">codeSource</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.prediction_operator_version.PredictionOperatorVersion" title="Link to this definition"></a></dt>
@@ -397,7 +320,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>featureGroupVersions</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – A list of Feature Group version IDs used for initializing.</p></li>
 <li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The current status of the prediction operator version.</p></li>
 <li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The error message if the status failed.</p></li>
-<li><p><strong>codeSource</strong> (<a class="reference internal" href="#abacusai.prediction_operator_version.CodeSource" title="abacusai.prediction_operator_version.CodeSource"><em>CodeSource</em></a>) – If a python model, information on the source code.</p></li>
+<li><p><strong>codeSource</strong> (<a class="reference internal" href="../code_source/index.html#abacusai.code_source.CodeSource" title="abacusai.code_source.CodeSource"><em>CodeSource</em></a>) – If a python model, information on the source code.</p></li>
 </ul>
 </dd>
 </dl>
@@ -434,6 +357,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/problem_type/index.html b/docs/autoapi/abacusai/problem_type/index.html
index 318f49f63..18175e669 100644
--- a/docs/autoapi/abacusai/problem_type/index.html
+++ b/docs/autoapi/abacusai/problem_type/index.html
@@ -46,222 +46,217 @@
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               <ul class="current">
-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
 <li class="toctree-l2 current"><a class="reference internal" href="../index.html#submodules">Submodules</a><ul class="current">
-<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html">abacusai.abacus_api</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent/index.html">abacusai.agent</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
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@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
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       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.problem_type</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/problem_type/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.problem_type">
-<span id="abacusai-problem-type"></span><h1>abacusai.problem_type<a class="headerlink" href="#module-abacusai.problem_type" title="Link to this heading"></a></h1>
+<span id="abacusai-problem-type"></span><h1><a class="reference internal" href="#module-abacusai.problem_type" title="abacusai.problem_type"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a><a class="headerlink" href="#module-abacusai.problem_type" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.problem_type.AbstractApiClass" title="abacusai.problem_type.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.problem_type.ProblemType" title="abacusai.problem_type.ProblemType"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ProblemType</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.problem_type.ProblemType" title="abacusai.problem_type.ProblemType"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ProblemType</span></code></a></p></td>
 <td><p>Description of a problem type which is the common underlying problem for different use cases.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.problem_type.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.problem_type.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.problem_type.AbstractApiClass" title="Link to this definition"></a></dt>
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-<dt class="sig sig-object py" id="abacusai.problem_type.AbstractApiClass.__eq__">
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-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.problem_type.AbstractApiClass._get_attribute_as_dict">
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-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.problem_type.ProblemType">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.problem_type.</span></span><span class="sig-name descname"><span class="pre">ProblemType</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">problemType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">requiredFeatureGroupType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">optionalFeatureGroupTypes</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">useCasesSupportCustomAlgorithm</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.problem_type.ProblemType" title="Link to this definition"></a></dt>
@@ -363,6 +338,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/project/index.html b/docs/autoapi/abacusai/project/index.html
index 2c6678f17..6550b16b1 100644
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-<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html">abacusai.memory_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html">abacusai.messaging_connector_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model/index.html">abacusai.model</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html">abacusai.model_location</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html">abacusai.model_metrics</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html">abacusai.model_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html">abacusai.model_monitor_org_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.project</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.project</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/project/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,297 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.project">
-<span id="abacusai-project"></span><h1>abacusai.project<a class="headerlink" href="#module-abacusai.project" title="Link to this heading"></a></h1>
+<span id="abacusai-project"></span><h1><a class="reference internal" href="#module-abacusai.project" title="abacusai.project"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a><a class="headerlink" href="#module-abacusai.project" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.project.AgentInterface" title="abacusai.project.AgentInterface"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AgentInterface</span></code></a></p></td>
-<td><p>Generic enumeration.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.project.AlertActionConfig" title="abacusai.project.AlertActionConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AlertActionConfig</span></code></a></p></td>
-<td><p>An abstract class for alert action configs</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.project.AlertConditionConfig" title="abacusai.project.AlertConditionConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AlertConditionConfig</span></code></a></p></td>
-<td><p>An abstract class for alert condition configs</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.project.ForecastingMonitorConfig" title="abacusai.project.ForecastingMonitorConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ForecastingMonitorConfig</span></code></a></p></td>
-<td><p>Forecasting Monitor Configuration</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.project.TrainingConfig" title="abacusai.project.TrainingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">TrainingConfig</span></code></a></p></td>
-<td><p>An abstract class for the training config options used to train the model.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.project.VectorStoreConfig" title="abacusai.project.VectorStoreConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">VectorStoreConfig</span></code></a></p></td>
-<td><p>Config for indexing options of a document retriever. Default values of optional arguments are heuristically selected by the Abacus.AI platform based on the underlying data.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.project.WorkflowGraph" title="abacusai.project.WorkflowGraph"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WorkflowGraph</span></code></a></p></td>
-<td><p>An Agent workflow graph. The edges define the node invokation order. The workflow must follow linear invokation order.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.project.AbstractApiClass" title="abacusai.project.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.project.Project" title="abacusai.project.Project"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Project</span></code></a></p></td>
 <td><p>A project is a container which holds datasets, models and deployments</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.project.AgentInterface">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.project.</span></span><span class="sig-name descname"><span class="pre">AgentInterface</span></span><a class="headerlink" href="#abacusai.project.AgentInterface" title="Link to this definition"></a></dt>
-<dd><p>Bases: <code class="xref py py-obj docutils literal notranslate"><span class="pre">ApiEnum</span></code></p>
-<p>Generic enumeration.</p>
-<p>Derive from this class to define new enumerations.</p>
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-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.project.AgentInterface.CHAT">
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-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.project.AlertActionConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.project.</span></span><span class="sig-name descname"><span class="pre">AlertActionConfig</span></span><a class="headerlink" href="#abacusai.project.AlertActionConfig" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
-<p>An abstract class for alert action configs</p>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.project.AlertActionConfig.action_type">
-<span class="sig-name descname"><span class="pre">action_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../api_class/enums/index.html#abacusai.api_class.enums.AlertActionType" title="abacusai.api_class.enums.AlertActionType"><span class="pre">abacusai.api_class.enums.AlertActionType</span></a></em><a class="headerlink" href="#abacusai.project.AlertActionConfig.action_type" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project.AlertActionConfig._get_builder">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_get_builder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project.AlertActionConfig._get_builder" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.project.AlertConditionConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.project.</span></span><span class="sig-name descname"><span class="pre">AlertConditionConfig</span></span><a class="headerlink" href="#abacusai.project.AlertConditionConfig" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
-<p>An abstract class for alert condition configs</p>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.project.AlertConditionConfig.alert_type">
-<span class="sig-name descname"><span class="pre">alert_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../api_class/enums/index.html#abacusai.api_class.enums.MonitorAlertType" title="abacusai.api_class.enums.MonitorAlertType"><span class="pre">abacusai.api_class.enums.MonitorAlertType</span></a></em><a class="headerlink" href="#abacusai.project.AlertConditionConfig.alert_type" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project.AlertConditionConfig._get_builder">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_get_builder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project.AlertConditionConfig._get_builder" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.project.ForecastingMonitorConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.project.</span></span><span class="sig-name descname"><span class="pre">ForecastingMonitorConfig</span></span><a class="headerlink" href="#abacusai.project.ForecastingMonitorConfig" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
-<p>Forecasting Monitor Configuration</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>id_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the column that contains the unique identifier for the time series.</p></li>
-<li><p><strong>timestamp_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the column that contains the timestamp for the time series.</p></li>
-<li><p><strong>target_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the column that contains the target value for the time series.</p></li>
-<li><p><strong>start_time</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The start time of the time series data.</p></li>
-<li><p><strong>end_time</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The end time of the time series data.</p></li>
-<li><p><strong>window_config</strong> (<a class="reference internal" href="../api_class/index.html#abacusai.api_class.TimeWindowConfig" title="abacusai.api_class.TimeWindowConfig"><em>TimeWindowConfig</em></a>) – The windowing configuration for the time series data.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.project.ForecastingMonitorConfig.id_column">
-<span class="sig-name descname"><span class="pre">id_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.project.ForecastingMonitorConfig.id_column" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.project.ForecastingMonitorConfig.timestamp_column">
-<span class="sig-name descname"><span class="pre">timestamp_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.project.ForecastingMonitorConfig.timestamp_column" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.project.ForecastingMonitorConfig.target_column">
-<span class="sig-name descname"><span class="pre">target_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.project.ForecastingMonitorConfig.target_column" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.project.ForecastingMonitorConfig.start_time">
-<span class="sig-name descname"><span class="pre">start_time</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.project.ForecastingMonitorConfig.start_time" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.project.ForecastingMonitorConfig.end_time">
-<span class="sig-name descname"><span class="pre">end_time</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.project.ForecastingMonitorConfig.end_time" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.project.ForecastingMonitorConfig.window_config">
-<span class="sig-name descname"><span class="pre">window_config</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../api_class/index.html#abacusai.api_class.TimeWindowConfig" title="abacusai.api_class.TimeWindowConfig"><span class="pre">TimeWindowConfig</span></a></em><a class="headerlink" href="#abacusai.project.ForecastingMonitorConfig.window_config" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project.ForecastingMonitorConfig.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project.ForecastingMonitorConfig.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Standardizes converting an ApiClass to dictionary.
-Keys of response dictionary are converted to camel case.
-This also validates the fields ( type, value, etc ) received in the dictionary.</p>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.project.TrainingConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.project.</span></span><span class="sig-name descname"><span class="pre">TrainingConfig</span></span><a class="headerlink" href="#abacusai.project.TrainingConfig" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
-<p>An abstract class for the training config options used to train the model.</p>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.project.TrainingConfig._upper_snake_case_keys">
-<span class="sig-name descname"><span class="pre">_upper_snake_case_keys</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.project.TrainingConfig._upper_snake_case_keys" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.project.TrainingConfig._support_kwargs">
-<span class="sig-name descname"><span class="pre">_support_kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.project.TrainingConfig._support_kwargs" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.project.TrainingConfig.kwargs">
-<span class="sig-name descname"><span class="pre">kwargs</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><span class="pre">dict</span></a></em><a class="headerlink" href="#abacusai.project.TrainingConfig.kwargs" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.project.TrainingConfig.problem_type">
-<span class="sig-name descname"><span class="pre">problem_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../api_class/enums/index.html#abacusai.api_class.enums.ProblemType" title="abacusai.api_class.enums.ProblemType"><span class="pre">abacusai.api_class.enums.ProblemType</span></a></em><a class="headerlink" href="#abacusai.project.TrainingConfig.problem_type" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.project.TrainingConfig.algorithm">
-<span class="sig-name descname"><span class="pre">algorithm</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.project.TrainingConfig.algorithm" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project.TrainingConfig._get_builder">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_get_builder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project.TrainingConfig._get_builder" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.project.VectorStoreConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.project.</span></span><span class="sig-name descname"><span class="pre">VectorStoreConfig</span></span><a class="headerlink" href="#abacusai.project.VectorStoreConfig" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
-<p>Config for indexing options of a document retriever. Default values of optional arguments are heuristically selected by the Abacus.AI platform based on the underlying data.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>chunk_size</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The size of text chunks in the vector store.</p></li>
-<li><p><strong>chunk_overlap_fraction</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – The fraction of overlap between chunks.</p></li>
-<li><p><strong>text_encoder</strong> (<a class="reference internal" href="../api_class/document_retriever/index.html#abacusai.api_class.document_retriever.VectorStoreTextEncoder" title="abacusai.api_class.document_retriever.VectorStoreTextEncoder"><em>VectorStoreTextEncoder</em></a>) – Encoder used to index texts from the documents.</p></li>
-<li><p><strong>chunk_size_factors</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Chunking data with multiple sizes. The specified list of factors are used to calculate more sizes, in addition to <cite>chunk_size</cite>.</p></li>
-<li><p><strong>score_multiplier_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If provided, will use the values in this metadata column to modify the relevance score of returned chunks for all queries.</p></li>
-<li><p><strong>prune_vectors</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Transform vectors using SVD so that the average component of vectors in the corpus are removed.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.project.VectorStoreConfig.chunk_size">
-<span class="sig-name descname"><span class="pre">chunk_size</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><span class="pre">int</span></a></em><a class="headerlink" href="#abacusai.project.VectorStoreConfig.chunk_size" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.project.VectorStoreConfig.chunk_overlap_fraction">
-<span class="sig-name descname"><span class="pre">chunk_overlap_fraction</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><span class="pre">float</span></a></em><a class="headerlink" href="#abacusai.project.VectorStoreConfig.chunk_overlap_fraction" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.project.VectorStoreConfig.text_encoder">
-<span class="sig-name descname"><span class="pre">text_encoder</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../api_class/enums/index.html#abacusai.api_class.enums.VectorStoreTextEncoder" title="abacusai.api_class.enums.VectorStoreTextEncoder"><span class="pre">abacusai.api_class.enums.VectorStoreTextEncoder</span></a></em><a class="headerlink" href="#abacusai.project.VectorStoreConfig.text_encoder" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.project.VectorStoreConfig.chunk_size_factors">
-<span class="sig-name descname"><span class="pre">chunk_size_factors</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><span class="pre">list</span></a></em><a class="headerlink" href="#abacusai.project.VectorStoreConfig.chunk_size_factors" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.project.VectorStoreConfig.score_multiplier_column">
-<span class="sig-name descname"><span class="pre">score_multiplier_column</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><span class="pre">str</span></a></em><a class="headerlink" href="#abacusai.project.VectorStoreConfig.score_multiplier_column" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.project.VectorStoreConfig.prune_vectors">
-<span class="sig-name descname"><span class="pre">prune_vectors</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><span class="pre">bool</span></a></em><a class="headerlink" href="#abacusai.project.VectorStoreConfig.prune_vectors" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.project.WorkflowGraph">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.project.</span></span><span class="sig-name descname"><span class="pre">WorkflowGraph</span></span><a class="headerlink" href="#abacusai.project.WorkflowGraph" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
-<p>An Agent workflow graph. The edges define the node invokation order. The workflow must follow linear invokation order.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>nodes</strong> (<em>List</em><em>[</em><a class="reference internal" href="../api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowGraphNode" title="abacusai.api_class.ai_agents.WorkflowGraphNode"><em>WorkflowGraphNode</em></a><em>]</em>) – A list of nodes in the workflow graph.</p></li>
-<li><p><strong>edges</strong> (<em>List</em><em>[</em><a class="reference internal" href="../api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowGraphEdge" title="abacusai.api_class.ai_agents.WorkflowGraphEdge"><em>WorkflowGraphEdge</em></a><em>]</em>) – A list of edges in the workflow graph, where each edge is a tuple of source, target and details.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.project.WorkflowGraph.nodes">
-<span class="sig-name descname"><span class="pre">nodes</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="../api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowGraphNode" title="abacusai.api_class.ai_agents.WorkflowGraphNode"><span class="pre">WorkflowGraphNode</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.project.WorkflowGraph.nodes" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.project.WorkflowGraph.edges">
-<span class="sig-name descname"><span class="pre">edges</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="../api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowGraphEdge" title="abacusai.api_class.ai_agents.WorkflowGraphEdge"><span class="pre">WorkflowGraphEdge</span></a><span class="p"><span class="pre">]</span></span></em><a class="headerlink" href="#abacusai.project.WorkflowGraph.edges" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project.WorkflowGraph.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project.WorkflowGraph.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Standardizes converting an ApiClass to dictionary.
-Keys of response dictionary are converted to camel case.
-This also validates the fields ( type, value, etc ) received in the dictionary.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project.WorkflowGraph.from_dict">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">graph</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project.WorkflowGraph.from_dict" title="Link to this definition"></a></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>graph</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>)</p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.project.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.project.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.project.Project">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.project.</span></span><span class="sig-name descname"><span class="pre">Project</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">projectId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">useCase</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">problemType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tags</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project.Project" title="Link to this definition"></a></dt>
@@ -717,7 +433,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A list of objects that describes the resulting feature group’s schema after the feature’s featureMapping is set.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../client/index.html#abacusai.client.Feature" title="abacusai.client.Feature">Feature</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../feature/index.html#abacusai.feature.Feature" title="abacusai.feature.Feature">Feature</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -734,7 +450,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The project validation. If the specified project is missing required columns or feature groups, the response includes an array of objects for each missing required feature group and the missing required features in each feature group.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.ProjectValidation" title="abacusai.client.ProjectValidation">ProjectValidation</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../project_validation/index.html#abacusai.project_validation.ProjectValidation" title="abacusai.project_validation.ProjectValidation">ProjectValidation</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -751,7 +467,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A dict that contains the inferred feature mappings.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.InferredFeatureMappings" title="abacusai.client.InferredFeatureMappings">InferredFeatureMappings</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../inferred_feature_mappings/index.html#abacusai.inferred_feature_mappings.InferredFeatureMappings" title="abacusai.inferred_feature_mappings.InferredFeatureMappings">InferredFeatureMappings</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -768,7 +484,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The project feature group object.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.ProjectFeatureGroup" title="abacusai.client.ProjectFeatureGroup">ProjectFeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../project_feature_group/index.html#abacusai.project_feature_group.ProjectFeatureGroup" title="abacusai.project_feature_group.ProjectFeatureGroup">ProjectFeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -789,7 +505,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>All the Feature Groups in a project.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../client/index.html#abacusai.client.ProjectFeatureGroup" title="abacusai.client.ProjectFeatureGroup">ProjectFeatureGroup</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../project_feature_group/index.html#abacusai.project_feature_group.ProjectFeatureGroup" title="abacusai.project_feature_group.ProjectFeatureGroup">ProjectFeatureGroup</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -810,7 +526,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>All the feature groups in the organization, optionally limited by the feature group that created the template(s).</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../client/index.html#abacusai.client.FeatureGroupTemplate" title="abacusai.client.FeatureGroupTemplate">FeatureGroupTemplate</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../feature_group_template/index.html#abacusai.feature_group_template.FeatureGroupTemplate" title="abacusai.feature_group_template.FeatureGroupTemplate">FeatureGroupTemplate</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -824,14 +540,14 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>feature_group_ids</strong> (<em>List</em>) – The feature group IDs to be used for training.</p></li>
 <li><p><strong>for_retrain</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether the training config options are used for retraining.</p></li>
-<li><p><strong>current_training_config</strong> (<a class="reference internal" href="#abacusai.project.TrainingConfig" title="abacusai.project.TrainingConfig"><em>TrainingConfig</em></a>) – The current state of the training config, with some options set, which shall be used to get new options after refresh. This is <cite>None</cite> by default initially.</p></li>
+<li><p><strong>current_training_config</strong> (<a class="reference internal" href="../api_class/index.html#abacusai.api_class.TrainingConfig" title="abacusai.api_class.TrainingConfig"><em>TrainingConfig</em></a>) – The current state of the training config, with some options set, which shall be used to get new options after refresh. This is <cite>None</cite> by default initially.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>An array of options that can be specified when training a model in this project.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../client/index.html#abacusai.client.TrainingConfigOptions" title="abacusai.client.TrainingConfigOptions">TrainingConfigOptions</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../training_config_options/index.html#abacusai.training_config_options.TrainingConfigOptions" title="abacusai.training_config_options.TrainingConfigOptions">TrainingConfigOptions</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -843,7 +559,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
-<li><p><strong>training_config</strong> (<a class="reference internal" href="#abacusai.project.TrainingConfig" title="abacusai.project.TrainingConfig"><em>TrainingConfig</em></a>) – The training config used to influence how the split is calculated.</p></li>
+<li><p><strong>training_config</strong> (<a class="reference internal" href="../api_class/index.html#abacusai.api_class.TrainingConfig" title="abacusai.api_class.TrainingConfig"><em>TrainingConfig</em></a>) – The training config used to influence how the split is calculated.</p></li>
 <li><p><strong>feature_group_ids</strong> (<em>List</em>) – List of feature group IDs provided by the user, including the required one for data split and others to influence how to split.</p></li>
 </ul>
 </dd>
@@ -851,7 +567,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The feature group containing the training data and folds information.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.FeatureGroup" title="abacusai.client.FeatureGroup">FeatureGroup</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup">FeatureGroup</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -864,7 +580,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the model. Defaults to “&lt;Project Name&gt; Model”.</p></li>
-<li><p><strong>training_config</strong> (<a class="reference internal" href="#abacusai.project.TrainingConfig" title="abacusai.project.TrainingConfig"><em>TrainingConfig</em></a>) – The training config used to train this model.</p></li>
+<li><p><strong>training_config</strong> (<a class="reference internal" href="../api_class/index.html#abacusai.api_class.TrainingConfig" title="abacusai.api_class.TrainingConfig"><em>TrainingConfig</em></a>) – The training config used to train this model.</p></li>
 <li><p><strong>feature_group_ids</strong> (<em>List</em>) – List of feature group IDs provided by the user to train the model on.</p></li>
 <li><p><strong>refresh_schedule</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A cron-style string that describes a schedule in UTC to automatically retrain the created model.</p></li>
 <li><p><strong>custom_algorithms</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of user-defined algorithms to train. If not set, the default enabled custom algorithms will be used.</p></li>
@@ -880,7 +596,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The new model which is being trained.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.Model" title="abacusai.client.Model">Model</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../model/index.html#abacusai.model.Model" title="abacusai.model.Model">Model</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -902,7 +618,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name you want your model to have. Defaults to “&lt;Project Name&gt; Model”</p></li>
 <li><p><strong>cpu_size</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Size of the CPU for the model training function</p></li>
 <li><p><strong>memory</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Memory (in GB) for the model training function</p></li>
-<li><p><strong>training_config</strong> (<a class="reference internal" href="#abacusai.project.TrainingConfig" title="abacusai.project.TrainingConfig"><em>TrainingConfig</em></a>) – Training configuration</p></li>
+<li><p><strong>training_config</strong> (<a class="reference internal" href="../api_class/index.html#abacusai.api_class.TrainingConfig" title="abacusai.api_class.TrainingConfig"><em>TrainingConfig</em></a>) – Training configuration</p></li>
 <li><p><strong>exclusive_run</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Decides if this model will be run exclusively or along with other Abacus.AI algorithms</p></li>
 <li><p><strong>package_requirements</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of package requirement strings. For example: [‘numpy==1.2.3’, ‘pandas&gt;=1.4.0’]</p></li>
 <li><p><strong>use_gpu</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether this model needs gpu</p></li>
@@ -913,7 +629,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The new model, which has not been trained.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.Model" title="abacusai.client.Model">Model</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../model/index.html#abacusai.model.Model" title="abacusai.model.Model">Model</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -930,7 +646,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A list of models.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../client/index.html#abacusai.client.Model" title="abacusai.client.Model">Model</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../model/index.html#abacusai.model.Model" title="abacusai.model.Model">Model</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -944,7 +660,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>feature_group_names_for_training</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – A list of feature group table names to be used for training.</p></li>
 <li><p><strong>training_data_parameter_name_override</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Override from feature group type to parameter name in the train function.</p></li>
-<li><p><strong>training_config</strong> (<a class="reference internal" href="#abacusai.project.TrainingConfig" title="abacusai.project.TrainingConfig"><em>TrainingConfig</em></a>) – Training config for the options supported by the Abacus.AI platform.</p></li>
+<li><p><strong>training_config</strong> (<a class="reference internal" href="../api_class/index.html#abacusai.api_class.TrainingConfig" title="abacusai.api_class.TrainingConfig"><em>TrainingConfig</em></a>) – Training config for the options supported by the Abacus.AI platform.</p></li>
 <li><p><strong>custom_algorithm_config</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – User-defined config that can be serialized by JSON.</p></li>
 </ul>
 </dd>
@@ -952,14 +668,14 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Information about how to call the customer-provided train function.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.CustomTrainFunctionInfo" title="abacusai.client.CustomTrainFunctionInfo">CustomTrainFunctionInfo</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../custom_train_function_info/index.html#abacusai.custom_train_function_info.CustomTrainFunctionInfo" title="abacusai.custom_train_function_info.CustomTrainFunctionInfo">CustomTrainFunctionInfo</a></p>
 </dd>
 </dl>
 </dd></dl>
 
 <dl class="py method">
 <dt class="sig sig-object py" id="abacusai.project.Project.create_model_monitor">
-<span class="sig-name descname"><span class="pre">create_model_monitor</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">prediction_feature_group_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">training_feature_group_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refresh_schedule</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target_value</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target_value_bias</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target_value_performance</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_mappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">training_feature_mappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_group_base_monitor_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_group_comparison_monitor_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">include_interactive_performance_analysis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project.Project.create_model_monitor" title="Link to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">create_model_monitor</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">prediction_feature_group_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">training_feature_group_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refresh_schedule</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target_value</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target_value_bias</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target_value_performance</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_mappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">training_feature_mappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_group_base_monitor_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_group_comparison_monitor_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">exclude_interactive_performance_analysis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">exclude_bias_analysis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">exclude_performance_analysis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">exclude_feature_drift_analysis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">exclude_data_integrity_analysis</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project.Project.create_model_monitor" title="Link to this definition"></a></dt>
 <dd><p>Runs a model monitor for the specified project.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
@@ -976,14 +692,18 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>training_feature_mappings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – A JSON map to override features for training_fature_group, where keys are column names and the values are feature data use types.</p></li>
 <li><p><strong>feature_group_base_monitor_config</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Selection strategy for the feature_group 1 with the feature group version if selected.</p></li>
 <li><p><strong>feature_group_comparison_monitor_config</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Selection strategy for the feature_group 1 with the feature group version if selected.</p></li>
-<li><p><strong>include_interactive_performance_analysis</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to include interactive performance analysis.</p></li>
+<li><p><strong>exclude_interactive_performance_analysis</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to exclude interactive performance analysis. Defaults to True if not provided.</p></li>
+<li><p><strong>exclude_bias_analysis</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to exclude bias analysis in the model monitor. For default value bias analysis is included.</p></li>
+<li><p><strong>exclude_performance_analysis</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to exclude performance analysis in the model monitor. For default value performance analysis is included.</p></li>
+<li><p><strong>exclude_feature_drift_analysis</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to exclude feature drift analysis in the model monitor. For default value feature drift analysis is included.</p></li>
+<li><p><strong>exclude_data_integrity_analysis</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to exclude data integrity analysis in the model monitor. For default value data integrity analysis is included.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>The new model monitor that was created.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.ModelMonitor" title="abacusai.client.ModelMonitor">ModelMonitor</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../model_monitor/index.html#abacusai.model_monitor.ModelMonitor" title="abacusai.model_monitor.ModelMonitor">ModelMonitor</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -1000,7 +720,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A list of model monitors.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../client/index.html#abacusai.client.ModelMonitor" title="abacusai.client.ModelMonitor">ModelMonitor</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../model_monitor/index.html#abacusai.model_monitor.ModelMonitor" title="abacusai.model_monitor.ModelMonitor">ModelMonitor</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -1025,7 +745,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The new model monitor that was created.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.ModelMonitor" title="abacusai.client.ModelMonitor">ModelMonitor</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../model_monitor/index.html#abacusai.model_monitor.ModelMonitor" title="abacusai.model_monitor.ModelMonitor">ModelMonitor</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -1050,7 +770,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The new model monitor that was created.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.ModelMonitor" title="abacusai.client.ModelMonitor">ModelMonitor</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../model_monitor/index.html#abacusai.model_monitor.ModelMonitor" title="abacusai.model_monitor.ModelMonitor">ModelMonitor</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -1065,8 +785,8 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name you want your model monitor to have. Defaults to “&lt;Project Name&gt; Model Monitor”.</p></li>
 <li><p><strong>prediction_feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier of the prediction data feature group.</p></li>
 <li><p><strong>training_feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier of the training data feature group.</p></li>
-<li><p><strong>training_forecast_config</strong> (<a class="reference internal" href="#abacusai.project.ForecastingMonitorConfig" title="abacusai.project.ForecastingMonitorConfig"><em>ForecastingMonitorConfig</em></a>) – The configuration for the training data.</p></li>
-<li><p><strong>prediction_forecast_config</strong> (<a class="reference internal" href="#abacusai.project.ForecastingMonitorConfig" title="abacusai.project.ForecastingMonitorConfig"><em>ForecastingMonitorConfig</em></a>) – The configuration for the prediction data.</p></li>
+<li><p><strong>training_forecast_config</strong> (<a class="reference internal" href="../api_class/index.html#abacusai.api_class.ForecastingMonitorConfig" title="abacusai.api_class.ForecastingMonitorConfig"><em>ForecastingMonitorConfig</em></a>) – The configuration for the training data.</p></li>
+<li><p><strong>prediction_forecast_config</strong> (<a class="reference internal" href="../api_class/index.html#abacusai.api_class.ForecastingMonitorConfig" title="abacusai.api_class.ForecastingMonitorConfig"><em>ForecastingMonitorConfig</em></a>) – The configuration for the prediction data.</p></li>
 <li><p><strong>forecast_frequency</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The frequency of the forecast. Defaults to the frequency of the prediction data.</p></li>
 <li><p><strong>refresh_schedule</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A cron-style string that describes a schedule in UTC to automatically rerun the created forecasting monitor.</p></li>
 </ul>
@@ -1075,7 +795,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The new model monitor that was created.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.ModelMonitor" title="abacusai.client.ModelMonitor">ModelMonitor</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../model_monitor/index.html#abacusai.model_monitor.ModelMonitor" title="abacusai.model_monitor.ModelMonitor">ModelMonitor</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -1104,7 +824,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The new EDA object that was created.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.Eda" title="abacusai.client.Eda">Eda</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../eda/index.html#abacusai.eda.Eda" title="abacusai.eda.Eda">Eda</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -1121,7 +841,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>List of EDA objects.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../client/index.html#abacusai.client.Eda" title="abacusai.client.Eda">Eda</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../eda/index.html#abacusai.eda.Eda" title="abacusai.eda.Eda">Eda</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -1138,7 +858,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The holdout analyses</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../client/index.html#abacusai.client.HoldoutAnalysis" title="abacusai.client.HoldoutAnalysis">HoldoutAnalysis</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../holdout_analysis/index.html#abacusai.holdout_analysis.HoldoutAnalysis" title="abacusai.holdout_analysis.HoldoutAnalysis">HoldoutAnalysis</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -1151,8 +871,8 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>alert_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the alert.</p></li>
-<li><p><strong>condition_config</strong> (<a class="reference internal" href="#abacusai.project.AlertConditionConfig" title="abacusai.project.AlertConditionConfig"><em>AlertConditionConfig</em></a>) – Condition to run the actions for the alert.</p></li>
-<li><p><strong>action_config</strong> (<a class="reference internal" href="#abacusai.project.AlertActionConfig" title="abacusai.project.AlertActionConfig"><em>AlertActionConfig</em></a>) – Configuration for the action of the alert.</p></li>
+<li><p><strong>condition_config</strong> (<a class="reference internal" href="../api_class/index.html#abacusai.api_class.AlertConditionConfig" title="abacusai.api_class.AlertConditionConfig"><em>AlertConditionConfig</em></a>) – Condition to run the actions for the alert.</p></li>
+<li><p><strong>action_config</strong> (<a class="reference internal" href="../api_class/index.html#abacusai.api_class.AlertActionConfig" title="abacusai.api_class.AlertActionConfig"><em>AlertActionConfig</em></a>) – Configuration for the action of the alert.</p></li>
 <li><p><strong>model_monitor_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier for the model monitor created under the project.</p></li>
 <li><p><strong>realtime_monitor_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier for the real-time monitor for the deployment created under the project.</p></li>
 </ul>
@@ -1161,7 +881,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>Object describing the monitor alert.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.MonitorAlert" title="abacusai.client.MonitorAlert">MonitorAlert</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../monitor_alert/index.html#abacusai.monitor_alert.MonitorAlert" title="abacusai.monitor_alert.MonitorAlert">MonitorAlert</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -1178,7 +898,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A list of prediction operator objects.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../client/index.html#abacusai.client.PredictionOperator" title="abacusai.client.PredictionOperator">PredictionOperator</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../prediction_operator/index.html#abacusai.prediction_operator.PredictionOperator" title="abacusai.prediction_operator.PredictionOperator">PredictionOperator</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -1196,7 +916,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The deployment token.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.DeploymentAuthToken" title="abacusai.client.DeploymentAuthToken">DeploymentAuthToken</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../deployment_auth_token/index.html#abacusai.deployment_auth_token.DeploymentAuthToken" title="abacusai.deployment_auth_token.DeploymentAuthToken">DeploymentAuthToken</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -1213,7 +933,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>An array of deployments.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../client/index.html#abacusai.client.Deployment" title="abacusai.client.Deployment">Deployment</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../deployment/index.html#abacusai.deployment.Deployment" title="abacusai.deployment.Deployment">Deployment</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -1230,7 +950,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A list of deployment tokens.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../client/index.html#abacusai.client.DeploymentAuthToken" title="abacusai.client.DeploymentAuthToken">DeploymentAuthToken</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../deployment_auth_token/index.html#abacusai.deployment_auth_token.DeploymentAuthToken" title="abacusai.deployment_auth_token.DeploymentAuthToken">DeploymentAuthToken</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -1247,7 +967,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>An array of real-time monitors.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../client/index.html#abacusai.client.RealtimeMonitor" title="abacusai.client.RealtimeMonitor">RealtimeMonitor</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../realtime_monitor/index.html#abacusai.realtime_monitor.RealtimeMonitor" title="abacusai.realtime_monitor.RealtimeMonitor">RealtimeMonitor</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -1272,7 +992,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>List of all refresh policies in the organization.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../client/index.html#abacusai.client.RefreshPolicy" title="abacusai.client.RefreshPolicy">RefreshPolicy</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../refresh_policy/index.html#abacusai.refresh_policy.RefreshPolicy" title="abacusai.refresh_policy.RefreshPolicy">RefreshPolicy</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -1306,7 +1026,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A list of pipelines.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../client/index.html#abacusai.client.Pipeline" title="abacusai.client.Pipeline">Pipeline</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../pipeline/index.html#abacusai.pipeline.Pipeline" title="abacusai.pipeline.Pipeline">Pipeline</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -1326,7 +1046,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>An object describing the graph dashboard.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.GraphDashboard" title="abacusai.client.GraphDashboard">GraphDashboard</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../graph_dashboard/index.html#abacusai.graph_dashboard.GraphDashboard" title="abacusai.graph_dashboard.GraphDashboard">GraphDashboard</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -1343,7 +1063,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>A list of graph dashboards.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../client/index.html#abacusai.client.GraphDashboard" title="abacusai.client.GraphDashboard">GraphDashboard</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../graph_dashboard/index.html#abacusai.graph_dashboard.GraphDashboard" title="abacusai.graph_dashboard.GraphDashboard">GraphDashboard</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -1356,7 +1076,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>feature_group_ids</strong> (<em>List</em>) – List of feature group IDs specifying input data.</p></li>
-<li><p><strong>training_config</strong> (<a class="reference internal" href="#abacusai.project.TrainingConfig" title="abacusai.project.TrainingConfig"><em>TrainingConfig</em></a>) – The training config to be used for model training.</p></li>
+<li><p><strong>training_config</strong> (<a class="reference internal" href="../api_class/index.html#abacusai.api_class.TrainingConfig" title="abacusai.api_class.TrainingConfig"><em>TrainingConfig</em></a>) – The training config to be used for model training.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns<span class="colon">:</span></dt>
@@ -1396,8 +1116,8 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>memory</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Overrides the default memory allocation (in GB) for the agent.</p></li>
 <li><p><strong>description</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A description of the agent, including its purpose and instructions.</p></li>
 <li><p><strong>evaluation_feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The ID of the feature group to use for evaluation.</p></li>
-<li><p><strong>workflow_graph</strong> (<a class="reference internal" href="#abacusai.project.WorkflowGraph" title="abacusai.project.WorkflowGraph"><em>WorkflowGraph</em></a>) – The workflow graph for the agent.</p></li>
-<li><p><strong>agent_interface</strong> (<a class="reference internal" href="#abacusai.project.AgentInterface" title="abacusai.project.AgentInterface"><em>AgentInterface</em></a>) – The interface that the agent will be deployed with.</p></li>
+<li><p><strong>workflow_graph</strong> (<a class="reference internal" href="../api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowGraph" title="abacusai.api_class.ai_agents.WorkflowGraph"><em>WorkflowGraph</em></a>) – The workflow graph for the agent.</p></li>
+<li><p><strong>agent_interface</strong> (<a class="reference internal" href="../api_class/enums/index.html#abacusai.api_class.enums.AgentInterface" title="abacusai.api_class.enums.AgentInterface"><em>AgentInterface</em></a>) – The interface that the agent will be deployed with.</p></li>
 <li><p><strong>function_source_code</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
 <li><p><strong>agent_function_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
 <li><p><strong>package_requirements</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>)</p></li>
@@ -1442,14 +1162,14 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the Document Retriever. Can be up to 120 characters long and can only contain alphanumeric characters and underscores.</p></li>
 <li><p><strong>feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The ID of the feature group that the Document Retriever is associated with.</p></li>
-<li><p><strong>document_retriever_config</strong> (<a class="reference internal" href="#abacusai.project.VectorStoreConfig" title="abacusai.project.VectorStoreConfig"><em>VectorStoreConfig</em></a>) – The configuration, including chunk_size and chunk_overlap_fraction, for document retrieval.</p></li>
+<li><p><strong>document_retriever_config</strong> (<a class="reference internal" href="../api_class/document_retriever/index.html#abacusai.api_class.document_retriever.VectorStoreConfig" title="abacusai.api_class.document_retriever.VectorStoreConfig"><em>VectorStoreConfig</em></a>) – The configuration, including chunk_size and chunk_overlap_fraction, for document retrieval.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns<span class="colon">:</span></dt>
 <dd class="field-even"><p>The newly created document retriever.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.DocumentRetriever" title="abacusai.client.DocumentRetriever">DocumentRetriever</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../document_retriever/index.html#abacusai.document_retriever.DocumentRetriever" title="abacusai.document_retriever.DocumentRetriever">DocumentRetriever</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -1469,7 +1189,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>All the document retrievers in the organization associated with the specified project.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../client/index.html#abacusai.client.DocumentRetriever" title="abacusai.client.DocumentRetriever">DocumentRetriever</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../document_retriever/index.html#abacusai.document_retriever.DocumentRetriever" title="abacusai.document_retriever.DocumentRetriever">DocumentRetriever</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -1496,13 +1216,14 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The model object.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.Model" title="abacusai.client.Model">Model</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../model/index.html#abacusai.model.Model" title="abacusai.model.Model">Model</a></p>
 </dd>
 </dl>
 </dd></dl>
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/project_config/index.html b/docs/autoapi/abacusai/project_config/index.html
index e9b01d506..1c2d0e869 100644
--- a/docs/autoapi/abacusai/project_config/index.html
+++ b/docs/autoapi/abacusai/project_config/index.html
@@ -46,222 +46,217 @@
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
               <ul class="current">
-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
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-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.project_config</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
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 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.project_config</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/project_config/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,58 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.project_config">
-<span id="abacusai-project-config"></span><h1>abacusai.project_config<a class="headerlink" href="#module-abacusai.project_config" title="Link to this heading"></a></h1>
+<span id="abacusai-project-config"></span><h1><a class="reference internal" href="#module-abacusai.project_config" title="abacusai.project_config"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a><a class="headerlink" href="#module-abacusai.project_config" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.project_config.ProjectFeatureGroupConfig" title="abacusai.project_config.ProjectFeatureGroupConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ProjectFeatureGroupConfig</span></code></a></p></td>
-<td><p>An abstract class for project feature group configuration.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.project_config.AbstractApiClass" title="abacusai.project_config.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.project_config.ProjectConfig" title="abacusai.project_config.ProjectConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ProjectConfig</span></code></a></p></td>
 <td><p>Project-specific config for a feature group</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.project_config.ProjectFeatureGroupConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.project_config.</span></span><span class="sig-name descname"><span class="pre">ProjectFeatureGroupConfig</span></span><a class="headerlink" href="#abacusai.project_config.ProjectFeatureGroupConfig" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
-<p>An abstract class for project feature group configuration.</p>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.project_config.ProjectFeatureGroupConfig.type">
-<span class="sig-name descname"><span class="pre">type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../api_class/enums/index.html#abacusai.api_class.enums.ProjectConfigType" title="abacusai.api_class.enums.ProjectConfigType"><span class="pre">abacusai.api_class.enums.ProjectConfigType</span></a></em><a class="headerlink" href="#abacusai.project_config.ProjectFeatureGroupConfig.type" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_config.ProjectFeatureGroupConfig._get_builder">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_get_builder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_config.ProjectFeatureGroupConfig._get_builder" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.project_config.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.project_config.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_config.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_config.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_config.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_config.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_config.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.project_config.ProjectConfig">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.project_config.</span></span><span class="sig-name descname"><span class="pre">ProjectConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_config.ProjectConfig" title="Link to this definition"></a></dt>
@@ -355,7 +310,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
 <li><p><strong>type</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Type of project config</p></li>
-<li><p><strong>config</strong> (<a class="reference internal" href="#abacusai.project_config.ProjectFeatureGroupConfig" title="abacusai.project_config.ProjectFeatureGroupConfig"><em>ProjectFeatureGroupConfig</em></a>) – Project-specific config for this feature group</p></li>
+<li><p><strong>config</strong> (<a class="reference internal" href="../api_class/index.html#abacusai.api_class.ProjectFeatureGroupConfig" title="abacusai.api_class.ProjectFeatureGroupConfig"><em>ProjectFeatureGroupConfig</em></a>) – Project-specific config for this feature group</p></li>
 </ul>
 </dd>
 </dl>
@@ -381,6 +336,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/project_feature_group/index.html b/docs/autoapi/abacusai/project_feature_group/index.html
index 87c5290f3..2e15927ba 100644
--- a/docs/autoapi/abacusai/project_feature_group/index.html
+++ b/docs/autoapi/abacusai/project_feature_group/index.html
@@ -46,222 +46,217 @@
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               <ul class="current">
-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html">abacusai.agent_data_document_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html">abacusai.agent_data_execution_result</a></li>
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-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
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-      <li class="breadcrumb-item active">abacusai.project_feature_group</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></li>
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@@ -293,2417 +288,21 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.project_feature_group">
-<span id="abacusai-project-feature-group"></span><h1>abacusai.project_feature_group<a class="headerlink" href="#module-abacusai.project_feature_group" title="Link to this heading"></a></h1>
-<section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
-<table class="autosummary longtable docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.project_feature_group.AnnotationConfig" title="abacusai.project_feature_group.AnnotationConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AnnotationConfig</span></code></a></p></td>
-<td><p>Annotation config for a feature group</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.project_feature_group.CodeSource" title="abacusai.project_feature_group.CodeSource"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CodeSource</span></code></a></p></td>
-<td><p>Code source for python-based custom feature groups and models</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.project_feature_group.ConcatenationConfig" title="abacusai.project_feature_group.ConcatenationConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ConcatenationConfig</span></code></a></p></td>
-<td><p>Feature Group Concatenation Config</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.project_feature_group.Feature" title="abacusai.project_feature_group.Feature"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Feature</span></code></a></p></td>
-<td><p>A feature in a feature group</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.project_feature_group.FeatureGroup" title="abacusai.project_feature_group.FeatureGroup"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroup</span></code></a></p></td>
-<td><p>A feature group.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.project_feature_group.FeatureGroupTemplate" title="abacusai.project_feature_group.FeatureGroupTemplate"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupTemplate</span></code></a></p></td>
-<td><p>A template for creating feature groups.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.project_feature_group.FeatureGroupVersion" title="abacusai.project_feature_group.FeatureGroupVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupVersion</span></code></a></p></td>
-<td><p>A materialized version of a feature group</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.project_feature_group.IndexingConfig" title="abacusai.project_feature_group.IndexingConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">IndexingConfig</span></code></a></p></td>
-<td><p>The indexing config for a Feature Group</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.project_feature_group.NaturalLanguageExplanation" title="abacusai.project_feature_group.NaturalLanguageExplanation"><code class="xref py py-obj docutils literal notranslate"><span class="pre">NaturalLanguageExplanation</span></code></a></p></td>
-<td><p>Natural language explanation of an artifact/object</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.project_feature_group.PointInTimeGroup" title="abacusai.project_feature_group.PointInTimeGroup"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PointInTimeGroup</span></code></a></p></td>
-<td><p>A point in time group containing point in time features</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.project_feature_group.ProjectConfig" title="abacusai.project_feature_group.ProjectConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ProjectConfig</span></code></a></p></td>
-<td><p>Project-specific config for a feature group</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.project_feature_group.ProjectFeatureGroupSchema" title="abacusai.project_feature_group.ProjectFeatureGroupSchema"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ProjectFeatureGroupSchema</span></code></a></p></td>
-<td><p>A schema description for a project feature group</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.project_feature_group.RefreshSchedule" title="abacusai.project_feature_group.RefreshSchedule"><code class="xref py py-obj docutils literal notranslate"><span class="pre">RefreshSchedule</span></code></a></p></td>
-<td><p>A refresh schedule for an object. Defines when the next version of the object will be created</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.project_feature_group.ProjectFeatureGroup" title="abacusai.project_feature_group.ProjectFeatureGroup"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ProjectFeatureGroup</span></code></a></p></td>
-<td><p>A feature group along with project specific mappings</p></td>
-</tr>
-</tbody>
-</table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.AnnotationConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.project_feature_group.</span></span><span class="sig-name descname"><span class="pre">AnnotationConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureAnnotationConfigs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">labels</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">statusFeature</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">commentsFeatures</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">metadataFeature</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.AnnotationConfig" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Annotation config for a feature group</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>featureAnnotationConfigs</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of feature annotation configs</p></li>
-<li><p><strong>labels</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of labels</p></li>
-<li><p><strong>statusFeature</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the feature that contains the status of the annotation (Optional)</p></li>
-<li><p><strong>commentsFeatures</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Features that contain comments for the annotation (Optional)</p></li>
-<li><p><strong>metadataFeature</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the feature that contains the metadata for the annotation (Optional)</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.AnnotationConfig.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.AnnotationConfig.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.AnnotationConfig.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.AnnotationConfig.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.CodeSource">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.project_feature_group.</span></span><span class="sig-name descname"><span class="pre">CodeSource</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceCode</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">applicationConnectorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">applicationConnectorInfo</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">packageRequirements</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">publishingMsg</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">moduleDependencies</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.CodeSource" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Code source for python-based custom feature groups and models</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>sourceType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of the source, one of TEXT, PYTHON, FILE_UPLOAD, or APPLICATION_CONNECTOR</p></li>
-<li><p><strong>sourceCode</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If the type of the source is TEXT, the raw text of the function</p></li>
-<li><p><strong>applicationConnectorId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The Application Connector to fetch the code from</p></li>
-<li><p><strong>applicationConnectorInfo</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Args passed to the application connector to fetch the code</p></li>
-<li><p><strong>packageRequirements</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The pip package dependencies required to run the code</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The status of the code and validations</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If the status is failed, an error message describing what went wrong</p></li>
-<li><p><strong>publishingMsg</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Warnings in the source code</p></li>
-<li><p><strong>moduleDependencies</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The list of internal modules dependencies required to run the code</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.CodeSource.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.CodeSource.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.CodeSource.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.CodeSource.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.CodeSource.import_as_cell">
-<span class="sig-name descname"><span class="pre">import_as_cell</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.CodeSource.import_as_cell" title="Link to this definition"></a></dt>
-<dd><p>Adds the source code as an unexecuted cell in the notebook.</p>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.ConcatenationConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.project_feature_group.</span></span><span class="sig-name descname"><span class="pre">ConcatenationConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">concatenatedTable</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mergeType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">replaceUntilTimestamp</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skipMaterialize</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.ConcatenationConfig" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Feature Group Concatenation Config</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>concatenatedTable</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The feature group to concatenate with the destination feature group.</p></li>
-<li><p><strong>mergeType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of merge to perform, either <cite>UNION</cite> or <cite>INTERSECTION</cite>.</p></li>
-<li><p><strong>replaceUntilTimestamp</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The Unix timestamp to specify the point up to which data from the source feature group will be replaced.</p></li>
-<li><p><strong>skipMaterialize</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If <cite>True</cite>, the concatenated feature group will not be materialized.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.ConcatenationConfig.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.ConcatenationConfig.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.ConcatenationConfig.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.ConcatenationConfig.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.Feature">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.project_feature_group.</span></span><span class="sig-name descname"><span class="pre">Feature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">selectClause</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureMapping</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceTable</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">originalName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">usingClause</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">orderClause</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">whereClause</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dataType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">detectedFeatureType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">detectedDataType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">columns</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pointInTimeInfo</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.Feature" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A feature in a feature group</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique name of the column</p></li>
-<li><p><strong>selectClause</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The sql logic for creating this feature’s data</p></li>
-<li><p><strong>featureMapping</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The Feature Mapping of the feature</p></li>
-<li><p><strong>sourceTable</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The source table of the column</p></li>
-<li><p><strong>originalName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The original name of the column</p></li>
-<li><p><strong>usingClause</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Nested Column Using Clause</p></li>
-<li><p><strong>orderClause</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Nested Column Ordering Clause</p></li>
-<li><p><strong>whereClause</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Nested Column Where Clause</p></li>
-<li><p><strong>featureType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Feature Type of the Feature</p></li>
-<li><p><strong>dataType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Data Type of the Feature</p></li>
-<li><p><strong>detectedFeatureType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The detected feature type of the column</p></li>
-<li><p><strong>detectedDataType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The detected data type of the column</p></li>
-<li><p><strong>columns</strong> (<a class="reference internal" href="../feature/index.html#abacusai.feature.NestedFeature" title="abacusai.feature.NestedFeature"><em>NestedFeature</em></a>) – Nested Features</p></li>
-<li><p><strong>pointInTimeInfo</strong> (<a class="reference internal" href="../feature/index.html#abacusai.feature.PointInTimeFeature" title="abacusai.feature.PointInTimeFeature"><em>PointInTimeFeature</em></a>) – Point in time column information</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.Feature.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.Feature.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.Feature.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.Feature.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.project_feature_group.</span></span><span class="sig-name descname"><span class="pre">FeatureGroup</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modificationLock</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupSourceType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tableName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sql</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">datasetId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">functionSourceCode</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">functionName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceTables</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sqlError</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">latestVersionOutdated</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">referencedFeatureGroups</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tags</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">primaryKey</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">updateTimestampKey</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookupKeys</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">streamingEnabled</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">incremental</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mergeConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">operatorConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">samplingConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cpuSize</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">memory</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">streamingReady</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureTags</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">moduleName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">templateBindings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureExpression</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">useOriginalCsvNames</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pythonFunctionBindings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pythonFunctionName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">useGpu</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">features</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">duplicateFeatures</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pointInTimeGroups</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">annotationConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">concatenationConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">indexingConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">codeSource</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupTemplate</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">explanation</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refreshSchedules</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">latestFeatureGroupVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>featureGroupId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique identifier for this feature group.</p></li>
-<li><p><strong>modificationLock</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If feature group is locked against a change or not.</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
-<li><p><strong>featureGroupSourceType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The source type of the feature group</p></li>
-<li><p><strong>tableName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique table name of this feature group.</p></li>
-<li><p><strong>sql</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – SQL definition creating this feature group.</p></li>
-<li><p><strong>datasetId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Dataset ID the feature group is sourced from.</p></li>
-<li><p><strong>functionSourceCode</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Source definition creating this feature group.</p></li>
-<li><p><strong>functionName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Function name to execute from the source code.</p></li>
-<li><p><strong>sourceTables</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – Source tables for this feature group.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Timestamp at which the feature group was created.</p></li>
-<li><p><strong>description</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Description of the feature group.</p></li>
-<li><p><strong>sqlError</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Error message with this feature group.</p></li>
-<li><p><strong>latestVersionOutdated</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Is latest materialized feature group version outdated.</p></li>
-<li><p><strong>referencedFeatureGroups</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – Feature groups this feature group is used in.</p></li>
-<li><p><strong>tags</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – Tags added to this feature group.</p></li>
-<li><p><strong>primaryKey</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Primary index feature.</p></li>
-<li><p><strong>updateTimestampKey</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Primary timestamp feature.</p></li>
-<li><p><strong>lookupKeys</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – Additional indexed features for this feature group.</p></li>
-<li><p><strong>streamingEnabled</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, the feature group can have data streamed to it.</p></li>
-<li><p><strong>incremental</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If feature group corresponds to an incremental dataset.</p></li>
-<li><p><strong>mergeConfig</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Merge configuration settings for the feature group.</p></li>
-<li><p><strong>operatorConfig</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Operator configuration settings for the feature group.</p></li>
-<li><p><strong>samplingConfig</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Sampling configuration for the feature group.</p></li>
-<li><p><strong>cpuSize</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – CPU size specified for the Python feature group.</p></li>
-<li><p><strong>memory</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Memory in GB specified for the Python feature group.</p></li>
-<li><p><strong>streamingReady</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, the feature group is ready to receive streaming data.</p></li>
-<li><p><strong>featureTags</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Tags for features in this feature group</p></li>
-<li><p><strong>moduleName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Path to the file with the feature group function.</p></li>
-<li><p><strong>templateBindings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Config specifying variable names and values to use when resolving a feature group template.</p></li>
-<li><p><strong>featureExpression</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If the dataset feature group has custom features, the SQL select expression creating those features.</p></li>
-<li><p><strong>useOriginalCsvNames</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, the feature group will use the original column names in the source dataset.</p></li>
-<li><p><strong>pythonFunctionBindings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Config specifying variable names, types, and values to use when resolving a Python feature group.</p></li>
-<li><p><strong>pythonFunctionName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the Python function the feature group was built from.</p></li>
-<li><p><strong>useGpu</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether this feature group is using gpu</p></li>
-<li><p><strong>features</strong> (<a class="reference internal" href="#abacusai.project_feature_group.Feature" title="abacusai.project_feature_group.Feature"><em>Feature</em></a>) – List of resolved features.</p></li>
-<li><p><strong>duplicateFeatures</strong> (<a class="reference internal" href="#abacusai.project_feature_group.Feature" title="abacusai.project_feature_group.Feature"><em>Feature</em></a>) – List of duplicate features.</p></li>
-<li><p><strong>pointInTimeGroups</strong> (<a class="reference internal" href="#abacusai.project_feature_group.PointInTimeGroup" title="abacusai.project_feature_group.PointInTimeGroup"><em>PointInTimeGroup</em></a>) – List of Point In Time Groups.</p></li>
-<li><p><strong>annotationConfig</strong> (<a class="reference internal" href="#abacusai.project_feature_group.AnnotationConfig" title="abacusai.project_feature_group.AnnotationConfig"><em>AnnotationConfig</em></a>) – Annotation config for this feature</p></li>
-<li><p><strong>latestFeatureGroupVersion</strong> (<a class="reference internal" href="#abacusai.project_feature_group.FeatureGroupVersion" title="abacusai.project_feature_group.FeatureGroupVersion"><em>FeatureGroupVersion</em></a>) – Latest feature group version.</p></li>
-<li><p><strong>concatenationConfig</strong> (<a class="reference internal" href="#abacusai.project_feature_group.ConcatenationConfig" title="abacusai.project_feature_group.ConcatenationConfig"><em>ConcatenationConfig</em></a>) – Feature group ID whose data will be concatenated into this feature group.</p></li>
-<li><p><strong>indexingConfig</strong> (<a class="reference internal" href="#abacusai.project_feature_group.IndexingConfig" title="abacusai.project_feature_group.IndexingConfig"><em>IndexingConfig</em></a>) – Indexing config for the feature group for feature store</p></li>
-<li><p><strong>codeSource</strong> (<a class="reference internal" href="#abacusai.project_feature_group.CodeSource" title="abacusai.project_feature_group.CodeSource"><em>CodeSource</em></a>) – If a Python feature group, information on the source code.</p></li>
-<li><p><strong>featureGroupTemplate</strong> (<a class="reference internal" href="#abacusai.project_feature_group.FeatureGroupTemplate" title="abacusai.project_feature_group.FeatureGroupTemplate"><em>FeatureGroupTemplate</em></a>) – FeatureGroupTemplate to use when this feature group is attached to a template.</p></li>
-<li><p><strong>explanation</strong> (<a class="reference internal" href="#abacusai.project_feature_group.NaturalLanguageExplanation" title="abacusai.project_feature_group.NaturalLanguageExplanation"><em>NaturalLanguageExplanation</em></a>) – Natural language explanation of the feature group</p></li>
-<li><p><strong>refreshSchedules</strong> (<a class="reference internal" href="#abacusai.project_feature_group.RefreshSchedule" title="abacusai.project_feature_group.RefreshSchedule"><em>RefreshSchedule</em></a>) – List of schedules that determines when the next version of the feature group will be created.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.add_to_project">
-<span class="sig-name descname"><span class="pre">add_to_project</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">project_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_group_type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'CUSTOM_TABLE'</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.add_to_project" title="Link to this definition"></a></dt>
-<dd><p>Adds a feature group to a project.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>project_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique ID associated with the project.</p></li>
-<li><p><strong>feature_group_type</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The feature group type of the feature group, based on the use case under which the feature group is being created.</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.set_project_config">
-<span class="sig-name descname"><span class="pre">set_project_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">project_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">project_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.set_project_config" title="Link to this definition"></a></dt>
-<dd><p>Sets a feature group’s project config</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>project_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier for the project.</p></li>
-<li><p><strong>project_config</strong> (<a class="reference internal" href="../api_class/index.html#abacusai.api_class.ProjectFeatureGroupConfig" title="abacusai.api_class.ProjectFeatureGroupConfig"><em>ProjectFeatureGroupConfig</em></a>) – Feature group’s project configuration.</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.get_project_config">
-<span class="sig-name descname"><span class="pre">get_project_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">project_id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.get_project_config" title="Link to this definition"></a></dt>
-<dd><p>Gets a feature group’s project config</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>project_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier for the project.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The feature group’s project configuration.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.project_feature_group.ProjectConfig" title="abacusai.project_feature_group.ProjectConfig">ProjectConfig</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.remove_from_project">
-<span class="sig-name descname"><span class="pre">remove_from_project</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">project_id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.remove_from_project" title="Link to this definition"></a></dt>
-<dd><p>Removes a feature group from a project.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>project_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique ID associated with the project.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.set_type">
-<span class="sig-name descname"><span class="pre">set_type</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">project_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_group_type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'CUSTOM_TABLE'</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.set_type" title="Link to this definition"></a></dt>
-<dd><p>Update the feature group type in a project. The feature group must already be added to the project.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>project_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique identifier associated with the project.</p></li>
-<li><p><strong>feature_group_type</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The feature group type to set the feature group as.</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.describe_annotation">
-<span class="sig-name descname"><span class="pre">describe_annotation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">doc_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_group_row_identifier</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.describe_annotation" title="Link to this definition"></a></dt>
-<dd><p>Get the latest annotation entry for a given feature group, feature, and document.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature the annotation is on.</p></li>
-<li><p><strong>doc_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The ID of the primary document the annotation is on. At least one of the doc_id or feature_group_row_identifier must be provided in order to identify the correct annotation.</p></li>
-<li><p><strong>feature_group_row_identifier</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The key value of the feature group row the annotation is on (cast to string). Usually the feature group’s primary / identifier key value. At least one of the doc_id or feature_group_row_identifier must be provided in order to identify the correct annotation.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The latest annotation entry for the given feature group, feature, document, and/or annotation key value.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../annotation_entry/index.html#abacusai.annotation_entry.AnnotationEntry" title="abacusai.annotation_entry.AnnotationEntry">AnnotationEntry</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.verify_and_describe_annotation">
-<span class="sig-name descname"><span class="pre">verify_and_describe_annotation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">doc_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_group_row_identifier</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.verify_and_describe_annotation" title="Link to this definition"></a></dt>
-<dd><p>Get the latest annotation entry for a given feature group, feature, and document along with verification information.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature the annotation is on.</p></li>
-<li><p><strong>doc_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The ID of the primary document the annotation is on. At least one of the doc_id or feature_group_row_identifier must be provided in order to identify the correct annotation.</p></li>
-<li><p><strong>feature_group_row_identifier</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The key value of the feature group row the annotation is on (cast to string). Usually the feature group’s primary / identifier key value. At least one of the doc_id or feature_group_row_identifier must be provided in order to identify the correct annotation.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The latest annotation entry for the given feature group, feature, document, and/or annotation key value. Includes the verification information.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../annotation_entry/index.html#abacusai.annotation_entry.AnnotationEntry" title="abacusai.annotation_entry.AnnotationEntry">AnnotationEntry</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.update_annotation_status">
-<span class="sig-name descname"><span class="pre">update_annotation_status</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">doc_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_group_row_identifier</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">save_metadata</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.update_annotation_status" title="Link to this definition"></a></dt>
-<dd><p>Update the status of an annotation entry.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature the annotation is on.</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The new status of the annotation. Must be one of the following: ‘TODO’, ‘IN_PROGRESS’, ‘DONE’.</p></li>
-<li><p><strong>doc_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The ID of the primary document the annotation is on. At least one of the doc_id or feature_group_row_identifier must be provided in order to identify the correct annotation.</p></li>
-<li><p><strong>feature_group_row_identifier</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The key value of the feature group row the annotation is on (cast to string). Usually the feature group’s primary / identifier key value. At least one of the doc_id or feature_group_row_identifier must be provided in order to identify the correct annotation.</p></li>
-<li><p><strong>save_metadata</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If True, save the metadata for the annotation entry.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The updated annotation entry.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../annotation_entry/index.html#abacusai.annotation_entry.AnnotationEntry" title="abacusai.annotation_entry.AnnotationEntry">AnnotationEntry</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.get_document_to_annotate">
-<span class="sig-name descname"><span class="pre">get_document_to_annotate</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">project_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_group_row_identifier</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">get_previous</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.get_document_to_annotate" title="Link to this definition"></a></dt>
-<dd><p>Get an available document that needs to be annotated for a annotation feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>project_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The ID of the project that the annotation is associated with.</p></li>
-<li><p><strong>feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature the annotation is on.</p></li>
-<li><p><strong>feature_group_row_identifier</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The key value of the feature group row the annotation is on (cast to string). Usually the primary key value. If provided, fetch the immediate next (or previous) available document.</p></li>
-<li><p><strong>get_previous</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If True, get the previous document instead of the next document. Applicable if feature_group_row_identifier is provided.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The document to annotate.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../annotation_document/index.html#abacusai.annotation_document.AnnotationDocument" title="abacusai.annotation_document.AnnotationDocument">AnnotationDocument</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.get_annotations_status">
-<span class="sig-name descname"><span class="pre">get_annotations_status</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">check_for_materialization</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.get_annotations_status" title="Link to this definition"></a></dt>
-<dd><p>Get the status of the annotations for a given feature group and feature.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature the annotation is on.</p></li>
-<li><p><strong>check_for_materialization</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If True, check if the feature group needs to be materialized before using for annotations.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The status of the annotations for the given feature group and feature.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../annotations_status/index.html#abacusai.annotations_status.AnnotationsStatus" title="abacusai.annotations_status.AnnotationsStatus">AnnotationsStatus</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.import_annotation_labels">
-<span class="sig-name descname"><span class="pre">import_annotation_labels</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">annotation_type</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.import_annotation_labels" title="Link to this definition"></a></dt>
-<dd><p>Imports annotation labels from csv file. All valid values in the file will be imported as labels (including header row if present).</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>file</strong> (<a class="reference external" href="https://docs.python.org/3/library/io.html#io.TextIOBase" title="(in Python v3.12)"><em>io.TextIOBase</em></a>) – The file to import. Must be a csv file.</p></li>
-<li><p><strong>annotation_type</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of the annotation.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The annotation config for the feature group.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.project_feature_group.AnnotationConfig" title="abacusai.project_feature_group.AnnotationConfig">AnnotationConfig</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.create_sampling">
-<span class="sig-name descname"><span class="pre">create_sampling</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">table_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sampling_config</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.create_sampling" title="Link to this definition"></a></dt>
-<dd><p>Creates a new Feature Group defined as a sample of rows from another Feature Group.</p>
-<p>For efficiency, sampling is approximate unless otherwise specified. (e.g. the number of rows may vary slightly from what was requested).</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>table_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique name to be given to this sampling Feature Group. Can be up to 120 characters long and can only contain alphanumeric characters and underscores.</p></li>
-<li><p><strong>sampling_config</strong> (<a class="reference internal" href="../api_class/feature_group/index.html#abacusai.api_class.feature_group.SamplingConfig" title="abacusai.api_class.feature_group.SamplingConfig"><em>SamplingConfig</em></a>) – Dictionary defining the sampling method and its parameters.</p></li>
-<li><p><strong>description</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A human-readable description of this Feature Group.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The created Feature Group.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.project_feature_group.FeatureGroup" title="abacusai.project_feature_group.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.set_sampling_config">
-<span class="sig-name descname"><span class="pre">set_sampling_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">sampling_config</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.set_sampling_config" title="Link to this definition"></a></dt>
-<dd><p>Set a FeatureGroup’s sampling to the config values provided, so that the rows the FeatureGroup returns will be a sample of those it would otherwise have returned.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>sampling_config</strong> (<a class="reference internal" href="../api_class/feature_group/index.html#abacusai.api_class.feature_group.SamplingConfig" title="abacusai.api_class.feature_group.SamplingConfig"><em>SamplingConfig</em></a>) – A JSON string object specifying the sampling method and parameters specific to that sampling method. An empty sampling_config indicates no sampling.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The updated FeatureGroup.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.project_feature_group.FeatureGroup" title="abacusai.project_feature_group.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.set_merge_config">
-<span class="sig-name descname"><span class="pre">set_merge_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">merge_config</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.set_merge_config" title="Link to this definition"></a></dt>
-<dd><p>Set a MergeFeatureGroup’s merge config to the values provided, so that the feature group only returns a bounded range of an incremental dataset.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>merge_config</strong> (<a class="reference internal" href="../api_class/feature_group/index.html#abacusai.api_class.feature_group.MergeConfig" title="abacusai.api_class.feature_group.MergeConfig"><em>MergeConfig</em></a>) – JSON object string specifying the merge rule. An empty merge_config will default to only including the latest dataset version.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The updated FeatureGroup.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.project_feature_group.FeatureGroup" title="abacusai.project_feature_group.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.set_operator_config">
-<span class="sig-name descname"><span class="pre">set_operator_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">operator_config</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.set_operator_config" title="Link to this definition"></a></dt>
-<dd><p>Set a OperatorFeatureGroup’s operator config to the values provided.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>operator_config</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – A dictionary object specifying the pre-defined operations.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.set_schema">
-<span class="sig-name descname"><span class="pre">set_schema</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">schema</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.set_schema" title="Link to this definition"></a></dt>
-<dd><p>Creates a new schema and points the feature group to the new feature group schema ID.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>schema</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – JSON string containing an array of objects with ‘name’ and ‘dataType’ properties.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.get_schema">
-<span class="sig-name descname"><span class="pre">get_schema</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">project_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.get_schema" title="Link to this definition"></a></dt>
-<dd><p>Returns a schema for a given FeatureGroup in a project.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>project_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique ID associated with the project.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A list of objects for each column in the specified feature group.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.project_feature_group.Feature" title="abacusai.project_feature_group.Feature">Feature</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.create_feature">
-<span class="sig-name descname"><span class="pre">create_feature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">select_expression</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.create_feature" title="Link to this definition"></a></dt>
-<dd><p>Creates a new feature in a Feature Group from a SQL select statement.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature to add.</p></li>
-<li><p><strong>select_expression</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – SQL SELECT expression to create the feature.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A Feature Group object with the newly added feature.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.project_feature_group.FeatureGroup" title="abacusai.project_feature_group.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.add_tag">
-<span class="sig-name descname"><span class="pre">add_tag</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">tag</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.add_tag" title="Link to this definition"></a></dt>
-<dd><p>Adds a tag to the feature group</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>tag</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The tag to add to the feature group.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.remove_tag">
-<span class="sig-name descname"><span class="pre">remove_tag</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">tag</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.remove_tag" title="Link to this definition"></a></dt>
-<dd><p>Removes a tag from the specified feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>tag</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The tag to remove from the feature group.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.add_annotatable_feature">
-<span class="sig-name descname"><span class="pre">add_annotatable_feature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">annotation_type</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.add_annotatable_feature" title="Link to this definition"></a></dt>
-<dd><p>Add an annotatable feature in a Feature Group</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature to add.</p></li>
-<li><p><strong>annotation_type</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of annotation to set.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The feature group after the feature has been set</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.project_feature_group.FeatureGroup" title="abacusai.project_feature_group.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.set_feature_as_annotatable_feature">
-<span class="sig-name descname"><span class="pre">set_feature_as_annotatable_feature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">annotation_type</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_group_row_identifier_feature</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">doc_id_feature</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.set_feature_as_annotatable_feature" title="Link to this definition"></a></dt>
-<dd><p>Sets an existing feature as an annotatable feature (Feature that can be annotated).</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature to set as annotatable.</p></li>
-<li><p><strong>annotation_type</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of annotation label to add.</p></li>
-<li><p><strong>feature_group_row_identifier_feature</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The key value of the feature group row the annotation is on (cast to string) and uniquely identifies the feature group row. At least one of the doc_id or key value must be provided so that the correct annotation can be identified.</p></li>
-<li><p><strong>doc_id_feature</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the document ID feature.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A feature group object with the newly added annotatable feature.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.project_feature_group.FeatureGroup" title="abacusai.project_feature_group.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.set_annotation_status_feature">
-<span class="sig-name descname"><span class="pre">set_annotation_status_feature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature_name</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.set_annotation_status_feature" title="Link to this definition"></a></dt>
-<dd><p>Sets a feature as the annotation status feature for a feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature to set as the annotation status feature.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The updated feature group.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.project_feature_group.FeatureGroup" title="abacusai.project_feature_group.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.unset_feature_as_annotatable_feature">
-<span class="sig-name descname"><span class="pre">unset_feature_as_annotatable_feature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature_name</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.unset_feature_as_annotatable_feature" title="Link to this definition"></a></dt>
-<dd><p>Unsets a feature as annotatable</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature to unset.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The feature group after unsetting the feature</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.project_feature_group.FeatureGroup" title="abacusai.project_feature_group.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.add_annotation_label">
-<span class="sig-name descname"><span class="pre">add_annotation_label</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">label_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">annotation_type</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">label_definition</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.add_annotation_label" title="Link to this definition"></a></dt>
-<dd><p>Adds an annotation label</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>label_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the label.</p></li>
-<li><p><strong>annotation_type</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of the annotation to set.</p></li>
-<li><p><strong>label_definition</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – the definition of the label.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The feature group after adding the annotation label</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.project_feature_group.FeatureGroup" title="abacusai.project_feature_group.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.remove_annotation_label">
-<span class="sig-name descname"><span class="pre">remove_annotation_label</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">label_name</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.remove_annotation_label" title="Link to this definition"></a></dt>
-<dd><p>Removes an annotation label</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>label_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the label to remove.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The feature group after adding the annotation label</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.project_feature_group.FeatureGroup" title="abacusai.project_feature_group.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.add_feature_tag">
-<span class="sig-name descname"><span class="pre">add_feature_tag</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tag</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.add_feature_tag" title="Link to this definition"></a></dt>
-<dd><p>Adds a tag on a feature</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>feature</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The feature to set the tag on.</p></li>
-<li><p><strong>tag</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The tag to set on the feature.</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.remove_feature_tag">
-<span class="sig-name descname"><span class="pre">remove_feature_tag</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tag</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.remove_feature_tag" title="Link to this definition"></a></dt>
-<dd><p>Removes a tag from a feature</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>feature</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The feature to remove the tag from.</p></li>
-<li><p><strong>tag</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The tag to remove.</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.create_nested_feature">
-<span class="sig-name descname"><span class="pre">create_nested_feature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">nested_feature_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">table_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">using_clause</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">where_clause</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">order_clause</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.create_nested_feature" title="Link to this definition"></a></dt>
-<dd><p>Creates a new nested feature in a feature group from a SQL statement.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>nested_feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature.</p></li>
-<li><p><strong>table_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The table name of the feature group to nest. Can be up to 120 characters long and can only contain alphanumeric characters and underscores.</p></li>
-<li><p><strong>using_clause</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The SQL join column or logic to join the nested table with the parent.</p></li>
-<li><p><strong>where_clause</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A SQL WHERE statement to filter the nested rows.</p></li>
-<li><p><strong>order_clause</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A SQL clause to order the nested rows.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A feature group object with the newly added nested feature.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.project_feature_group.FeatureGroup" title="abacusai.project_feature_group.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.update_nested_feature">
-<span class="sig-name descname"><span class="pre">update_nested_feature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">nested_feature_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">table_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">using_clause</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">where_clause</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">order_clause</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">new_nested_feature_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.update_nested_feature" title="Link to this definition"></a></dt>
-<dd><p>Updates a previously existing nested feature in a feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>nested_feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature to be updated.</p></li>
-<li><p><strong>table_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the table. Can be up to 120 characters long and can only contain alphanumeric characters and underscores.</p></li>
-<li><p><strong>using_clause</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The SQL join column or logic to join the nested table with the parent.</p></li>
-<li><p><strong>where_clause</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – An SQL WHERE statement to filter the nested rows.</p></li>
-<li><p><strong>order_clause</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – An SQL clause to order the nested rows.</p></li>
-<li><p><strong>new_nested_feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – New name for the nested feature.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A feature group object with the updated nested feature.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.project_feature_group.FeatureGroup" title="abacusai.project_feature_group.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.delete_nested_feature">
-<span class="sig-name descname"><span class="pre">delete_nested_feature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">nested_feature_name</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.delete_nested_feature" title="Link to this definition"></a></dt>
-<dd><p>Delete a nested feature.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>nested_feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature to be deleted.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A feature group object without the specified nested feature.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.project_feature_group.FeatureGroup" title="abacusai.project_feature_group.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.create_point_in_time_feature">
-<span class="sig-name descname"><span class="pre">create_point_in_time_feature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">history_table_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">aggregation_keys</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">timestamp_key</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">historical_timestamp_key</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">expression</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookback_window_seconds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookback_window_lag_seconds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookback_count</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookback_until_position</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.create_point_in_time_feature" title="Link to this definition"></a></dt>
-<dd><p>Creates a new point in time feature in a feature group using another historical feature group, window spec, and aggregate expression.</p>
-<p>We use the aggregation keys and either the lookbackWindowSeconds or the lookbackCount values to perform the window aggregation for every row in the current feature group.</p>
-<p>If the window is specified in seconds, then all rows in the history table which match the aggregation keys and with historicalTimeFeature greater than or equal to lookbackStartCount and less than the value of the current rows timeFeature are considered. An optional lookbackWindowLagSeconds (+ve or -ve) can be used to offset the current value of the timeFeature. If this value is negative, we will look at the future rows in the history table, so care must be taken to ensure that these rows are available in the online context when we are performing a lookup on this feature group. If the window is specified in counts, then we order the historical table rows aligning by time and consider rows from the window where the rank order is greater than or equal to lookbackCount and includes the row just prior to the current one. The lag is specified in terms of positions using lookbackUntilPosition.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature to create.</p></li>
-<li><p><strong>history_table_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The table name of the history table.</p></li>
-<li><p><strong>aggregation_keys</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of keys to use for joining the historical table and performing the window aggregation.</p></li>
-<li><p><strong>timestamp_key</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of feature which contains the timestamp value for the point in time feature.</p></li>
-<li><p><strong>historical_timestamp_key</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of feature which contains the historical timestamp.</p></li>
-<li><p><strong>expression</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – SQL aggregate expression which can convert a sequence of rows into a scalar value.</p></li>
-<li><p><strong>lookback_window_seconds</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – If window is specified in terms of time, number of seconds in the past from the current time for start of the window.</p></li>
-<li><p><strong>lookback_window_lag_seconds</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – Optional lag to offset the closest point for the window. If it is positive, we delay the start of window. If it is negative, we are looking at the “future” rows in the history table.</p></li>
-<li><p><strong>lookback_count</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – If window is specified in terms of count, the start position of the window (0 is the current row).</p></li>
-<li><p><strong>lookback_until_position</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Optional lag to offset the closest point for the window. If it is positive, we delay the start of window by that many rows. If it is negative, we are looking at those many “future” rows in the history table.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A feature group object with the newly added nested feature.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.project_feature_group.FeatureGroup" title="abacusai.project_feature_group.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.update_point_in_time_feature">
-<span class="sig-name descname"><span class="pre">update_point_in_time_feature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">history_table_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">aggregation_keys</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">timestamp_key</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">historical_timestamp_key</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">expression</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookback_window_seconds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookback_window_lag_seconds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookback_count</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookback_until_position</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">new_feature_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.update_point_in_time_feature" title="Link to this definition"></a></dt>
-<dd><p>Updates an existing Point-in-Time (PiT) feature in a feature group. See <cite>createPointInTimeFeature</cite> for detailed semantics.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature.</p></li>
-<li><p><strong>history_table_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The table name of the history table. If not specified, we use the current table to do a self join.</p></li>
-<li><p><strong>aggregation_keys</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of keys to use for joining the historical table and performing the window aggregation.</p></li>
-<li><p><strong>timestamp_key</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the feature which contains the timestamp value for the PiT feature.</p></li>
-<li><p><strong>historical_timestamp_key</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the feature which contains the historical timestamp.</p></li>
-<li><p><strong>expression</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – SQL Aggregate expression which can convert a sequence of rows into a scalar value.</p></li>
-<li><p><strong>lookback_window_seconds</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – If the window is specified in terms of time, the number of seconds in the past from the current time for the start of the window.</p></li>
-<li><p><strong>lookback_window_lag_seconds</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – Optional lag to offset the closest point for the window. If it is positive, we delay the start of the window. If it is negative, we are looking at the “future” rows in the history table.</p></li>
-<li><p><strong>lookback_count</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – If the window is specified in terms of count, the start position of the window (0 is the current row).</p></li>
-<li><p><strong>lookback_until_position</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Optional lag to offset the closest point for the window. If it is positive, we delay the start of the window by that many rows. If it is negative, we are looking at those many “future” rows in the history table.</p></li>
-<li><p><strong>new_feature_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – New name for the PiT feature.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A feature group object with the newly added nested feature.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.project_feature_group.FeatureGroup" title="abacusai.project_feature_group.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.create_point_in_time_group">
-<span class="sig-name descname"><span class="pre">create_point_in_time_group</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">group_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">window_key</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">aggregation_keys</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">history_table_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">history_window_key</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">history_aggregation_keys</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookback_window</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookback_window_lag</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookback_count</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookback_until_position</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.create_point_in_time_group" title="Link to this definition"></a></dt>
-<dd><p>Create a Point-in-Time Group</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>group_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the point in time group.</p></li>
-<li><p><strong>window_key</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of feature to use for ordering the rows on the source table.</p></li>
-<li><p><strong>aggregation_keys</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of keys to perform on the source table for the window aggregation.</p></li>
-<li><p><strong>history_table_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The table to use for aggregating, if not provided, the source table will be used.</p></li>
-<li><p><strong>history_window_key</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of feature to use for ordering the rows on the history table. If not provided, the windowKey from the source table will be used.</p></li>
-<li><p><strong>history_aggregation_keys</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of keys to use for join the historical table and performing the window aggregation. If not provided, the aggregationKeys from the source table will be used. Must be the same length and order as the source table’s aggregationKeys.</p></li>
-<li><p><strong>lookback_window</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – Number of seconds in the past from the current time for the start of the window. If 0, the lookback will include all rows.</p></li>
-<li><p><strong>lookback_window_lag</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – Optional lag to offset the closest point for the window. If it is positive, the start of the window is delayed. If it is negative, “future” rows in the history table are used.</p></li>
-<li><p><strong>lookback_count</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – If window is specified in terms of count, the start position of the window (0 is the current row).</p></li>
-<li><p><strong>lookback_until_position</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Optional lag to offset the closest point for the window. If it is positive, the start of the window is delayed by that many rows. If it is negative, those many “future” rows in the history table are used.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The feature group after the point in time group has been created.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.project_feature_group.FeatureGroup" title="abacusai.project_feature_group.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.generate_point_in_time_features">
-<span class="sig-name descname"><span class="pre">generate_point_in_time_features</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">group_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">columns</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">window_functions</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">prefix</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.generate_point_in_time_features" title="Link to this definition"></a></dt>
-<dd><p>Generates and adds PIT features given the selected columns to aggregate over, and the operations to include.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>group_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the point-in-time group.</p></li>
-<li><p><strong>columns</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of columns to generate point-in-time features for.</p></li>
-<li><p><strong>window_functions</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of window functions to operate on.</p></li>
-<li><p><strong>prefix</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Prefix for generated features, defaults to group name</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Feature group object with newly added point-in-time features.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.project_feature_group.FeatureGroup" title="abacusai.project_feature_group.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.update_point_in_time_group">
-<span class="sig-name descname"><span class="pre">update_point_in_time_group</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">group_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">window_key</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">aggregation_keys</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">history_table_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">history_window_key</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">history_aggregation_keys</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookback_window</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookback_window_lag</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookback_count</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookback_until_position</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.update_point_in_time_group" title="Link to this definition"></a></dt>
-<dd><p>Update Point-in-Time Group</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>group_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the point-in-time group.</p></li>
-<li><p><strong>window_key</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of feature which contains the timestamp value for the point-in-time feature.</p></li>
-<li><p><strong>aggregation_keys</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of keys to use for joining the historical table and performing the window aggregation.</p></li>
-<li><p><strong>history_table_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The table to use for aggregating, if not provided, the source table will be used.</p></li>
-<li><p><strong>history_window_key</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of feature to use for ordering the rows on the history table. If not provided, the windowKey from the source table will be used.</p></li>
-<li><p><strong>history_aggregation_keys</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of keys to use for joining the historical table and performing the window aggregation. If not provided, the aggregationKeys from the source table will be used. Must be the same length and order as the source table’s aggregationKeys.</p></li>
-<li><p><strong>lookback_window</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – Number of seconds in the past from the current time for the start of the window.</p></li>
-<li><p><strong>lookback_window_lag</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – Optional lag to offset the closest point for the window. If it is positive, the start of the window is delayed. If it is negative, future rows in the history table are looked at.</p></li>
-<li><p><strong>lookback_count</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – If window is specified in terms of count, the start position of the window (0 is the current row).</p></li>
-<li><p><strong>lookback_until_position</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Optional lag to offset the closest point for the window. If it is positive, the start of the window is delayed by that many rows. If it is negative, those many future rows in the history table are looked at.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The feature group after the update has been applied.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.project_feature_group.FeatureGroup" title="abacusai.project_feature_group.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.delete_point_in_time_group">
-<span class="sig-name descname"><span class="pre">delete_point_in_time_group</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">group_name</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.delete_point_in_time_group" title="Link to this definition"></a></dt>
-<dd><p>Delete point in time group</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>group_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the point in time group.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The feature group after the point in time group has been deleted.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.project_feature_group.FeatureGroup" title="abacusai.project_feature_group.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.create_point_in_time_group_feature">
-<span class="sig-name descname"><span class="pre">create_point_in_time_group_feature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">group_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">expression</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.create_point_in_time_group_feature" title="Link to this definition"></a></dt>
-<dd><p>Create point in time group feature</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>group_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the point-in-time group.</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature to add to the point-in-time group.</p></li>
-<li><p><strong>expression</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A SQL aggregate expression which can convert a sequence of rows into a scalar value.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The feature group after the update has been applied.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.project_feature_group.FeatureGroup" title="abacusai.project_feature_group.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.update_point_in_time_group_feature">
-<span class="sig-name descname"><span class="pre">update_point_in_time_group_feature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">group_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">expression</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.update_point_in_time_group_feature" title="Link to this definition"></a></dt>
-<dd><p>Update a feature’s SQL expression in a point in time group</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>group_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the point-in-time group.</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature to add to the point-in-time group.</p></li>
-<li><p><strong>expression</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – SQL aggregate expression which can convert a sequence of rows into a scalar value.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The feature group after the update has been applied.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.project_feature_group.FeatureGroup" title="abacusai.project_feature_group.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.set_feature_type">
-<span class="sig-name descname"><span class="pre">set_feature_type</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_type</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">project_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.set_feature_type" title="Link to this definition"></a></dt>
-<dd><p>Set the type of a feature in a feature group. Specify the feature group ID, feature name, and feature type, and the method will return the new column with the changes reflected.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>feature</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature.</p></li>
-<li><p><strong>feature_type</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The machine learning type of the data in the feature.</p></li>
-<li><p><strong>project_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Optional unique ID associated with the project.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The feature group after the data_type is applied.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.Schema" title="abacusai.client.Schema">Schema</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.invalidate_streaming_data">
-<span class="sig-name descname"><span class="pre">invalidate_streaming_data</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">invalid_before_timestamp</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.invalidate_streaming_data" title="Link to this definition"></a></dt>
-<dd><p>Invalidates all streaming data with timestamp before invalidBeforeTimestamp</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>invalid_before_timestamp</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Unix timestamp; any data with a timestamp before this time will be invalidated</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.concatenate_data">
-<span class="sig-name descname"><span class="pre">concatenate_data</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">source_feature_group_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">merge_type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'UNION'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">replace_until_timestamp</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skip_materialize</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.concatenate_data" title="Link to this definition"></a></dt>
-<dd><p>Concatenates data from one Feature Group to another. Feature Groups can be merged if their schemas are compatible, they have the special <cite>updateTimestampKey</cite> column, and (if set) the <cite>primaryKey</cite> column. The second operand in the concatenate operation will be appended to the first operand (merge target).</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>source_feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The Feature Group to concatenate with the destination Feature Group.</p></li>
-<li><p><strong>merge_type</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – <cite>UNION</cite> or <cite>INTERSECTION</cite>.</p></li>
-<li><p><strong>replace_until_timestamp</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The UNIX timestamp to specify the point until which we will replace data from the source Feature Group.</p></li>
-<li><p><strong>skip_materialize</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If <cite>True</cite>, will not materialize the concatenated Feature Group.</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.remove_concatenation_config">
-<span class="sig-name descname"><span class="pre">remove_concatenation_config</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.remove_concatenation_config" title="Link to this definition"></a></dt>
-<dd><p>Removes the concatenation config on a destination feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique identifier of the destination feature group to remove the concatenation configuration from.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.project_feature_group.FeatureGroup" title="abacusai.project_feature_group.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.describe" title="Link to this definition"></a></dt>
-<dd><p>Describe a Feature Group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A unique string identifier associated with the feature group.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The feature group object.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.project_feature_group.FeatureGroup" title="abacusai.project_feature_group.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.set_indexing_config">
-<span class="sig-name descname"><span class="pre">set_indexing_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">primary_key</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">update_timestamp_key</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookup_keys</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.set_indexing_config" title="Link to this definition"></a></dt>
-<dd><p>Sets various attributes of the feature group used for primary key, deployment lookups and streaming updates.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>primary_key</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the feature which defines the primary key of the feature group.</p></li>
-<li><p><strong>update_timestamp_key</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the feature which defines the update timestamp of the feature group. Used in concatenation and primary key deduplication.</p></li>
-<li><p><strong>lookup_keys</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of feature names which can be used in the lookup API to restrict the computation to a set of dataset rows. These feature names have to correspond to underlying dataset columns.</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.update">
-<span class="sig-name descname"><span class="pre">update</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.update" title="Link to this definition"></a></dt>
-<dd><p>Modify an existing Feature Group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>description</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Description of the Feature Group.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Updated Feature Group object.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.project_feature_group.FeatureGroup" title="abacusai.project_feature_group.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.detach_from_template">
-<span class="sig-name descname"><span class="pre">detach_from_template</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.detach_from_template" title="Link to this definition"></a></dt>
-<dd><p>Update a feature group to detach it from a template.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier associated with the feature group.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The updated feature group.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.project_feature_group.FeatureGroup" title="abacusai.project_feature_group.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.update_template_bindings">
-<span class="sig-name descname"><span class="pre">update_template_bindings</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">template_bindings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.update_template_bindings" title="Link to this definition"></a></dt>
-<dd><p>Update the feature group template bindings for a template feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>template_bindings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Values in these bindings override values set in the template.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Updated feature group.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.project_feature_group.FeatureGroup" title="abacusai.project_feature_group.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.update_python_function_bindings">
-<span class="sig-name descname"><span class="pre">update_python_function_bindings</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">python_function_bindings</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.update_python_function_bindings" title="Link to this definition"></a></dt>
-<dd><p>Updates an existing Feature Group’s Python function bindings from a user-provided Python Function. If a list of feature groups are supplied within the Python function bindings, we will provide DataFrames (Pandas in the case of Python) with the materialized feature groups for those input feature groups as arguments to the function.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>python_function_bindings</strong> (<em>List</em>) – List of python function arguments.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.update_python_function">
-<span class="sig-name descname"><span class="pre">update_python_function</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">python_function_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">python_function_bindings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cpu_size</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">memory</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_gpu</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_original_csv_names</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.update_python_function" title="Link to this definition"></a></dt>
-<dd><p>Updates an existing Feature Group’s python function from a user provided Python Function. If a list of feature groups are supplied within the python function</p>
-<p>bindings, we will provide as arguments to the function DataFrame’s (pandas in the case of Python) with the materialized
-feature groups for those input feature groups.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>python_function_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the python function to be associated with the feature group.</p></li>
-<li><p><strong>python_function_bindings</strong> (<em>List</em>) – List of python function arguments.</p></li>
-<li><p><strong>cpu_size</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Size of the CPU for the feature group python function.</p></li>
-<li><p><strong>memory</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Memory (in GB) for the feature group python function.</p></li>
-<li><p><strong>use_gpu</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether the feature group needs a gpu or not. Otherwise default to CPU.</p></li>
-<li><p><strong>use_original_csv_names</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If enabled, it uses the original column names for input feature groups from CSV datasets.</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.update_sql_definition">
-<span class="sig-name descname"><span class="pre">update_sql_definition</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">sql</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.update_sql_definition" title="Link to this definition"></a></dt>
-<dd><p>Updates the SQL statement for a feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>sql</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The input SQL statement for the feature group.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The updated feature group.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.project_feature_group.FeatureGroup" title="abacusai.project_feature_group.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.update_dataset_feature_expression">
-<span class="sig-name descname"><span class="pre">update_dataset_feature_expression</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature_expression</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.update_dataset_feature_expression" title="Link to this definition"></a></dt>
-<dd><p>Updates the SQL feature expression for a Dataset FeatureGroup’s custom features</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>feature_expression</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The input SQL statement for the feature group.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The updated feature group.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.project_feature_group.FeatureGroup" title="abacusai.project_feature_group.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.update_feature">
-<span class="sig-name descname"><span class="pre">update_feature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">select_expression</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">new_name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.update_feature" title="Link to this definition"></a></dt>
-<dd><p>Modifies an existing feature in a feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the feature to be updated.</p></li>
-<li><p><strong>select_expression</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – SQL statement for modifying the feature.</p></li>
-<li><p><strong>new_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – New name of the feature.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Updated feature group object.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.project_feature_group.FeatureGroup" title="abacusai.project_feature_group.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.list_exports">
-<span class="sig-name descname"><span class="pre">list_exports</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.list_exports" title="Link to this definition"></a></dt>
-<dd><p>Lists all of the feature group exports for the feature group</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique identifier of the feature group</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>List of feature group exports</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../client/index.html#abacusai.client.FeatureGroupExport" title="abacusai.client.FeatureGroupExport">FeatureGroupExport</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.set_modifier_lock">
-<span class="sig-name descname"><span class="pre">set_modifier_lock</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">locked</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.set_modifier_lock" title="Link to this definition"></a></dt>
-<dd><p>Lock a feature group to prevent modification.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>locked</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether to disable or enable feature group modification (True or False).</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.list_modifiers">
-<span class="sig-name descname"><span class="pre">list_modifiers</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.list_modifiers" title="Link to this definition"></a></dt>
-<dd><p>List the users who can modify a given feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier of the feature group.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Information about the modification lock status and groups/organizations added to the feature group.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.ModificationLockInfo" title="abacusai.client.ModificationLockInfo">ModificationLockInfo</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.add_user_to_modifiers">
-<span class="sig-name descname"><span class="pre">add_user_to_modifiers</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">email</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.add_user_to_modifiers" title="Link to this definition"></a></dt>
-<dd><p>Adds a user to a feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>email</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The email address of the user to be added.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.add_organization_group_to_modifiers">
-<span class="sig-name descname"><span class="pre">add_organization_group_to_modifiers</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">organization_group_id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.add_organization_group_to_modifiers" title="Link to this definition"></a></dt>
-<dd><p>Add OrganizationGroup to a feature group modifiers list</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>organization_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier of the organization group.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.remove_user_from_modifiers">
-<span class="sig-name descname"><span class="pre">remove_user_from_modifiers</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">email</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.remove_user_from_modifiers" title="Link to this definition"></a></dt>
-<dd><p>Removes a user from a specified feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>email</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The email address of the user to be removed.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.remove_organization_group_from_modifiers">
-<span class="sig-name descname"><span class="pre">remove_organization_group_from_modifiers</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">organization_group_id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.remove_organization_group_from_modifiers" title="Link to this definition"></a></dt>
-<dd><p>Removes an OrganizationGroup from a feature group modifiers list</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>organization_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique ID associated with the organization group.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.delete_feature">
-<span class="sig-name descname"><span class="pre">delete_feature</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.delete_feature" title="Link to this definition"></a></dt>
-<dd><p>Removes a feature from the feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the feature to be deleted.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Updated feature group object.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.project_feature_group.FeatureGroup" title="abacusai.project_feature_group.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.delete">
-<span class="sig-name descname"><span class="pre">delete</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.delete" title="Link to this definition"></a></dt>
-<dd><p>Deletes a Feature Group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier for the feature group to be removed.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.create_version">
-<span class="sig-name descname"><span class="pre">create_version</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">variable_bindings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.create_version" title="Link to this definition"></a></dt>
-<dd><p>Creates a snapshot for a specified feature group. Triggers materialization of the feature group. The new version of the feature group is created after it has materialized.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>variable_bindings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Dictionary defining variable bindings that override parent feature group values.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A feature group version.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.project_feature_group.FeatureGroupVersion" title="abacusai.project_feature_group.FeatureGroupVersion">FeatureGroupVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.list_versions">
-<span class="sig-name descname"><span class="pre">list_versions</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">limit</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">100</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">start_after_version</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.list_versions" title="Link to this definition"></a></dt>
-<dd><p>Retrieves a list of all feature group versions for the specified feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>limit</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The maximum length of the returned versions.</p></li>
-<li><p><strong>start_after_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Results will start after this version.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A list of feature group versions.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.project_feature_group.FeatureGroupVersion" title="abacusai.project_feature_group.FeatureGroupVersion">FeatureGroupVersion</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.create_template">
-<span class="sig-name descname"><span class="pre">create_template</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">template_sql</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">template_variables</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">template_bindings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">should_attach_feature_group_to_template</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.create_template" title="Link to this definition"></a></dt>
-<dd><p>Create a feature group template.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – User-friendly name for this feature group template.</p></li>
-<li><p><strong>template_sql</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The template SQL that will be resolved by applying values from the template variables to generate SQL for a feature group.</p></li>
-<li><p><strong>template_variables</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The template variables for resolving the template.</p></li>
-<li><p><strong>description</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Description of this feature group template.</p></li>
-<li><p><strong>template_bindings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – If the feature group will be attached to the newly created template, set these variable bindings on that feature group.</p></li>
-<li><p><strong>should_attach_feature_group_to_template</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Set to <cite>True</cite> to convert the feature group to a template feature group and attach it to the newly created template.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The created feature group template.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.project_feature_group.FeatureGroupTemplate" title="abacusai.project_feature_group.FeatureGroupTemplate">FeatureGroupTemplate</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.suggest_template_for">
-<span class="sig-name descname"><span class="pre">suggest_template_for</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.suggest_template_for" title="Link to this definition"></a></dt>
-<dd><p>Suggest values for a feature gruop template, based on a feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique identifier associated with the feature group to use for suggesting values to use in the template.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The suggested feature group template.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.project_feature_group.FeatureGroupTemplate" title="abacusai.project_feature_group.FeatureGroupTemplate">FeatureGroupTemplate</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.get_recent_streamed_data">
-<span class="sig-name descname"><span class="pre">get_recent_streamed_data</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.get_recent_streamed_data" title="Link to this definition"></a></dt>
-<dd><p>Returns recently streamed data to a streaming feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier associated with the feature group.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.append_data">
-<span class="sig-name descname"><span class="pre">append_data</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">streaming_token</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">data</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.append_data" title="Link to this definition"></a></dt>
-<dd><p>Appends new data into the feature group for a given lookup key recordId.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>streaming_token</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The streaming token for authenticating requests.</p></li>
-<li><p><strong>data</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The data to record as a JSON object.</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.append_multiple_data">
-<span class="sig-name descname"><span class="pre">append_multiple_data</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">streaming_token</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">data</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.append_multiple_data" title="Link to this definition"></a></dt>
-<dd><p>Appends new data into the feature group for a given lookup key recordId.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>streaming_token</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Streaming token for authenticating requests.</p></li>
-<li><p><strong>data</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Data to record, as a list of JSON objects.</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.upsert_data">
-<span class="sig-name descname"><span class="pre">upsert_data</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">data</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">streaming_token</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.upsert_data" title="Link to this definition"></a></dt>
-<dd><p>Update new data into the feature group for a given lookup key record ID if the record ID is found; otherwise, insert new data into the feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>data</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The data to record, in JSON format.</p></li>
-<li><p><strong>streaming_token</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Optional streaming token for authenticating requests if upserting to streaming FG.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The feature group row that was upserted.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.FeatureGroupRow" title="abacusai.client.FeatureGroupRow">FeatureGroupRow</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.delete_data">
-<span class="sig-name descname"><span class="pre">delete_data</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">primary_key</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.delete_data" title="Link to this definition"></a></dt>
-<dd><p>Deletes a row from the feature group given the primary key</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>primary_key</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The primary key value for which to delete the feature group row</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.get_data">
-<span class="sig-name descname"><span class="pre">get_data</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">primary_key</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_rows</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.get_data" title="Link to this definition"></a></dt>
-<dd><p>Gets the feature group rows for online updatable feature groups.</p>
-<p>If primary key is set, row corresponding to primary_key is returned.
-If num_rows is set, we return maximum of num_rows latest updated rows.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>primary_key</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The primary key value for which to find the feature group row</p></li>
-<li><p><strong>num_rows</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Maximum number of rows to return from the feature group</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A list of feature group rows.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../client/index.html#abacusai.client.FeatureGroupRow" title="abacusai.client.FeatureGroupRow">FeatureGroupRow</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.get_natural_language_explanation">
-<span class="sig-name descname"><span class="pre">get_natural_language_explanation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature_group_version</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.get_natural_language_explanation" title="Link to this definition"></a></dt>
-<dd><p>Returns the saved natural language explanation of an artifact with given ID. The artifact can be - Feature Group or Feature Group Version or Model</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>feature_group_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A unique string identifier associated with the Feature Group Version.</p></li>
-<li><p><strong>model_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A unique string identifier associated with the Model.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The object containing natural language explanation(s) as field(s).</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.project_feature_group.NaturalLanguageExplanation" title="abacusai.project_feature_group.NaturalLanguageExplanation">NaturalLanguageExplanation</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.generate_natural_language_explanation">
-<span class="sig-name descname"><span class="pre">generate_natural_language_explanation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">feature_group_version</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.generate_natural_language_explanation" title="Link to this definition"></a></dt>
-<dd><p>Generates natural language explanation of an artifact with given ID. The artifact can be - Feature Group or Feature Group Version or Model</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>feature_group_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A unique string identifier associated with the Feature Group Version.</p></li>
-<li><p><strong>model_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A unique string identifier associated with the Model.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The object containing natural language explanation(s) as field(s).</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.project_feature_group.NaturalLanguageExplanation" title="abacusai.project_feature_group.NaturalLanguageExplanation">NaturalLanguageExplanation</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.wait_for_dataset">
-<span class="sig-name descname"><span class="pre">wait_for_dataset</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">7200</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.wait_for_dataset" title="Link to this definition"></a></dt>
-<dd><blockquote>
-<div><p>A waiting call until the feature group’s dataset, if any, is ready for use.</p>
-</div></blockquote>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out. Default value given is 7200 seconds.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.wait_for_upload">
-<span class="sig-name descname"><span class="pre">wait_for_upload</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">7200</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.wait_for_upload" title="Link to this definition"></a></dt>
-<dd><blockquote>
-<div><p>Waits for a feature group created from a dataframe to be ready for materialization and version creation.</p>
-</div></blockquote>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out. Default value given is 7200 seconds.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.wait_for_materialization">
-<span class="sig-name descname"><span class="pre">wait_for_materialization</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">7200</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.wait_for_materialization" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until feature group is materialized.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out. Default value given is 7200 seconds.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.wait_for_streaming_ready">
-<span class="sig-name descname"><span class="pre">wait_for_streaming_ready</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">600</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.wait_for_streaming_ready" title="Link to this definition"></a></dt>
-<dd><p>Waits for the feature group indexing config to be applied for streaming</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out. Default value given is 600 seconds.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.get_status">
-<span class="sig-name descname"><span class="pre">get_status</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">streaming_status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.get_status" title="Link to this definition"></a></dt>
-<dd><p>Gets the status of the feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A string describing the status of a feature group (pending, complete, etc.).</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)">str</a></p>
-</dd>
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>streaming_status</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>)</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.load_as_pandas">
-<span class="sig-name descname"><span class="pre">load_as_pandas</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.load_as_pandas" title="Link to this definition"></a></dt>
-<dd><p>Loads the feature groups into a python pandas dataframe.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A pandas dataframe with annotations and text_snippet columns.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p>DataFrame</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.load_as_pandas_documents">
-<span class="sig-name descname"><span class="pre">load_as_pandas_documents</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">doc_id_column</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">document_column</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.load_as_pandas_documents" title="Link to this definition"></a></dt>
-<dd><p>Loads a feature group with documents data into a pandas dataframe.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>doc_id_feature</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature / column containing the document ID.</p></li>
-<li><p><strong>document_feature</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature / column which either contains the document data itself or page infos with path to remotely stored documents. This column will be replaced with the extracted document data.</p></li>
-<li><p><strong>doc_id_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
-<li><p><strong>document_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A pandas dataframe containing the extracted document data.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>DataFrame</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.describe_dataset">
-<span class="sig-name descname"><span class="pre">describe_dataset</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.describe_dataset" title="Link to this definition"></a></dt>
-<dd><p>Displays the dataset attached to a feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A dataset object with all the relevant information about the dataset.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="../client/index.html#abacusai.client.Dataset" title="abacusai.client.Dataset">Dataset</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroup.materialize">
-<span class="sig-name descname"><span class="pre">materialize</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroup.materialize" title="Link to this definition"></a></dt>
-<dd><p>Materializes the feature group’s latest change at the api call time. It’ll skip materialization if no change since the current latest version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A feature group object with the lastest changes materialized.</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.project_feature_group.FeatureGroup" title="abacusai.project_feature_group.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroupTemplate">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.project_feature_group.</span></span><span class="sig-name descname"><span class="pre">FeatureGroupTemplate</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupTemplateId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">isSystemTemplate</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">templateSql</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">templateVariables</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">updatedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroupTemplate" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A template for creating feature groups.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>featureGroupTemplateId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier for this feature group template.</p></li>
-<li><p><strong>description</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A user-friendly text description of this feature group template.</p></li>
-<li><p><strong>featureGroupId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier for the feature group used to create this template.</p></li>
-<li><p><strong>isSystemTemplate</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – True if this is a system template returned from a user organization.</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The user-friendly name of this feature group template.</p></li>
-<li><p><strong>templateSql</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – SQL that can include variables which will be replaced by values from the template config to resolve this template SQL into a valid SQL query for a feature group.</p></li>
-<li><p><strong>templateVariables</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – A map, from template variable names to parameters for replacing those template variables with values (e.g. to values and metadata on how to resolve those values).</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – When the feature group template was created.</p></li>
-<li><p><strong>updatedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – When the feature group template was updated.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroupTemplate.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroupTemplate.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroupTemplate.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroupTemplate.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroupTemplate.delete">
-<span class="sig-name descname"><span class="pre">delete</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroupTemplate.delete" title="Link to this definition"></a></dt>
-<dd><p>Delete an existing feature group template.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>feature_group_template_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier associated with the feature group template.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroupTemplate.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroupTemplate.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.project_feature_group.FeatureGroupTemplate" title="abacusai.project_feature_group.FeatureGroupTemplate">FeatureGroupTemplate</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroupTemplate.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroupTemplate.describe" title="Link to this definition"></a></dt>
-<dd><p>Describe a Feature Group Template.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>feature_group_template_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of a feature group template.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The feature group template object.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.project_feature_group.FeatureGroupTemplate" title="abacusai.project_feature_group.FeatureGroupTemplate">FeatureGroupTemplate</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroupTemplate.update">
-<span class="sig-name descname"><span class="pre">update</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">template_sql</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">template_variables</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroupTemplate.update" title="Link to this definition"></a></dt>
-<dd><p>Update a feature group template.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>template_sql</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If provided, the new value to use for the template SQL.</p></li>
-<li><p><strong>template_variables</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – If provided, the new value to use for the template variables.</p></li>
-<li><p><strong>description</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Description of this feature group template.</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – User-friendly name for this feature group template.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The updated feature group template.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.project_feature_group.FeatureGroupTemplate" title="abacusai.project_feature_group.FeatureGroupTemplate">FeatureGroupTemplate</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroupTemplate.preview_resolution">
-<span class="sig-name descname"><span class="pre">preview_resolution</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">template_bindings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">template_sql</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">template_variables</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">should_validate</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroupTemplate.preview_resolution" title="Link to this definition"></a></dt>
-<dd><p>Resolve template sql using template variables and template bindings.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>template_bindings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Values to override the template variable values specified by the template.</p></li>
-<li><p><strong>template_sql</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If specified, use this as the template SQL instead of the feature group template’s SQL.</p></li>
-<li><p><strong>template_variables</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Template variables to use. If a template is provided, this overrides the template’s template variables.</p></li>
-<li><p><strong>should_validate</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, validates the resolved SQL.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The resolved template</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.ResolvedFeatureGroupTemplate" title="abacusai.client.ResolvedFeatureGroupTemplate">ResolvedFeatureGroupTemplate</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroupVersion">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.project_feature_group.</span></span><span class="sig-name descname"><span class="pre">FeatureGroupVersion</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sql</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceTables</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceDatasetVersions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deployable</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cpuSize</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">memory</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">useOriginalCsvNames</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pythonFunctionBindings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">indexingConfigWarningMsg</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">materializationStartedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">materializationCompletedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">columns</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">templateBindings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">features</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pointInTimeGroups</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">codeSource</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">annotationConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">indexingConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroupVersion" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A materialized version of a feature group</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>featureGroupVersion</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier for this materialized version of feature group.</p></li>
-<li><p><strong>featureGroupId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the feature group this version belongs to.</p></li>
-<li><p><strong>sql</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The sql definition creating this feature group.</p></li>
-<li><p><strong>sourceTables</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – The source tables for this feature group.</p></li>
-<li><p><strong>sourceDatasetVersions</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – The dataset version ids for this feature group version.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The timestamp at which the feature group version was created.</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The current status of the feature group version.</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Relevant error if the status is FAILED.</p></li>
-<li><p><strong>deployable</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – whether feature group is deployable or not.</p></li>
-<li><p><strong>cpuSize</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Cpu size specified for the python feature group.</p></li>
-<li><p><strong>memory</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Memory in GB specified for the python feature group.</p></li>
-<li><p><strong>useOriginalCsvNames</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, the feature group will use the original column names in the source dataset.</p></li>
-<li><p><strong>pythonFunctionBindings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Config specifying variable names, types, and values to use when resolving a Python feature group.</p></li>
-<li><p><strong>indexingConfigWarningMsg</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The warning message related to indexing keys.</p></li>
-<li><p><strong>materializationStartedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The timestamp at which the feature group materialization started.</p></li>
-<li><p><strong>materializationCompletedAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The timestamp at which the feature group materialization completed.</p></li>
-<li><p><strong>columns</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><em>feature</em><em>]</em>) – List of resolved columns.</p></li>
-<li><p><strong>templateBindings</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Template variable bindings used for resolving the template.</p></li>
-<li><p><strong>features</strong> (<a class="reference internal" href="#abacusai.project_feature_group.Feature" title="abacusai.project_feature_group.Feature"><em>Feature</em></a>) – List of features.</p></li>
-<li><p><strong>pointInTimeGroups</strong> (<a class="reference internal" href="#abacusai.project_feature_group.PointInTimeGroup" title="abacusai.project_feature_group.PointInTimeGroup"><em>PointInTimeGroup</em></a>) – List of Point In Time Groups</p></li>
-<li><p><strong>codeSource</strong> (<a class="reference internal" href="#abacusai.project_feature_group.CodeSource" title="abacusai.project_feature_group.CodeSource"><em>CodeSource</em></a>) – If a python feature group, information on the source code</p></li>
-<li><p><strong>annotationConfig</strong> (<a class="reference internal" href="#abacusai.project_feature_group.AnnotationConfig" title="abacusai.project_feature_group.AnnotationConfig"><em>AnnotationConfig</em></a>) – The annotations config for the feature group.</p></li>
-<li><p><strong>indexingConfig</strong> (<a class="reference internal" href="#abacusai.project_feature_group.IndexingConfig" title="abacusai.project_feature_group.IndexingConfig"><em>IndexingConfig</em></a>) – The indexing config for the feature group.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroupVersion.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroupVersion.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroupVersion.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroupVersion.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroupVersion.create_snapshot_feature_group">
-<span class="sig-name descname"><span class="pre">create_snapshot_feature_group</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">table_name</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroupVersion.create_snapshot_feature_group" title="Link to this definition"></a></dt>
-<dd><p>Creates a Snapshot Feature Group corresponding to a specific Feature Group version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>table_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name for the newly created Snapshot Feature Group table. Can be up to 120 characters long and can only contain alphanumeric characters and underscores.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Feature Group corresponding to the newly created Snapshot.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.project_feature_group.FeatureGroup" title="abacusai.project_feature_group.FeatureGroup">FeatureGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroupVersion.export_to_file_connector">
-<span class="sig-name descname"><span class="pre">export_to_file_connector</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">location</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">export_file_format</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">overwrite</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroupVersion.export_to_file_connector" title="Link to this definition"></a></dt>
-<dd><p>Export Feature group to File Connector.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>location</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Cloud file location to export to.</p></li>
-<li><p><strong>export_file_format</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Enum string specifying the file format to export to.</p></li>
-<li><p><strong>overwrite</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true and a file exists at this location, this process will overwrite the file.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The FeatureGroupExport instance.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.FeatureGroupExport" title="abacusai.client.FeatureGroupExport">FeatureGroupExport</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroupVersion.export_to_database_connector">
-<span class="sig-name descname"><span class="pre">export_to_database_connector</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">database_connector_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">object_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">write_mode</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">database_feature_mapping</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id_column</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">additional_id_columns</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroupVersion.export_to_database_connector" title="Link to this definition"></a></dt>
-<dd><p>Export Feature group to Database Connector.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>database_connector_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier for the Database Connector to export to.</p></li>
-<li><p><strong>object_name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the database object to write to.</p></li>
-<li><p><strong>write_mode</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Enum string indicating whether to use INSERT or UPSERT.</p></li>
-<li><p><strong>database_feature_mapping</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Key/value pair JSON object of “database connector column” -&gt; “feature name” pairs.</p></li>
-<li><p><strong>id_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Required if write_mode is UPSERT. Indicates which database column should be used as the lookup key.</p></li>
-<li><p><strong>additional_id_columns</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – For database connectors which support it, additional ID columns to use as a complex key for upserting.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The FeatureGroupExport instance.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.FeatureGroupExport" title="abacusai.client.FeatureGroupExport">FeatureGroupExport</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroupVersion.export_to_console">
-<span class="sig-name descname"><span class="pre">export_to_console</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">export_file_format</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroupVersion.export_to_console" title="Link to this definition"></a></dt>
-<dd><p>Export Feature group to console.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>export_file_format</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – File format to export to.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The FeatureGroupExport instance.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.FeatureGroupExport" title="abacusai.client.FeatureGroupExport">FeatureGroupExport</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroupVersion.get_materialization_logs">
-<span class="sig-name descname"><span class="pre">get_materialization_logs</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">stdout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stderr</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroupVersion.get_materialization_logs" title="Link to this definition"></a></dt>
-<dd><p>Returns logs for a materialized feature group version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>stdout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Set to True to get info logs.</p></li>
-<li><p><strong>stderr</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Set to True to get error logs.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A function logs object.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.FunctionLogs" title="abacusai.client.FunctionLogs">FunctionLogs</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroupVersion.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroupVersion.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.project_feature_group.FeatureGroupVersion" title="abacusai.project_feature_group.FeatureGroupVersion">FeatureGroupVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroupVersion.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroupVersion.describe" title="Link to this definition"></a></dt>
-<dd><p>Describe a feature group version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>feature_group_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier associated with the feature group version.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The feature group version.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.project_feature_group.FeatureGroupVersion" title="abacusai.project_feature_group.FeatureGroupVersion">FeatureGroupVersion</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroupVersion.get_metrics">
-<span class="sig-name descname"><span class="pre">get_metrics</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">selected_columns</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">include_charts</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">include_statistics</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroupVersion.get_metrics" title="Link to this definition"></a></dt>
-<dd><p>Get metrics for a specific feature group version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>selected_columns</strong> (<em>List</em>) – A list of columns to order first.</p></li>
-<li><p><strong>include_charts</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – A flag indicating whether charts should be included in the response. Default is false.</p></li>
-<li><p><strong>include_statistics</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – A flag indicating whether statistics should be included in the response. Default is true.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The metrics for the specified feature group version.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.DataMetrics" title="abacusai.client.DataMetrics">DataMetrics</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroupVersion.get_logs">
-<span class="sig-name descname"><span class="pre">get_logs</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroupVersion.get_logs" title="Link to this definition"></a></dt>
-<dd><p>Retrieves the feature group materialization logs.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>feature_group_version</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique version ID of the feature group version.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>The logs for the specified feature group version.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.FeatureGroupVersionLogs" title="abacusai.client.FeatureGroupVersionLogs">FeatureGroupVersionLogs</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroupVersion.wait_for_results">
-<span class="sig-name descname"><span class="pre">wait_for_results</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">3600</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroupVersion.wait_for_results" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until feature group version is materialized</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroupVersion.wait_for_materialization">
-<span class="sig-name descname"><span class="pre">wait_for_materialization</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">3600</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroupVersion.wait_for_materialization" title="Link to this definition"></a></dt>
-<dd><p>A waiting call until feature group version is materialized.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The waiting time given to the call to finish, if it doesn’t finish by the allocated time, the call is said to be timed out.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroupVersion.get_status">
-<span class="sig-name descname"><span class="pre">get_status</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroupVersion.get_status" title="Link to this definition"></a></dt>
-<dd><p>Gets the status of the feature group version.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A string describing the status of a feature group version (pending, complete, etc.).</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)">str</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroupVersion._download_avro_file">
-<span class="sig-name descname"><span class="pre">_download_avro_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">file_part</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tmp_dir</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">part_index</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroupVersion._download_avro_file" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroupVersion.load_as_pandas">
-<span class="sig-name descname"><span class="pre">load_as_pandas</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">max_workers</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">10</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroupVersion.load_as_pandas" title="Link to this definition"></a></dt>
-<dd><p>Loads the feature group version into a pandas dataframe.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>max_workers</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The number of threads.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A pandas dataframe displaying the data in the feature group version.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>DataFrame</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.FeatureGroupVersion.load_as_pandas_documents">
-<span class="sig-name descname"><span class="pre">load_as_pandas_documents</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">doc_id_column</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">document_column</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_workers</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">10</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.FeatureGroupVersion.load_as_pandas_documents" title="Link to this definition"></a></dt>
-<dd><p>Loads a feature group with documents data into a pandas dataframe.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>doc_id_feature</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature / column containing the document ID.</p></li>
-<li><p><strong>document_feature</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the feature / column which either contains the document data itself or page infos with path to remotely stored documents. This column will be replaced with the extracted document data.</p></li>
-<li><p><strong>max_workers</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – The number of threads.</p></li>
-<li><p><strong>doc_id_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
-<li><p><strong>document_column</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A pandas dataframe containing the extracted document data.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p>DataFrame</p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.IndexingConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.project_feature_group.</span></span><span class="sig-name descname"><span class="pre">IndexingConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">primaryKey</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">updateTimestampKey</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookupKeys</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.IndexingConfig" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>The indexing config for a Feature Group</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>primaryKey</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A single key index</p></li>
-<li><p><strong>updateTimestampKey</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The primary timestamp feature</p></li>
-<li><p><strong>lookupKeys</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – A multi-key index. Cannot be used in conjuction with primary key.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.IndexingConfig.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.IndexingConfig.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.IndexingConfig.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.IndexingConfig.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.NaturalLanguageExplanation">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.project_feature_group.</span></span><span class="sig-name descname"><span class="pre">NaturalLanguageExplanation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">shortExplanation</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">longExplanation</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">isOutdated</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">htmlExplanation</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.NaturalLanguageExplanation" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Natural language explanation of an artifact/object</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>shortExplanation</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – succinct explanation of the artifact</p></li>
-<li><p><strong>longExplanation</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Longer and verbose explanation of the artifact</p></li>
-<li><p><strong>isOutdated</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Flag indicating whether the explanation is outdated due to a change in the underlying artifact</p></li>
-<li><p><strong>htmlExplanation</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – HTML formatted explanation of the artifact</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.NaturalLanguageExplanation.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.NaturalLanguageExplanation.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.NaturalLanguageExplanation.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.NaturalLanguageExplanation.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.PointInTimeGroup">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.project_feature_group.</span></span><span class="sig-name descname"><span class="pre">PointInTimeGroup</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">groupName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">windowKey</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">aggregationKeys</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookbackWindow</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookbackWindowLag</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookbackCount</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookbackUntilPosition</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">historyTableName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">historyWindowKey</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">historyAggregationKeys</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">features</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.PointInTimeGroup" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A point in time group containing point in time features</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>groupName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the point in time group</p></li>
-<li><p><strong>windowKey</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of feature which contains the timestamp value for the point in time feature</p></li>
-<li><p><strong>aggregationKeys</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of keys to use for join the historical table and performing the window aggregation.</p></li>
-<li><p><strong>lookbackWindow</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – Number of seconds in the past from the current time for start of the window.</p></li>
-<li><p><strong>lookbackWindowLag</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.12)"><em>float</em></a>) – Optional lag to offset the closest point for the window. If it is positive, we delay the start of window. If it is negative, we are looking at the “future” rows in the history table.</p></li>
-<li><p><strong>lookbackCount</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – If window is specified in terms of count, the start position of the window (0 is the current row)</p></li>
-<li><p><strong>lookbackUntilPosition</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Optional lag to offset the closest point for the window. If it is positive, we delay the start of window by that many rows. If it is negative, we are looking at those many “future” rows in the history table.</p></li>
-<li><p><strong>historyTableName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The table to use for aggregating, if not provided, the source table will be used</p></li>
-<li><p><strong>historyWindowKey</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of feature to use for ordering the rows on the history table. If not provided, the windowKey from the source table will be used</p></li>
-<li><p><strong>historyAggregationKeys</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of keys to use for join the historical table and performing the window aggregation. If not provided, the aggregationKeys from the source table will be used. Must be the same length and order as the source table’s aggregationKeys</p></li>
-<li><p><strong>features</strong> (<a class="reference internal" href="../point_in_time_group/index.html#abacusai.point_in_time_group.PointInTimeGroupFeature" title="abacusai.point_in_time_group.PointInTimeGroupFeature"><em>PointInTimeGroupFeature</em></a>) – List of features in the Point in Time group</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.PointInTimeGroup.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.PointInTimeGroup.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.PointInTimeGroup.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.PointInTimeGroup.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.ProjectConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.project_feature_group.</span></span><span class="sig-name descname"><span class="pre">ProjectConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.ProjectConfig" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Project-specific config for a feature group</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>type</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Type of project config</p></li>
-<li><p><strong>config</strong> (<a class="reference internal" href="../api_class/index.html#abacusai.api_class.ProjectFeatureGroupConfig" title="abacusai.api_class.ProjectFeatureGroupConfig"><em>ProjectFeatureGroupConfig</em></a>) – Project-specific config for this feature group</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.ProjectConfig.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.ProjectConfig.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.ProjectConfig.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.ProjectConfig.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.ProjectFeatureGroupSchema">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.project_feature_group.</span></span><span class="sig-name descname"><span class="pre">ProjectFeatureGroupSchema</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nestedSchema</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">schema</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">duplicateFeatures</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">projectConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroupSchema" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A schema description for a project feature group</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>nestedSchema</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of schema of nested features</p></li>
-<li><p><strong>schema</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.Schema" title="abacusai.client.Schema"><em>Schema</em></a>) – List of schema description for the feature</p></li>
-<li><p><strong>duplicateFeatures</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.Schema" title="abacusai.client.Schema"><em>Schema</em></a>) – List of duplicate featureschemas</p></li>
-<li><p><strong>projectConfig</strong> (<a class="reference internal" href="#abacusai.project_feature_group.ProjectConfig" title="abacusai.project_feature_group.ProjectConfig"><em>ProjectConfig</em></a>) – Project-specific config for this feature group.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.ProjectFeatureGroupSchema.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroupSchema.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.ProjectFeatureGroupSchema.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroupSchema.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.RefreshSchedule">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.project_feature_group.</span></span><span class="sig-name descname"><span class="pre">RefreshSchedule</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refreshPolicyId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nextRunTime</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cron</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refreshType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.RefreshSchedule" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A refresh schedule for an object. Defines when the next version of the object will be created</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>refreshPolicyId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the refresh policy</p></li>
-<li><p><strong>nextRunTime</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The next run time of the refresh policy. If null, the policy is paused.</p></li>
-<li><p><strong>cron</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A cron-style string that describes the when this refresh policy is to be executed in UTC</p></li>
-<li><p><strong>refreshType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of refresh that will be run</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – An error message for the last pipeline run of a policy</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.RefreshSchedule.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.RefreshSchedule.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group.RefreshSchedule.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.RefreshSchedule.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
+<span id="abacusai-project-feature-group"></span><h1><a class="reference internal" href="#module-abacusai.project_feature_group" title="abacusai.project_feature_group"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a><a class="headerlink" href="#module-abacusai.project_feature_group" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
+<section id="classes">
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
+<table class="autosummary longtable docutils align-default">
+<tbody>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.project_feature_group.ProjectFeatureGroup" title="abacusai.project_feature_group.ProjectFeatureGroup"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ProjectFeatureGroup</span></code></a></p></td>
+<td><p>A feature group along with project specific mappings</p></td>
+</tr>
+</tbody>
+</table>
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.project_feature_group.ProjectFeatureGroup">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.project_feature_group.</span></span><span class="sig-name descname"><span class="pre">ProjectFeatureGroup</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modificationLock</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupSourceType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tableName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sql</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">datasetId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">functionSourceCode</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">functionName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceTables</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sqlError</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">latestVersionOutdated</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">referencedFeatureGroups</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tags</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">primaryKey</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">updateTimestampKey</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookupKeys</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">streamingEnabled</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">incremental</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mergeConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">operatorConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">samplingConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cpuSize</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">memory</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">streamingReady</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureTags</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">moduleName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">templateBindings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureExpression</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">useOriginalCsvNames</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pythonFunctionBindings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pythonFunctionName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">useGpu</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">features</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">duplicateFeatures</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pointInTimeGroups</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">annotationConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">concatenationConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">indexingConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">codeSource</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupTemplate</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">explanation</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refreshSchedules</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">projectFeatureGroupSchema</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">projectConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">latestFeatureGroupVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup" title="Link to this definition"></a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.project_feature_group.</span></span><span class="sig-name descname"><span class="pre">ProjectFeatureGroup</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modificationLock</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupSourceType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tableName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sql</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">datasetId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">functionSourceCode</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">functionName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceTables</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sqlError</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">latestVersionOutdated</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">referencedFeatureGroups</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">tags</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">primaryKey</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">updateTimestampKey</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookupKeys</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">streamingEnabled</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">incremental</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mergeConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">samplingConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cpuSize</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">memory</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">streamingReady</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureTags</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">moduleName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">templateBindings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureExpression</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">useOriginalCsvNames</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pythonFunctionBindings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pythonFunctionName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">useGpu</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">features</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">duplicateFeatures</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pointInTimeGroups</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">annotationConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">concatenationConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">indexingConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">codeSource</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupTemplate</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">explanation</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refreshSchedules</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">projectFeatureGroupSchema</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">projectConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">latestFeatureGroupVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">operatorConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group.ProjectFeatureGroup" title="Link to this definition"></a></dt>
 <dd><p>Bases: <a class="reference internal" href="../feature_group/index.html#abacusai.feature_group.FeatureGroup" title="abacusai.feature_group.FeatureGroup"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.feature_group.FeatureGroup</span></code></a></p>
 <p>A feature group along with project specific mappings</p>
 <dl class="field-list simple">
@@ -2732,7 +331,6 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>streamingEnabled</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, the feature group can have data streamed to it.</p></li>
 <li><p><strong>incremental</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If feature group corresponds to an incremental dataset.</p></li>
 <li><p><strong>mergeConfig</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Merge configuration settings for the feature group.</p></li>
-<li><p><strong>operatorConfig</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Operator configuration settings for the feature group.</p></li>
 <li><p><strong>samplingConfig</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Sampling configuration for the feature group.</p></li>
 <li><p><strong>cpuSize</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – CPU size specified for the Python feature group.</p></li>
 <li><p><strong>memory</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>) – Memory in GB specified for the Python feature group.</p></li>
@@ -2746,19 +344,20 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>pythonFunctionName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the Python function the feature group was built from.</p></li>
 <li><p><strong>useGpu</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – Whether this feature group is using gpu</p></li>
 <li><p><strong>featureGroupType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Project type when the feature group is used in the context of a project.</p></li>
-<li><p><strong>features</strong> (<a class="reference internal" href="#abacusai.project_feature_group.Feature" title="abacusai.project_feature_group.Feature"><em>Feature</em></a>) – List of resolved features.</p></li>
-<li><p><strong>duplicateFeatures</strong> (<a class="reference internal" href="#abacusai.project_feature_group.Feature" title="abacusai.project_feature_group.Feature"><em>Feature</em></a>) – List of duplicate features.</p></li>
-<li><p><strong>pointInTimeGroups</strong> (<a class="reference internal" href="#abacusai.project_feature_group.PointInTimeGroup" title="abacusai.project_feature_group.PointInTimeGroup"><em>PointInTimeGroup</em></a>) – List of Point In Time Groups.</p></li>
-<li><p><strong>annotationConfig</strong> (<a class="reference internal" href="#abacusai.project_feature_group.AnnotationConfig" title="abacusai.project_feature_group.AnnotationConfig"><em>AnnotationConfig</em></a>) – Annotation config for this feature</p></li>
-<li><p><strong>latestFeatureGroupVersion</strong> (<a class="reference internal" href="#abacusai.project_feature_group.FeatureGroupVersion" title="abacusai.project_feature_group.FeatureGroupVersion"><em>FeatureGroupVersion</em></a>) – Latest feature group version.</p></li>
-<li><p><strong>concatenationConfig</strong> (<a class="reference internal" href="#abacusai.project_feature_group.ConcatenationConfig" title="abacusai.project_feature_group.ConcatenationConfig"><em>ConcatenationConfig</em></a>) – Feature group ID whose data will be concatenated into this feature group.</p></li>
-<li><p><strong>indexingConfig</strong> (<a class="reference internal" href="#abacusai.project_feature_group.IndexingConfig" title="abacusai.project_feature_group.IndexingConfig"><em>IndexingConfig</em></a>) – Indexing config for the feature group for feature store</p></li>
-<li><p><strong>codeSource</strong> (<a class="reference internal" href="#abacusai.project_feature_group.CodeSource" title="abacusai.project_feature_group.CodeSource"><em>CodeSource</em></a>) – If a Python feature group, information on the source code.</p></li>
-<li><p><strong>featureGroupTemplate</strong> (<a class="reference internal" href="#abacusai.project_feature_group.FeatureGroupTemplate" title="abacusai.project_feature_group.FeatureGroupTemplate"><em>FeatureGroupTemplate</em></a>) – FeatureGroupTemplate to use when this feature group is attached to a template.</p></li>
-<li><p><strong>explanation</strong> (<a class="reference internal" href="#abacusai.project_feature_group.NaturalLanguageExplanation" title="abacusai.project_feature_group.NaturalLanguageExplanation"><em>NaturalLanguageExplanation</em></a>) – Natural language explanation of the feature group</p></li>
-<li><p><strong>refreshSchedules</strong> (<a class="reference internal" href="#abacusai.project_feature_group.RefreshSchedule" title="abacusai.project_feature_group.RefreshSchedule"><em>RefreshSchedule</em></a>) – List of schedules that determines when the next version of the feature group will be created.</p></li>
-<li><p><strong>projectFeatureGroupSchema</strong> (<a class="reference internal" href="#abacusai.project_feature_group.ProjectFeatureGroupSchema" title="abacusai.project_feature_group.ProjectFeatureGroupSchema"><em>ProjectFeatureGroupSchema</em></a>) – Project-specific schema for this feature group.</p></li>
-<li><p><strong>projectConfig</strong> (<a class="reference internal" href="#abacusai.project_feature_group.ProjectConfig" title="abacusai.project_feature_group.ProjectConfig"><em>ProjectConfig</em></a>) – Project-specific config for this feature group.</p></li>
+<li><p><strong>features</strong> (<a class="reference internal" href="../feature/index.html#abacusai.feature.Feature" title="abacusai.feature.Feature"><em>Feature</em></a>) – List of resolved features.</p></li>
+<li><p><strong>duplicateFeatures</strong> (<a class="reference internal" href="../feature/index.html#abacusai.feature.Feature" title="abacusai.feature.Feature"><em>Feature</em></a>) – List of duplicate features.</p></li>
+<li><p><strong>pointInTimeGroups</strong> (<a class="reference internal" href="../point_in_time_group/index.html#abacusai.point_in_time_group.PointInTimeGroup" title="abacusai.point_in_time_group.PointInTimeGroup"><em>PointInTimeGroup</em></a>) – List of Point In Time Groups.</p></li>
+<li><p><strong>annotationConfig</strong> (<a class="reference internal" href="../annotation_config/index.html#abacusai.annotation_config.AnnotationConfig" title="abacusai.annotation_config.AnnotationConfig"><em>AnnotationConfig</em></a>) – Annotation config for this feature</p></li>
+<li><p><strong>latestFeatureGroupVersion</strong> (<a class="reference internal" href="../feature_group_version/index.html#abacusai.feature_group_version.FeatureGroupVersion" title="abacusai.feature_group_version.FeatureGroupVersion"><em>FeatureGroupVersion</em></a>) – Latest feature group version.</p></li>
+<li><p><strong>concatenationConfig</strong> (<a class="reference internal" href="../concatenation_config/index.html#abacusai.concatenation_config.ConcatenationConfig" title="abacusai.concatenation_config.ConcatenationConfig"><em>ConcatenationConfig</em></a>) – Feature group ID whose data will be concatenated into this feature group.</p></li>
+<li><p><strong>indexingConfig</strong> (<a class="reference internal" href="../indexing_config/index.html#abacusai.indexing_config.IndexingConfig" title="abacusai.indexing_config.IndexingConfig"><em>IndexingConfig</em></a>) – Indexing config for the feature group for feature store</p></li>
+<li><p><strong>codeSource</strong> (<a class="reference internal" href="../code_source/index.html#abacusai.code_source.CodeSource" title="abacusai.code_source.CodeSource"><em>CodeSource</em></a>) – If a Python feature group, information on the source code.</p></li>
+<li><p><strong>featureGroupTemplate</strong> (<a class="reference internal" href="../feature_group_template/index.html#abacusai.feature_group_template.FeatureGroupTemplate" title="abacusai.feature_group_template.FeatureGroupTemplate"><em>FeatureGroupTemplate</em></a>) – FeatureGroupTemplate to use when this feature group is attached to a template.</p></li>
+<li><p><strong>explanation</strong> (<a class="reference internal" href="../natural_language_explanation/index.html#abacusai.natural_language_explanation.NaturalLanguageExplanation" title="abacusai.natural_language_explanation.NaturalLanguageExplanation"><em>NaturalLanguageExplanation</em></a>) – Natural language explanation of the feature group</p></li>
+<li><p><strong>refreshSchedules</strong> (<a class="reference internal" href="../refresh_schedule/index.html#abacusai.refresh_schedule.RefreshSchedule" title="abacusai.refresh_schedule.RefreshSchedule"><em>RefreshSchedule</em></a>) – List of schedules that determines when the next version of the feature group will be created.</p></li>
+<li><p><strong>projectFeatureGroupSchema</strong> (<a class="reference internal" href="../project_feature_group_schema/index.html#abacusai.project_feature_group_schema.ProjectFeatureGroupSchema" title="abacusai.project_feature_group_schema.ProjectFeatureGroupSchema"><em>ProjectFeatureGroupSchema</em></a>) – Project-specific schema for this feature group.</p></li>
+<li><p><strong>projectConfig</strong> (<a class="reference internal" href="../project_config/index.html#abacusai.project_config.ProjectConfig" title="abacusai.project_config.ProjectConfig"><em>ProjectConfig</em></a>) – Project-specific config for this feature group.</p></li>
+<li><p><strong>operatorConfig</strong> (<a class="reference internal" href="../api_class/feature_group/index.html#abacusai.api_class.feature_group.OperatorConfig" title="abacusai.api_class.feature_group.OperatorConfig"><em>OperatorConfig</em></a>) – Operator configuration settings for the feature group.</p></li>
 </ul>
 </dd>
 </dl>
@@ -2784,6 +383,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/project_feature_group_schema/index.html b/docs/autoapi/abacusai/project_feature_group_schema/index.html
index 1489704d7..00bd93bf2 100644
--- a/docs/autoapi/abacusai/project_feature_group_schema/index.html
+++ b/docs/autoapi/abacusai/project_feature_group_schema/index.html
@@ -46,222 +46,217 @@
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-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html">abacusai.model_monitor_summary</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html">abacusai.model_monitor_summary_from_org</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html">abacusai.model_monitor_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html">abacusai.model_monitor_version_metric_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html">abacusai.model_training_type_for_deployment</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.project_feature_group_schema</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.project_feature_group_schema</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/project_feature_group_schema/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,123 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.project_feature_group_schema">
-<span id="abacusai-project-feature-group-schema"></span><h1>abacusai.project_feature_group_schema<a class="headerlink" href="#module-abacusai.project_feature_group_schema" title="Link to this heading"></a></h1>
+<span id="abacusai-project-feature-group-schema"></span><h1><a class="reference internal" href="#module-abacusai.project_feature_group_schema" title="abacusai.project_feature_group_schema"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a><a class="headerlink" href="#module-abacusai.project_feature_group_schema" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.project_feature_group_schema.ProjectConfig" title="abacusai.project_feature_group_schema.ProjectConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ProjectConfig</span></code></a></p></td>
-<td><p>Project-specific config for a feature group</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.project_feature_group_schema.AbstractApiClass" title="abacusai.project_feature_group_schema.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.project_feature_group_schema.Schema" title="abacusai.project_feature_group_schema.Schema"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Schema</span></code></a></p></td>
-<td><p>A schema description for a feature</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.project_feature_group_schema.ProjectFeatureGroupSchema" title="abacusai.project_feature_group_schema.ProjectFeatureGroupSchema"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ProjectFeatureGroupSchema</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.project_feature_group_schema.ProjectFeatureGroupSchema" title="abacusai.project_feature_group_schema.ProjectFeatureGroupSchema"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ProjectFeatureGroupSchema</span></code></a></p></td>
 <td><p>A schema description for a project feature group</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.project_feature_group_schema.ProjectConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.project_feature_group_schema.</span></span><span class="sig-name descname"><span class="pre">ProjectConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group_schema.ProjectConfig" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Project-specific config for a feature group</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>type</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Type of project config</p></li>
-<li><p><strong>config</strong> (<a class="reference internal" href="../api_class/index.html#abacusai.api_class.ProjectFeatureGroupConfig" title="abacusai.api_class.ProjectFeatureGroupConfig"><em>ProjectFeatureGroupConfig</em></a>) – Project-specific config for this feature group</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group_schema.ProjectConfig.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group_schema.ProjectConfig.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group_schema.ProjectConfig.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group_schema.ProjectConfig.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.project_feature_group_schema.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.project_feature_group_schema.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group_schema.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group_schema.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group_schema.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group_schema.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group_schema.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.project_feature_group_schema.Schema">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.project_feature_group_schema.</span></span><span class="sig-name descname"><span class="pre">Schema</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureMapping</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">detectedFeatureMapping</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">detectedFeatureType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dataType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">detectedDataType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nestedFeatures</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pointInTimeInfo</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group_schema.Schema" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A schema description for a feature</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique name of the feature.</p></li>
-<li><p><strong>featureMapping</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The mapping of the feature. The possible values will be based on the project’s use-case. See the (Use Case Documentation)[<a class="reference external" href="https://api.abacus.ai/app/help/useCases">https://api.abacus.ai/app/help/useCases</a>] for more details.</p></li>
-<li><p><strong>detectedFeatureMapping</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Detected feature mapping for this feature</p></li>
-<li><p><strong>featureType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The underlying data type of each feature:  CATEGORICAL,  CATEGORICAL_LIST,  NUMERICAL,  TIMESTAMP,  TEXT,  EMAIL,  LABEL_LIST,  ENTITY_LABEL_LIST,  PAGE_LABEL_LIST,  JSON,  OBJECT_REFERENCE,  MULTICATEGORICAL_LIST,  COORDINATE_LIST,  NUMERICAL_LIST,  TIMESTAMP_LIST,  ZIPCODE,  URL,  PAGE_INFOS,  PAGES_DOCUMENT,  TOKENS_DOCUMENT.</p></li>
-<li><p><strong>detectedFeatureType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The detected feature type for this feature</p></li>
-<li><p><strong>dataType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The underlying data type of each feature:  INTEGER,  FLOAT,  STRING,  DATE,  DATETIME,  BOOLEAN,  LIST,  STRUCT,  NULL,  BINARY.</p></li>
-<li><p><strong>detectedDataType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The detected data type for this feature</p></li>
-<li><p><strong>nestedFeatures</strong> (<a class="reference internal" href="../nested_feature_schema/index.html#abacusai.nested_feature_schema.NestedFeatureSchema" title="abacusai.nested_feature_schema.NestedFeatureSchema"><em>NestedFeatureSchema</em></a>) – List of features of nested feature</p></li>
-<li><p><strong>pointInTimeInfo</strong> (<a class="reference internal" href="../nested_feature_schema/index.html#abacusai.nested_feature_schema.PointInTimeFeatureInfo" title="abacusai.nested_feature_schema.PointInTimeFeatureInfo"><em>PointInTimeFeatureInfo</em></a>) – Point in time information for this feature</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group_schema.Schema.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group_schema.Schema.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group_schema.Schema.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group_schema.Schema.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.project_feature_group_schema.ProjectFeatureGroupSchema">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.project_feature_group_schema.</span></span><span class="sig-name descname"><span class="pre">ProjectFeatureGroupSchema</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nestedSchema</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">schema</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">duplicateFeatures</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">projectConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group_schema.ProjectFeatureGroupSchema" title="Link to this definition"></a></dt>
@@ -420,9 +310,9 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
 <li><p><strong>nestedSchema</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – List of schema of nested features</p></li>
-<li><p><strong>schema</strong> (<a class="reference internal" href="#abacusai.project_feature_group_schema.Schema" title="abacusai.project_feature_group_schema.Schema"><em>Schema</em></a>) – List of schema description for the feature</p></li>
-<li><p><strong>duplicateFeatures</strong> (<a class="reference internal" href="#abacusai.project_feature_group_schema.Schema" title="abacusai.project_feature_group_schema.Schema"><em>Schema</em></a>) – List of duplicate featureschemas</p></li>
-<li><p><strong>projectConfig</strong> (<a class="reference internal" href="#abacusai.project_feature_group_schema.ProjectConfig" title="abacusai.project_feature_group_schema.ProjectConfig"><em>ProjectConfig</em></a>) – Project-specific config for this feature group.</p></li>
+<li><p><strong>schema</strong> (<a class="reference internal" href="../schema/index.html#abacusai.schema.Schema" title="abacusai.schema.Schema"><em>Schema</em></a>) – List of schema description for the feature</p></li>
+<li><p><strong>duplicateFeatures</strong> (<a class="reference internal" href="../schema/index.html#abacusai.schema.Schema" title="abacusai.schema.Schema"><em>Schema</em></a>) – List of duplicate featureschemas</p></li>
+<li><p><strong>projectConfig</strong> (<a class="reference internal" href="../project_config/index.html#abacusai.project_config.ProjectConfig" title="abacusai.project_config.ProjectConfig"><em>ProjectConfig</em></a>) – Project-specific config for this feature group.</p></li>
 </ul>
 </dd>
 </dl>
@@ -448,6 +338,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/project_feature_group_schema_version/index.html b/docs/autoapi/abacusai/project_feature_group_schema_version/index.html
index 91db905c0..0ebc7b177 100644
--- a/docs/autoapi/abacusai/project_feature_group_schema_version/index.html
+++ b/docs/autoapi/abacusai/project_feature_group_schema_version/index.html
@@ -46,222 +46,217 @@
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 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.project_feature_group_schema_version</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
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@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.project_feature_group_schema_version</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/project_feature_group_schema_version/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.project_feature_group_schema_version">
-<span id="abacusai-project-feature-group-schema-version"></span><h1>abacusai.project_feature_group_schema_version<a class="headerlink" href="#module-abacusai.project_feature_group_schema_version" title="Link to this heading"></a></h1>
+<span id="abacusai-project-feature-group-schema-version"></span><h1><a class="reference internal" href="#module-abacusai.project_feature_group_schema_version" title="abacusai.project_feature_group_schema_version"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a><a class="headerlink" href="#module-abacusai.project_feature_group_schema_version" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.project_feature_group_schema_version.AbstractApiClass" title="abacusai.project_feature_group_schema_version.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.project_feature_group_schema_version.ProjectFeatureGroupSchemaVersion" title="abacusai.project_feature_group_schema_version.ProjectFeatureGroupSchemaVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ProjectFeatureGroupSchemaVersion</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.project_feature_group_schema_version.ProjectFeatureGroupSchemaVersion" title="abacusai.project_feature_group_schema_version.ProjectFeatureGroupSchemaVersion"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ProjectFeatureGroupSchemaVersion</span></code></a></p></td>
 <td><p>A version of a schema</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
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-<dt class="sig sig-object py" id="abacusai.project_feature_group_schema_version.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.project_feature_group_schema_version.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group_schema_version.AbstractApiClass" title="Link to this definition"></a></dt>
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-<dt class="sig sig-object py" id="abacusai.project_feature_group_schema_version.AbstractApiClass.__eq__">
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-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_feature_group_schema_version.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group_schema_version.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
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 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.project_feature_group_schema_version.ProjectFeatureGroupSchemaVersion">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.project_feature_group_schema_version.</span></span><span class="sig-name descname"><span class="pre">ProjectFeatureGroupSchemaVersion</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">schemaVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_feature_group_schema_version.ProjectFeatureGroupSchemaVersion" title="Link to this definition"></a></dt>
@@ -360,6 +335,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/project_validation/index.html b/docs/autoapi/abacusai/project_validation/index.html
index 8445ba48f..2c22811cd 100644
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+++ b/docs/autoapi/abacusai/project_validation/index.html
@@ -46,222 +46,217 @@
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+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
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-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
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-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a><ul>
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-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.project_validation</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
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             <a href="../../../_sources/autoapi/abacusai/project_validation/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.project_validation">
-<span id="abacusai-project-validation"></span><h1>abacusai.project_validation<a class="headerlink" href="#module-abacusai.project_validation" title="Link to this heading"></a></h1>
+<span id="abacusai-project-validation"></span><h1><a class="reference internal" href="#module-abacusai.project_validation" title="abacusai.project_validation"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a><a class="headerlink" href="#module-abacusai.project_validation" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.project_validation.AbstractApiClass" title="abacusai.project_validation.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.project_validation.ProjectValidation" title="abacusai.project_validation.ProjectValidation"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ProjectValidation</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.project_validation.ProjectValidation" title="abacusai.project_validation.ProjectValidation"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ProjectValidation</span></code></a></p></td>
 <td><p>A validation result for a project</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.project_validation.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.project_validation.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_validation.AbstractApiClass" title="Link to this definition"></a></dt>
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-<dd><p>Return self==value.</p>
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-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.project_validation.AbstractApiClass._get_attribute_as_dict">
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-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.project_validation.ProjectValidation">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.project_validation.</span></span><span class="sig-name descname"><span class="pre">ProjectValidation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">valid</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">datasetErrors</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">columnHints</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.project_validation.ProjectValidation" title="Link to this definition"></a></dt>
@@ -362,6 +337,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
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+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
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-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.python_function</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></li>
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@@ -293,90 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.python_function">
-<span id="abacusai-python-function"></span><h1>abacusai.python_function<a class="headerlink" href="#module-abacusai.python_function" title="Link to this heading"></a></h1>
+<span id="abacusai-python-function"></span><h1><a class="reference internal" href="#module-abacusai.python_function" title="abacusai.python_function"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a><a class="headerlink" href="#module-abacusai.python_function" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.python_function.CodeSource" title="abacusai.python_function.CodeSource"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CodeSource</span></code></a></p></td>
-<td><p>Code source for python-based custom feature groups and models</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.python_function.AbstractApiClass" title="abacusai.python_function.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.python_function.PythonFunction" title="abacusai.python_function.PythonFunction"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PythonFunction</span></code></a></p></td>
 <td><p>Customer created python function</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.python_function.CodeSource">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.python_function.</span></span><span class="sig-name descname"><span class="pre">CodeSource</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceCode</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">applicationConnectorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">applicationConnectorInfo</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">packageRequirements</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">publishingMsg</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">moduleDependencies</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.python_function.CodeSource" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Code source for python-based custom feature groups and models</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>sourceType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of the source, one of TEXT, PYTHON, FILE_UPLOAD, or APPLICATION_CONNECTOR</p></li>
-<li><p><strong>sourceCode</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If the type of the source is TEXT, the raw text of the function</p></li>
-<li><p><strong>applicationConnectorId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The Application Connector to fetch the code from</p></li>
-<li><p><strong>applicationConnectorInfo</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Args passed to the application connector to fetch the code</p></li>
-<li><p><strong>packageRequirements</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The pip package dependencies required to run the code</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The status of the code and validations</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If the status is failed, an error message describing what went wrong</p></li>
-<li><p><strong>publishingMsg</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Warnings in the source code</p></li>
-<li><p><strong>moduleDependencies</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The list of internal modules dependencies required to run the code</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.python_function.CodeSource.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.python_function.CodeSource.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.python_function.CodeSource.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.python_function.CodeSource.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.python_function.CodeSource.import_as_cell">
-<span class="sig-name descname"><span class="pre">import_as_cell</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.python_function.CodeSource.import_as_cell" title="Link to this definition"></a></dt>
-<dd><p>Adds the source code as an unexecuted cell in the notebook.</p>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.python_function.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.python_function.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.python_function.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.python_function.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.python_function.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.python_function.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.python_function.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.python_function.PythonFunction">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.python_function.</span></span><span class="sig-name descname"><span class="pre">PythonFunction</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">notebookId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">functionVariableMappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">outputVariableMappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">functionName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pythonFunctionId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">functionType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">packageRequirements</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">codeSource</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.python_function.PythonFunction" title="Link to this definition"></a></dt>
@@ -395,7 +318,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>pythonFunctionId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the Python function.</p></li>
 <li><p><strong>functionType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of the Python function.</p></li>
 <li><p><strong>packageRequirements</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The pip package dependencies required to run the code</p></li>
-<li><p><strong>codeSource</strong> (<a class="reference internal" href="#abacusai.python_function.CodeSource" title="abacusai.python_function.CodeSource"><em>CodeSource</em></a>) – Information about the source code of the Python function.</p></li>
+<li><p><strong>codeSource</strong> (<a class="reference internal" href="../code_source/index.html#abacusai.code_source.CodeSource" title="abacusai.code_source.CodeSource"><em>CodeSource</em></a>) – Information about the source code of the Python function.</p></li>
 </ul>
 </dd>
 </dl>
@@ -435,7 +358,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>An object describing the graph dashboard.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.GraphDashboard" title="abacusai.client.GraphDashboard">GraphDashboard</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../graph_dashboard/index.html#abacusai.graph_dashboard.GraphDashboard" title="abacusai.graph_dashboard.GraphDashboard">GraphDashboard</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -465,6 +388,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/python_function_validator/index.html b/docs/autoapi/abacusai/python_function_validator/index.html
index 20db1455a..71025ea89 100644
--- a/docs/autoapi/abacusai/python_function_validator/index.html
+++ b/docs/autoapi/abacusai/python_function_validator/index.html
@@ -46,223 +46,217 @@
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
               <ul class="current">
-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
 <li class="toctree-l2 current"><a class="reference internal" href="../index.html#submodules">Submodules</a><ul class="current">
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-<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html">abacusai.agent_data_execution_result</a></li>
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-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
-<li class="toctree-l4"><a class="reference internal" href="#functions">Functions</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
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-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -282,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.python_function_validator</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/python_function_validator/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -294,9 +288,11 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.python_function_validator">
-<span id="abacusai-python-function-validator"></span><h1>abacusai.python_function_validator<a class="headerlink" href="#module-abacusai.python_function_validator" title="Link to this heading"></a></h1>
+<span id="abacusai-python-function-validator"></span><h1><a class="reference internal" href="#module-abacusai.python_function_validator" title="abacusai.python_function_validator"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a><a class="headerlink" href="#module-abacusai.python_function_validator" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.python_function_validator._MonkeyPatch" title="abacusai.python_function_validator._MonkeyPatch"><code class="xref py py-obj docutils literal notranslate"><span class="pre">_MonkeyPatch</span></code></a></p></td>
@@ -306,7 +302,7 @@ <h2>Classes<a class="headerlink" href="#classes" title="Link to this heading">
 </table>
 </section>
 <section id="functions">
-<h2>Functions<a class="headerlink" href="#functions" title="Link to this heading"></a></h2>
+<h3>Functions<a class="headerlink" href="#functions" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.python_function_validator.validate_function_locally" title="abacusai.python_function_validator.validate_function_locally"><code class="xref py py-obj docutils literal notranslate"><span class="pre">validate_function_locally</span></code></a>(client, python_function_name)</p></td>
@@ -314,9 +310,6 @@ <h2>Functions<a class="headerlink" href="#functions" title="Link to this heading
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <dl class="py function">
 <dt class="sig sig-object py" id="abacusai.python_function_validator.validate_function_locally">
 <span class="sig-prename descclassname"><span class="pre">abacusai.python_function_validator.</span></span><span class="sig-name descname"><span class="pre">validate_function_locally</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">python_function_name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">kwargs</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.python_function_validator.validate_function_locally" title="Link to this definition"></a></dt>
@@ -392,6 +385,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/python_plot_function/index.html b/docs/autoapi/abacusai/python_plot_function/index.html
index b55c24314..ce020d09c 100644
--- a/docs/autoapi/abacusai/python_plot_function/index.html
+++ b/docs/autoapi/abacusai/python_plot_function/index.html
@@ -46,222 +46,217 @@
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-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
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-      <li class="breadcrumb-item active">abacusai.python_plot_function</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></li>
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   <section id="module-abacusai.python_plot_function">
-<span id="abacusai-python-plot-function"></span><h1>abacusai.python_plot_function<a class="headerlink" href="#module-abacusai.python_plot_function" title="Link to this heading"></a></h1>
+<span id="abacusai-python-plot-function"></span><h1><a class="reference internal" href="#module-abacusai.python_plot_function" title="abacusai.python_plot_function"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a><a class="headerlink" href="#module-abacusai.python_plot_function" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.python_plot_function.CodeSource" title="abacusai.python_plot_function.CodeSource"><code class="xref py py-obj docutils literal notranslate"><span class="pre">CodeSource</span></code></a></p></td>
-<td><p>Code source for python-based custom feature groups and models</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.python_plot_function.AbstractApiClass" title="abacusai.python_plot_function.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.python_plot_function.PythonPlotFunction" title="abacusai.python_plot_function.PythonPlotFunction"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PythonPlotFunction</span></code></a></p></td>
 <td><p>Create a Plot for a Dashboard</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.python_plot_function.CodeSource">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.python_plot_function.</span></span><span class="sig-name descname"><span class="pre">CodeSource</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceCode</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">applicationConnectorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">applicationConnectorInfo</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">packageRequirements</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">publishingMsg</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">moduleDependencies</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.python_plot_function.CodeSource" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>Code source for python-based custom feature groups and models</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>sourceType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of the source, one of TEXT, PYTHON, FILE_UPLOAD, or APPLICATION_CONNECTOR</p></li>
-<li><p><strong>sourceCode</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If the type of the source is TEXT, the raw text of the function</p></li>
-<li><p><strong>applicationConnectorId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The Application Connector to fetch the code from</p></li>
-<li><p><strong>applicationConnectorInfo</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Args passed to the application connector to fetch the code</p></li>
-<li><p><strong>packageRequirements</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The pip package dependencies required to run the code</p></li>
-<li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The status of the code and validations</p></li>
-<li><p><strong>error</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – If the status is failed, an error message describing what went wrong</p></li>
-<li><p><strong>publishingMsg</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – Warnings in the source code</p></li>
-<li><p><strong>moduleDependencies</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – The list of internal modules dependencies required to run the code</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.python_plot_function.CodeSource.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.python_plot_function.CodeSource.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.python_plot_function.CodeSource.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.python_plot_function.CodeSource.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.python_plot_function.CodeSource.import_as_cell">
-<span class="sig-name descname"><span class="pre">import_as_cell</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.python_plot_function.CodeSource.import_as_cell" title="Link to this definition"></a></dt>
-<dd><p>Adds the source code as an unexecuted cell in the notebook.</p>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.python_plot_function.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.python_plot_function.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.python_plot_function.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.python_plot_function.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.python_plot_function.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.python_plot_function.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.python_plot_function.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.python_plot_function.PythonPlotFunction">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.python_plot_function.</span></span><span class="sig-name descname"><span class="pre">PythonPlotFunction</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">notebookId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">functionVariableMappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">functionName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pythonFunctionId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">functionType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">plotName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">graphReferenceId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">codeSource</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.python_plot_function.PythonPlotFunction" title="Link to this definition"></a></dt>
@@ -395,7 +318,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>functionType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of the Python function.</p></li>
 <li><p><strong>plotName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the plot.</p></li>
 <li><p><strong>graphReferenceId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Reference ID of the dashboard to the plot.</p></li>
-<li><p><strong>codeSource</strong> (<a class="reference internal" href="#abacusai.python_plot_function.CodeSource" title="abacusai.python_plot_function.CodeSource"><em>CodeSource</em></a>) – Info about the source code of the Python function.</p></li>
+<li><p><strong>codeSource</strong> (<a class="reference internal" href="../code_source/index.html#abacusai.code_source.CodeSource" title="abacusai.code_source.CodeSource"><em>CodeSource</em></a>) – Info about the source code of the Python function.</p></li>
 </ul>
 </dd>
 </dl>
@@ -421,6 +344,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/range_violation/index.html b/docs/autoapi/abacusai/range_violation/index.html
index aec71301b..146efe3d8 100644
--- a/docs/autoapi/abacusai/range_violation/index.html
+++ b/docs/autoapi/abacusai/range_violation/index.html
@@ -46,222 +46,217 @@
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         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
               <ul class="current">
-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
 <li class="toctree-l2 current"><a class="reference internal" href="../index.html#submodules">Submodules</a><ul class="current">
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-<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html">abacusai.agent_data_execution_result</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.range_violation</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/range_violation/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.range_violation">
-<span id="abacusai-range-violation"></span><h1>abacusai.range_violation<a class="headerlink" href="#module-abacusai.range_violation" title="Link to this heading"></a></h1>
+<span id="abacusai-range-violation"></span><h1><a class="reference internal" href="#module-abacusai.range_violation" title="abacusai.range_violation"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a><a class="headerlink" href="#module-abacusai.range_violation" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.range_violation.AbstractApiClass" title="abacusai.range_violation.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.range_violation.RangeViolation" title="abacusai.range_violation.RangeViolation"><code class="xref py py-obj docutils literal notranslate"><span class="pre">RangeViolation</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.range_violation.RangeViolation" title="abacusai.range_violation.RangeViolation"><code class="xref py py-obj docutils literal notranslate"><span class="pre">RangeViolation</span></code></a></p></td>
 <td><p>Summary of important range mismatches for a numerical feature discovered by a model monitoring instance</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.range_violation.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.range_violation.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.range_violation.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.range_violation.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.range_violation.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.range_violation.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.range_violation.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.range_violation.RangeViolation">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.range_violation.</span></span><span class="sig-name descname"><span class="pre">RangeViolation</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingMin</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">trainingMax</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionMin</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionMax</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">freqAboveTrainingRange</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">freqBelowTrainingRange</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.range_violation.RangeViolation" title="Link to this definition"></a></dt>
@@ -366,6 +341,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/realtime_monitor/index.html b/docs/autoapi/abacusai/realtime_monitor/index.html
index 78236378f..82b6eb9bb 100644
--- a/docs/autoapi/abacusai/realtime_monitor/index.html
+++ b/docs/autoapi/abacusai/realtime_monitor/index.html
@@ -46,222 +46,217 @@
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
               <ul class="current">
-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
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-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.realtime_monitor</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
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@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.realtime_monitor</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/realtime_monitor/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.realtime_monitor">
-<span id="abacusai-realtime-monitor"></span><h1>abacusai.realtime_monitor<a class="headerlink" href="#module-abacusai.realtime_monitor" title="Link to this heading"></a></h1>
+<span id="abacusai-realtime-monitor"></span><h1><a class="reference internal" href="#module-abacusai.realtime_monitor" title="abacusai.realtime_monitor"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a><a class="headerlink" href="#module-abacusai.realtime_monitor" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.realtime_monitor.AbstractApiClass" title="abacusai.realtime_monitor.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.realtime_monitor.RealtimeMonitor" title="abacusai.realtime_monitor.RealtimeMonitor"><code class="xref py py-obj docutils literal notranslate"><span class="pre">RealtimeMonitor</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.realtime_monitor.RealtimeMonitor" title="abacusai.realtime_monitor.RealtimeMonitor"><code class="xref py py-obj docutils literal notranslate"><span class="pre">RealtimeMonitor</span></code></a></p></td>
 <td><p>A real-time monitor</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
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-<dt class="sig sig-object py" id="abacusai.realtime_monitor.AbstractApiClass">
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-<dt class="sig sig-object py" id="abacusai.realtime_monitor.AbstractApiClass.__eq__">
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-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
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-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.realtime_monitor.RealtimeMonitor">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.realtime_monitor.</span></span><span class="sig-name descname"><span class="pre">RealtimeMonitor</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">realtimeMonitorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deploymentId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lookbackTime</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">realtimeMonitorSchedule</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.realtime_monitor.RealtimeMonitor" title="Link to this definition"></a></dt>
@@ -427,6 +402,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/refresh_pipeline_run/index.html b/docs/autoapi/abacusai/refresh_pipeline_run/index.html
index a7b3c9e73..1ac43a65d 100644
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+++ b/docs/autoapi/abacusai/refresh_pipeline_run/index.html
@@ -46,222 +46,217 @@
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+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
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-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.refresh_pipeline_run</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
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-      <li class="breadcrumb-item active">abacusai.refresh_pipeline_run</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></li>
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@@ -293,206 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.refresh_pipeline_run">
-<span id="abacusai-refresh-pipeline-run"></span><h1>abacusai.refresh_pipeline_run<a class="headerlink" href="#module-abacusai.refresh_pipeline_run" title="Link to this heading"></a></h1>
+<span id="abacusai-refresh-pipeline-run"></span><h1><a class="reference internal" href="#module-abacusai.refresh_pipeline_run" title="abacusai.refresh_pipeline_run"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a><a class="headerlink" href="#module-abacusai.refresh_pipeline_run" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.refresh_pipeline_run.RefreshPolicy" title="abacusai.refresh_pipeline_run.RefreshPolicy"><code class="xref py py-obj docutils literal notranslate"><span class="pre">RefreshPolicy</span></code></a></p></td>
-<td><p>A Refresh Policy describes the frequency at which one or more datasets/models/deployments/batch_predictions can be updated.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.refresh_pipeline_run.AbstractApiClass" title="abacusai.refresh_pipeline_run.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.refresh_pipeline_run.RefreshPipelineRun" title="abacusai.refresh_pipeline_run.RefreshPipelineRun"><code class="xref py py-obj docutils literal notranslate"><span class="pre">RefreshPipelineRun</span></code></a></p></td>
 <td><p>This keeps track of the overall status of a refresh. A refresh can span multiple resources such as the creation of new dataset versions and the training of a new model version based on them.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.refresh_pipeline_run.RefreshPolicy">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.refresh_pipeline_run.</span></span><span class="sig-name descname"><span class="pre">RefreshPolicy</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refreshPolicyId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cron</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nextRunTime</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refreshType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">projectId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">datasetIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deploymentIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batchPredictionIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelMonitorIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">notebookId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">paused</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionOperatorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipelineId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupExportConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.refresh_pipeline_run.RefreshPolicy" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A Refresh Policy describes the frequency at which one or more datasets/models/deployments/batch_predictions can be updated.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>refreshPolicyId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier for the refresh policy</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The user-friendly name for the refresh policy</p></li>
-<li><p><strong>cron</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – A cron-style string that describes when this refresh policy is to be executed in UTC</p></li>
-<li><p><strong>nextRunTime</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The next UTC time that this refresh policy will be executed</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The time when the refresh policy was created</p></li>
-<li><p><strong>refreshType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of refresh policy to be run</p></li>
-<li><p><strong>projectId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of a project that this refresh policy applies to</p></li>
-<li><p><strong>datasetIds</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – Comma-separated list of Dataset IDs that this refresh policy applies to</p></li>
-<li><p><strong>featureGroupId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Feature Group ID that this refresh policy applies to</p></li>
-<li><p><strong>modelIds</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – Comma-separated list of Model IDs that this refresh policy applies to</p></li>
-<li><p><strong>deploymentIds</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – Comma-separated list of Deployment IDs that this refresh policy applies to</p></li>
-<li><p><strong>batchPredictionIds</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – Comma-separated list of Batch Prediction IDs that this refresh policy applies to</p></li>
-<li><p><strong>modelMonitorIds</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – Comma-separated list of Model Monitor IDs that this refresh policy applies to</p></li>
-<li><p><strong>notebookId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Notebook ID that this refresh policy applies to</p></li>
-<li><p><strong>paused</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – True if the refresh policy is paused</p></li>
-<li><p><strong>predictionOperatorId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Prediction Operator ID that this refresh policy applies to</p></li>
-<li><p><strong>pipelineId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The Pipeline ID With The Cron Schedule</p></li>
-<li><p><strong>featureGroupExportConfig</strong> (<a class="reference internal" href="../feature_group_refresh_export_config/index.html#abacusai.feature_group_refresh_export_config.FeatureGroupRefreshExportConfig" title="abacusai.feature_group_refresh_export_config.FeatureGroupRefreshExportConfig"><em>FeatureGroupRefreshExportConfig</em></a>) – The export configuration for the feature group. Only applicable if refresh_type is FEATUREGROUP.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.refresh_pipeline_run.RefreshPolicy.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.refresh_pipeline_run.RefreshPolicy.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.refresh_pipeline_run.RefreshPolicy.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.refresh_pipeline_run.RefreshPolicy.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.refresh_pipeline_run.RefreshPolicy.delete">
-<span class="sig-name descname"><span class="pre">delete</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.refresh_pipeline_run.RefreshPolicy.delete" title="Link to this definition"></a></dt>
-<dd><p>Delete a refresh policy.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>refresh_policy_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier associated with the refresh policy to delete.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.refresh_pipeline_run.RefreshPolicy.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.refresh_pipeline_run.RefreshPolicy.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.refresh_pipeline_run.RefreshPolicy" title="abacusai.refresh_pipeline_run.RefreshPolicy">RefreshPolicy</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.refresh_pipeline_run.RefreshPolicy.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.refresh_pipeline_run.RefreshPolicy.describe" title="Link to this definition"></a></dt>
-<dd><p>Retrieve a single refresh policy</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>refresh_policy_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique ID associated with this refresh policy.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An object representing the refresh policy.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.refresh_pipeline_run.RefreshPolicy" title="abacusai.refresh_pipeline_run.RefreshPolicy">RefreshPolicy</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.refresh_pipeline_run.RefreshPolicy.list_refresh_pipeline_runs">
-<span class="sig-name descname"><span class="pre">list_refresh_pipeline_runs</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.refresh_pipeline_run.RefreshPolicy.list_refresh_pipeline_runs" title="Link to this definition"></a></dt>
-<dd><p>List the the times that the refresh policy has been run</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>refresh_policy_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique identifier associated with the refresh policy.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>List of refresh pipeline runs for the given refresh policy ID.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="#abacusai.refresh_pipeline_run.RefreshPipelineRun" title="abacusai.refresh_pipeline_run.RefreshPipelineRun">RefreshPipelineRun</a>]</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.refresh_pipeline_run.RefreshPolicy.pause">
-<span class="sig-name descname"><span class="pre">pause</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.refresh_pipeline_run.RefreshPolicy.pause" title="Link to this definition"></a></dt>
-<dd><p>Pauses a refresh policy</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>refresh_policy_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique identifier associated with the refresh policy to be paused.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.refresh_pipeline_run.RefreshPolicy.resume">
-<span class="sig-name descname"><span class="pre">resume</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.refresh_pipeline_run.RefreshPolicy.resume" title="Link to this definition"></a></dt>
-<dd><p>Resumes a refresh policy</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>refresh_policy_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique ID associated with this refresh policy.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.refresh_pipeline_run.RefreshPolicy.run">
-<span class="sig-name descname"><span class="pre">run</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.refresh_pipeline_run.RefreshPolicy.run" title="Link to this definition"></a></dt>
-<dd><p>Force a run of the refresh policy.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>refresh_policy_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier associated with the refresh policy to be run.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.refresh_pipeline_run.RefreshPolicy.update">
-<span class="sig-name descname"><span class="pre">update</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cron</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_group_export_config</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.refresh_pipeline_run.RefreshPolicy.update" title="Link to this definition"></a></dt>
-<dd><p>Update the name or cron string of a refresh policy</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the refresh policy to be updated.</p></li>
-<li><p><strong>cron</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Cron string describing the schedule from the refresh policy to be updated.</p></li>
-<li><p><strong>feature_group_export_config</strong> (<a class="reference internal" href="../api_class/index.html#abacusai.api_class.FeatureGroupExportConfig" title="abacusai.api_class.FeatureGroupExportConfig"><em>FeatureGroupExportConfig</em></a>) – Feature group export configuration to update a feature group refresh policy.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Updated refresh policy.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.refresh_pipeline_run.RefreshPolicy" title="abacusai.refresh_pipeline_run.RefreshPolicy">RefreshPolicy</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.refresh_pipeline_run.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.refresh_pipeline_run.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.refresh_pipeline_run.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.refresh_pipeline_run.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.refresh_pipeline_run.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.refresh_pipeline_run.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.refresh_pipeline_run.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.refresh_pipeline_run.RefreshPipelineRun">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.refresh_pipeline_run.</span></span><span class="sig-name descname"><span class="pre">RefreshPipelineRun</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refreshPipelineRunId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refreshPolicyId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">startedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">completedAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refreshType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">datasetVersions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelVersions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deploymentVersions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batchPredictions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refreshPolicy</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.refresh_pipeline_run.RefreshPipelineRun" title="Link to this definition"></a></dt>
@@ -514,7 +321,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>modelVersions</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – A list of model version IDs that this refresh pipeline run is monitoring.</p></li>
 <li><p><strong>deploymentVersions</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – A list of deployment version IDs that this refresh pipeline run is monitoring.</p></li>
 <li><p><strong>batchPredictions</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em>[</em><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a><em>]</em>) – A list of batch prediction IDs that this refresh pipeline run is monitoring.</p></li>
-<li><p><strong>refreshPolicy</strong> (<a class="reference internal" href="#abacusai.refresh_pipeline_run.RefreshPolicy" title="abacusai.refresh_pipeline_run.RefreshPolicy"><em>RefreshPolicy</em></a>) – The refresh policy for this refresh policy run.</p></li>
+<li><p><strong>refreshPolicy</strong> (<a class="reference internal" href="../refresh_policy/index.html#abacusai.refresh_policy.RefreshPolicy" title="abacusai.refresh_policy.RefreshPolicy"><em>RefreshPolicy</em></a>) – The refresh policy for this refresh policy run.</p></li>
 </ul>
 </dd>
 </dl>
@@ -596,6 +403,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/refresh_policy/index.html b/docs/autoapi/abacusai/refresh_policy/index.html
index b3d4d1049..cd45c9799 100644
--- a/docs/autoapi/abacusai/refresh_policy/index.html
+++ b/docs/autoapi/abacusai/refresh_policy/index.html
@@ -46,222 +46,217 @@
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         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
               <ul class="current">
-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
 <li class="toctree-l2 current"><a class="reference internal" href="../index.html#submodules">Submodules</a><ul class="current">
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-<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html">abacusai.agent_data_execution_result</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.refresh_policy</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/refresh_policy/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,104 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.refresh_policy">
-<span id="abacusai-refresh-policy"></span><h1>abacusai.refresh_policy<a class="headerlink" href="#module-abacusai.refresh_policy" title="Link to this heading"></a></h1>
+<span id="abacusai-refresh-policy"></span><h1><a class="reference internal" href="#module-abacusai.refresh_policy" title="abacusai.refresh_policy"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a><a class="headerlink" href="#module-abacusai.refresh_policy" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.refresh_policy.FeatureGroupExportConfig" title="abacusai.refresh_policy.FeatureGroupExportConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupExportConfig</span></code></a></p></td>
-<td><p>An abstract class for feature group exports.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.refresh_policy.FeatureGroupRefreshExportConfig" title="abacusai.refresh_policy.FeatureGroupRefreshExportConfig"><code class="xref py py-obj docutils literal notranslate"><span class="pre">FeatureGroupRefreshExportConfig</span></code></a></p></td>
-<td><p>A Feature Group Refresh Export Config outlines the export configuration for a feature group.</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.refresh_policy.AbstractApiClass" title="abacusai.refresh_policy.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.refresh_policy.RefreshPolicy" title="abacusai.refresh_policy.RefreshPolicy"><code class="xref py py-obj docutils literal notranslate"><span class="pre">RefreshPolicy</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.refresh_policy.RefreshPolicy" title="abacusai.refresh_policy.RefreshPolicy"><code class="xref py py-obj docutils literal notranslate"><span class="pre">RefreshPolicy</span></code></a></p></td>
 <td><p>A Refresh Policy describes the frequency at which one or more datasets/models/deployments/batch_predictions can be updated.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.refresh_policy.FeatureGroupExportConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.refresh_policy.</span></span><span class="sig-name descname"><span class="pre">FeatureGroupExportConfig</span></span><a class="headerlink" href="#abacusai.refresh_policy.FeatureGroupExportConfig" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass" title="abacusai.api_class.abstract.ApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.api_class.abstract.ApiClass</span></code></a></p>
-<p>An abstract class for feature group exports.</p>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.refresh_policy.FeatureGroupExportConfig.connector_type">
-<span class="sig-name descname"><span class="pre">connector_type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference internal" href="../api_class/enums/index.html#abacusai.api_class.enums.ConnectorType" title="abacusai.api_class.enums.ConnectorType"><span class="pre">abacusai.api_class.enums.ConnectorType</span></a></em><a class="headerlink" href="#abacusai.refresh_policy.FeatureGroupExportConfig.connector_type" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.refresh_policy.FeatureGroupExportConfig._get_builder">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_get_builder</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.refresh_policy.FeatureGroupExportConfig._get_builder" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.refresh_policy.FeatureGroupRefreshExportConfig">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.refresh_policy.</span></span><span class="sig-name descname"><span class="pre">FeatureGroupRefreshExportConfig</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">connectorType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">location</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">exportFileFormat</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">additionalIdColumns</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">databaseFeatureMapping</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">externalConnectionId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">idColumn</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">objectName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">writeMode</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.refresh_policy.FeatureGroupRefreshExportConfig" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A Feature Group Refresh Export Config outlines the export configuration for a feature group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>connectorType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The type of connector the feature group is</p></li>
-<li><p><strong>location</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The file connector location of the feature group export</p></li>
-<li><p><strong>exportFileFormat</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The file format of the feature group export</p></li>
-<li><p><strong>additionalIdColumns</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a>) – Additional id columns to use for upsert operations</p></li>
-<li><p><strong>databaseFeatureMapping</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>) – The mapping of feature names to database columns</p></li>
-<li><p><strong>externalConnectionId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the external connection to write to</p></li>
-<li><p><strong>idColumn</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The column to use as the id column for upsert operations</p></li>
-<li><p><strong>objectName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the object to write to</p></li>
-<li><p><strong>writeMode</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The write mode to use for the export</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.refresh_policy.FeatureGroupRefreshExportConfig.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.refresh_policy.FeatureGroupRefreshExportConfig.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.refresh_policy.FeatureGroupRefreshExportConfig.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.refresh_policy.FeatureGroupRefreshExportConfig.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.refresh_policy.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.refresh_policy.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.refresh_policy.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.refresh_policy.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.refresh_policy.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.refresh_policy.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.refresh_policy.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.refresh_policy.RefreshPolicy">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.refresh_policy.</span></span><span class="sig-name descname"><span class="pre">RefreshPolicy</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refreshPolicyId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cron</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nextRunTime</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refreshType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">projectId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">datasetIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deploymentIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batchPredictionIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelMonitorIds</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">notebookId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">paused</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">predictionOperatorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pipelineId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupExportConfig</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.refresh_policy.RefreshPolicy" title="Link to this definition"></a></dt>
@@ -417,7 +326,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>paused</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – True if the refresh policy is paused</p></li>
 <li><p><strong>predictionOperatorId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Prediction Operator ID that this refresh policy applies to</p></li>
 <li><p><strong>pipelineId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The Pipeline ID With The Cron Schedule</p></li>
-<li><p><strong>featureGroupExportConfig</strong> (<a class="reference internal" href="#abacusai.refresh_policy.FeatureGroupRefreshExportConfig" title="abacusai.refresh_policy.FeatureGroupRefreshExportConfig"><em>FeatureGroupRefreshExportConfig</em></a>) – The export configuration for the feature group. Only applicable if refresh_type is FEATUREGROUP.</p></li>
+<li><p><strong>featureGroupExportConfig</strong> (<a class="reference internal" href="../feature_group_refresh_export_config/index.html#abacusai.feature_group_refresh_export_config.FeatureGroupRefreshExportConfig" title="abacusai.feature_group_refresh_export_config.FeatureGroupRefreshExportConfig"><em>FeatureGroupRefreshExportConfig</em></a>) – The export configuration for the feature group. Only applicable if refresh_type is FEATUREGROUP.</p></li>
 </ul>
 </dd>
 </dl>
@@ -495,7 +404,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>List of refresh pipeline runs for the given refresh policy ID.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../client/index.html#abacusai.client.RefreshPipelineRun" title="abacusai.client.RefreshPipelineRun">RefreshPipelineRun</a>]</p>
+<dd class="field-odd"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)">list</a>[<a class="reference internal" href="../refresh_pipeline_run/index.html#abacusai.refresh_pipeline_run.RefreshPipelineRun" title="abacusai.refresh_pipeline_run.RefreshPipelineRun">RefreshPipelineRun</a>]</p>
 </dd>
 </dl>
 </dd></dl>
@@ -542,7 +451,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Name of the refresh policy to be updated.</p></li>
 <li><p><strong>cron</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Cron string describing the schedule from the refresh policy to be updated.</p></li>
-<li><p><strong>feature_group_export_config</strong> (<a class="reference internal" href="#abacusai.refresh_policy.FeatureGroupExportConfig" title="abacusai.refresh_policy.FeatureGroupExportConfig"><em>FeatureGroupExportConfig</em></a>) – Feature group export configuration to update a feature group refresh policy.</p></li>
+<li><p><strong>feature_group_export_config</strong> (<a class="reference internal" href="../api_class/index.html#abacusai.api_class.FeatureGroupExportConfig" title="abacusai.api_class.FeatureGroupExportConfig"><em>FeatureGroupExportConfig</em></a>) – Feature group export configuration to update a feature group refresh policy.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns<span class="colon">:</span></dt>
@@ -556,6 +465,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/refresh_schedule/index.html b/docs/autoapi/abacusai/refresh_schedule/index.html
index c2678a489..5cc9a05a3 100644
--- a/docs/autoapi/abacusai/refresh_schedule/index.html
+++ b/docs/autoapi/abacusai/refresh_schedule/index.html
@@ -46,222 +46,217 @@
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
               <ul class="current">
-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
 <li class="toctree-l2 current"><a class="reference internal" href="../index.html#submodules">Submodules</a><ul class="current">
-<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html">abacusai.abacus_api</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent/index.html">abacusai.agent</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html">abacusai.agent_data_document_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html">abacusai.agent_data_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html">abacusai.agent_version</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.refresh_schedule</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/refresh_schedule/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.refresh_schedule">
-<span id="abacusai-refresh-schedule"></span><h1>abacusai.refresh_schedule<a class="headerlink" href="#module-abacusai.refresh_schedule" title="Link to this heading"></a></h1>
+<span id="abacusai-refresh-schedule"></span><h1><a class="reference internal" href="#module-abacusai.refresh_schedule" title="abacusai.refresh_schedule"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a><a class="headerlink" href="#module-abacusai.refresh_schedule" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.refresh_schedule.AbstractApiClass" title="abacusai.refresh_schedule.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.refresh_schedule.RefreshSchedule" title="abacusai.refresh_schedule.RefreshSchedule"><code class="xref py py-obj docutils literal notranslate"><span class="pre">RefreshSchedule</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.refresh_schedule.RefreshSchedule" title="abacusai.refresh_schedule.RefreshSchedule"><code class="xref py py-obj docutils literal notranslate"><span class="pre">RefreshSchedule</span></code></a></p></td>
 <td><p>A refresh schedule for an object. Defines when the next version of the object will be created</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.refresh_schedule.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.refresh_schedule.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.refresh_schedule.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.refresh_schedule.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.refresh_schedule.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.refresh_schedule.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.refresh_schedule.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.refresh_schedule.RefreshSchedule">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.refresh_schedule.</span></span><span class="sig-name descname"><span class="pre">RefreshSchedule</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refreshPolicyId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nextRunTime</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">cron</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">refreshType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">error</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.refresh_schedule.RefreshSchedule" title="Link to this definition"></a></dt>
@@ -364,6 +339,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/resolved_feature_group_template/index.html b/docs/autoapi/abacusai/resolved_feature_group_template/index.html
index e09bda055..6d80239b3 100644
--- a/docs/autoapi/abacusai/resolved_feature_group_template/index.html
+++ b/docs/autoapi/abacusai/resolved_feature_group_template/index.html
@@ -46,222 +46,217 @@
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-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.resolved_feature_group_template</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
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@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.resolved_feature_group_template</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/resolved_feature_group_template/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.resolved_feature_group_template">
-<span id="abacusai-resolved-feature-group-template"></span><h1>abacusai.resolved_feature_group_template<a class="headerlink" href="#module-abacusai.resolved_feature_group_template" title="Link to this heading"></a></h1>
+<span id="abacusai-resolved-feature-group-template"></span><h1><a class="reference internal" href="#module-abacusai.resolved_feature_group_template" title="abacusai.resolved_feature_group_template"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a><a class="headerlink" href="#module-abacusai.resolved_feature_group_template" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.resolved_feature_group_template.AbstractApiClass" title="abacusai.resolved_feature_group_template.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.resolved_feature_group_template.ResolvedFeatureGroupTemplate" title="abacusai.resolved_feature_group_template.ResolvedFeatureGroupTemplate"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ResolvedFeatureGroupTemplate</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.resolved_feature_group_template.ResolvedFeatureGroupTemplate" title="abacusai.resolved_feature_group_template.ResolvedFeatureGroupTemplate"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ResolvedFeatureGroupTemplate</span></code></a></p></td>
 <td><p>Final SQL from resolving a feature group template.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.resolved_feature_group_template.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.resolved_feature_group_template.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.resolved_feature_group_template.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.resolved_feature_group_template.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.resolved_feature_group_template.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.resolved_feature_group_template.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.resolved_feature_group_template.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.resolved_feature_group_template.ResolvedFeatureGroupTemplate">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.resolved_feature_group_template.</span></span><span class="sig-name descname"><span class="pre">ResolvedFeatureGroupTemplate</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureGroupTemplateId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">resolvedVariables</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">resolvedSql</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">templateSql</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sqlError</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.resolved_feature_group_template.ResolvedFeatureGroupTemplate" title="Link to this definition"></a></dt>
@@ -364,6 +339,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/return_class/index.html b/docs/autoapi/abacusai/return_class/index.html
index 0dedfc096..9361077c7 100644
--- a/docs/autoapi/abacusai/return_class/index.html
+++ b/docs/autoapi/abacusai/return_class/index.html
@@ -46,222 +46,217 @@
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
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-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
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-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a><ul>
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+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
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-      <li class="breadcrumb-item active">abacusai.return_class</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
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@@ -293,9 +288,11 @@
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   <section id="module-abacusai.return_class">
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+<section id="module-contents">
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@@ -322,6 +316,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
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+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.schema</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/schema/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,121 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.schema">
-<span id="abacusai-schema"></span><h1>abacusai.schema<a class="headerlink" href="#module-abacusai.schema" title="Link to this heading"></a></h1>
+<span id="abacusai-schema"></span><h1><a class="reference internal" href="#module-abacusai.schema" title="abacusai.schema"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a><a class="headerlink" href="#module-abacusai.schema" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.schema.NestedFeatureSchema" title="abacusai.schema.NestedFeatureSchema"><code class="xref py py-obj docutils literal notranslate"><span class="pre">NestedFeatureSchema</span></code></a></p></td>
-<td><p>A schema description for a nested feature</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.schema.PointInTimeFeatureInfo" title="abacusai.schema.PointInTimeFeatureInfo"><code class="xref py py-obj docutils literal notranslate"><span class="pre">PointInTimeFeatureInfo</span></code></a></p></td>
-<td><p>A point-in-time infos for a feature</p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.schema.AbstractApiClass" title="abacusai.schema.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.schema.Schema" title="abacusai.schema.Schema"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Schema</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.schema.Schema" title="abacusai.schema.Schema"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Schema</span></code></a></p></td>
 <td><p>A schema description for a feature</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.schema.NestedFeatureSchema">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.schema.</span></span><span class="sig-name descname"><span class="pre">NestedFeatureSchema</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureMapping</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dataType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">detectedFeatureType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sourceTable</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pointInTimeInfo</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.schema.NestedFeatureSchema" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A schema description for a nested feature</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique name of the column</p></li>
-<li><p><strong>featureType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Feature Type of the Feature</p></li>
-<li><p><strong>featureMapping</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The Feature Mapping of the feature</p></li>
-<li><p><strong>dataType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Data Type of the Feature</p></li>
-<li><p><strong>detectedFeatureType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The detected feature type for this feature</p></li>
-<li><p><strong>sourceTable</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The source table of the column</p></li>
-<li><p><strong>pointInTimeInfo</strong> (<a class="reference internal" href="#abacusai.schema.PointInTimeFeatureInfo" title="abacusai.schema.PointInTimeFeatureInfo"><em>PointInTimeFeatureInfo</em></a>) – Point in time information for this feature</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.schema.NestedFeatureSchema.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.schema.NestedFeatureSchema.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.schema.NestedFeatureSchema.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.schema.NestedFeatureSchema.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.schema.PointInTimeFeatureInfo">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.schema.</span></span><span class="sig-name descname"><span class="pre">PointInTimeFeatureInfo</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">expression</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">groupName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.schema.PointInTimeFeatureInfo" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A point-in-time infos for a feature</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>expression</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – SQL aggregate expression which can convert a sequence of rows into a scalar value.</p></li>
-<li><p><strong>groupName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The group name this point-in-time feature belongs to.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.schema.PointInTimeFeatureInfo.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.schema.PointInTimeFeatureInfo.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.schema.PointInTimeFeatureInfo.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.schema.PointInTimeFeatureInfo.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.schema.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.schema.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.schema.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.schema.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.schema.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.schema.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.schema.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.schema.Schema">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.schema.</span></span><span class="sig-name descname"><span class="pre">Schema</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureMapping</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">detectedFeatureMapping</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">featureType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">detectedFeatureType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dataType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">detectedDataType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">nestedFeatures</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pointInTimeInfo</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.schema.Schema" title="Link to this definition"></a></dt>
@@ -424,8 +316,8 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>detectedFeatureType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The detected feature type for this feature</p></li>
 <li><p><strong>dataType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The underlying data type of each feature:  INTEGER,  FLOAT,  STRING,  DATE,  DATETIME,  BOOLEAN,  LIST,  STRUCT,  NULL,  BINARY.</p></li>
 <li><p><strong>detectedDataType</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The detected data type for this feature</p></li>
-<li><p><strong>nestedFeatures</strong> (<a class="reference internal" href="#abacusai.schema.NestedFeatureSchema" title="abacusai.schema.NestedFeatureSchema"><em>NestedFeatureSchema</em></a>) – List of features of nested feature</p></li>
-<li><p><strong>pointInTimeInfo</strong> (<a class="reference internal" href="#abacusai.schema.PointInTimeFeatureInfo" title="abacusai.schema.PointInTimeFeatureInfo"><em>PointInTimeFeatureInfo</em></a>) – Point in time information for this feature</p></li>
+<li><p><strong>nestedFeatures</strong> (<a class="reference internal" href="../nested_feature_schema/index.html#abacusai.nested_feature_schema.NestedFeatureSchema" title="abacusai.nested_feature_schema.NestedFeatureSchema"><em>NestedFeatureSchema</em></a>) – List of features of nested feature</p></li>
+<li><p><strong>pointInTimeInfo</strong> (<a class="reference internal" href="../point_in_time_feature_info/index.html#abacusai.point_in_time_feature_info.PointInTimeFeatureInfo" title="abacusai.point_in_time_feature_info.PointInTimeFeatureInfo"><em>PointInTimeFeatureInfo</em></a>) – Point in time information for this feature</p></li>
 </ul>
 </dd>
 </dl>
@@ -451,6 +343,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/streaming_auth_token/index.html b/docs/autoapi/abacusai/streaming_auth_token/index.html
index d74cafb59..1140933be 100644
--- a/docs/autoapi/abacusai/streaming_auth_token/index.html
+++ b/docs/autoapi/abacusai/streaming_auth_token/index.html
@@ -46,222 +46,217 @@
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
               <ul class="current">
-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
 <li class="toctree-l2 current"><a class="reference internal" href="../index.html#submodules">Submodules</a><ul class="current">
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-<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html">abacusai.agent_data_document_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html">abacusai.agent_data_execution_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html">abacusai.agent_version</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html">abacusai.algorithm</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
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+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a><ul>
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-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
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@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
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       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.streaming_auth_token</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></li>
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             <a href="../../../_sources/autoapi/abacusai/streaming_auth_token/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.streaming_auth_token">
-<span id="abacusai-streaming-auth-token"></span><h1>abacusai.streaming_auth_token<a class="headerlink" href="#module-abacusai.streaming_auth_token" title="Link to this heading"></a></h1>
+<span id="abacusai-streaming-auth-token"></span><h1><a class="reference internal" href="#module-abacusai.streaming_auth_token" title="abacusai.streaming_auth_token"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a><a class="headerlink" href="#module-abacusai.streaming_auth_token" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.streaming_auth_token.AbstractApiClass" title="abacusai.streaming_auth_token.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.streaming_auth_token.StreamingAuthToken" title="abacusai.streaming_auth_token.StreamingAuthToken"><code class="xref py py-obj docutils literal notranslate"><span class="pre">StreamingAuthToken</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.streaming_auth_token.StreamingAuthToken" title="abacusai.streaming_auth_token.StreamingAuthToken"><code class="xref py py-obj docutils literal notranslate"><span class="pre">StreamingAuthToken</span></code></a></p></td>
 <td><p>A streaming authentication token that is used to authenticate requests to append data to streaming datasets</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.streaming_auth_token.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.streaming_auth_token.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.streaming_auth_token.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.streaming_auth_token.AbstractApiClass.__eq__">
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-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.streaming_auth_token.AbstractApiClass._get_attribute_as_dict">
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-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.streaming_auth_token.StreamingAuthToken">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.streaming_auth_token.</span></span><span class="sig-name descname"><span class="pre">StreamingAuthToken</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">streamingToken</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.streaming_auth_token.StreamingAuthToken" title="Link to this definition"></a></dt>
@@ -361,6 +336,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/streaming_client/index.html b/docs/autoapi/abacusai/streaming_client/index.html
index d170a3811..d16252c9d 100644
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@@ -46,222 +46,217 @@
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-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
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-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.streaming_client</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.streaming_client</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></li>
       <li class="wy-breadcrumbs-aside">
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@@ -293,192 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.streaming_client">
-<span id="abacusai-streaming-client"></span><h1>abacusai.streaming_client<a class="headerlink" href="#module-abacusai.streaming_client" title="Link to this heading"></a></h1>
+<span id="abacusai-streaming-client"></span><h1><a class="reference internal" href="#module-abacusai.streaming_client" title="abacusai.streaming_client"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a><a class="headerlink" href="#module-abacusai.streaming_client" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.streaming_client.BaseApiClient" title="abacusai.streaming_client.BaseApiClient"><code class="xref py py-obj docutils literal notranslate"><span class="pre">BaseApiClient</span></code></a></p></td>
-<td><p>Abstract Base API Client</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.streaming_client.ClientOptions" title="abacusai.streaming_client.ClientOptions"><code class="xref py py-obj docutils literal notranslate"><span class="pre">ClientOptions</span></code></a></p></td>
-<td><p>Options for configuring the ApiClient</p></td>
-</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.streaming_client.StreamingClient" title="abacusai.streaming_client.StreamingClient"><code class="xref py py-obj docutils literal notranslate"><span class="pre">StreamingClient</span></code></a></p></td>
 <td><p>Abacus.AI Streaming API Client. Does not utilize authentication and only contains public streaming methods</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.streaming_client.BaseApiClient">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.streaming_client.</span></span><span class="sig-name descname"><span class="pre">BaseApiClient</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">api_key</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">server</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">client_options</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">skip_version_check</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.streaming_client.BaseApiClient" title="Link to this definition"></a></dt>
-<dd><p>Abstract Base API Client</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>api_key</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The api key to use as authentication to the server</p></li>
-<li><p><strong>server</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The base server url to use to send API requets to</p></li>
-<li><p><strong>client_options</strong> (<a class="reference internal" href="#abacusai.streaming_client.ClientOptions" title="abacusai.streaming_client.ClientOptions"><em>ClientOptions</em></a>) – Optional API client configurations</p></li>
-<li><p><strong>skip_version_check</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, will skip checking the server’s current API version on initializing the client</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="abacusai.streaming_client.BaseApiClient.client_version">
-<span class="sig-name descname"><span class="pre">client_version</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'1.3.2'</span></em><a class="headerlink" href="#abacusai.streaming_client.BaseApiClient.client_version" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.streaming_client.BaseApiClient._get_prediction_endpoint">
-<span class="sig-name descname"><span class="pre">_get_prediction_endpoint</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">deployment_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deployment_token</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.streaming_client.BaseApiClient._get_prediction_endpoint" title="Link to this definition"></a></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>deployment_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
-<li><p><strong>deployment_token</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.streaming_client.BaseApiClient._get_proxy_endpoint">
-<span class="sig-name descname"><span class="pre">_get_proxy_endpoint</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">deployment_id</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deployment_token</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.streaming_client.BaseApiClient._get_proxy_endpoint" title="Link to this definition"></a></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>deployment_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
-<li><p><strong>deployment_token</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.streaming_client.BaseApiClient._get_streaming_endpoint">
-<span class="sig-name descname"><span class="pre">_get_streaming_endpoint</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">streaming_token</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">feature_group_id</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.streaming_client.BaseApiClient._get_streaming_endpoint" title="Link to this definition"></a></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>streaming_token</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
-<li><p><strong>model_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
-<li><p><strong>feature_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.streaming_client.BaseApiClient._clean_api_objects">
-<span class="sig-name descname"><span class="pre">_clean_api_objects</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">obj</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.streaming_client.BaseApiClient._clean_api_objects" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.streaming_client.BaseApiClient._call_api">
-<span class="sig-name descname"><span class="pre">_call_api</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">action</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">method</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">query_params</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">body</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">files</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">parse_type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">streamable_response</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">server_override</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">retry_500</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">data</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.streaming_client.BaseApiClient._call_api" title="Link to this definition"></a></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>retry_500</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>)</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.streaming_client.BaseApiClient._proxy_request">
-<span class="sig-name descname"><span class="pre">_proxy_request</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">method</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">'POST'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">query_params</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">body</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">files</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">parse_type</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">is_sync</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">streamable_response</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.streaming_client.BaseApiClient._proxy_request" title="Link to this definition"></a></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>name</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
-<li><p><strong>method</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>)</p></li>
-<li><p><strong>query_params</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>)</p></li>
-<li><p><strong>body</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>)</p></li>
-<li><p><strong>is_sync</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>)</p></li>
-<li><p><strong>streamable_response</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>)</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.streaming_client.BaseApiClient._build_class">
-<span class="sig-name descname"><span class="pre">_build_class</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">return_class</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">values</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.streaming_client.BaseApiClient._build_class" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.streaming_client.BaseApiClient._request">
-<span class="sig-name descname"><span class="pre">_request</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">url</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">method</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">query_params</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">headers</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">body</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">files</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">stream</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">retry_500</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">data</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.streaming_client.BaseApiClient._request" title="Link to this definition"></a></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>retry_500</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>)</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.streaming_client.BaseApiClient._poll">
-<span class="sig-name descname"><span class="pre">_poll</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">obj</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">wait_states</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">delay</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">15</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">timeout</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">300</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">poll_args</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status_field</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.streaming_client.BaseApiClient._poll" title="Link to this definition"></a></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>wait_states</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.12)"><em>set</em></a>)</p></li>
-<li><p><strong>delay</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>)</p></li>
-<li><p><strong>timeout</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.12)"><em>int</em></a>)</p></li>
-<li><p><strong>poll_args</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)"><em>dict</em></a>)</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.streaming_client.BaseApiClient._validate_pandas_df">
-<span class="sig-name descname"><span class="pre">_validate_pandas_df</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">df</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">clean_column_names</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.streaming_client.BaseApiClient._validate_pandas_df" title="Link to this definition"></a></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>clean_column_names</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>)</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.streaming_client.BaseApiClient._upload_from_pandas">
-<span class="sig-name descname"><span class="pre">_upload_from_pandas</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">upload</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">df</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">clean_column_names</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.streaming_client.BaseApiClient._upload_from_pandas" title="Link to this definition"></a></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../dataset/index.html#abacusai.dataset.Dataset" title="abacusai.dataset.Dataset">abacusai.dataset.Dataset</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.streaming_client.BaseApiClient._upload_from_spark">
-<span class="sig-name descname"><span class="pre">_upload_from_spark</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">upload</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">df</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.streaming_client.BaseApiClient._upload_from_spark" title="Link to this definition"></a></dt>
-<dd><dl class="field-list simple">
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../dataset/index.html#abacusai.dataset.Dataset" title="abacusai.dataset.Dataset">abacusai.dataset.Dataset</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.streaming_client.ClientOptions">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.streaming_client.</span></span><span class="sig-name descname"><span class="pre">ClientOptions</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">exception_on_404</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">server</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">DEFAULT_SERVER</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.streaming_client.ClientOptions" title="Link to this definition"></a></dt>
-<dd><p>Options for configuring the ApiClient</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>exception_on_404</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, will raise an exception on a 404 from the server, else will return None.</p></li>
-<li><p><strong>server</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The default server endpoint to use for API requests</p></li>
-</ul>
-</dd>
-</dl>
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.streaming_client.StreamingClient">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.streaming_client.</span></span><span class="sig-name descname"><span class="pre">StreamingClient</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client_options</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.streaming_client.StreamingClient" title="Link to this definition"></a></dt>
@@ -486,7 +307,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <p>Abacus.AI Streaming API Client. Does not utilize authentication and only contains public streaming methods</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>client_options</strong> (<a class="reference internal" href="#abacusai.streaming_client.ClientOptions" title="abacusai.streaming_client.ClientOptions"><em>ClientOptions</em></a>) – Optional API client configurations</p>
+<dd class="field-odd"><p><strong>client_options</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ClientOptions" title="abacusai.client.ClientOptions"><em>ClientOptions</em></a>) – Optional API client configurations</p>
 </dd>
 </dl>
 <dl class="py method">
@@ -570,6 +391,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/streaming_connector/index.html b/docs/autoapi/abacusai/streaming_connector/index.html
index be575e0a9..0362926c3 100644
--- a/docs/autoapi/abacusai/streaming_connector/index.html
+++ b/docs/autoapi/abacusai/streaming_connector/index.html
@@ -46,222 +46,217 @@
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 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html">abacusai.nested_feature_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.streaming_connector</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
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@@ -281,8 +276,8 @@
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       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
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-      <li class="breadcrumb-item active">abacusai.streaming_connector</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/streaming_connector/index.rst.txt" rel="nofollow"> View page source</a>
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@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.streaming_connector">
-<span id="abacusai-streaming-connector"></span><h1>abacusai.streaming_connector<a class="headerlink" href="#module-abacusai.streaming_connector" title="Link to this heading"></a></h1>
+<span id="abacusai-streaming-connector"></span><h1><a class="reference internal" href="#module-abacusai.streaming_connector" title="abacusai.streaming_connector"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a><a class="headerlink" href="#module-abacusai.streaming_connector" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.streaming_connector.AbstractApiClass" title="abacusai.streaming_connector.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.streaming_connector.StreamingConnector" title="abacusai.streaming_connector.StreamingConnector"><code class="xref py py-obj docutils literal notranslate"><span class="pre">StreamingConnector</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.streaming_connector.StreamingConnector" title="abacusai.streaming_connector.StreamingConnector"><code class="xref py py-obj docutils literal notranslate"><span class="pre">StreamingConnector</span></code></a></p></td>
 <td><p>A connector to an external service</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
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-<dt class="sig sig-object py" id="abacusai.streaming_connector.AbstractApiClass">
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-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.streaming_connector.AbstractApiClass.__eq__">
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-<dd><p>Return self==value.</p>
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-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.streaming_connector.AbstractApiClass._get_attribute_as_dict">
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-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.streaming_connector.StreamingConnector">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.streaming_connector.</span></span><span class="sig-name descname"><span class="pre">StreamingConnector</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">streamingConnectorId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">service</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">auth</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.streaming_connector.StreamingConnector" title="Link to this definition"></a></dt>
@@ -398,6 +373,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/streaming_row_count/index.html b/docs/autoapi/abacusai/streaming_row_count/index.html
index 3664dd7be..3da500fbe 100644
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+++ b/docs/autoapi/abacusai/streaming_row_count/index.html
@@ -46,222 +46,217 @@
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+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a><ul>
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-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
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-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.streaming_row_count</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></li>
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@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.streaming_row_count">
-<span id="abacusai-streaming-row-count"></span><h1>abacusai.streaming_row_count<a class="headerlink" href="#module-abacusai.streaming_row_count" title="Link to this heading"></a></h1>
+<span id="abacusai-streaming-row-count"></span><h1><a class="reference internal" href="#module-abacusai.streaming_row_count" title="abacusai.streaming_row_count"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a><a class="headerlink" href="#module-abacusai.streaming_row_count" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
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 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.streaming_row_count.AbstractApiClass" title="abacusai.streaming_row_count.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.streaming_row_count.StreamingRowCount" title="abacusai.streaming_row_count.StreamingRowCount"><code class="xref py py-obj docutils literal notranslate"><span class="pre">StreamingRowCount</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.streaming_row_count.StreamingRowCount" title="abacusai.streaming_row_count.StreamingRowCount"><code class="xref py py-obj docutils literal notranslate"><span class="pre">StreamingRowCount</span></code></a></p></td>
 <td><p>Returns the number of rows in a streaming feature group from the specified time</p></td>
 </tr>
 </tbody>
 </table>
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-<section id="module-contents">
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-<dt class="sig sig-object py" id="abacusai.streaming_row_count.AbstractApiClass">
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-
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-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.streaming_row_count.StreamingRowCount">
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@@ -361,6 +336,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
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-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.streaming_sample_code</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
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-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
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@@ -281,8 +276,8 @@
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+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></li>
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   <section id="module-abacusai.streaming_sample_code">
-<span id="abacusai-streaming-sample-code"></span><h1>abacusai.streaming_sample_code<a class="headerlink" href="#module-abacusai.streaming_sample_code" title="Link to this heading"></a></h1>
+<span id="abacusai-streaming-sample-code"></span><h1><a class="reference internal" href="#module-abacusai.streaming_sample_code" title="abacusai.streaming_sample_code"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a><a class="headerlink" href="#module-abacusai.streaming_sample_code" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
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 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.streaming_sample_code.AbstractApiClass" title="abacusai.streaming_sample_code.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.streaming_sample_code.StreamingSampleCode" title="abacusai.streaming_sample_code.StreamingSampleCode"><code class="xref py py-obj docutils literal notranslate"><span class="pre">StreamingSampleCode</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.streaming_sample_code.StreamingSampleCode" title="abacusai.streaming_sample_code.StreamingSampleCode"><code class="xref py py-obj docutils literal notranslate"><span class="pre">StreamingSampleCode</span></code></a></p></td>
 <td><p>Sample code for adding to a streaming feature group with examples from different locations.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.streaming_sample_code.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.streaming_sample_code.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.streaming_sample_code.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.streaming_sample_code.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.streaming_sample_code.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.streaming_sample_code.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.streaming_sample_code.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.streaming_sample_code.StreamingSampleCode">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.streaming_sample_code.</span></span><span class="sig-name descname"><span class="pre">StreamingSampleCode</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">python</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">curl</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">console</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.streaming_sample_code.StreamingSampleCode" title="Link to this definition"></a></dt>
@@ -362,6 +337,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/test_point_predictions/index.html b/docs/autoapi/abacusai/test_point_predictions/index.html
index 56855d9a5..7f692a655 100644
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+++ b/docs/autoapi/abacusai/test_point_predictions/index.html
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-<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html">abacusai.model_upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html">abacusai.model_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html">abacusai.model_version_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html">abacusai.modification_lock_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../module/index.html">abacusai.module</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html">abacusai.monitor_alert</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html">abacusai.monitor_alert_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html">abacusai.monitor_drift_and_distributions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html">abacusai.natural_language_explanation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html">abacusai.nested_feature</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html">abacusai.null_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html">abacusai.organization_external_application_settings</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html">abacusai.organization_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html">abacusai.organization_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html">abacusai.organization_secret</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html">abacusai.page_data</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html">abacusai.pipeline</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html">abacusai.pipeline_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html">abacusai.pipeline_step</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.test_point_predictions</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
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-      <li class="breadcrumb-item active">abacusai.test_point_predictions</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
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@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.test_point_predictions">
-<span id="abacusai-test-point-predictions"></span><h1>abacusai.test_point_predictions<a class="headerlink" href="#module-abacusai.test_point_predictions" title="Link to this heading"></a></h1>
+<span id="abacusai-test-point-predictions"></span><h1><a class="reference internal" href="#module-abacusai.test_point_predictions" title="abacusai.test_point_predictions"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a><a class="headerlink" href="#module-abacusai.test_point_predictions" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
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 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.test_point_predictions.AbstractApiClass" title="abacusai.test_point_predictions.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.test_point_predictions.TestPointPredictions" title="abacusai.test_point_predictions.TestPointPredictions"><code class="xref py py-obj docutils literal notranslate"><span class="pre">TestPointPredictions</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.test_point_predictions.TestPointPredictions" title="abacusai.test_point_predictions.TestPointPredictions"><code class="xref py py-obj docutils literal notranslate"><span class="pre">TestPointPredictions</span></code></a></p></td>
 <td><p>Test Point Predictions</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
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-<dt class="sig sig-object py" id="abacusai.test_point_predictions.AbstractApiClass">
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-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.test_point_predictions.TestPointPredictions">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.test_point_predictions.</span></span><span class="sig-name descname"><span class="pre">TestPointPredictions</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">count</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">columns</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">data</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">metricsColumns</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">summarizedMetrics</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">errorDescription</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.test_point_predictions.TestPointPredictions" title="Link to this definition"></a></dt>
@@ -365,6 +340,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
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+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
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@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.training_config_options</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></li>
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             <a href="../../../_sources/autoapi/abacusai/training_config_options/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.training_config_options">
-<span id="abacusai-training-config-options"></span><h1>abacusai.training_config_options<a class="headerlink" href="#module-abacusai.training_config_options" title="Link to this heading"></a></h1>
+<span id="abacusai-training-config-options"></span><h1><a class="reference internal" href="#module-abacusai.training_config_options" title="abacusai.training_config_options"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a><a class="headerlink" href="#module-abacusai.training_config_options" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.training_config_options.AbstractApiClass" title="abacusai.training_config_options.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.training_config_options.TrainingConfigOptions" title="abacusai.training_config_options.TrainingConfigOptions"><code class="xref py py-obj docutils literal notranslate"><span class="pre">TrainingConfigOptions</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.training_config_options.TrainingConfigOptions" title="abacusai.training_config_options.TrainingConfigOptions"><code class="xref py py-obj docutils literal notranslate"><span class="pre">TrainingConfigOptions</span></code></a></p></td>
 <td><p>Training options for a model</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.training_config_options.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.training_config_options.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.training_config_options.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.training_config_options.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.training_config_options.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.training_config_options.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.training_config_options.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.training_config_options.TrainingConfigOptions">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.training_config_options.</span></span><span class="sig-name descname"><span class="pre">TrainingConfigOptions</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dataType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">valueType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">valueOptions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">value</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">options</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">required</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lastModelValue</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">needsRefresh</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.training_config_options.TrainingConfigOptions" title="Link to this definition"></a></dt>
@@ -370,6 +345,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/upload/index.html b/docs/autoapi/abacusai/upload/index.html
index 0befbdce5..39194c627 100644
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               <ul class="current">
-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
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-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.upload</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.upload</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/upload/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.upload">
-<span id="abacusai-upload"></span><h1>abacusai.upload<a class="headerlink" href="#module-abacusai.upload" title="Link to this heading"></a></h1>
+<span id="abacusai-upload"></span><h1><a class="reference internal" href="#module-abacusai.upload" title="abacusai.upload"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a><a class="headerlink" href="#module-abacusai.upload" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.upload.AbstractApiClass" title="abacusai.upload.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.upload.Upload" title="abacusai.upload.Upload"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Upload</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.upload.Upload" title="abacusai.upload.Upload"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Upload</span></code></a></p></td>
 <td><p>A Upload Reference for uploading file parts</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.upload.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.upload.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.upload.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.upload.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.upload.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.upload.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.upload.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.upload.Upload">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.upload.</span></span><span class="sig-name descname"><span class="pre">Upload</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">uploadId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">datasetUploadId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">datasetId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">datasetVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">modelVersion</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batchPredictionId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">parts</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.upload.Upload" title="Link to this definition"></a></dt>
@@ -393,7 +368,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-even"><p>The object ‘UploadPart’ which encapsulates the hash and the etag for the part that got uploaded.</p>
 </dd>
 <dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="../client/index.html#abacusai.client.UploadPart" title="abacusai.client.UploadPart">UploadPart</a></p>
+<dd class="field-odd"><p><a class="reference internal" href="../upload_part/index.html#abacusai.upload_part.UploadPart" title="abacusai.upload_part.UploadPart">UploadPart</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -455,7 +430,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dd class="field-odd"><p>The object ‘UploadPart’ that encapsulates the hash and the etag for the part that got uploaded.</p>
 </dd>
 <dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="../client/index.html#abacusai.client.UploadPart" title="abacusai.client.UploadPart">UploadPart</a></p>
+<dd class="field-even"><p><a class="reference internal" href="../upload_part/index.html#abacusai.upload_part.UploadPart" title="abacusai.upload_part.UploadPart">UploadPart</a></p>
 </dd>
 </dl>
 </dd></dl>
@@ -514,6 +489,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/upload_part/index.html b/docs/autoapi/abacusai/upload_part/index.html
index bcee3caf3..8de8af80b 100644
--- a/docs/autoapi/abacusai/upload_part/index.html
+++ b/docs/autoapi/abacusai/upload_part/index.html
@@ -46,222 +46,217 @@
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-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html">abacusai.agent_data_document_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html">abacusai.agent_data_execution_result</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
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+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a><ul>
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+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
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-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.upload_part</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></li>
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             <a href="../../../_sources/autoapi/abacusai/upload_part/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.upload_part">
-<span id="abacusai-upload-part"></span><h1>abacusai.upload_part<a class="headerlink" href="#module-abacusai.upload_part" title="Link to this heading"></a></h1>
+<span id="abacusai-upload-part"></span><h1><a class="reference internal" href="#module-abacusai.upload_part" title="abacusai.upload_part"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a><a class="headerlink" href="#module-abacusai.upload_part" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.upload_part.AbstractApiClass" title="abacusai.upload_part.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.upload_part.UploadPart" title="abacusai.upload_part.UploadPart"><code class="xref py py-obj docutils literal notranslate"><span class="pre">UploadPart</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.upload_part.UploadPart" title="abacusai.upload_part.UploadPart"><code class="xref py py-obj docutils literal notranslate"><span class="pre">UploadPart</span></code></a></p></td>
 <td><p>Unique identifiers for a part</p></td>
 </tr>
 </tbody>
 </table>
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-<section id="module-contents">
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-
-<dl class="py method">
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-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.upload_part.UploadPart">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.upload_part.</span></span><span class="sig-name descname"><span class="pre">UploadPart</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">etag</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">md5</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.upload_part.UploadPart" title="Link to this definition"></a></dt>
@@ -361,6 +336,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
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@@ -46,222 +46,217 @@
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+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user/index.html">abacusai.user</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.use_case</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></li>
       <li class="wy-breadcrumbs-aside">
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       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.use_case">
-<span id="abacusai-use-case"></span><h1>abacusai.use_case<a class="headerlink" href="#module-abacusai.use_case" title="Link to this heading"></a></h1>
+<span id="abacusai-use-case"></span><h1><a class="reference internal" href="#module-abacusai.use_case" title="abacusai.use_case"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a><a class="headerlink" href="#module-abacusai.use_case" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.use_case.AbstractApiClass" title="abacusai.use_case.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.use_case.UseCase" title="abacusai.use_case.UseCase"><code class="xref py py-obj docutils literal notranslate"><span class="pre">UseCase</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.use_case.UseCase" title="abacusai.use_case.UseCase"><code class="xref py py-obj docutils literal notranslate"><span class="pre">UseCase</span></code></a></p></td>
 <td><p>A Project Use Case</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.use_case.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.use_case.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.use_case.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.use_case.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.use_case.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.use_case.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.use_case.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.use_case.UseCase">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.use_case.</span></span><span class="sig-name descname"><span class="pre">UseCase</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">useCase</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">prettyName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">problemType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.use_case.UseCase" title="Link to this definition"></a></dt>
@@ -363,6 +338,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/use_case_requirements/index.html b/docs/autoapi/abacusai/use_case_requirements/index.html
index 7fed330c6..4d6c8b104 100644
--- a/docs/autoapi/abacusai/use_case_requirements/index.html
+++ b/docs/autoapi/abacusai/use_case_requirements/index.html
@@ -46,222 +46,217 @@
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-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html">abacusai.pipeline_step_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html">abacusai.pipeline_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html">abacusai.pipeline_version_logs</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html">abacusai.point_in_time_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html">abacusai.prediction_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html">abacusai.prediction_dataset</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html">abacusai.prediction_operator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html">abacusai.problem_type</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project/index.html">abacusai.project</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html">abacusai.project_config</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html">abacusai.project_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html">abacusai.python_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html">abacusai.range_violation</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html">abacusai.realtime_monitor</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html">abacusai.refresh_pipeline_run</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html">abacusai.refresh_policy</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html">abacusai.refresh_schedule</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html">abacusai.resolved_feature_group_template</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html">abacusai.streaming_client</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html">abacusai.test_point_predictions</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload/index.html">abacusai.upload</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.use_case_requirements</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
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+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a><ul>
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+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
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-      <li class="breadcrumb-item active">abacusai.use_case_requirements</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></li>
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             <a href="../../../_sources/autoapi/abacusai/use_case_requirements/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.use_case_requirements">
-<span id="abacusai-use-case-requirements"></span><h1>abacusai.use_case_requirements<a class="headerlink" href="#module-abacusai.use_case_requirements" title="Link to this heading"></a></h1>
+<span id="abacusai-use-case-requirements"></span><h1><a class="reference internal" href="#module-abacusai.use_case_requirements" title="abacusai.use_case_requirements"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a><a class="headerlink" href="#module-abacusai.use_case_requirements" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.use_case_requirements.AbstractApiClass" title="abacusai.use_case_requirements.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.use_case_requirements.UseCaseRequirements" title="abacusai.use_case_requirements.UseCaseRequirements"><code class="xref py py-obj docutils literal notranslate"><span class="pre">UseCaseRequirements</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.use_case_requirements.UseCaseRequirements" title="abacusai.use_case_requirements.UseCaseRequirements"><code class="xref py py-obj docutils literal notranslate"><span class="pre">UseCaseRequirements</span></code></a></p></td>
 <td><p>Use Case Requirements</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.use_case_requirements.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.use_case_requirements.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.use_case_requirements.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.use_case_requirements.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.use_case_requirements.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.use_case_requirements.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.use_case_requirements.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.use_case_requirements.UseCaseRequirements">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.use_case_requirements.</span></span><span class="sig-name descname"><span class="pre">UseCaseRequirements</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">datasetType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">required</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">multi</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">allowedFeatureMappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">allowedNestedFeatureMappings</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.use_case_requirements.UseCaseRequirements" title="Link to this definition"></a></dt>
@@ -366,6 +341,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/user/index.html b/docs/autoapi/abacusai/user/index.html
index d2b9152bb..c81ba88e5 100644
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+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.user</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/user/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,178 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.user">
-<span id="abacusai-user"></span><h1>abacusai.user<a class="headerlink" href="#module-abacusai.user" title="Link to this heading"></a></h1>
+<span id="abacusai-user"></span><h1><a class="reference internal" href="#module-abacusai.user" title="abacusai.user"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a><a class="headerlink" href="#module-abacusai.user" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.user.OrganizationGroup" title="abacusai.user.OrganizationGroup"><code class="xref py py-obj docutils literal notranslate"><span class="pre">OrganizationGroup</span></code></a></p></td>
-<td><p>An Organization Group. Defines the permissions available to the users who are members of the group.</p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.user.AbstractApiClass" title="abacusai.user.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.user.User" title="abacusai.user.User"><code class="xref py py-obj docutils literal notranslate"><span class="pre">User</span></code></a></p></td>
 <td><p>An Abacus.AI User</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.user.OrganizationGroup">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.user.</span></span><span class="sig-name descname"><span class="pre">OrganizationGroup</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">organizationGroupId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">permissions</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">groupName</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">defaultGroup</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">admin</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.user.OrganizationGroup" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>An Organization Group. Defines the permissions available to the users who are members of the group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>organizationGroupId</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the Organization Group.</p></li>
-<li><p><strong>permissions</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#list" title="(in Python v3.12)"><em>list</em></a><em> of </em><em>enum string</em>) – The list of permissions (VIEW, MODIFY, ADMIN, BILLING, API_KEY, INVITE_USER) the group has.</p></li>
-<li><p><strong>groupName</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The name of the Organization Group.</p></li>
-<li><p><strong>defaultGroup</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, all new users will be added to this group automatically.</p></li>
-<li><p><strong>admin</strong> (<a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.12)"><em>bool</em></a>) – If true, this group contains all permissions available to the organization and cannot be modified or deleted.</p></li>
-<li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – When the Organization Group was created.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.user.OrganizationGroup.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.user.OrganizationGroup.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.user.OrganizationGroup.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.user.OrganizationGroup.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.user.OrganizationGroup.refresh">
-<span class="sig-name descname"><span class="pre">refresh</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.user.OrganizationGroup.refresh" title="Link to this definition"></a></dt>
-<dd><p>Calls describe and refreshes the current object’s fields</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The current object</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference internal" href="#abacusai.user.OrganizationGroup" title="abacusai.user.OrganizationGroup">OrganizationGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.user.OrganizationGroup.describe">
-<span class="sig-name descname"><span class="pre">describe</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.user.OrganizationGroup.describe" title="Link to this definition"></a></dt>
-<dd><p>Returns the specific organization group passed in by the user.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>organization_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The unique identifier of the organization group to be described.</p>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Information about a specific organization group.</p>
-</dd>
-<dt class="field-odd">Return type<span class="colon">:</span></dt>
-<dd class="field-odd"><p><a class="reference internal" href="#abacusai.user.OrganizationGroup" title="abacusai.user.OrganizationGroup">OrganizationGroup</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.user.OrganizationGroup.add_permission">
-<span class="sig-name descname"><span class="pre">add_permission</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">permission</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.user.OrganizationGroup.add_permission" title="Link to this definition"></a></dt>
-<dd><p>Adds a permission to the specified Organization Group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>permission</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Permission to add to the Organization Group.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.user.OrganizationGroup.remove_permission">
-<span class="sig-name descname"><span class="pre">remove_permission</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">permission</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.user.OrganizationGroup.remove_permission" title="Link to this definition"></a></dt>
-<dd><p>Removes a permission from the specified Organization Group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>permission</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The permission to remove from the Organization Group.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.user.OrganizationGroup.delete">
-<span class="sig-name descname"><span class="pre">delete</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.user.OrganizationGroup.delete" title="Link to this definition"></a></dt>
-<dd><p>Deletes the specified Organization Group</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>organization_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier of the organization group.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.user.OrganizationGroup.add_user_to">
-<span class="sig-name descname"><span class="pre">add_user_to</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">email</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.user.OrganizationGroup.add_user_to" title="Link to this definition"></a></dt>
-<dd><p>Adds a user to the specified Organization Group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>email</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Email of the user to be added to the group.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.user.OrganizationGroup.remove_user_from">
-<span class="sig-name descname"><span class="pre">remove_user_from</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">email</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.user.OrganizationGroup.remove_user_from" title="Link to this definition"></a></dt>
-<dd><p>Removes a user from an Organization Group.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>email</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Email of the user to remove.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.user.OrganizationGroup.set_default">
-<span class="sig-name descname"><span class="pre">set_default</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.user.OrganizationGroup.set_default" title="Link to this definition"></a></dt>
-<dd><p>Sets the default Organization Group to which all new users joining an organization are automatically added.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>organization_group_id</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – Unique string identifier of the Organization Group.</p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.user.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.user.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.user.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.user.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.user.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.user.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.user.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.user.User">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.user.</span></span><span class="sig-name descname"><span class="pre">User</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">email</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">organizationGroups</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.user.User" title="Link to this definition"></a></dt>
@@ -478,7 +313,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <li><p><strong>email</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The User’s primary email address.</p></li>
 <li><p><strong>createdAt</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The date and time when the user joined Abacus.AI.</p></li>
 <li><p><strong>status</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – <cite>ACTIVE</cite> when the user has accepted an invite to join the organization, else <cite>INVITED</cite>.</p></li>
-<li><p><strong>organizationGroups</strong> (<a class="reference internal" href="#abacusai.user.OrganizationGroup" title="abacusai.user.OrganizationGroup"><em>OrganizationGroup</em></a>) – List of Organization Groups this user belongs to.</p></li>
+<li><p><strong>organizationGroups</strong> (<a class="reference internal" href="../organization_group/index.html#abacusai.organization_group.OrganizationGroup" title="abacusai.organization_group.OrganizationGroup"><em>OrganizationGroup</em></a>) – List of Organization Groups this user belongs to.</p></li>
 </ul>
 </dd>
 </dl>
@@ -504,6 +339,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/user_exception/index.html b/docs/autoapi/abacusai/user_exception/index.html
index 45899f0ea..d79fd6522 100644
--- a/docs/autoapi/abacusai/user_exception/index.html
+++ b/docs/autoapi/abacusai/user_exception/index.html
@@ -46,222 +46,217 @@
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
               <ul class="current">
-<li class="toctree-l1 current"><a class="reference internal" href="../index.html">abacusai</a><ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
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-      <li class="breadcrumb-item active">abacusai.user_exception</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html">abacusai.web_search_result</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -281,8 +276,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.web_search_response</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></li>
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@@ -293,79 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.web_search_response">
-<span id="abacusai-web-search-response"></span><h1>abacusai.web_search_response<a class="headerlink" href="#module-abacusai.web_search_response" title="Link to this heading"></a></h1>
+<span id="abacusai-web-search-response"></span><h1><a class="reference internal" href="#module-abacusai.web_search_response" title="abacusai.web_search_response"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a><a class="headerlink" href="#module-abacusai.web_search_response" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.web_search_response.AbstractApiClass" title="abacusai.web_search_response.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.web_search_response.WebSearchResult" title="abacusai.web_search_response.WebSearchResult"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WebSearchResult</span></code></a></p></td>
-<td><p>A single search result.</p></td>
-</tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.web_search_response.WebSearchResponse" title="abacusai.web_search_response.WebSearchResponse"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WebSearchResponse</span></code></a></p></td>
 <td><p>Result of running a web search with optional content fetching.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.web_search_response.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.web_search_response.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.web_search_response.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.web_search_response.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.web_search_response.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.web_search_response.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.web_search_response.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.web_search_response.WebSearchResult">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.web_search_response.</span></span><span class="sig-name descname"><span class="pre">WebSearchResult</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">title</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">url</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">snippet</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">content</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.web_search_response.WebSearchResult" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference internal" href="../return_class/index.html#abacusai.return_class.AbstractApiClass" title="abacusai.return_class.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">abacusai.return_class.AbstractApiClass</span></code></a></p>
-<p>A single search result.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>title</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The title of the search result.</p></li>
-<li><p><strong>url</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The URL of the search result.</p></li>
-<li><p><strong>snippet</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The snippet of the search result.</p></li>
-<li><p><strong>content</strong> (<a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.12)"><em>str</em></a>) – The page of content fetched from the url.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.web_search_response.WebSearchResult.__repr__">
-<span class="sig-name descname"><span class="pre">__repr__</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.web_search_response.WebSearchResult.__repr__" title="Link to this definition"></a></dt>
-<dd><p>Return repr(self).</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.web_search_response.WebSearchResult.to_dict">
-<span class="sig-name descname"><span class="pre">to_dict</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.web_search_response.WebSearchResult.to_dict" title="Link to this definition"></a></dt>
-<dd><p>Get a dict representation of the parameters in this class</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>The dict value representation of the class parameters</p>
-</dd>
-<dt class="field-even">Return type<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.12)">dict</a></p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.web_search_response.WebSearchResponse">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.web_search_response.</span></span><span class="sig-name descname"><span class="pre">WebSearchResponse</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">searchResults</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.web_search_response.WebSearchResponse" title="Link to this definition"></a></dt>
@@ -375,7 +309,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>client</strong> (<a class="reference internal" href="../client/index.html#abacusai.client.ApiClient" title="abacusai.client.ApiClient"><em>ApiClient</em></a>) – An authenticated API Client instance</p></li>
-<li><p><strong>searchResults</strong> (<a class="reference internal" href="#abacusai.web_search_response.WebSearchResult" title="abacusai.web_search_response.WebSearchResult"><em>WebSearchResult</em></a>) – List of search results.</p></li>
+<li><p><strong>searchResults</strong> (<a class="reference internal" href="../web_search_result/index.html#abacusai.web_search_result.WebSearchResult" title="abacusai.web_search_result.WebSearchResult"><em>WebSearchResult</em></a>) – List of search results.</p></li>
 </ul>
 </dd>
 </dl>
@@ -401,6 +335,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/web_search_result/index.html b/docs/autoapi/abacusai/web_search_result/index.html
index 732c42b2a..9cb405d1a 100644
--- a/docs/autoapi/abacusai/web_search_result/index.html
+++ b/docs/autoapi/abacusai/web_search_result/index.html
@@ -46,222 +46,217 @@
 </div>
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 <li class="toctree-l2"><a class="reference internal" href="../index.html#subpackages">Subpackages</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html">abacusai.pipeline_step_version</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html">abacusai.pipeline_step_version_reference</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html">abacusai.point_in_time_feature_info</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html">abacusai.point_in_time_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html">abacusai.point_in_time_group_feature</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html">abacusai.prediction_feature_group</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html">abacusai.prediction_input</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html">abacusai.prediction_operator_version</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html">abacusai.project_feature_group_schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html">abacusai.project_feature_group_schema_version</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html">abacusai.project_validation</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html">abacusai.python_function_validator</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html">abacusai.python_plot_function</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html">abacusai.return_class</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../schema/index.html">abacusai.schema</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html">abacusai.streaming_auth_token</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html">abacusai.streaming_connector</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html">abacusai.streaming_row_count</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html">abacusai.streaming_sample_code</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html">abacusai.training_config_options</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html">abacusai.upload_part</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html">abacusai.use_case</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html">abacusai.use_case_requirements</a></li>
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-<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html">abacusai.user_exception</a></li>
-<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html">abacusai.web_search_response</a></li>
-<li class="toctree-l3 current"><a class="current reference internal" href="#">abacusai.web_search_result</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#classes">Classes</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../abacus_api/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.abacus_api</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_document_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_document_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_data_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_data_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../agent_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.agent_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../ai_building_task/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.ai_building_task</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../algorithm/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.algorithm</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotation_entry/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotation_entry</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../annotations_status/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.annotations_status</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_client_utils/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_client_utils</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_endpoint/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_endpoint</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../api_key/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.api_key</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../app_user_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.app_user_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../application_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.application_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
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+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
-<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html">abacusai.webhook</a></li>
+<li class="toctree-l3"><a class="reference internal" href="../webhook/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a></li>
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@@ -281,8 +276,8 @@
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       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.web_search_result</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></li>
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             <a href="../../../_sources/autoapi/abacusai/web_search_result/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -293,38 +288,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.web_search_result">
-<span id="abacusai-web-search-result"></span><h1>abacusai.web_search_result<a class="headerlink" href="#module-abacusai.web_search_result" title="Link to this heading"></a></h1>
+<span id="abacusai-web-search-result"></span><h1><a class="reference internal" href="#module-abacusai.web_search_result" title="abacusai.web_search_result"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a><a class="headerlink" href="#module-abacusai.web_search_result" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
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 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.web_search_result.AbstractApiClass" title="abacusai.web_search_result.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.web_search_result.WebSearchResult" title="abacusai.web_search_result.WebSearchResult"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WebSearchResult</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.web_search_result.WebSearchResult" title="abacusai.web_search_result.WebSearchResult"><code class="xref py py-obj docutils literal notranslate"><span class="pre">WebSearchResult</span></code></a></p></td>
 <td><p>A single search result.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.web_search_result.AbstractApiClass">
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-<dd><p>Return self==value.</p>
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-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.web_search_result.AbstractApiClass._get_attribute_as_dict">
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-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.web_search_result.WebSearchResult">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.web_search_result.</span></span><span class="sig-name descname"><span class="pre">WebSearchResult</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">title</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">url</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">snippet</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">content</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.web_search_result.WebSearchResult" title="Link to this definition"></a></dt>
@@ -363,6 +338,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/autoapi/abacusai/webhook/index.html b/docs/autoapi/abacusai/webhook/index.html
index ba9205209..0fc2f14d4 100644
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@@ -45,222 +45,217 @@
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+<li class="toctree-l1 current"><a class="reference internal" href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a><ul class="current">
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+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../batch_prediction_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.batch_prediction_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../categorical_range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.categorical_range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_message/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_message</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../chat_session/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.chat_session</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../code_source/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.code_source</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../concatenation_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.concatenation_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cpu_gpu_memory_specs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cpu_gpu_memory_specs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../cryptography/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.cryptography</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_loss_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_loss_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_metric_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_metric_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../custom_train_function_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.custom_train_function_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_consistency_duplication/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_consistency_duplication</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_prep_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_prep_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_quality_results/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_quality_results</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../data_upload_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.data_upload_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_column_feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_column_feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../database_connector_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.database_connector_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_column/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_column</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../dataset_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.dataset_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_event/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_event</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../deployment_conversation_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.deployment_conversation_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_lookup_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_lookup_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../document_retriever_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.document_retriever_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../drift_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.drift_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_chart_description/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_chart_description</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_data_consistency/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_data_consistency</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_association/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_association</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_feature_collinearity/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_feature_collinearity</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_forecasting_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_forecasting_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../eda_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.eda_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../embedding_feature_drift_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.embedding_feature_drift_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../execute_feature_group_operation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.execute_feature_group_operation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_application/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_application</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../external_invite/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.external_invite</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../extracted_fields/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.extracted_fields</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_distribution/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_distribution</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_drift_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_drift_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_document/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_document</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_export_download_url/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_export_download_url</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_lineage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_lineage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_refresh_export_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_refresh_export_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_row_process_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_row_process_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_template_variable_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_template_variable_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_group_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_group_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_importance/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_importance</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_mapping/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_mapping</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_performance_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_performance_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../feature_record/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.feature_record</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_instructions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_instructions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../file_connector_verification/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.file_connector_verification</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../finetuned_pretrained_model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.finetuned_pretrained_model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_analysis_graph_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_analysis_graph_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_item_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_item_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../forecasting_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.forecasting_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../function_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.function_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../generated_pit_feature_config_option/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.generated_pit_feature_config_option</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../global_context/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.global_context</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../graph_dashboard/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.graph_dashboard</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../holdout_analysis_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.holdout_analysis_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../hosted_model_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.hosted_model_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../indexing_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.indexing_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_database_column_to_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_database_column_to_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../inferred_feature_mappings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.inferred_feature_mappings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../item_statistics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.item_statistics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_app/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_app</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_code_block/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_code_block</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_preview/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_preview</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_execution_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_execution_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_generated_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_generated_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_parameters/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_parameters</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../llm_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.llm_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../memory_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.memory_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../messaging_connector_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.messaging_connector_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_artifacts_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_artifacts_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_export/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_export</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_blueprint_stage/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_blueprint_stage</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_location/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_location</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_metrics/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_metrics</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_org_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_org_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_summary_from_org/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_summary_from_org</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_monitor_version_metric_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_monitor_version_metric_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_training_type_for_deployment/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_training_type_for_deployment</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../model_version_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.model_version_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../modification_lock_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.modification_lock_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../module/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.module</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_alert_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_alert_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../monitor_drift_and_distributions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.monitor_drift_and_distributions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../natural_language_explanation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.natural_language_explanation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../nested_feature_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.nested_feature_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../null_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.null_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_external_application_settings/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_external_application_settings</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_search_result</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../organization_secret/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.organization_secret</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../page_data/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.page_data</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_step_version_reference/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_step_version_reference</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../pipeline_version_logs/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.pipeline_version_logs</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_feature_info/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_feature_info</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../point_in_time_group_feature/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.point_in_time_group_feature</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_dataset/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_dataset</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_input/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_input</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../prediction_operator_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.prediction_operator_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../problem_type/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.problem_type</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_config/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_config</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_feature_group_schema_version/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_feature_group_schema_version</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../project_validation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.project_validation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_function_validator/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_function_validator</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../python_plot_function/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.python_plot_function</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../range_violation/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.range_violation</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../realtime_monitor/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.realtime_monitor</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_pipeline_run/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_pipeline_run</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_policy/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_policy</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../refresh_schedule/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.refresh_schedule</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../resolved_feature_group_template/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.resolved_feature_group_template</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../return_class/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.return_class</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../schema/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.schema</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_auth_token/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_auth_token</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_client/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_client</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_connector/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_connector</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_row_count/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_row_count</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../streaming_sample_code/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.streaming_sample_code</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../test_point_predictions/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.test_point_predictions</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../training_config_options/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.training_config_options</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../upload_part/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.upload_part</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../use_case_requirements/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.use_case_requirements</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../user_exception/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.user_exception</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_response/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_response</span></code></a></li>
+<li class="toctree-l3"><a class="reference internal" href="../web_search_result/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.web_search_result</span></code></a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a><ul>
 <li class="toctree-l4"><a class="reference internal" href="#module-contents">Module Contents</a></li>
 </ul>
 </li>
 </ul>
 </li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#attributes">Attributes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#exceptions">Exceptions</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#classes">Classes</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../index.html#functions">Functions</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../index.html#package-contents">Package Contents</a></li>
 </ul>
 </li>
@@ -280,8 +275,8 @@
           <div role="navigation" aria-label="Page navigation">
   <ul class="wy-breadcrumbs">
       <li><a href="../../../index.html" class="icon icon-home" aria-label="Home"></a></li>
-          <li class="breadcrumb-item"><a href="../index.html">abacusai</a></li>
-      <li class="breadcrumb-item active">abacusai.webhook</li>
+          <li class="breadcrumb-item"><a href="../index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
+      <li class="breadcrumb-item active"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></li>
       <li class="wy-breadcrumbs-aside">
             <a href="../../../_sources/autoapi/abacusai/webhook/index.rst.txt" rel="nofollow"> View page source</a>
       </li>
@@ -292,38 +287,18 @@
            <div itemprop="articleBody">
              
   <section id="module-abacusai.webhook">
-<span id="abacusai-webhook"></span><h1>abacusai.webhook<a class="headerlink" href="#module-abacusai.webhook" title="Link to this heading"></a></h1>
+<span id="abacusai-webhook"></span><h1><a class="reference internal" href="#module-abacusai.webhook" title="abacusai.webhook"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai.webhook</span></code></a><a class="headerlink" href="#module-abacusai.webhook" title="Link to this heading"></a></h1>
+<section id="module-contents">
+<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
 <section id="classes">
-<h2>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h2>
+<h3>Classes<a class="headerlink" href="#classes" title="Link to this heading"></a></h3>
 <table class="autosummary longtable docutils align-default">
 <tbody>
-<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.webhook.AbstractApiClass" title="abacusai.webhook.AbstractApiClass"><code class="xref py py-obj docutils literal notranslate"><span class="pre">AbstractApiClass</span></code></a></p></td>
-<td><p></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference internal" href="#abacusai.webhook.Webhook" title="abacusai.webhook.Webhook"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Webhook</span></code></a></p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="#abacusai.webhook.Webhook" title="abacusai.webhook.Webhook"><code class="xref py py-obj docutils literal notranslate"><span class="pre">Webhook</span></code></a></p></td>
 <td><p>A Abacus.AI Webhook attached to an endpoint and event trigger for a given object.</p></td>
 </tr>
 </tbody>
 </table>
-</section>
-<section id="module-contents">
-<h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to this heading"></a></h2>
-<dl class="py class">
-<dt class="sig sig-object py" id="abacusai.webhook.AbstractApiClass">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.webhook.</span></span><span class="sig-name descname"><span class="pre">AbstractApiClass</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">id</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.webhook.AbstractApiClass" title="Link to this definition"></a></dt>
-<dd><dl class="py method">
-<dt class="sig sig-object py" id="abacusai.webhook.AbstractApiClass.__eq__">
-<span class="sig-name descname"><span class="pre">__eq__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">other</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.webhook.AbstractApiClass.__eq__" title="Link to this definition"></a></dt>
-<dd><p>Return self==value.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="abacusai.webhook.AbstractApiClass._get_attribute_as_dict">
-<span class="sig-name descname"><span class="pre">_get_attribute_as_dict</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">attribute</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.webhook.AbstractApiClass._get_attribute_as_dict" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-</dd></dl>
-
 <dl class="py class">
 <dt class="sig sig-object py" id="abacusai.webhook.Webhook">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">abacusai.webhook.</span></span><span class="sig-name descname"><span class="pre">Webhook</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">client</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">webhookId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deploymentId</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">endpoint</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">webhookEventType</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">payloadTemplate</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">createdAt</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#abacusai.webhook.Webhook" title="Link to this definition"></a></dt>
@@ -421,6 +396,7 @@ <h2>Module Contents<a class="headerlink" href="#module-contents" title="Link to
 
 </dd></dl>
 
+</section>
 </section>
 </section>
 
diff --git a/docs/genindex.html b/docs/genindex.html
index aa2bf8745..a66cc80fd 100644
--- a/docs/genindex.html
+++ b/docs/genindex.html
@@ -43,7 +43,7 @@
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
               <ul>
-<li class="toctree-l1"><a class="reference internal" href="autoapi/abacusai/index.html">abacusai</a></li>
+<li class="toctree-l1"><a class="reference internal" href="autoapi/abacusai/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
 </ul>
 
         </div>
@@ -105,458 +105,30 @@ <h1 id="index">Index</h1>
 <h2 id="_">_</h2>
 <table style="width: 100%" class="indextable genindextable"><tr>
   <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autoapi/abacusai/abacus_api/index.html#abacusai.abacus_api.AbstractApiClass.__eq__">__eq__() (abacusai.abacus_api.AbstractApiClass method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApiEnum.__eq__">__eq__() (abacusai.api_class.ApiEnum method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/agent/index.html#abacusai.agent.AbstractApiClass.__eq__">(abacusai.agent.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/agent_data_document_info/index.html#abacusai.agent_data_document_info.AbstractApiClass.__eq__">(abacusai.agent_data_document_info.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/agent_data_execution_result/index.html#abacusai.agent_data_execution_result.AbstractApiClass.__eq__">(abacusai.agent_data_execution_result.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/agent_version/index.html#abacusai.agent_version.AbstractApiClass.__eq__">(abacusai.agent_version.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/ai_building_task/index.html#abacusai.ai_building_task.AbstractApiClass.__eq__">(abacusai.ai_building_task.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/algorithm/index.html#abacusai.algorithm.AbstractApiClass.__eq__">(abacusai.algorithm.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/annotation/index.html#abacusai.annotation.AbstractApiClass.__eq__">(abacusai.annotation.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/annotation_config/index.html#abacusai.annotation_config.AbstractApiClass.__eq__">(abacusai.annotation_config.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/annotation_document/index.html#abacusai.annotation_document.AbstractApiClass.__eq__">(abacusai.annotation_document.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/annotation_entry/index.html#abacusai.annotation_entry.AbstractApiClass.__eq__">(abacusai.annotation_entry.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/annotations_status/index.html#abacusai.annotations_status.AbstractApiClass.__eq__">(abacusai.annotations_status.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/abstract/index.html#abacusai.api_class.abstract.ApiEnum.__eq__">(abacusai.api_class.abstract.ApiEnum method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApiEnum.__eq__">(abacusai.api_class.ApiEnum method)</a>
-</li>
         <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ApiEnum.__eq__">(abacusai.api_class.enums.ApiEnum method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_endpoint/index.html#abacusai.api_endpoint.AbstractApiClass.__eq__">(abacusai.api_endpoint.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_key/index.html#abacusai.api_key.AbstractApiClass.__eq__">(abacusai.api_key.AbstractApiClass method)</a>
 </li>
         <li><a href="autoapi/abacusai/index.html#abacusai.ApiEnum.__eq__">(abacusai.ApiEnum method)</a>
-</li>
-        <li><a href="autoapi/abacusai/app_user_group/index.html#abacusai.app_user_group.AbstractApiClass.__eq__">(abacusai.app_user_group.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/application_connector/index.html#abacusai.application_connector.AbstractApiClass.__eq__">(abacusai.application_connector.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.AbstractApiClass.__eq__">(abacusai.batch_prediction.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.AbstractApiClass.__eq__">(abacusai.batch_prediction_version.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/batch_prediction_version_logs/index.html#abacusai.batch_prediction_version_logs.AbstractApiClass.__eq__">(abacusai.batch_prediction_version_logs.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/categorical_range_violation/index.html#abacusai.categorical_range_violation.AbstractApiClass.__eq__">(abacusai.categorical_range_violation.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/chat_message/index.html#abacusai.chat_message.AbstractApiClass.__eq__">(abacusai.chat_message.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/chat_session/index.html#abacusai.chat_session.AbstractApiClass.__eq__">(abacusai.chat_session.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.AbstractApiClass.__eq__">(abacusai.client.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiEnum.__eq__">(abacusai.client.ApiEnum method)</a>
-</li>
-        <li><a href="autoapi/abacusai/code_source/index.html#abacusai.code_source.AbstractApiClass.__eq__">(abacusai.code_source.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/concatenation_config/index.html#abacusai.concatenation_config.AbstractApiClass.__eq__">(abacusai.concatenation_config.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/cpu_gpu_memory_specs/index.html#abacusai.cpu_gpu_memory_specs.AbstractApiClass.__eq__">(abacusai.cpu_gpu_memory_specs.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/custom_loss_function/index.html#abacusai.custom_loss_function.AbstractApiClass.__eq__">(abacusai.custom_loss_function.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/custom_metric/index.html#abacusai.custom_metric.AbstractApiClass.__eq__">(abacusai.custom_metric.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/custom_metric_version/index.html#abacusai.custom_metric_version.AbstractApiClass.__eq__">(abacusai.custom_metric_version.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/custom_train_function_info/index.html#abacusai.custom_train_function_info.AbstractApiClass.__eq__">(abacusai.custom_train_function_info.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/data_consistency_duplication/index.html#abacusai.data_consistency_duplication.AbstractApiClass.__eq__">(abacusai.data_consistency_duplication.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/data_metrics/index.html#abacusai.data_metrics.AbstractApiClass.__eq__">(abacusai.data_metrics.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/data_prep_logs/index.html#abacusai.data_prep_logs.AbstractApiClass.__eq__">(abacusai.data_prep_logs.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/data_quality_results/index.html#abacusai.data_quality_results.AbstractApiClass.__eq__">(abacusai.data_quality_results.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/data_upload_result/index.html#abacusai.data_upload_result.AbstractApiClass.__eq__">(abacusai.data_upload_result.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/database_column_feature_mapping/index.html#abacusai.database_column_feature_mapping.AbstractApiClass.__eq__">(abacusai.database_column_feature_mapping.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/database_connector/index.html#abacusai.database_connector.AbstractApiClass.__eq__">(abacusai.database_connector.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/database_connector_column/index.html#abacusai.database_connector_column.AbstractApiClass.__eq__">(abacusai.database_connector_column.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/database_connector_schema/index.html#abacusai.database_connector_schema.AbstractApiClass.__eq__">(abacusai.database_connector_schema.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.AbstractApiClass.__eq__">(abacusai.dataset.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/dataset_column/index.html#abacusai.dataset_column.AbstractApiClass.__eq__">(abacusai.dataset_column.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/dataset_version/index.html#abacusai.dataset_version.AbstractApiClass.__eq__">(abacusai.dataset_version.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/dataset_version_logs/index.html#abacusai.dataset_version_logs.AbstractApiClass.__eq__">(abacusai.dataset_version_logs.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.AbstractApiClass.__eq__">(abacusai.deployment.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/deployment_auth_token/index.html#abacusai.deployment_auth_token.AbstractApiClass.__eq__">(abacusai.deployment_auth_token.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/deployment_conversation/index.html#abacusai.deployment_conversation.AbstractApiClass.__eq__">(abacusai.deployment_conversation.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/deployment_conversation_event/index.html#abacusai.deployment_conversation_event.AbstractApiClass.__eq__">(abacusai.deployment_conversation_event.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/deployment_conversation_export/index.html#abacusai.deployment_conversation_export.AbstractApiClass.__eq__">(abacusai.deployment_conversation_export.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/document_data/index.html#abacusai.document_data.AbstractApiClass.__eq__">(abacusai.document_data.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/document_retriever/index.html#abacusai.document_retriever.AbstractApiClass.__eq__">(abacusai.document_retriever.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/document_retriever_config/index.html#abacusai.document_retriever_config.AbstractApiClass.__eq__">(abacusai.document_retriever_config.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/document_retriever_lookup_result/index.html#abacusai.document_retriever_lookup_result.AbstractApiClass.__eq__">(abacusai.document_retriever_lookup_result.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/document_retriever_version/index.html#abacusai.document_retriever_version.AbstractApiClass.__eq__">(abacusai.document_retriever_version.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/drift_distribution/index.html#abacusai.drift_distribution.AbstractApiClass.__eq__">(abacusai.drift_distribution.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/drift_distributions/index.html#abacusai.drift_distributions.AbstractApiClass.__eq__">(abacusai.drift_distributions.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/eda/index.html#abacusai.eda.AbstractApiClass.__eq__">(abacusai.eda.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/eda_chart_description/index.html#abacusai.eda_chart_description.AbstractApiClass.__eq__">(abacusai.eda_chart_description.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/eda_collinearity/index.html#abacusai.eda_collinearity.AbstractApiClass.__eq__">(abacusai.eda_collinearity.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/eda_data_consistency/index.html#abacusai.eda_data_consistency.AbstractApiClass.__eq__">(abacusai.eda_data_consistency.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/eda_feature_association/index.html#abacusai.eda_feature_association.AbstractApiClass.__eq__">(abacusai.eda_feature_association.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/eda_feature_collinearity/index.html#abacusai.eda_feature_collinearity.AbstractApiClass.__eq__">(abacusai.eda_feature_collinearity.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/eda_forecasting_analysis/index.html#abacusai.eda_forecasting_analysis.AbstractApiClass.__eq__">(abacusai.eda_forecasting_analysis.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/eda_version/index.html#abacusai.eda_version.AbstractApiClass.__eq__">(abacusai.eda_version.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/embedding_feature_drift_distribution/index.html#abacusai.embedding_feature_drift_distribution.AbstractApiClass.__eq__">(abacusai.embedding_feature_drift_distribution.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/execute_feature_group_operation/index.html#abacusai.execute_feature_group_operation.AbstractApiClass.__eq__">(abacusai.execute_feature_group_operation.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/external_application/index.html#abacusai.external_application.AbstractApiClass.__eq__">(abacusai.external_application.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/external_invite/index.html#abacusai.external_invite.AbstractApiClass.__eq__">(abacusai.external_invite.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/extracted_fields/index.html#abacusai.extracted_fields.AbstractApiClass.__eq__">(abacusai.extracted_fields.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature/index.html#abacusai.feature.AbstractApiClass.__eq__">(abacusai.feature.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_distribution/index.html#abacusai.feature_distribution.AbstractApiClass.__eq__">(abacusai.feature_distribution.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_drift_record/index.html#abacusai.feature_drift_record.AbstractApiClass.__eq__">(abacusai.feature_drift_record.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_drift_summary/index.html#abacusai.feature_drift_summary.AbstractApiClass.__eq__">(abacusai.feature_drift_summary.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.AbstractApiClass.__eq__">(abacusai.feature_group.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group_document/index.html#abacusai.feature_group_document.AbstractApiClass.__eq__">(abacusai.feature_group_document.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group_export/index.html#abacusai.feature_group_export.AbstractApiClass.__eq__">(abacusai.feature_group_export.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group_export_config/index.html#abacusai.feature_group_export_config.AbstractApiClass.__eq__">(abacusai.feature_group_export_config.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group_export_download_url/index.html#abacusai.feature_group_export_download_url.AbstractApiClass.__eq__">(abacusai.feature_group_export_download_url.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group_lineage/index.html#abacusai.feature_group_lineage.AbstractApiClass.__eq__">(abacusai.feature_group_lineage.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group_refresh_export_config/index.html#abacusai.feature_group_refresh_export_config.AbstractApiClass.__eq__">(abacusai.feature_group_refresh_export_config.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group_row/index.html#abacusai.feature_group_row.AbstractApiClass.__eq__">(abacusai.feature_group_row.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group_row_process/index.html#abacusai.feature_group_row_process.AbstractApiClass.__eq__">(abacusai.feature_group_row_process.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group_row_process_logs/index.html#abacusai.feature_group_row_process_logs.AbstractApiClass.__eq__">(abacusai.feature_group_row_process_logs.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group_row_process_summary/index.html#abacusai.feature_group_row_process_summary.AbstractApiClass.__eq__">(abacusai.feature_group_row_process_summary.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group_template/index.html#abacusai.feature_group_template.AbstractApiClass.__eq__">(abacusai.feature_group_template.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group_template_variable_options/index.html#abacusai.feature_group_template_variable_options.AbstractApiClass.__eq__">(abacusai.feature_group_template_variable_options.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group_version/index.html#abacusai.feature_group_version.AbstractApiClass.__eq__">(abacusai.feature_group_version.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group_version_logs/index.html#abacusai.feature_group_version_logs.AbstractApiClass.__eq__">(abacusai.feature_group_version_logs.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_importance/index.html#abacusai.feature_importance.AbstractApiClass.__eq__">(abacusai.feature_importance.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_mapping/index.html#abacusai.feature_mapping.AbstractApiClass.__eq__">(abacusai.feature_mapping.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_performance_analysis/index.html#abacusai.feature_performance_analysis.AbstractApiClass.__eq__">(abacusai.feature_performance_analysis.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_record/index.html#abacusai.feature_record.AbstractApiClass.__eq__">(abacusai.feature_record.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/file_connector/index.html#abacusai.file_connector.AbstractApiClass.__eq__">(abacusai.file_connector.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/file_connector_instructions/index.html#abacusai.file_connector_instructions.AbstractApiClass.__eq__">(abacusai.file_connector_instructions.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/file_connector_verification/index.html#abacusai.file_connector_verification.AbstractApiClass.__eq__">(abacusai.file_connector_verification.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/finetuned_pretrained_model/index.html#abacusai.finetuned_pretrained_model.AbstractApiClass.__eq__">(abacusai.finetuned_pretrained_model.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/forecasting_analysis_graph_data/index.html#abacusai.forecasting_analysis_graph_data.AbstractApiClass.__eq__">(abacusai.forecasting_analysis_graph_data.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/forecasting_monitor_item_analysis/index.html#abacusai.forecasting_monitor_item_analysis.AbstractApiClass.__eq__">(abacusai.forecasting_monitor_item_analysis.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/forecasting_monitor_summary/index.html#abacusai.forecasting_monitor_summary.AbstractApiClass.__eq__">(abacusai.forecasting_monitor_summary.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/function_logs/index.html#abacusai.function_logs.AbstractApiClass.__eq__">(abacusai.function_logs.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/generated_pit_feature_config_option/index.html#abacusai.generated_pit_feature_config_option.AbstractApiClass.__eq__">(abacusai.generated_pit_feature_config_option.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/graph_dashboard/index.html#abacusai.graph_dashboard.AbstractApiClass.__eq__">(abacusai.graph_dashboard.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/holdout_analysis/index.html#abacusai.holdout_analysis.AbstractApiClass.__eq__">(abacusai.holdout_analysis.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/holdout_analysis_version/index.html#abacusai.holdout_analysis_version.AbstractApiClass.__eq__">(abacusai.holdout_analysis_version.AbstractApiClass method)</a>
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-        <li><a href="autoapi/abacusai/hosted_model_token/index.html#abacusai.hosted_model_token.AbstractApiClass.__eq__">(abacusai.hosted_model_token.AbstractApiClass method)</a>
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-        <li><a href="autoapi/abacusai/indexing_config/index.html#abacusai.indexing_config.AbstractApiClass.__eq__">(abacusai.indexing_config.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/inferred_database_column_to_feature_mappings/index.html#abacusai.inferred_database_column_to_feature_mappings.AbstractApiClass.__eq__">(abacusai.inferred_database_column_to_feature_mappings.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/inferred_feature_mappings/index.html#abacusai.inferred_feature_mappings.AbstractApiClass.__eq__">(abacusai.inferred_feature_mappings.AbstractApiClass method)</a>
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-        <li><a href="autoapi/abacusai/item_statistics/index.html#abacusai.item_statistics.AbstractApiClass.__eq__">(abacusai.item_statistics.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/llm_app/index.html#abacusai.llm_app.AbstractApiClass.__eq__">(abacusai.llm_app.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/llm_code_block/index.html#abacusai.llm_code_block.AbstractApiClass.__eq__">(abacusai.llm_code_block.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/llm_execution_preview/index.html#abacusai.llm_execution_preview.AbstractApiClass.__eq__">(abacusai.llm_execution_preview.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/llm_execution_result/index.html#abacusai.llm_execution_result.AbstractApiClass.__eq__">(abacusai.llm_execution_result.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/llm_generated_code/index.html#abacusai.llm_generated_code.AbstractApiClass.__eq__">(abacusai.llm_generated_code.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/llm_input/index.html#abacusai.llm_input.AbstractApiClass.__eq__">(abacusai.llm_input.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/llm_parameters/index.html#abacusai.llm_parameters.AbstractApiClass.__eq__">(abacusai.llm_parameters.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/llm_response/index.html#abacusai.llm_response.AbstractApiClass.__eq__">(abacusai.llm_response.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/memory_options/index.html#abacusai.memory_options.AbstractApiClass.__eq__">(abacusai.memory_options.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/messaging_connector_response/index.html#abacusai.messaging_connector_response.AbstractApiClass.__eq__">(abacusai.messaging_connector_response.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.AbstractApiClass.__eq__">(abacusai.model.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model_artifacts_export/index.html#abacusai.model_artifacts_export.AbstractApiClass.__eq__">(abacusai.model_artifacts_export.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model_blueprint_export/index.html#abacusai.model_blueprint_export.AbstractApiClass.__eq__">(abacusai.model_blueprint_export.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model_blueprint_stage/index.html#abacusai.model_blueprint_stage.AbstractApiClass.__eq__">(abacusai.model_blueprint_stage.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model_location/index.html#abacusai.model_location.AbstractApiClass.__eq__">(abacusai.model_location.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model_metrics/index.html#abacusai.model_metrics.AbstractApiClass.__eq__">(abacusai.model_metrics.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model_monitor/index.html#abacusai.model_monitor.AbstractApiClass.__eq__">(abacusai.model_monitor.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model_monitor_org_summary/index.html#abacusai.model_monitor_org_summary.AbstractApiClass.__eq__">(abacusai.model_monitor_org_summary.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model_monitor_summary/index.html#abacusai.model_monitor_summary.AbstractApiClass.__eq__">(abacusai.model_monitor_summary.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model_monitor_summary_from_org/index.html#abacusai.model_monitor_summary_from_org.AbstractApiClass.__eq__">(abacusai.model_monitor_summary_from_org.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model_monitor_version/index.html#abacusai.model_monitor_version.AbstractApiClass.__eq__">(abacusai.model_monitor_version.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model_monitor_version_metric_data/index.html#abacusai.model_monitor_version_metric_data.AbstractApiClass.__eq__">(abacusai.model_monitor_version_metric_data.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model_training_type_for_deployment/index.html#abacusai.model_training_type_for_deployment.AbstractApiClass.__eq__">(abacusai.model_training_type_for_deployment.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model_upload/index.html#abacusai.model_upload.AbstractApiClass.__eq__">(abacusai.model_upload.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model_version/index.html#abacusai.model_version.AbstractApiClass.__eq__">(abacusai.model_version.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model_version_feature_group_schema/index.html#abacusai.model_version_feature_group_schema.AbstractApiClass.__eq__">(abacusai.model_version_feature_group_schema.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/modification_lock_info/index.html#abacusai.modification_lock_info.AbstractApiClass.__eq__">(abacusai.modification_lock_info.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/module/index.html#abacusai.module.AbstractApiClass.__eq__">(abacusai.module.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/monitor_alert/index.html#abacusai.monitor_alert.AbstractApiClass.__eq__">(abacusai.monitor_alert.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/monitor_alert_version/index.html#abacusai.monitor_alert_version.AbstractApiClass.__eq__">(abacusai.monitor_alert_version.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/monitor_drift_and_distributions/index.html#abacusai.monitor_drift_and_distributions.AbstractApiClass.__eq__">(abacusai.monitor_drift_and_distributions.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/natural_language_explanation/index.html#abacusai.natural_language_explanation.AbstractApiClass.__eq__">(abacusai.natural_language_explanation.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/nested_feature/index.html#abacusai.nested_feature.AbstractApiClass.__eq__">(abacusai.nested_feature.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/nested_feature_schema/index.html#abacusai.nested_feature_schema.AbstractApiClass.__eq__">(abacusai.nested_feature_schema.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/null_violation/index.html#abacusai.null_violation.AbstractApiClass.__eq__">(abacusai.null_violation.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_external_application_settings/index.html#abacusai.organization_external_application_settings.AbstractApiClass.__eq__">(abacusai.organization_external_application_settings.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_group/index.html#abacusai.organization_group.AbstractApiClass.__eq__">(abacusai.organization_group.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.AbstractApiClass.__eq__">(abacusai.organization_search_result.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_secret/index.html#abacusai.organization_secret.AbstractApiClass.__eq__">(abacusai.organization_secret.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/page_data/index.html#abacusai.page_data.AbstractApiClass.__eq__">(abacusai.page_data.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.AbstractApiClass.__eq__">(abacusai.pipeline.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/pipeline_reference/index.html#abacusai.pipeline_reference.AbstractApiClass.__eq__">(abacusai.pipeline_reference.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/pipeline_step/index.html#abacusai.pipeline_step.AbstractApiClass.__eq__">(abacusai.pipeline_step.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/pipeline_step_version/index.html#abacusai.pipeline_step_version.AbstractApiClass.__eq__">(abacusai.pipeline_step_version.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/pipeline_step_version_logs/index.html#abacusai.pipeline_step_version_logs.AbstractApiClass.__eq__">(abacusai.pipeline_step_version_logs.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/pipeline_step_version_reference/index.html#abacusai.pipeline_step_version_reference.AbstractApiClass.__eq__">(abacusai.pipeline_step_version_reference.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/pipeline_version/index.html#abacusai.pipeline_version.AbstractApiClass.__eq__">(abacusai.pipeline_version.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/pipeline_version_logs/index.html#abacusai.pipeline_version_logs.AbstractApiClass.__eq__">(abacusai.pipeline_version_logs.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/point_in_time_feature/index.html#abacusai.point_in_time_feature.AbstractApiClass.__eq__">(abacusai.point_in_time_feature.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/point_in_time_feature_info/index.html#abacusai.point_in_time_feature_info.AbstractApiClass.__eq__">(abacusai.point_in_time_feature_info.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/point_in_time_group/index.html#abacusai.point_in_time_group.AbstractApiClass.__eq__">(abacusai.point_in_time_group.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/point_in_time_group_feature/index.html#abacusai.point_in_time_group_feature.AbstractApiClass.__eq__">(abacusai.point_in_time_group_feature.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/prediction_dataset/index.html#abacusai.prediction_dataset.AbstractApiClass.__eq__">(abacusai.prediction_dataset.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/prediction_feature_group/index.html#abacusai.prediction_feature_group.AbstractApiClass.__eq__">(abacusai.prediction_feature_group.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/prediction_input/index.html#abacusai.prediction_input.AbstractApiClass.__eq__">(abacusai.prediction_input.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/prediction_operator/index.html#abacusai.prediction_operator.AbstractApiClass.__eq__">(abacusai.prediction_operator.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/prediction_operator_version/index.html#abacusai.prediction_operator_version.AbstractApiClass.__eq__">(abacusai.prediction_operator_version.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/problem_type/index.html#abacusai.problem_type.AbstractApiClass.__eq__">(abacusai.problem_type.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.AbstractApiClass.__eq__">(abacusai.project.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_config/index.html#abacusai.project_config.AbstractApiClass.__eq__">(abacusai.project_config.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group_schema/index.html#abacusai.project_feature_group_schema.AbstractApiClass.__eq__">(abacusai.project_feature_group_schema.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group_schema_version/index.html#abacusai.project_feature_group_schema_version.AbstractApiClass.__eq__">(abacusai.project_feature_group_schema_version.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_validation/index.html#abacusai.project_validation.AbstractApiClass.__eq__">(abacusai.project_validation.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/python_function/index.html#abacusai.python_function.AbstractApiClass.__eq__">(abacusai.python_function.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/python_plot_function/index.html#abacusai.python_plot_function.AbstractApiClass.__eq__">(abacusai.python_plot_function.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/range_violation/index.html#abacusai.range_violation.AbstractApiClass.__eq__">(abacusai.range_violation.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/realtime_monitor/index.html#abacusai.realtime_monitor.AbstractApiClass.__eq__">(abacusai.realtime_monitor.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/refresh_pipeline_run/index.html#abacusai.refresh_pipeline_run.AbstractApiClass.__eq__">(abacusai.refresh_pipeline_run.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/refresh_policy/index.html#abacusai.refresh_policy.AbstractApiClass.__eq__">(abacusai.refresh_policy.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/refresh_schedule/index.html#abacusai.refresh_schedule.AbstractApiClass.__eq__">(abacusai.refresh_schedule.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/resolved_feature_group_template/index.html#abacusai.resolved_feature_group_template.AbstractApiClass.__eq__">(abacusai.resolved_feature_group_template.AbstractApiClass method)</a>
 </li>
         <li><a href="autoapi/abacusai/return_class/index.html#abacusai.return_class.AbstractApiClass.__eq__">(abacusai.return_class.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/schema/index.html#abacusai.schema.AbstractApiClass.__eq__">(abacusai.schema.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/streaming_auth_token/index.html#abacusai.streaming_auth_token.AbstractApiClass.__eq__">(abacusai.streaming_auth_token.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/streaming_connector/index.html#abacusai.streaming_connector.AbstractApiClass.__eq__">(abacusai.streaming_connector.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/streaming_row_count/index.html#abacusai.streaming_row_count.AbstractApiClass.__eq__">(abacusai.streaming_row_count.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/streaming_sample_code/index.html#abacusai.streaming_sample_code.AbstractApiClass.__eq__">(abacusai.streaming_sample_code.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/test_point_predictions/index.html#abacusai.test_point_predictions.AbstractApiClass.__eq__">(abacusai.test_point_predictions.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/training_config_options/index.html#abacusai.training_config_options.AbstractApiClass.__eq__">(abacusai.training_config_options.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/upload/index.html#abacusai.upload.AbstractApiClass.__eq__">(abacusai.upload.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/upload_part/index.html#abacusai.upload_part.AbstractApiClass.__eq__">(abacusai.upload_part.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/use_case/index.html#abacusai.use_case.AbstractApiClass.__eq__">(abacusai.use_case.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/use_case_requirements/index.html#abacusai.use_case_requirements.AbstractApiClass.__eq__">(abacusai.use_case_requirements.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/user/index.html#abacusai.user.AbstractApiClass.__eq__">(abacusai.user.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/user_exception/index.html#abacusai.user_exception.AbstractApiClass.__eq__">(abacusai.user_exception.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/web_search_response/index.html#abacusai.web_search_response.AbstractApiClass.__eq__">(abacusai.web_search_response.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/web_search_result/index.html#abacusai.web_search_result.AbstractApiClass.__eq__">(abacusai.web_search_result.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/webhook/index.html#abacusai.webhook.AbstractApiClass.__eq__">(abacusai.webhook.AbstractApiClass method)</a>
 </li>
       </ul></li>
       <li><a href="autoapi/abacusai/api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass.__getitem__">__getitem__() (abacusai.api_class.abstract.ApiClass method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.ApiClass.__getitem__">(abacusai.api_class.ai_agents.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/ai_chat/index.html#abacusai.api_class.ai_chat.ApiClass.__getitem__">(abacusai.api_class.ai_chat.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApiClass.__getitem__">(abacusai.api_class.ApiClass method)</a>, <a href="autoapi/abacusai/api_class/index.html#id115">[1]</a>, <a href="autoapi/abacusai/api_class/index.html#id134">[2]</a>, <a href="autoapi/abacusai/api_class/index.html#id153">[3]</a>, <a href="autoapi/abacusai/api_class/index.html#id171">[4]</a>, <a href="autoapi/abacusai/api_class/index.html#id190">[5]</a>, <a href="autoapi/abacusai/api_class/index.html#id209">[6]</a>, <a href="autoapi/abacusai/api_class/index.html#id21">[7]</a>, <a href="autoapi/abacusai/api_class/index.html#id223">[8]</a>, <a href="autoapi/abacusai/api_class/index.html#id35">[9]</a>, <a href="autoapi/abacusai/api_class/index.html#id49">[10]</a>, <a href="autoapi/abacusai/api_class/index.html#id7">[11]</a>, <a href="autoapi/abacusai/api_class/index.html#id70">[12]</a>, <a href="autoapi/abacusai/api_class/index.html#id89">[13]</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.ApiClass.__getitem__">(abacusai.api_class.batch_prediction.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/blob_input/index.html#abacusai.api_class.blob_input.ApiClass.__getitem__">(abacusai.api_class.blob_input.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/dataset/index.html#abacusai.api_class.dataset.ApiClass.__getitem__">(abacusai.api_class.dataset.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.ApiClass.__getitem__">(abacusai.api_class.deployment.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/document_retriever/index.html#abacusai.api_class.document_retriever.ApiClass.__getitem__">(abacusai.api_class.document_retriever.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.ApiClass.__getitem__">(abacusai.api_class.feature_group.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ApiClass.__getitem__">(abacusai.api_class.model.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.ApiClass.__getitem__">(abacusai.api_class.monitor.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.ApiClass.__getitem__">(abacusai.api_class.monitor_alert.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.ApiClass.__getitem__">(abacusai.api_class.project.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/python_functions/index.html#abacusai.api_class.python_functions.ApiClass.__getitem__">(abacusai.api_class.python_functions.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/refresh/index.html#abacusai.api_class.refresh.ApiClass.__getitem__">(abacusai.api_class.refresh.ApiClass method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApiClass.__getitem__">(abacusai.api_class.ApiClass method)</a>, <a href="autoapi/abacusai/api_class/index.html#id124">[1]</a>, <a href="autoapi/abacusai/api_class/index.html#id151">[2]</a>, <a href="autoapi/abacusai/api_class/index.html#id170">[3]</a>, <a href="autoapi/abacusai/api_class/index.html#id188">[4]</a>, <a href="autoapi/abacusai/api_class/index.html#id207">[5]</a>, <a href="autoapi/abacusai/api_class/index.html#id21">[6]</a>, <a href="autoapi/abacusai/api_class/index.html#id226">[7]</a>, <a href="autoapi/abacusai/api_class/index.html#id240">[8]</a>, <a href="autoapi/abacusai/api_class/index.html#id35">[9]</a>, <a href="autoapi/abacusai/api_class/index.html#id54">[10]</a>, <a href="autoapi/abacusai/api_class/index.html#id7">[11]</a>, <a href="autoapi/abacusai/api_class/index.html#id77">[12]</a>, <a href="autoapi/abacusai/api_class/index.html#id96">[13]</a>
 </li>
         <li><a href="autoapi/abacusai/index.html#abacusai.ApiClass.__getitem__">(abacusai.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClass.__getitem__">(abacusai.client.ApiClass method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/abstract/index.html#abacusai.api_class.abstract.ApiEnum.__hash__">__hash__() (abacusai.api_class.abstract.ApiEnum method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApiEnum.__hash__">__hash__() (abacusai.api_class.ApiEnum method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApiEnum.__hash__">(abacusai.api_class.ApiEnum method)</a>
-</li>
         <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ApiEnum.__hash__">(abacusai.api_class.enums.ApiEnum method)</a>
 </li>
         <li><a href="autoapi/abacusai/index.html#abacusai.ApiEnum.__hash__">(abacusai.ApiEnum method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiEnum.__hash__">(abacusai.client.ApiEnum method)</a>
 </li>
       </ul></li>
       <li><a href="autoapi/abacusai/index.html#abacusai.AbacusUsageMetricsDatasetConfig.__post_init__">__post_init__() (abacusai.AbacusUsageMetricsDatasetConfig method)</a>
@@ -571,16 +143,10 @@ <h2 id="_">_</h2>
         <li><a href="autoapi/abacusai/api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass.__post_init__">(abacusai.api_class.abstract.ApiClass method)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.AccuracyBelowThresholdConditionConfig.__post_init__">(abacusai.api_class.AccuracyBelowThresholdConditionConfig method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.ApiClass.__post_init__">(abacusai.api_class.ai_agents.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/ai_chat/index.html#abacusai.api_class.ai_chat.ApiClass.__post_init__">(abacusai.api_class.ai_chat.ApiClass method)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.AIAgentTrainingConfig.__post_init__">(abacusai.api_class.AIAgentTrainingConfig method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApiClass.__post_init__">(abacusai.api_class.ApiClass method)</a>, <a href="autoapi/abacusai/api_class/index.html#id111">[1]</a>, <a href="autoapi/abacusai/api_class/index.html#id130">[2]</a>, <a href="autoapi/abacusai/api_class/index.html#id149">[3]</a>, <a href="autoapi/abacusai/api_class/index.html#id167">[4]</a>, <a href="autoapi/abacusai/api_class/index.html#id17">[5]</a>, <a href="autoapi/abacusai/api_class/index.html#id186">[6]</a>, <a href="autoapi/abacusai/api_class/index.html#id205">[7]</a>, <a href="autoapi/abacusai/api_class/index.html#id219">[8]</a>, <a href="autoapi/abacusai/api_class/index.html#id3">[9]</a>, <a href="autoapi/abacusai/api_class/index.html#id31">[10]</a>, <a href="autoapi/abacusai/api_class/index.html#id45">[11]</a>, <a href="autoapi/abacusai/api_class/index.html#id66">[12]</a>, <a href="autoapi/abacusai/api_class/index.html#id85">[13]</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.ApiClass.__post_init__">(abacusai.api_class.batch_prediction.ApiClass method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApiClass.__post_init__">(abacusai.api_class.ApiClass method)</a>, <a href="autoapi/abacusai/api_class/index.html#id120">[1]</a>, <a href="autoapi/abacusai/api_class/index.html#id147">[2]</a>, <a href="autoapi/abacusai/api_class/index.html#id166">[3]</a>, <a href="autoapi/abacusai/api_class/index.html#id17">[4]</a>, <a href="autoapi/abacusai/api_class/index.html#id184">[5]</a>, <a href="autoapi/abacusai/api_class/index.html#id203">[6]</a>, <a href="autoapi/abacusai/api_class/index.html#id222">[7]</a>, <a href="autoapi/abacusai/api_class/index.html#id236">[8]</a>, <a href="autoapi/abacusai/api_class/index.html#id3">[9]</a>, <a href="autoapi/abacusai/api_class/index.html#id31">[10]</a>, <a href="autoapi/abacusai/api_class/index.html#id50">[11]</a>, <a href="autoapi/abacusai/api_class/index.html#id73">[12]</a>, <a href="autoapi/abacusai/api_class/index.html#id92">[13]</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.ChatLLMBatchPredictionArgs.__post_init__">(abacusai.api_class.batch_prediction.ChatLLMBatchPredictionArgs method)</a>
 </li>
@@ -601,8 +167,6 @@ <h2 id="_">_</h2>
         <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.TrainablePlugAndPlayBatchPredictionArgs.__post_init__">(abacusai.api_class.batch_prediction.TrainablePlugAndPlayBatchPredictionArgs method)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BiasViolationConditionConfig.__post_init__">(abacusai.api_class.BiasViolationConditionConfig method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/blob_input/index.html#abacusai.api_class.blob_input.ApiClass.__post_init__">(abacusai.api_class.blob_input.ApiClass method)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMBatchPredictionArgs.__post_init__">(abacusai.api_class.ChatLLMBatchPredictionArgs method)</a>
 </li>
@@ -619,6 +183,8 @@ <h2 id="_">_</h2>
         <li><a href="autoapi/abacusai/api_class/connectors/index.html#abacusai.api_class.connectors.KafkaDatasetConfig.__post_init__">(abacusai.api_class.connectors.KafkaDatasetConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ConstraintProjectFeatureGroupConfig.__post_init__">(abacusai.api_class.ConstraintProjectFeatureGroupConfig method)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.CrawlerTransformConfig.__post_init__">(abacusai.api_class.CrawlerTransformConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.CumulativeForecastingPredictionArguments.__post_init__">(abacusai.api_class.CumulativeForecastingPredictionArguments method)</a>
 </li>
@@ -631,8 +197,6 @@ <h2 id="_">_</h2>
         <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DatabaseConnectorExportConfig.__post_init__">(abacusai.api_class.DatabaseConnectorExportConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DataIntegrityViolationConditionConfig.__post_init__">(abacusai.api_class.DataIntegrityViolationConditionConfig method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/dataset/index.html#abacusai.api_class.dataset.ApiClass.__post_init__">(abacusai.api_class.dataset.ApiClass method)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.AbacusUsageMetricsDatasetConfig.__post_init__">(abacusai.api_class.dataset_application_connector.AbacusUsageMetricsDatasetConfig method)</a>
 </li>
@@ -651,8 +215,6 @@ <h2 id="_">_</h2>
         <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.SharepointDatasetConfig.__post_init__">(abacusai.api_class.dataset_application_connector.SharepointDatasetConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.ZendeskDatasetConfig.__post_init__">(abacusai.api_class.dataset_application_connector.ZendeskDatasetConfig method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.ApiClass.__post_init__">(abacusai.api_class.deployment.ApiClass method)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.ChatLLMPredictionArguments.__post_init__">(abacusai.api_class.deployment.ChatLLMPredictionArguments method)</a>
 </li>
@@ -669,8 +231,6 @@ <h2 id="_">_</h2>
         <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.RegressionPredictionArguments.__post_init__">(abacusai.api_class.deployment.RegressionPredictionArguments method)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.TimeseriesAnomalyPredictionArguments.__post_init__">(abacusai.api_class.deployment.TimeseriesAnomalyPredictionArguments method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/document_retriever/index.html#abacusai.api_class.document_retriever.ApiClass.__post_init__">(abacusai.api_class.document_retriever.ApiClass method)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DocumentClassificationTrainingConfig.__post_init__">(abacusai.api_class.DocumentClassificationTrainingConfig method)</a>
 </li>
@@ -682,19 +242,29 @@ <h2 id="_">_</h2>
 </li>
         <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.EventAnomalyTrainingConfig.__post_init__">(abacusai.api_class.EventAnomalyTrainingConfig method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.ApiClass.__post_init__">(abacusai.api_class.feature_group.ApiClass method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ExtractDocumentDataConfig.__post_init__">(abacusai.api_class.ExtractDocumentDataConfig method)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.CrawlerTransformConfig.__post_init__">(abacusai.api_class.feature_group.CrawlerTransformConfig method)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.ExtractDocumentDataConfig.__post_init__">(abacusai.api_class.feature_group.ExtractDocumentDataConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.LastNMergeConfig.__post_init__">(abacusai.api_class.feature_group.LastNMergeConfig method)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.MarkdownConfig.__post_init__">(abacusai.api_class.feature_group.MarkdownConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.MergeConfig.__post_init__">(abacusai.api_class.feature_group.MergeConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.NSamplingConfig.__post_init__">(abacusai.api_class.feature_group.NSamplingConfig method)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.OperatorConfig.__post_init__">(abacusai.api_class.feature_group.OperatorConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.PercentSamplingConfig.__post_init__">(abacusai.api_class.feature_group.PercentSamplingConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.SamplingConfig.__post_init__">(abacusai.api_class.feature_group.SamplingConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.TimeWindowMergeConfig.__post_init__">(abacusai.api_class.feature_group.TimeWindowMergeConfig method)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.UnpivotConfig.__post_init__">(abacusai.api_class.feature_group.UnpivotConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FeatureDriftConditionConfig.__post_init__">(abacusai.api_class.FeatureDriftConditionConfig method)</a>
 </li>
@@ -717,14 +287,16 @@ <h2 id="_">_</h2>
         <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.HistoryLengthDriftConditionConfig.__post_init__">(abacusai.api_class.HistoryLengthDriftConditionConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.JiraDatasetConfig.__post_init__">(abacusai.api_class.JiraDatasetConfig method)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.KafkaDatasetConfig.__post_init__">(abacusai.api_class.KafkaDatasetConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.LastNMergeConfig.__post_init__">(abacusai.api_class.LastNMergeConfig method)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MarkdownConfig.__post_init__">(abacusai.api_class.MarkdownConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MergeConfig.__post_init__">(abacusai.api_class.MergeConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.AIAgentTrainingConfig.__post_init__">(abacusai.api_class.model.AIAgentTrainingConfig method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ApiClass.__post_init__">(abacusai.api_class.model.ApiClass method)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ChatLLMTrainingConfig.__post_init__">(abacusai.api_class.model.ChatLLMTrainingConfig method)</a>
 </li>
@@ -765,12 +337,8 @@ <h2 id="_">_</h2>
         <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ThemeAnalysisTrainingConfig.__post_init__">(abacusai.api_class.model.ThemeAnalysisTrainingConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.TimeseriesAnomalyTrainingConfig.__post_init__">(abacusai.api_class.model.TimeseriesAnomalyTrainingConfig method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.ApiClass.__post_init__">(abacusai.api_class.monitor.ApiClass method)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.AccuracyBelowThresholdConditionConfig.__post_init__">(abacusai.api_class.monitor_alert.AccuracyBelowThresholdConditionConfig method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.ApiClass.__post_init__">(abacusai.api_class.monitor_alert.ApiClass method)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.BiasViolationConditionConfig.__post_init__">(abacusai.api_class.monitor_alert.BiasViolationConditionConfig method)</a>
 </li>
@@ -797,6 +365,8 @@ <h2 id="_">_</h2>
         <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NSamplingConfig.__post_init__">(abacusai.api_class.NSamplingConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.OneDriveDatasetConfig.__post_init__">(abacusai.api_class.OneDriveDatasetConfig method)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.OperatorConfig.__post_init__">(abacusai.api_class.OperatorConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.OptimizationPredictionArguments.__post_init__">(abacusai.api_class.OptimizationPredictionArguments method)</a>
 </li>
@@ -813,16 +383,10 @@ <h2 id="_">_</h2>
         <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PredictiveModelingBatchPredictionArgs.__post_init__">(abacusai.api_class.PredictiveModelingBatchPredictionArgs method)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PretrainedModelsBatchPredictionArgs.__post_init__">(abacusai.api_class.PretrainedModelsBatchPredictionArgs method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.ApiClass.__post_init__">(abacusai.api_class.project.ApiClass method)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.ConstraintProjectFeatureGroupConfig.__post_init__">(abacusai.api_class.project.ConstraintProjectFeatureGroupConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.ReviewModeProjectFeatureGroupConfig.__post_init__">(abacusai.api_class.project.ReviewModeProjectFeatureGroupConfig method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/python_functions/index.html#abacusai.api_class.python_functions.ApiClass.__post_init__">(abacusai.api_class.python_functions.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/refresh/index.html#abacusai.api_class.refresh.ApiClass.__post_init__">(abacusai.api_class.refresh.ApiClass method)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/refresh/index.html#abacusai.api_class.refresh.DatabaseConnectorExportConfig.__post_init__">(abacusai.api_class.refresh.DatabaseConnectorExportConfig method)</a>
 </li>
@@ -857,6 +421,8 @@ <h2 id="_">_</h2>
         <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeWindowMergeConfig.__post_init__">(abacusai.api_class.TimeWindowMergeConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TrainablePlugAndPlayBatchPredictionArgs.__post_init__">(abacusai.api_class.TrainablePlugAndPlayBatchPredictionArgs method)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.UnpivotConfig.__post_init__">(abacusai.api_class.UnpivotConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ZendeskDatasetConfig.__post_init__">(abacusai.api_class.ZendeskDatasetConfig method)</a>
 </li>
@@ -869,12 +435,6 @@ <h2 id="_">_</h2>
         <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMPredictionArguments.__post_init__">(abacusai.ChatLLMPredictionArguments method)</a>
 </li>
         <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMTrainingConfig.__post_init__">(abacusai.ChatLLMTrainingConfig method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClass.__post_init__">(abacusai.client.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.MergeConfig.__post_init__">(abacusai.client.MergeConfig method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.SamplingConfig.__post_init__">(abacusai.client.SamplingConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/index.html#abacusai.ClusteringTimeseriesTrainingConfig.__post_init__">(abacusai.ClusteringTimeseriesTrainingConfig method)</a>
 </li>
@@ -883,6 +443,8 @@ <h2 id="_">_</h2>
         <li><a href="autoapi/abacusai/index.html#abacusai.ConfluenceDatasetConfig.__post_init__">(abacusai.ConfluenceDatasetConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/index.html#abacusai.ConstraintProjectFeatureGroupConfig.__post_init__">(abacusai.ConstraintProjectFeatureGroupConfig method)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.CrawlerTransformConfig.__post_init__">(abacusai.CrawlerTransformConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/index.html#abacusai.CumulativeForecastingPredictionArguments.__post_init__">(abacusai.CumulativeForecastingPredictionArguments method)</a>
 </li>
@@ -906,9 +468,7 @@ <h2 id="_">_</h2>
 </li>
         <li><a href="autoapi/abacusai/index.html#abacusai.EventAnomalyTrainingConfig.__post_init__">(abacusai.EventAnomalyTrainingConfig method)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.MergeConfig.__post_init__">(abacusai.feature_group.MergeConfig method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.SamplingConfig.__post_init__">(abacusai.feature_group.SamplingConfig method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ExtractDocumentDataConfig.__post_init__">(abacusai.ExtractDocumentDataConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/index.html#abacusai.FeatureDriftConditionConfig.__post_init__">(abacusai.FeatureDriftConditionConfig method)</a>
 </li>
@@ -931,8 +491,12 @@ <h2 id="_">_</h2>
         <li><a href="autoapi/abacusai/index.html#abacusai.HistoryLengthDriftConditionConfig.__post_init__">(abacusai.HistoryLengthDriftConditionConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/index.html#abacusai.JiraDatasetConfig.__post_init__">(abacusai.JiraDatasetConfig method)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.KafkaDatasetConfig.__post_init__">(abacusai.KafkaDatasetConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/index.html#abacusai.LastNMergeConfig.__post_init__">(abacusai.LastNMergeConfig method)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.MarkdownConfig.__post_init__">(abacusai.MarkdownConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/index.html#abacusai.MergeConfig.__post_init__">(abacusai.MergeConfig method)</a>
 </li>
@@ -947,6 +511,8 @@ <h2 id="_">_</h2>
         <li><a href="autoapi/abacusai/index.html#abacusai.NSamplingConfig.__post_init__">(abacusai.NSamplingConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/index.html#abacusai.OneDriveDatasetConfig.__post_init__">(abacusai.OneDriveDatasetConfig method)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.OperatorConfig.__post_init__">(abacusai.OperatorConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/index.html#abacusai.OptimizationPredictionArguments.__post_init__">(abacusai.OptimizationPredictionArguments method)</a>
 </li>
@@ -993,6 +559,8 @@ <h2 id="_">_</h2>
         <li><a href="autoapi/abacusai/index.html#abacusai.TimeWindowMergeConfig.__post_init__">(abacusai.TimeWindowMergeConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/index.html#abacusai.TrainablePlugAndPlayBatchPredictionArgs.__post_init__">(abacusai.TrainablePlugAndPlayBatchPredictionArgs method)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.UnpivotConfig.__post_init__">(abacusai.UnpivotConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/index.html#abacusai.ZendeskDatasetConfig.__post_init__">(abacusai.ZendeskDatasetConfig method)</a>
 </li>
@@ -1001,38 +569,24 @@ <h2 id="_">_</h2>
 
       <ul>
         <li><a href="autoapi/abacusai/agent/index.html#abacusai.agent.Agent.__repr__">(abacusai.agent.Agent method)</a>
-</li>
-        <li><a href="autoapi/abacusai/agent/index.html#abacusai.agent.AgentVersion.__repr__">(abacusai.agent.AgentVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/agent/index.html#abacusai.agent.CodeSource.__repr__">(abacusai.agent.CodeSource method)</a>
 </li>
         <li><a href="autoapi/abacusai/agent_data_document_info/index.html#abacusai.agent_data_document_info.AgentDataDocumentInfo.__repr__">(abacusai.agent_data_document_info.AgentDataDocumentInfo method)</a>
-</li>
-        <li><a href="autoapi/abacusai/agent_data_execution_result/index.html#abacusai.agent_data_execution_result.AgentDataDocumentInfo.__repr__">(abacusai.agent_data_execution_result.AgentDataDocumentInfo method)</a>
 </li>
         <li><a href="autoapi/abacusai/agent_data_execution_result/index.html#abacusai.agent_data_execution_result.AgentDataExecutionResult.__repr__">(abacusai.agent_data_execution_result.AgentDataExecutionResult method)</a>
 </li>
         <li><a href="autoapi/abacusai/agent_version/index.html#abacusai.agent_version.AgentVersion.__repr__">(abacusai.agent_version.AgentVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/agent_version/index.html#abacusai.agent_version.CodeSource.__repr__">(abacusai.agent_version.CodeSource method)</a>
 </li>
         <li><a href="autoapi/abacusai/ai_building_task/index.html#abacusai.ai_building_task.AiBuildingTask.__repr__">(abacusai.ai_building_task.AiBuildingTask method)</a>
 </li>
         <li><a href="autoapi/abacusai/algorithm/index.html#abacusai.algorithm.Algorithm.__repr__">(abacusai.algorithm.Algorithm method)</a>
-</li>
-        <li><a href="autoapi/abacusai/algorithm/index.html#abacusai.algorithm.CodeSource.__repr__">(abacusai.algorithm.CodeSource method)</a>
 </li>
         <li><a href="autoapi/abacusai/annotation/index.html#abacusai.annotation.Annotation.__repr__">(abacusai.annotation.Annotation method)</a>
 </li>
         <li><a href="autoapi/abacusai/annotation_config/index.html#abacusai.annotation_config.AnnotationConfig.__repr__">(abacusai.annotation_config.AnnotationConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/annotation_document/index.html#abacusai.annotation_document.AnnotationDocument.__repr__">(abacusai.annotation_document.AnnotationDocument method)</a>
-</li>
-        <li><a href="autoapi/abacusai/annotation_entry/index.html#abacusai.annotation_entry.Annotation.__repr__">(abacusai.annotation_entry.Annotation method)</a>
 </li>
         <li><a href="autoapi/abacusai/annotation_entry/index.html#abacusai.annotation_entry.AnnotationEntry.__repr__">(abacusai.annotation_entry.AnnotationEntry method)</a>
-</li>
-        <li><a href="autoapi/abacusai/annotations_status/index.html#abacusai.annotations_status.AnnotationConfig.__repr__">(abacusai.annotations_status.AnnotationConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/annotations_status/index.html#abacusai.annotations_status.AnnotationsStatus.__repr__">(abacusai.annotations_status.AnnotationsStatus method)</a>
 </li>
@@ -1041,314 +595,30 @@ <h2 id="_">_</h2>
         <li><a href="autoapi/abacusai/api_key/index.html#abacusai.api_key.ApiKey.__repr__">(abacusai.api_key.ApiKey method)</a>
 </li>
         <li><a href="autoapi/abacusai/app_user_group/index.html#abacusai.app_user_group.AppUserGroup.__repr__">(abacusai.app_user_group.AppUserGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/app_user_group/index.html#abacusai.app_user_group.User.__repr__">(abacusai.app_user_group.User method)</a>
 </li>
         <li><a href="autoapi/abacusai/application_connector/index.html#abacusai.application_connector.ApplicationConnector.__repr__">(abacusai.application_connector.ApplicationConnector method)</a>
 </li>
         <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPrediction.__repr__">(abacusai.batch_prediction.BatchPrediction method)</a>
 </li>
-        <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPredictionVersion.__repr__">(abacusai.batch_prediction.BatchPredictionVersion method)</a>
+        <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.BatchPredictionVersion.__repr__">(abacusai.batch_prediction_version.BatchPredictionVersion method)</a>
 </li>
-        <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.PredictionFeatureGroup.__repr__">(abacusai.batch_prediction.PredictionFeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.PredictionInput.__repr__">(abacusai.batch_prediction.PredictionInput method)</a>
-</li>
-        <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.RefreshSchedule.__repr__">(abacusai.batch_prediction.RefreshSchedule method)</a>
-</li>
-        <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.BatchPredictionVersion.__repr__">(abacusai.batch_prediction_version.BatchPredictionVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.PredictionFeatureGroup.__repr__">(abacusai.batch_prediction_version.PredictionFeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.PredictionInput.__repr__">(abacusai.batch_prediction_version.PredictionInput method)</a>
-</li>
-        <li><a href="autoapi/abacusai/batch_prediction_version_logs/index.html#abacusai.batch_prediction_version_logs.BatchPredictionVersionLogs.__repr__">(abacusai.batch_prediction_version_logs.BatchPredictionVersionLogs method)</a>
+        <li><a href="autoapi/abacusai/batch_prediction_version_logs/index.html#abacusai.batch_prediction_version_logs.BatchPredictionVersionLogs.__repr__">(abacusai.batch_prediction_version_logs.BatchPredictionVersionLogs method)</a>
 </li>
         <li><a href="autoapi/abacusai/categorical_range_violation/index.html#abacusai.categorical_range_violation.CategoricalRangeViolation.__repr__">(abacusai.categorical_range_violation.CategoricalRangeViolation method)</a>
 </li>
         <li><a href="autoapi/abacusai/chat_message/index.html#abacusai.chat_message.ChatMessage.__repr__">(abacusai.chat_message.ChatMessage method)</a>
-</li>
-        <li><a href="autoapi/abacusai/chat_session/index.html#abacusai.chat_session.AiBuildingTask.__repr__">(abacusai.chat_session.AiBuildingTask method)</a>
-</li>
-        <li><a href="autoapi/abacusai/chat_session/index.html#abacusai.chat_session.ChatMessage.__repr__">(abacusai.chat_session.ChatMessage method)</a>
 </li>
         <li><a href="autoapi/abacusai/chat_session/index.html#abacusai.chat_session.ChatSession.__repr__">(abacusai.chat_session.ChatSession method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.AbacusApi.__repr__">(abacusai.client.AbacusApi method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Agent.__repr__">(abacusai.client.Agent method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.AgentDataExecutionResult.__repr__">(abacusai.client.AgentDataExecutionResult method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.AgentVersion.__repr__">(abacusai.client.AgentVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Algorithm.__repr__">(abacusai.client.Algorithm method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.AnnotationConfig.__repr__">(abacusai.client.AnnotationConfig method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.AnnotationDocument.__repr__">(abacusai.client.AnnotationDocument method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.AnnotationEntry.__repr__">(abacusai.client.AnnotationEntry method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.AnnotationsStatus.__repr__">(abacusai.client.AnnotationsStatus method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiEndpoint.__repr__">(abacusai.client.ApiEndpoint method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiKey.__repr__">(abacusai.client.ApiKey method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApplicationConnector.__repr__">(abacusai.client.ApplicationConnector method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.AppUserGroup.__repr__">(abacusai.client.AppUserGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BatchPrediction.__repr__">(abacusai.client.BatchPrediction method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BatchPredictionVersion.__repr__">(abacusai.client.BatchPredictionVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BatchPredictionVersionLogs.__repr__">(abacusai.client.BatchPredictionVersionLogs method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ChatMessage.__repr__">(abacusai.client.ChatMessage method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ChatSession.__repr__">(abacusai.client.ChatSession method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.CustomLossFunction.__repr__">(abacusai.client.CustomLossFunction method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.CustomMetric.__repr__">(abacusai.client.CustomMetric method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.CustomMetricVersion.__repr__">(abacusai.client.CustomMetricVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.CustomTrainFunctionInfo.__repr__">(abacusai.client.CustomTrainFunctionInfo method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DatabaseConnector.__repr__">(abacusai.client.DatabaseConnector method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DatabaseConnectorSchema.__repr__">(abacusai.client.DatabaseConnectorSchema method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DataMetrics.__repr__">(abacusai.client.DataMetrics method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DataPrepLogs.__repr__">(abacusai.client.DataPrepLogs method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Dataset.__repr__">(abacusai.client.Dataset method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DatasetColumn.__repr__">(abacusai.client.DatasetColumn method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DatasetVersion.__repr__">(abacusai.client.DatasetVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DatasetVersionLogs.__repr__">(abacusai.client.DatasetVersionLogs method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Deployment.__repr__">(abacusai.client.Deployment method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DeploymentAuthToken.__repr__">(abacusai.client.DeploymentAuthToken method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DeploymentConversation.__repr__">(abacusai.client.DeploymentConversation method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DeploymentConversationExport.__repr__">(abacusai.client.DeploymentConversationExport method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DocumentData.__repr__">(abacusai.client.DocumentData method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DocumentRetriever.__repr__">(abacusai.client.DocumentRetriever method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DocumentRetrieverLookupResult.__repr__">(abacusai.client.DocumentRetrieverLookupResult method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DocumentRetrieverVersion.__repr__">(abacusai.client.DocumentRetrieverVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DriftDistributions.__repr__">(abacusai.client.DriftDistributions method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Eda.__repr__">(abacusai.client.Eda method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.EdaCollinearity.__repr__">(abacusai.client.EdaCollinearity method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.EdaDataConsistency.__repr__">(abacusai.client.EdaDataConsistency method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.EdaFeatureAssociation.__repr__">(abacusai.client.EdaFeatureAssociation method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.EdaFeatureCollinearity.__repr__">(abacusai.client.EdaFeatureCollinearity method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.EdaForecastingAnalysis.__repr__">(abacusai.client.EdaForecastingAnalysis method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.EdaVersion.__repr__">(abacusai.client.EdaVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ExecuteFeatureGroupOperation.__repr__">(abacusai.client.ExecuteFeatureGroupOperation method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ExternalApplication.__repr__">(abacusai.client.ExternalApplication method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ExternalInvite.__repr__">(abacusai.client.ExternalInvite method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ExtractedFields.__repr__">(abacusai.client.ExtractedFields method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Feature.__repr__">(abacusai.client.Feature method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureDistribution.__repr__">(abacusai.client.FeatureDistribution method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.__repr__">(abacusai.client.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroupExport.__repr__">(abacusai.client.FeatureGroupExport method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroupExportConfig.__repr__">(abacusai.client.FeatureGroupExportConfig method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroupExportDownloadUrl.__repr__">(abacusai.client.FeatureGroupExportDownloadUrl method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroupRow.__repr__">(abacusai.client.FeatureGroupRow method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroupRowProcess.__repr__">(abacusai.client.FeatureGroupRowProcess method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroupRowProcessLogs.__repr__">(abacusai.client.FeatureGroupRowProcessLogs method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroupRowProcessSummary.__repr__">(abacusai.client.FeatureGroupRowProcessSummary method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroupTemplate.__repr__">(abacusai.client.FeatureGroupTemplate method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroupVersion.__repr__">(abacusai.client.FeatureGroupVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroupVersionLogs.__repr__">(abacusai.client.FeatureGroupVersionLogs method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureImportance.__repr__">(abacusai.client.FeatureImportance method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FileConnector.__repr__">(abacusai.client.FileConnector method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FileConnectorInstructions.__repr__">(abacusai.client.FileConnectorInstructions method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FileConnectorVerification.__repr__">(abacusai.client.FileConnectorVerification method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FunctionLogs.__repr__">(abacusai.client.FunctionLogs method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.GeneratedPitFeatureConfigOption.__repr__">(abacusai.client.GeneratedPitFeatureConfigOption method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.GraphDashboard.__repr__">(abacusai.client.GraphDashboard method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.HoldoutAnalysis.__repr__">(abacusai.client.HoldoutAnalysis method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.HoldoutAnalysisVersion.__repr__">(abacusai.client.HoldoutAnalysisVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.InferredFeatureMappings.__repr__">(abacusai.client.InferredFeatureMappings method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.LlmApp.__repr__">(abacusai.client.LlmApp method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.LlmExecutionResult.__repr__">(abacusai.client.LlmExecutionResult method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.LlmGeneratedCode.__repr__">(abacusai.client.LlmGeneratedCode method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.LlmInput.__repr__">(abacusai.client.LlmInput method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.LlmResponse.__repr__">(abacusai.client.LlmResponse method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Model.__repr__">(abacusai.client.Model method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelArtifactsExport.__repr__">(abacusai.client.ModelArtifactsExport method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelMetrics.__repr__">(abacusai.client.ModelMetrics method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelMonitor.__repr__">(abacusai.client.ModelMonitor method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelMonitorOrgSummary.__repr__">(abacusai.client.ModelMonitorOrgSummary method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelMonitorSummary.__repr__">(abacusai.client.ModelMonitorSummary method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelMonitorSummaryFromOrg.__repr__">(abacusai.client.ModelMonitorSummaryFromOrg method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelMonitorVersion.__repr__">(abacusai.client.ModelMonitorVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelMonitorVersionMetricData.__repr__">(abacusai.client.ModelMonitorVersionMetricData method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelTrainingTypeForDeployment.__repr__">(abacusai.client.ModelTrainingTypeForDeployment method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelUpload.__repr__">(abacusai.client.ModelUpload method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelVersion.__repr__">(abacusai.client.ModelVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelVersionFeatureGroupSchema.__repr__">(abacusai.client.ModelVersionFeatureGroupSchema method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModificationLockInfo.__repr__">(abacusai.client.ModificationLockInfo method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Module.__repr__">(abacusai.client.Module method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.MonitorAlert.__repr__">(abacusai.client.MonitorAlert method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.MonitorAlertVersion.__repr__">(abacusai.client.MonitorAlertVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.NaturalLanguageExplanation.__repr__">(abacusai.client.NaturalLanguageExplanation method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.OrganizationGroup.__repr__">(abacusai.client.OrganizationGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.OrganizationSearchResult.__repr__">(abacusai.client.OrganizationSearchResult method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.OrganizationSecret.__repr__">(abacusai.client.OrganizationSecret method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PageData.__repr__">(abacusai.client.PageData method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Pipeline.__repr__">(abacusai.client.Pipeline method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PipelineStep.__repr__">(abacusai.client.PipelineStep method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PipelineStepVersion.__repr__">(abacusai.client.PipelineStepVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PipelineStepVersionLogs.__repr__">(abacusai.client.PipelineStepVersionLogs method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PipelineVersion.__repr__">(abacusai.client.PipelineVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PipelineVersionLogs.__repr__">(abacusai.client.PipelineVersionLogs method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PredictionOperator.__repr__">(abacusai.client.PredictionOperator method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PredictionOperatorVersion.__repr__">(abacusai.client.PredictionOperatorVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ProblemType.__repr__">(abacusai.client.ProblemType method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Project.__repr__">(abacusai.client.Project method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ProjectConfig.__repr__">(abacusai.client.ProjectConfig method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ProjectFeatureGroup.__repr__">(abacusai.client.ProjectFeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ProjectValidation.__repr__">(abacusai.client.ProjectValidation method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PythonFunction.__repr__">(abacusai.client.PythonFunction method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PythonPlotFunction.__repr__">(abacusai.client.PythonPlotFunction method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.RealtimeMonitor.__repr__">(abacusai.client.RealtimeMonitor method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.RefreshPipelineRun.__repr__">(abacusai.client.RefreshPipelineRun method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.RefreshPolicy.__repr__">(abacusai.client.RefreshPolicy method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ResolvedFeatureGroupTemplate.__repr__">(abacusai.client.ResolvedFeatureGroupTemplate method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Schema.__repr__">(abacusai.client.Schema method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.StreamingAuthToken.__repr__">(abacusai.client.StreamingAuthToken method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.StreamingConnector.__repr__">(abacusai.client.StreamingConnector method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.TrainingConfigOptions.__repr__">(abacusai.client.TrainingConfigOptions method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Upload.__repr__">(abacusai.client.Upload method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.UploadPart.__repr__">(abacusai.client.UploadPart method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.UseCase.__repr__">(abacusai.client.UseCase method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.UseCaseRequirements.__repr__">(abacusai.client.UseCaseRequirements method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.User.__repr__">(abacusai.client.User method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Webhook.__repr__">(abacusai.client.Webhook method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.WebSearchResponse.__repr__">(abacusai.client.WebSearchResponse method)</a>
 </li>
         <li><a href="autoapi/abacusai/code_source/index.html#abacusai.code_source.CodeSource.__repr__">(abacusai.code_source.CodeSource method)</a>
 </li>
         <li><a href="autoapi/abacusai/concatenation_config/index.html#abacusai.concatenation_config.ConcatenationConfig.__repr__">(abacusai.concatenation_config.ConcatenationConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/cpu_gpu_memory_specs/index.html#abacusai.cpu_gpu_memory_specs.CpuGpuMemorySpecs.__repr__">(abacusai.cpu_gpu_memory_specs.CpuGpuMemorySpecs method)</a>
-</li>
-        <li><a href="autoapi/abacusai/custom_loss_function/index.html#abacusai.custom_loss_function.CodeSource.__repr__">(abacusai.custom_loss_function.CodeSource method)</a>
 </li>
         <li><a href="autoapi/abacusai/custom_loss_function/index.html#abacusai.custom_loss_function.CustomLossFunction.__repr__">(abacusai.custom_loss_function.CustomLossFunction method)</a>
 </li>
         <li><a href="autoapi/abacusai/custom_metric/index.html#abacusai.custom_metric.CustomMetric.__repr__">(abacusai.custom_metric.CustomMetric method)</a>
-</li>
-        <li><a href="autoapi/abacusai/custom_metric/index.html#abacusai.custom_metric.CustomMetricVersion.__repr__">(abacusai.custom_metric.CustomMetricVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/custom_metric_version/index.html#abacusai.custom_metric_version.CodeSource.__repr__">(abacusai.custom_metric_version.CodeSource method)</a>
 </li>
         <li><a href="autoapi/abacusai/custom_metric_version/index.html#abacusai.custom_metric_version.CustomMetricVersion.__repr__">(abacusai.custom_metric_version.CustomMetricVersion method)</a>
 </li>
@@ -1369,18 +639,10 @@ <h2 id="_">_</h2>
         <li><a href="autoapi/abacusai/database_connector/index.html#abacusai.database_connector.DatabaseConnector.__repr__">(abacusai.database_connector.DatabaseConnector method)</a>
 </li>
         <li><a href="autoapi/abacusai/database_connector_column/index.html#abacusai.database_connector_column.DatabaseConnectorColumn.__repr__">(abacusai.database_connector_column.DatabaseConnectorColumn method)</a>
-</li>
-        <li><a href="autoapi/abacusai/database_connector_schema/index.html#abacusai.database_connector_schema.DatabaseConnectorColumn.__repr__">(abacusai.database_connector_schema.DatabaseConnectorColumn method)</a>
 </li>
         <li><a href="autoapi/abacusai/database_connector_schema/index.html#abacusai.database_connector_schema.DatabaseConnectorSchema.__repr__">(abacusai.database_connector_schema.DatabaseConnectorSchema method)</a>
 </li>
         <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.Dataset.__repr__">(abacusai.dataset.Dataset method)</a>
-</li>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.DatasetColumn.__repr__">(abacusai.dataset.DatasetColumn method)</a>
-</li>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.DatasetVersion.__repr__">(abacusai.dataset.DatasetVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.RefreshSchedule.__repr__">(abacusai.dataset.RefreshSchedule method)</a>
 </li>
         <li><a href="autoapi/abacusai/dataset_column/index.html#abacusai.dataset_column.DatasetColumn.__repr__">(abacusai.dataset_column.DatasetColumn method)</a>
 </li>
@@ -1389,16 +651,10 @@ <h2 id="_">_</h2>
         <li><a href="autoapi/abacusai/dataset_version_logs/index.html#abacusai.dataset_version_logs.DatasetVersionLogs.__repr__">(abacusai.dataset_version_logs.DatasetVersionLogs method)</a>
 </li>
         <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.__repr__">(abacusai.deployment.Deployment method)</a>
-</li>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.FeatureGroupExportConfig.__repr__">(abacusai.deployment.FeatureGroupExportConfig method)</a>
-</li>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.RefreshSchedule.__repr__">(abacusai.deployment.RefreshSchedule method)</a>
 </li>
         <li><a href="autoapi/abacusai/deployment_auth_token/index.html#abacusai.deployment_auth_token.DeploymentAuthToken.__repr__">(abacusai.deployment_auth_token.DeploymentAuthToken method)</a>
 </li>
         <li><a href="autoapi/abacusai/deployment_conversation/index.html#abacusai.deployment_conversation.DeploymentConversation.__repr__">(abacusai.deployment_conversation.DeploymentConversation method)</a>
-</li>
-        <li><a href="autoapi/abacusai/deployment_conversation/index.html#abacusai.deployment_conversation.DeploymentConversationEvent.__repr__">(abacusai.deployment_conversation.DeploymentConversationEvent method)</a>
 </li>
         <li><a href="autoapi/abacusai/deployment_conversation_event/index.html#abacusai.deployment_conversation_event.DeploymentConversationEvent.__repr__">(abacusai.deployment_conversation_event.DeploymentConversationEvent method)</a>
 </li>
@@ -1407,38 +663,22 @@ <h2 id="_">_</h2>
         <li><a href="autoapi/abacusai/document_data/index.html#abacusai.document_data.DocumentData.__repr__">(abacusai.document_data.DocumentData method)</a>
 </li>
         <li><a href="autoapi/abacusai/document_retriever/index.html#abacusai.document_retriever.DocumentRetriever.__repr__">(abacusai.document_retriever.DocumentRetriever method)</a>
-</li>
-        <li><a href="autoapi/abacusai/document_retriever/index.html#abacusai.document_retriever.DocumentRetrieverConfig.__repr__">(abacusai.document_retriever.DocumentRetrieverConfig method)</a>
-</li>
-        <li><a href="autoapi/abacusai/document_retriever/index.html#abacusai.document_retriever.DocumentRetrieverVersion.__repr__">(abacusai.document_retriever.DocumentRetrieverVersion method)</a>
 </li>
         <li><a href="autoapi/abacusai/document_retriever_config/index.html#abacusai.document_retriever_config.DocumentRetrieverConfig.__repr__">(abacusai.document_retriever_config.DocumentRetrieverConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/document_retriever_lookup_result/index.html#abacusai.document_retriever_lookup_result.DocumentRetrieverLookupResult.__repr__">(abacusai.document_retriever_lookup_result.DocumentRetrieverLookupResult method)</a>
-</li>
-        <li><a href="autoapi/abacusai/document_retriever_version/index.html#abacusai.document_retriever_version.DocumentRetrieverConfig.__repr__">(abacusai.document_retriever_version.DocumentRetrieverConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/document_retriever_version/index.html#abacusai.document_retriever_version.DocumentRetrieverVersion.__repr__">(abacusai.document_retriever_version.DocumentRetrieverVersion method)</a>
 </li>
         <li><a href="autoapi/abacusai/drift_distribution/index.html#abacusai.drift_distribution.DriftDistribution.__repr__">(abacusai.drift_distribution.DriftDistribution method)</a>
-</li>
-        <li><a href="autoapi/abacusai/drift_distribution/index.html#abacusai.drift_distribution.FeatureDistribution.__repr__">(abacusai.drift_distribution.FeatureDistribution method)</a>
-</li>
-        <li><a href="autoapi/abacusai/drift_distributions/index.html#abacusai.drift_distributions.DriftDistribution.__repr__">(abacusai.drift_distributions.DriftDistribution method)</a>
 </li>
         <li><a href="autoapi/abacusai/drift_distributions/index.html#abacusai.drift_distributions.DriftDistributions.__repr__">(abacusai.drift_distributions.DriftDistributions method)</a>
 </li>
         <li><a href="autoapi/abacusai/eda/index.html#abacusai.eda.Eda.__repr__">(abacusai.eda.Eda method)</a>
-</li>
-        <li><a href="autoapi/abacusai/eda/index.html#abacusai.eda.EdaVersion.__repr__">(abacusai.eda.EdaVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/eda/index.html#abacusai.eda.RefreshSchedule.__repr__">(abacusai.eda.RefreshSchedule method)</a>
 </li>
         <li><a href="autoapi/abacusai/eda_chart_description/index.html#abacusai.eda_chart_description.EdaChartDescription.__repr__">(abacusai.eda_chart_description.EdaChartDescription method)</a>
 </li>
         <li><a href="autoapi/abacusai/eda_collinearity/index.html#abacusai.eda_collinearity.EdaCollinearity.__repr__">(abacusai.eda_collinearity.EdaCollinearity method)</a>
-</li>
-        <li><a href="autoapi/abacusai/eda_data_consistency/index.html#abacusai.eda_data_consistency.DataConsistencyDuplication.__repr__">(abacusai.eda_data_consistency.DataConsistencyDuplication method)</a>
 </li>
         <li><a href="autoapi/abacusai/eda_data_consistency/index.html#abacusai.eda_data_consistency.EdaDataConsistency.__repr__">(abacusai.eda_data_consistency.EdaDataConsistency method)</a>
 </li>
@@ -1447,8 +687,6 @@ <h2 id="_">_</h2>
         <li><a href="autoapi/abacusai/eda_feature_collinearity/index.html#abacusai.eda_feature_collinearity.EdaFeatureCollinearity.__repr__">(abacusai.eda_feature_collinearity.EdaFeatureCollinearity method)</a>
 </li>
         <li><a href="autoapi/abacusai/eda_forecasting_analysis/index.html#abacusai.eda_forecasting_analysis.EdaForecastingAnalysis.__repr__">(abacusai.eda_forecasting_analysis.EdaForecastingAnalysis method)</a>
-</li>
-        <li><a href="autoapi/abacusai/eda_forecasting_analysis/index.html#abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData.__repr__">(abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData method)</a>
 </li>
         <li><a href="autoapi/abacusai/eda_version/index.html#abacusai.eda_version.EdaVersion.__repr__">(abacusai.eda_version.EdaVersion method)</a>
 </li>
@@ -1463,50 +701,18 @@ <h2 id="_">_</h2>
         <li><a href="autoapi/abacusai/extracted_fields/index.html#abacusai.extracted_fields.ExtractedFields.__repr__">(abacusai.extracted_fields.ExtractedFields method)</a>
 </li>
         <li><a href="autoapi/abacusai/feature/index.html#abacusai.feature.Feature.__repr__">(abacusai.feature.Feature method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature/index.html#abacusai.feature.NestedFeature.__repr__">(abacusai.feature.NestedFeature method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature/index.html#abacusai.feature.PointInTimeFeature.__repr__">(abacusai.feature.PointInTimeFeature method)</a>
 </li>
         <li><a href="autoapi/abacusai/feature_distribution/index.html#abacusai.feature_distribution.FeatureDistribution.__repr__">(abacusai.feature_distribution.FeatureDistribution method)</a>
 </li>
         <li><a href="autoapi/abacusai/feature_drift_record/index.html#abacusai.feature_drift_record.FeatureDriftRecord.__repr__">(abacusai.feature_drift_record.FeatureDriftRecord method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_drift_summary/index.html#abacusai.feature_drift_summary.CategoricalRangeViolation.__repr__">(abacusai.feature_drift_summary.CategoricalRangeViolation method)</a>
 </li>
         <li><a href="autoapi/abacusai/feature_drift_summary/index.html#abacusai.feature_drift_summary.FeatureDriftSummary.__repr__">(abacusai.feature_drift_summary.FeatureDriftSummary method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_drift_summary/index.html#abacusai.feature_drift_summary.NullViolation.__repr__">(abacusai.feature_drift_summary.NullViolation method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_drift_summary/index.html#abacusai.feature_drift_summary.RangeViolation.__repr__">(abacusai.feature_drift_summary.RangeViolation method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.AnnotationConfig.__repr__">(abacusai.feature_group.AnnotationConfig method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.CodeSource.__repr__">(abacusai.feature_group.CodeSource method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.ConcatenationConfig.__repr__">(abacusai.feature_group.ConcatenationConfig method)</a>
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-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.Feature.__repr__">(abacusai.feature_group.Feature method)</a>
 </li>
         <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.__repr__">(abacusai.feature_group.FeatureGroup method)</a>
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-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroupTemplate.__repr__">(abacusai.feature_group.FeatureGroupTemplate method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroupVersion.__repr__">(abacusai.feature_group.FeatureGroupVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.IndexingConfig.__repr__">(abacusai.feature_group.IndexingConfig method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.NaturalLanguageExplanation.__repr__">(abacusai.feature_group.NaturalLanguageExplanation method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.PointInTimeGroup.__repr__">(abacusai.feature_group.PointInTimeGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.RefreshSchedule.__repr__">(abacusai.feature_group.RefreshSchedule method)</a>
 </li>
         <li><a href="autoapi/abacusai/feature_group_document/index.html#abacusai.feature_group_document.FeatureGroupDocument.__repr__">(abacusai.feature_group_document.FeatureGroupDocument method)</a>
 </li>
         <li><a href="autoapi/abacusai/feature_group_export/index.html#abacusai.feature_group_export.FeatureGroupExport.__repr__">(abacusai.feature_group_export.FeatureGroupExport method)</a>
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-        <li><a href="autoapi/abacusai/feature_group_export/index.html#abacusai.feature_group_export.ProjectConfig.__repr__">(abacusai.feature_group_export.ProjectConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/feature_group_export_config/index.html#abacusai.feature_group_export_config.FeatureGroupExportConfig.__repr__">(abacusai.feature_group_export_config.FeatureGroupExportConfig method)</a>
 </li>
@@ -1527,18 +733,8 @@ <h2 id="_">_</h2>
         <li><a href="autoapi/abacusai/feature_group_template/index.html#abacusai.feature_group_template.FeatureGroupTemplate.__repr__">(abacusai.feature_group_template.FeatureGroupTemplate method)</a>
 </li>
         <li><a href="autoapi/abacusai/feature_group_template_variable_options/index.html#abacusai.feature_group_template_variable_options.FeatureGroupTemplateVariableOptions.__repr__">(abacusai.feature_group_template_variable_options.FeatureGroupTemplateVariableOptions method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group_version/index.html#abacusai.feature_group_version.AnnotationConfig.__repr__">(abacusai.feature_group_version.AnnotationConfig method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group_version/index.html#abacusai.feature_group_version.CodeSource.__repr__">(abacusai.feature_group_version.CodeSource method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group_version/index.html#abacusai.feature_group_version.Feature.__repr__">(abacusai.feature_group_version.Feature method)</a>
 </li>
         <li><a href="autoapi/abacusai/feature_group_version/index.html#abacusai.feature_group_version.FeatureGroupVersion.__repr__">(abacusai.feature_group_version.FeatureGroupVersion method)</a>
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-        <li><a href="autoapi/abacusai/feature_group_version/index.html#abacusai.feature_group_version.IndexingConfig.__repr__">(abacusai.feature_group_version.IndexingConfig method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group_version/index.html#abacusai.feature_group_version.PointInTimeGroup.__repr__">(abacusai.feature_group_version.PointInTimeGroup method)</a>
 </li>
         <li><a href="autoapi/abacusai/feature_group_version_logs/index.html#abacusai.feature_group_version_logs.FeatureGroupVersionLogs.__repr__">(abacusai.feature_group_version_logs.FeatureGroupVersionLogs method)</a>
 </li>
@@ -1557,26 +753,14 @@ <h2 id="_">_</h2>
         <li><a href="autoapi/abacusai/file_connector_verification/index.html#abacusai.file_connector_verification.FileConnectorVerification.__repr__">(abacusai.file_connector_verification.FileConnectorVerification method)</a>
 </li>
         <li><a href="autoapi/abacusai/finetuned_pretrained_model/index.html#abacusai.finetuned_pretrained_model.FinetunedPretrainedModel.__repr__">(abacusai.finetuned_pretrained_model.FinetunedPretrainedModel method)</a>
-</li>
-        <li><a href="autoapi/abacusai/forecasting_analysis_graph_data/index.html#abacusai.forecasting_analysis_graph_data.EdaChartDescription.__repr__">(abacusai.forecasting_analysis_graph_data.EdaChartDescription method)</a>
 </li>
         <li><a href="autoapi/abacusai/forecasting_analysis_graph_data/index.html#abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData.__repr__">(abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData method)</a>
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-</li>
-        <li><a href="autoapi/abacusai/forecasting_monitor_item_analysis/index.html#abacusai.forecasting_monitor_item_analysis.ForecastingAnalysisGraphData.__repr__">(abacusai.forecasting_monitor_item_analysis.ForecastingAnalysisGraphData method)</a>
 </li>
         <li><a href="autoapi/abacusai/forecasting_monitor_item_analysis/index.html#abacusai.forecasting_monitor_item_analysis.ForecastingMonitorItemAnalysis.__repr__">(abacusai.forecasting_monitor_item_analysis.ForecastingMonitorItemAnalysis method)</a>
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-        <li><a href="autoapi/abacusai/forecasting_monitor_summary/index.html#abacusai.forecasting_monitor_summary.FeatureDriftRecord.__repr__">(abacusai.forecasting_monitor_summary.FeatureDriftRecord method)</a>
-</li>
-        <li><a href="autoapi/abacusai/forecasting_monitor_summary/index.html#abacusai.forecasting_monitor_summary.ForecastingAnalysisGraphData.__repr__">(abacusai.forecasting_monitor_summary.ForecastingAnalysisGraphData method)</a>
 </li>
         <li><a href="autoapi/abacusai/forecasting_monitor_summary/index.html#abacusai.forecasting_monitor_summary.ForecastingMonitorSummary.__repr__">(abacusai.forecasting_monitor_summary.ForecastingMonitorSummary method)</a>
 </li>
         <li><a href="autoapi/abacusai/function_logs/index.html#abacusai.function_logs.FunctionLogs.__repr__">(abacusai.function_logs.FunctionLogs method)</a>
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         <li><a href="autoapi/abacusai/generated_pit_feature_config_option/index.html#abacusai.generated_pit_feature_config_option.GeneratedPitFeatureConfigOption.__repr__">(abacusai.generated_pit_feature_config_option.GeneratedPitFeatureConfigOption method)</a>
 </li>
@@ -1589,12 +773,8 @@ <h2 id="_">_</h2>
         <li><a href="autoapi/abacusai/hosted_model_token/index.html#abacusai.hosted_model_token.HostedModelToken.__repr__">(abacusai.hosted_model_token.HostedModelToken method)</a>
 </li>
         <li><a href="autoapi/abacusai/indexing_config/index.html#abacusai.indexing_config.IndexingConfig.__repr__">(abacusai.indexing_config.IndexingConfig method)</a>
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-        <li><a href="autoapi/abacusai/inferred_database_column_to_feature_mappings/index.html#abacusai.inferred_database_column_to_feature_mappings.DatabaseColumnFeatureMapping.__repr__">(abacusai.inferred_database_column_to_feature_mappings.DatabaseColumnFeatureMapping method)</a>
 </li>
         <li><a href="autoapi/abacusai/inferred_database_column_to_feature_mappings/index.html#abacusai.inferred_database_column_to_feature_mappings.InferredDatabaseColumnToFeatureMappings.__repr__">(abacusai.inferred_database_column_to_feature_mappings.InferredDatabaseColumnToFeatureMappings method)</a>
-</li>
-        <li><a href="autoapi/abacusai/inferred_feature_mappings/index.html#abacusai.inferred_feature_mappings.FeatureMapping.__repr__">(abacusai.inferred_feature_mappings.FeatureMapping method)</a>
 </li>
         <li><a href="autoapi/abacusai/inferred_feature_mappings/index.html#abacusai.inferred_feature_mappings.InferredFeatureMappings.__repr__">(abacusai.inferred_feature_mappings.InferredFeatureMappings method)</a>
 </li>
@@ -1605,10 +785,6 @@ <h2 id="_">_</h2>
         <li><a href="autoapi/abacusai/llm_code_block/index.html#abacusai.llm_code_block.LlmCodeBlock.__repr__">(abacusai.llm_code_block.LlmCodeBlock method)</a>
 </li>
         <li><a href="autoapi/abacusai/llm_execution_preview/index.html#abacusai.llm_execution_preview.LlmExecutionPreview.__repr__">(abacusai.llm_execution_preview.LlmExecutionPreview method)</a>
-</li>
-        <li><a href="autoapi/abacusai/llm_execution_result/index.html#abacusai.llm_execution_result.ExecuteFeatureGroupOperation.__repr__">(abacusai.llm_execution_result.ExecuteFeatureGroupOperation method)</a>
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-        <li><a href="autoapi/abacusai/llm_execution_result/index.html#abacusai.llm_execution_result.LlmExecutionPreview.__repr__">(abacusai.llm_execution_result.LlmExecutionPreview method)</a>
 </li>
         <li><a href="autoapi/abacusai/llm_execution_result/index.html#abacusai.llm_execution_result.LlmExecutionResult.__repr__">(abacusai.llm_execution_result.LlmExecutionResult method)</a>
 </li>
@@ -1617,34 +793,18 @@ <h2 id="_">_</h2>
         <li><a href="autoapi/abacusai/llm_input/index.html#abacusai.llm_input.LlmInput.__repr__">(abacusai.llm_input.LlmInput method)</a>
 </li>
         <li><a href="autoapi/abacusai/llm_parameters/index.html#abacusai.llm_parameters.LlmParameters.__repr__">(abacusai.llm_parameters.LlmParameters method)</a>
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-        <li><a href="autoapi/abacusai/llm_response/index.html#abacusai.llm_response.LlmCodeBlock.__repr__">(abacusai.llm_response.LlmCodeBlock method)</a>
 </li>
         <li><a href="autoapi/abacusai/llm_response/index.html#abacusai.llm_response.LlmResponse.__repr__">(abacusai.llm_response.LlmResponse method)</a>
-</li>
-        <li><a href="autoapi/abacusai/memory_options/index.html#abacusai.memory_options.CpuGpuMemorySpecs.__repr__">(abacusai.memory_options.CpuGpuMemorySpecs method)</a>
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         <li><a href="autoapi/abacusai/memory_options/index.html#abacusai.memory_options.MemoryOptions.__repr__">(abacusai.memory_options.MemoryOptions method)</a>
 </li>
         <li><a href="autoapi/abacusai/messaging_connector_response/index.html#abacusai.messaging_connector_response.MessagingConnectorResponse.__repr__">(abacusai.messaging_connector_response.MessagingConnectorResponse method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.CodeSource.__repr__">(abacusai.model.CodeSource method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.DatabaseConnector.__repr__">(abacusai.model.DatabaseConnector method)</a>
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         <li><a href="autoapi/abacusai/model/index.html#abacusai.model.Model.__repr__">(abacusai.model.Model method)</a>
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-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.ModelLocation.__repr__">(abacusai.model.ModelLocation method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.ModelVersion.__repr__">(abacusai.model.ModelVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.RefreshSchedule.__repr__">(abacusai.model.RefreshSchedule method)</a>
 </li>
         <li><a href="autoapi/abacusai/model_artifacts_export/index.html#abacusai.model_artifacts_export.ModelArtifactsExport.__repr__">(abacusai.model_artifacts_export.ModelArtifactsExport method)</a>
 </li>
         <li><a href="autoapi/abacusai/model_blueprint_export/index.html#abacusai.model_blueprint_export.ModelBlueprintExport.__repr__">(abacusai.model_blueprint_export.ModelBlueprintExport method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model_blueprint_export/index.html#abacusai.model_blueprint_export.ModelBlueprintStage.__repr__">(abacusai.model_blueprint_export.ModelBlueprintStage method)</a>
 </li>
         <li><a href="autoapi/abacusai/model_blueprint_stage/index.html#abacusai.model_blueprint_stage.ModelBlueprintStage.__repr__">(abacusai.model_blueprint_stage.ModelBlueprintStage method)</a>
 </li>
@@ -1653,10 +813,6 @@ <h2 id="_">_</h2>
         <li><a href="autoapi/abacusai/model_metrics/index.html#abacusai.model_metrics.ModelMetrics.__repr__">(abacusai.model_metrics.ModelMetrics method)</a>
 </li>
         <li><a href="autoapi/abacusai/model_monitor/index.html#abacusai.model_monitor.ModelMonitor.__repr__">(abacusai.model_monitor.ModelMonitor method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model_monitor/index.html#abacusai.model_monitor.ModelMonitorVersion.__repr__">(abacusai.model_monitor.ModelMonitorVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model_monitor/index.html#abacusai.model_monitor.RefreshSchedule.__repr__">(abacusai.model_monitor.RefreshSchedule method)</a>
 </li>
         <li><a href="autoapi/abacusai/model_monitor_org_summary/index.html#abacusai.model_monitor_org_summary.ModelMonitorOrgSummary.__repr__">(abacusai.model_monitor_org_summary.ModelMonitorOrgSummary method)</a>
 </li>
@@ -1671,30 +827,18 @@ <h2 id="_">_</h2>
         <li><a href="autoapi/abacusai/model_training_type_for_deployment/index.html#abacusai.model_training_type_for_deployment.ModelTrainingTypeForDeployment.__repr__">(abacusai.model_training_type_for_deployment.ModelTrainingTypeForDeployment method)</a>
 </li>
         <li><a href="autoapi/abacusai/model_upload/index.html#abacusai.model_upload.ModelUpload.__repr__">(abacusai.model_upload.ModelUpload method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model_version/index.html#abacusai.model_version.CodeSource.__repr__">(abacusai.model_version.CodeSource method)</a>
 </li>
         <li><a href="autoapi/abacusai/model_version/index.html#abacusai.model_version.ModelVersion.__repr__">(abacusai.model_version.ModelVersion method)</a>
 </li>
         <li><a href="autoapi/abacusai/model_version_feature_group_schema/index.html#abacusai.model_version_feature_group_schema.ModelVersionFeatureGroupSchema.__repr__">(abacusai.model_version_feature_group_schema.ModelVersionFeatureGroupSchema method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model_version_feature_group_schema/index.html#abacusai.model_version_feature_group_schema.Schema.__repr__">(abacusai.model_version_feature_group_schema.Schema method)</a>
 </li>
         <li><a href="autoapi/abacusai/modification_lock_info/index.html#abacusai.modification_lock_info.ModificationLockInfo.__repr__">(abacusai.modification_lock_info.ModificationLockInfo method)</a>
-</li>
-        <li><a href="autoapi/abacusai/module/index.html#abacusai.module.CodeSource.__repr__">(abacusai.module.CodeSource method)</a>
 </li>
         <li><a href="autoapi/abacusai/module/index.html#abacusai.module.Module.__repr__">(abacusai.module.Module method)</a>
 </li>
         <li><a href="autoapi/abacusai/monitor_alert/index.html#abacusai.monitor_alert.MonitorAlert.__repr__">(abacusai.monitor_alert.MonitorAlert method)</a>
-</li>
-        <li><a href="autoapi/abacusai/monitor_alert/index.html#abacusai.monitor_alert.MonitorAlertVersion.__repr__">(abacusai.monitor_alert.MonitorAlertVersion method)</a>
 </li>
         <li><a href="autoapi/abacusai/monitor_alert_version/index.html#abacusai.monitor_alert_version.MonitorAlertVersion.__repr__">(abacusai.monitor_alert_version.MonitorAlertVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/monitor_drift_and_distributions/index.html#abacusai.monitor_drift_and_distributions.EmbeddingFeatureDriftDistribution.__repr__">(abacusai.monitor_drift_and_distributions.EmbeddingFeatureDriftDistribution method)</a>
-</li>
-        <li><a href="autoapi/abacusai/monitor_drift_and_distributions/index.html#abacusai.monitor_drift_and_distributions.ForecastingMonitorSummary.__repr__">(abacusai.monitor_drift_and_distributions.ForecastingMonitorSummary method)</a>
 </li>
         <li><a href="autoapi/abacusai/monitor_drift_and_distributions/index.html#abacusai.monitor_drift_and_distributions.MonitorDriftAndDistributions.__repr__">(abacusai.monitor_drift_and_distributions.MonitorDriftAndDistributions method)</a>
 </li>
@@ -1703,60 +847,32 @@ <h2 id="_">_</h2>
         <li><a href="autoapi/abacusai/nested_feature/index.html#abacusai.nested_feature.NestedFeature.__repr__">(abacusai.nested_feature.NestedFeature method)</a>
 </li>
         <li><a href="autoapi/abacusai/nested_feature_schema/index.html#abacusai.nested_feature_schema.NestedFeatureSchema.__repr__">(abacusai.nested_feature_schema.NestedFeatureSchema method)</a>
-</li>
-        <li><a href="autoapi/abacusai/nested_feature_schema/index.html#abacusai.nested_feature_schema.PointInTimeFeatureInfo.__repr__">(abacusai.nested_feature_schema.PointInTimeFeatureInfo method)</a>
 </li>
         <li><a href="autoapi/abacusai/null_violation/index.html#abacusai.null_violation.NullViolation.__repr__">(abacusai.null_violation.NullViolation method)</a>
 </li>
         <li><a href="autoapi/abacusai/organization_external_application_settings/index.html#abacusai.organization_external_application_settings.OrganizationExternalApplicationSettings.__repr__">(abacusai.organization_external_application_settings.OrganizationExternalApplicationSettings method)</a>
 </li>
         <li><a href="autoapi/abacusai/organization_group/index.html#abacusai.organization_group.OrganizationGroup.__repr__">(abacusai.organization_group.OrganizationGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.__repr__">(abacusai.organization_search_result.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroupVersion.__repr__">(abacusai.organization_search_result.FeatureGroupVersion method)</a>
 </li>
         <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.OrganizationSearchResult.__repr__">(abacusai.organization_search_result.OrganizationSearchResult method)</a>
 </li>
         <li><a href="autoapi/abacusai/organization_secret/index.html#abacusai.organization_secret.OrganizationSecret.__repr__">(abacusai.organization_secret.OrganizationSecret method)</a>
 </li>
         <li><a href="autoapi/abacusai/page_data/index.html#abacusai.page_data.PageData.__repr__">(abacusai.page_data.PageData method)</a>
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-        <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.CodeSource.__repr__">(abacusai.pipeline.CodeSource method)</a>
 </li>
         <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.Pipeline.__repr__">(abacusai.pipeline.Pipeline method)</a>
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-        <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.PipelineReference.__repr__">(abacusai.pipeline.PipelineReference method)</a>
-</li>
-        <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.PipelineStep.__repr__">(abacusai.pipeline.PipelineStep method)</a>
-</li>
-        <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.PipelineVersion.__repr__">(abacusai.pipeline.PipelineVersion method)</a>
 </li>
         <li><a href="autoapi/abacusai/pipeline_reference/index.html#abacusai.pipeline_reference.PipelineReference.__repr__">(abacusai.pipeline_reference.PipelineReference method)</a>
-</li>
-        <li><a href="autoapi/abacusai/pipeline_step/index.html#abacusai.pipeline_step.CodeSource.__repr__">(abacusai.pipeline_step.CodeSource method)</a>
 </li>
         <li><a href="autoapi/abacusai/pipeline_step/index.html#abacusai.pipeline_step.PipelineStep.__repr__">(abacusai.pipeline_step.PipelineStep method)</a>
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-</li>
-        <li><a href="autoapi/abacusai/pipeline_step_version/index.html#abacusai.pipeline_step_version.CodeSource.__repr__">(abacusai.pipeline_step_version.CodeSource method)</a>
 </li>
         <li><a href="autoapi/abacusai/pipeline_step_version/index.html#abacusai.pipeline_step_version.PipelineStepVersion.__repr__">(abacusai.pipeline_step_version.PipelineStepVersion method)</a>
-</li>
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 </li>
         <li><a href="autoapi/abacusai/pipeline_step_version_logs/index.html#abacusai.pipeline_step_version_logs.PipelineStepVersionLogs.__repr__">(abacusai.pipeline_step_version_logs.PipelineStepVersionLogs method)</a>
 </li>
         <li><a href="autoapi/abacusai/pipeline_step_version_reference/index.html#abacusai.pipeline_step_version_reference.PipelineStepVersionReference.__repr__">(abacusai.pipeline_step_version_reference.PipelineStepVersionReference method)</a>
-</li>
-        <li><a href="autoapi/abacusai/pipeline_version/index.html#abacusai.pipeline_version.CodeSource.__repr__">(abacusai.pipeline_version.CodeSource method)</a>
-</li>
-        <li><a href="autoapi/abacusai/pipeline_version/index.html#abacusai.pipeline_version.PipelineStepVersion.__repr__">(abacusai.pipeline_version.PipelineStepVersion method)</a>
 </li>
         <li><a href="autoapi/abacusai/pipeline_version/index.html#abacusai.pipeline_version.PipelineVersion.__repr__">(abacusai.pipeline_version.PipelineVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/pipeline_version_logs/index.html#abacusai.pipeline_version_logs.PipelineStepVersionLogs.__repr__">(abacusai.pipeline_version_logs.PipelineStepVersionLogs method)</a>
 </li>
         <li><a href="autoapi/abacusai/pipeline_version_logs/index.html#abacusai.pipeline_version_logs.PipelineVersionLogs.__repr__">(abacusai.pipeline_version_logs.PipelineVersionLogs method)</a>
 </li>
@@ -1765,34 +881,16 @@ <h2 id="_">_</h2>
         <li><a href="autoapi/abacusai/point_in_time_feature_info/index.html#abacusai.point_in_time_feature_info.PointInTimeFeatureInfo.__repr__">(abacusai.point_in_time_feature_info.PointInTimeFeatureInfo method)</a>
 </li>
         <li><a href="autoapi/abacusai/point_in_time_group/index.html#abacusai.point_in_time_group.PointInTimeGroup.__repr__">(abacusai.point_in_time_group.PointInTimeGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/point_in_time_group/index.html#abacusai.point_in_time_group.PointInTimeGroupFeature.__repr__">(abacusai.point_in_time_group.PointInTimeGroupFeature method)</a>
 </li>
         <li><a href="autoapi/abacusai/point_in_time_group_feature/index.html#abacusai.point_in_time_group_feature.PointInTimeGroupFeature.__repr__">(abacusai.point_in_time_group_feature.PointInTimeGroupFeature method)</a>
-</li>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.AgentDataExecutionResult.__repr__">(abacusai.prediction_client.AgentDataExecutionResult method)</a>
-</li>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.DocumentRetrieverLookupResult.__repr__">(abacusai.prediction_client.DocumentRetrieverLookupResult method)</a>
 </li>
         <li><a href="autoapi/abacusai/prediction_dataset/index.html#abacusai.prediction_dataset.PredictionDataset.__repr__">(abacusai.prediction_dataset.PredictionDataset method)</a>
 </li>
         <li><a href="autoapi/abacusai/prediction_feature_group/index.html#abacusai.prediction_feature_group.PredictionFeatureGroup.__repr__">(abacusai.prediction_feature_group.PredictionFeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/prediction_input/index.html#abacusai.prediction_input.PredictionDataset.__repr__">(abacusai.prediction_input.PredictionDataset method)</a>
-</li>
-        <li><a href="autoapi/abacusai/prediction_input/index.html#abacusai.prediction_input.PredictionFeatureGroup.__repr__">(abacusai.prediction_input.PredictionFeatureGroup method)</a>
 </li>
         <li><a href="autoapi/abacusai/prediction_input/index.html#abacusai.prediction_input.PredictionInput.__repr__">(abacusai.prediction_input.PredictionInput method)</a>
-</li>
-        <li><a href="autoapi/abacusai/prediction_operator/index.html#abacusai.prediction_operator.CodeSource.__repr__">(abacusai.prediction_operator.CodeSource method)</a>
 </li>
         <li><a href="autoapi/abacusai/prediction_operator/index.html#abacusai.prediction_operator.PredictionOperator.__repr__">(abacusai.prediction_operator.PredictionOperator method)</a>
-</li>
-        <li><a href="autoapi/abacusai/prediction_operator/index.html#abacusai.prediction_operator.PredictionOperatorVersion.__repr__">(abacusai.prediction_operator.PredictionOperatorVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/prediction_operator/index.html#abacusai.prediction_operator.RefreshSchedule.__repr__">(abacusai.prediction_operator.RefreshSchedule method)</a>
-</li>
-        <li><a href="autoapi/abacusai/prediction_operator_version/index.html#abacusai.prediction_operator_version.CodeSource.__repr__">(abacusai.prediction_operator_version.CodeSource method)</a>
 </li>
         <li><a href="autoapi/abacusai/prediction_operator_version/index.html#abacusai.prediction_operator_version.PredictionOperatorVersion.__repr__">(abacusai.prediction_operator_version.PredictionOperatorVersion method)</a>
 </li>
@@ -1801,50 +899,16 @@ <h2 id="_">_</h2>
         <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.__repr__">(abacusai.project.Project method)</a>
 </li>
         <li><a href="autoapi/abacusai/project_config/index.html#abacusai.project_config.ProjectConfig.__repr__">(abacusai.project_config.ProjectConfig method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.AnnotationConfig.__repr__">(abacusai.project_feature_group.AnnotationConfig method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.CodeSource.__repr__">(abacusai.project_feature_group.CodeSource method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.ConcatenationConfig.__repr__">(abacusai.project_feature_group.ConcatenationConfig method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.Feature.__repr__">(abacusai.project_feature_group.Feature method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.__repr__">(abacusai.project_feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroupTemplate.__repr__">(abacusai.project_feature_group.FeatureGroupTemplate method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroupVersion.__repr__">(abacusai.project_feature_group.FeatureGroupVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.IndexingConfig.__repr__">(abacusai.project_feature_group.IndexingConfig method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.NaturalLanguageExplanation.__repr__">(abacusai.project_feature_group.NaturalLanguageExplanation method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.PointInTimeGroup.__repr__">(abacusai.project_feature_group.PointInTimeGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.ProjectConfig.__repr__">(abacusai.project_feature_group.ProjectConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.ProjectFeatureGroup.__repr__">(abacusai.project_feature_group.ProjectFeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.ProjectFeatureGroupSchema.__repr__">(abacusai.project_feature_group.ProjectFeatureGroupSchema method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.RefreshSchedule.__repr__">(abacusai.project_feature_group.RefreshSchedule method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group_schema/index.html#abacusai.project_feature_group_schema.ProjectConfig.__repr__">(abacusai.project_feature_group_schema.ProjectConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/project_feature_group_schema/index.html#abacusai.project_feature_group_schema.ProjectFeatureGroupSchema.__repr__">(abacusai.project_feature_group_schema.ProjectFeatureGroupSchema method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group_schema/index.html#abacusai.project_feature_group_schema.Schema.__repr__">(abacusai.project_feature_group_schema.Schema method)</a>
 </li>
         <li><a href="autoapi/abacusai/project_feature_group_schema_version/index.html#abacusai.project_feature_group_schema_version.ProjectFeatureGroupSchemaVersion.__repr__">(abacusai.project_feature_group_schema_version.ProjectFeatureGroupSchemaVersion method)</a>
 </li>
         <li><a href="autoapi/abacusai/project_validation/index.html#abacusai.project_validation.ProjectValidation.__repr__">(abacusai.project_validation.ProjectValidation method)</a>
-</li>
-        <li><a href="autoapi/abacusai/python_function/index.html#abacusai.python_function.CodeSource.__repr__">(abacusai.python_function.CodeSource method)</a>
 </li>
         <li><a href="autoapi/abacusai/python_function/index.html#abacusai.python_function.PythonFunction.__repr__">(abacusai.python_function.PythonFunction method)</a>
-</li>
-        <li><a href="autoapi/abacusai/python_plot_function/index.html#abacusai.python_plot_function.CodeSource.__repr__">(abacusai.python_plot_function.CodeSource method)</a>
 </li>
         <li><a href="autoapi/abacusai/python_plot_function/index.html#abacusai.python_plot_function.PythonPlotFunction.__repr__">(abacusai.python_plot_function.PythonPlotFunction method)</a>
 </li>
@@ -1853,20 +917,12 @@ <h2 id="_">_</h2>
         <li><a href="autoapi/abacusai/realtime_monitor/index.html#abacusai.realtime_monitor.RealtimeMonitor.__repr__">(abacusai.realtime_monitor.RealtimeMonitor method)</a>
 </li>
         <li><a href="autoapi/abacusai/refresh_pipeline_run/index.html#abacusai.refresh_pipeline_run.RefreshPipelineRun.__repr__">(abacusai.refresh_pipeline_run.RefreshPipelineRun method)</a>
-</li>
-        <li><a href="autoapi/abacusai/refresh_pipeline_run/index.html#abacusai.refresh_pipeline_run.RefreshPolicy.__repr__">(abacusai.refresh_pipeline_run.RefreshPolicy method)</a>
-</li>
-        <li><a href="autoapi/abacusai/refresh_policy/index.html#abacusai.refresh_policy.FeatureGroupRefreshExportConfig.__repr__">(abacusai.refresh_policy.FeatureGroupRefreshExportConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/refresh_policy/index.html#abacusai.refresh_policy.RefreshPolicy.__repr__">(abacusai.refresh_policy.RefreshPolicy method)</a>
 </li>
         <li><a href="autoapi/abacusai/refresh_schedule/index.html#abacusai.refresh_schedule.RefreshSchedule.__repr__">(abacusai.refresh_schedule.RefreshSchedule method)</a>
 </li>
         <li><a href="autoapi/abacusai/resolved_feature_group_template/index.html#abacusai.resolved_feature_group_template.ResolvedFeatureGroupTemplate.__repr__">(abacusai.resolved_feature_group_template.ResolvedFeatureGroupTemplate method)</a>
-</li>
-        <li><a href="autoapi/abacusai/schema/index.html#abacusai.schema.NestedFeatureSchema.__repr__">(abacusai.schema.NestedFeatureSchema method)</a>
-</li>
-        <li><a href="autoapi/abacusai/schema/index.html#abacusai.schema.PointInTimeFeatureInfo.__repr__">(abacusai.schema.PointInTimeFeatureInfo method)</a>
 </li>
         <li><a href="autoapi/abacusai/schema/index.html#abacusai.schema.Schema.__repr__">(abacusai.schema.Schema method)</a>
 </li>
@@ -1889,16 +945,12 @@ <h2 id="_">_</h2>
         <li><a href="autoapi/abacusai/use_case/index.html#abacusai.use_case.UseCase.__repr__">(abacusai.use_case.UseCase method)</a>
 </li>
         <li><a href="autoapi/abacusai/use_case_requirements/index.html#abacusai.use_case_requirements.UseCaseRequirements.__repr__">(abacusai.use_case_requirements.UseCaseRequirements method)</a>
-</li>
-        <li><a href="autoapi/abacusai/user/index.html#abacusai.user.OrganizationGroup.__repr__">(abacusai.user.OrganizationGroup method)</a>
 </li>
         <li><a href="autoapi/abacusai/user/index.html#abacusai.user.User.__repr__">(abacusai.user.User method)</a>
 </li>
         <li><a href="autoapi/abacusai/user_exception/index.html#abacusai.user_exception.UserException.__repr__">(abacusai.user_exception.UserException method)</a>
 </li>
         <li><a href="autoapi/abacusai/web_search_response/index.html#abacusai.web_search_response.WebSearchResponse.__repr__">(abacusai.web_search_response.WebSearchResponse method)</a>
-</li>
-        <li><a href="autoapi/abacusai/web_search_response/index.html#abacusai.web_search_response.WebSearchResult.__repr__">(abacusai.web_search_response.WebSearchResult method)</a>
 </li>
         <li><a href="autoapi/abacusai/web_search_result/index.html#abacusai.web_search_result.WebSearchResult.__repr__">(abacusai.web_search_result.WebSearchResult method)</a>
 </li>
@@ -1910,79 +962,19 @@ <h2 id="_">_</h2>
       <li><a href="autoapi/abacusai/api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass.__setitem__">__setitem__() (abacusai.api_class.abstract.ApiClass method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.ApiClass.__setitem__">(abacusai.api_class.ai_agents.ApiClass method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApiClass.__setitem__">(abacusai.api_class.ApiClass method)</a>, <a href="autoapi/abacusai/api_class/index.html#id125">[1]</a>, <a href="autoapi/abacusai/api_class/index.html#id152">[2]</a>, <a href="autoapi/abacusai/api_class/index.html#id171">[3]</a>, <a href="autoapi/abacusai/api_class/index.html#id189">[4]</a>, <a href="autoapi/abacusai/api_class/index.html#id208">[5]</a>, <a href="autoapi/abacusai/api_class/index.html#id22">[6]</a>, <a href="autoapi/abacusai/api_class/index.html#id227">[7]</a>, <a href="autoapi/abacusai/api_class/index.html#id241">[8]</a>, <a href="autoapi/abacusai/api_class/index.html#id36">[9]</a>, <a href="autoapi/abacusai/api_class/index.html#id55">[10]</a>, <a href="autoapi/abacusai/api_class/index.html#id78">[11]</a>, <a href="autoapi/abacusai/api_class/index.html#id8">[12]</a>, <a href="autoapi/abacusai/api_class/index.html#id97">[13]</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/ai_chat/index.html#abacusai.api_class.ai_chat.ApiClass.__setitem__">(abacusai.api_class.ai_chat.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApiClass.__setitem__">(abacusai.api_class.ApiClass method)</a>, <a href="autoapi/abacusai/api_class/index.html#id116">[1]</a>, <a href="autoapi/abacusai/api_class/index.html#id135">[2]</a>, <a href="autoapi/abacusai/api_class/index.html#id154">[3]</a>, <a href="autoapi/abacusai/api_class/index.html#id172">[4]</a>, <a href="autoapi/abacusai/api_class/index.html#id191">[5]</a>, <a href="autoapi/abacusai/api_class/index.html#id210">[6]</a>, <a href="autoapi/abacusai/api_class/index.html#id22">[7]</a>, <a href="autoapi/abacusai/api_class/index.html#id224">[8]</a>, <a href="autoapi/abacusai/api_class/index.html#id36">[9]</a>, <a href="autoapi/abacusai/api_class/index.html#id50">[10]</a>, <a href="autoapi/abacusai/api_class/index.html#id71">[11]</a>, <a href="autoapi/abacusai/api_class/index.html#id8">[12]</a>, <a href="autoapi/abacusai/api_class/index.html#id90">[13]</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.ApiClass.__setitem__">(abacusai.api_class.batch_prediction.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/blob_input/index.html#abacusai.api_class.blob_input.ApiClass.__setitem__">(abacusai.api_class.blob_input.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/dataset/index.html#abacusai.api_class.dataset.ApiClass.__setitem__">(abacusai.api_class.dataset.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.ApiClass.__setitem__">(abacusai.api_class.deployment.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/document_retriever/index.html#abacusai.api_class.document_retriever.ApiClass.__setitem__">(abacusai.api_class.document_retriever.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.ApiClass.__setitem__">(abacusai.api_class.feature_group.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ApiClass.__setitem__">(abacusai.api_class.model.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.ApiClass.__setitem__">(abacusai.api_class.monitor.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.ApiClass.__setitem__">(abacusai.api_class.monitor_alert.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.ApiClass.__setitem__">(abacusai.api_class.project.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/python_functions/index.html#abacusai.api_class.python_functions.ApiClass.__setitem__">(abacusai.api_class.python_functions.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/refresh/index.html#abacusai.api_class.refresh.ApiClass.__setitem__">(abacusai.api_class.refresh.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ApiClass.__setitem__">(abacusai.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClass.__setitem__">(abacusai.client.ApiClass method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ApiClass.__setitem__">(abacusai.ApiClass method)</a>
 </li>
       </ul></li>
       <li><a href="autoapi/abacusai/api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass.__str__">__str__() (abacusai.api_class.abstract.ApiClass method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.ApiClass.__str__">(abacusai.api_class.ai_agents.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/ai_chat/index.html#abacusai.api_class.ai_chat.ApiClass.__str__">(abacusai.api_class.ai_chat.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApiClass.__str__">(abacusai.api_class.ApiClass method)</a>, <a href="autoapi/abacusai/api_class/index.html#id113">[1]</a>, <a href="autoapi/abacusai/api_class/index.html#id132">[2]</a>, <a href="autoapi/abacusai/api_class/index.html#id151">[3]</a>, <a href="autoapi/abacusai/api_class/index.html#id169">[4]</a>, <a href="autoapi/abacusai/api_class/index.html#id188">[5]</a>, <a href="autoapi/abacusai/api_class/index.html#id19">[6]</a>, <a href="autoapi/abacusai/api_class/index.html#id207">[7]</a>, <a href="autoapi/abacusai/api_class/index.html#id221">[8]</a>, <a href="autoapi/abacusai/api_class/index.html#id33">[9]</a>, <a href="autoapi/abacusai/api_class/index.html#id47">[10]</a>, <a href="autoapi/abacusai/api_class/index.html#id5">[11]</a>, <a href="autoapi/abacusai/api_class/index.html#id68">[12]</a>, <a href="autoapi/abacusai/api_class/index.html#id87">[13]</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.ApiClass.__str__">(abacusai.api_class.batch_prediction.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/blob_input/index.html#abacusai.api_class.blob_input.ApiClass.__str__">(abacusai.api_class.blob_input.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/dataset/index.html#abacusai.api_class.dataset.ApiClass.__str__">(abacusai.api_class.dataset.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.ApiClass.__str__">(abacusai.api_class.deployment.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/document_retriever/index.html#abacusai.api_class.document_retriever.ApiClass.__str__">(abacusai.api_class.document_retriever.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.ApiClass.__str__">(abacusai.api_class.feature_group.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ApiClass.__str__">(abacusai.api_class.model.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.ApiClass.__str__">(abacusai.api_class.monitor.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.ApiClass.__str__">(abacusai.api_class.monitor_alert.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.ApiClass.__str__">(abacusai.api_class.project.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/python_functions/index.html#abacusai.api_class.python_functions.ApiClass.__str__">(abacusai.api_class.python_functions.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/refresh/index.html#abacusai.api_class.refresh.ApiClass.__str__">(abacusai.api_class.refresh.ApiClass method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApiClass.__str__">(abacusai.api_class.ApiClass method)</a>, <a href="autoapi/abacusai/api_class/index.html#id122">[1]</a>, <a href="autoapi/abacusai/api_class/index.html#id149">[2]</a>, <a href="autoapi/abacusai/api_class/index.html#id168">[3]</a>, <a href="autoapi/abacusai/api_class/index.html#id186">[4]</a>, <a href="autoapi/abacusai/api_class/index.html#id19">[5]</a>, <a href="autoapi/abacusai/api_class/index.html#id205">[6]</a>, <a href="autoapi/abacusai/api_class/index.html#id224">[7]</a>, <a href="autoapi/abacusai/api_class/index.html#id238">[8]</a>, <a href="autoapi/abacusai/api_class/index.html#id33">[9]</a>, <a href="autoapi/abacusai/api_class/index.html#id5">[10]</a>, <a href="autoapi/abacusai/api_class/index.html#id52">[11]</a>, <a href="autoapi/abacusai/api_class/index.html#id75">[12]</a>, <a href="autoapi/abacusai/api_class/index.html#id94">[13]</a>
 </li>
         <li><a href="autoapi/abacusai/index.html#abacusai.ApiClass.__str__">(abacusai.ApiClass method)</a>
 </li>
         <li><a href="autoapi/abacusai/index.html#abacusai.ApiException.__str__">(abacusai.ApiException method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClass.__str__">(abacusai.client.ApiClass method)</a>
 </li>
         <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiException.__str__">(abacusai.client.ApiException method)</a>
 </li>
@@ -2008,27 +1000,9 @@ <h2 id="_">_</h2>
       <li><a href="autoapi/abacusai/index.html#abacusai._ApiClassFactory">_ApiClassFactory (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._ApiClassFactory">(class in abacusai.api_class)</a>, <a href="autoapi/abacusai/api_class/index.html#id122">[1]</a>, <a href="autoapi/abacusai/api_class/index.html#id141">[2]</a>, <a href="autoapi/abacusai/api_class/index.html#id178">[3]</a>, <a href="autoapi/abacusai/api_class/index.html#id197">[4]</a>, <a href="autoapi/abacusai/api_class/index.html#id230">[5]</a>, <a href="autoapi/abacusai/api_class/index.html#id56">[6]</a>, <a href="autoapi/abacusai/api_class/index.html#id77">[7]</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._ApiClassFactory">(class in abacusai.api_class)</a>, <a href="autoapi/abacusai/api_class/index.html#id131">[1]</a>, <a href="autoapi/abacusai/api_class/index.html#id158">[2]</a>, <a href="autoapi/abacusai/api_class/index.html#id195">[3]</a>, <a href="autoapi/abacusai/api_class/index.html#id214">[4]</a>, <a href="autoapi/abacusai/api_class/index.html#id247">[5]</a>, <a href="autoapi/abacusai/api_class/index.html#id42">[6]</a>, <a href="autoapi/abacusai/api_class/index.html#id63">[7]</a>, <a href="autoapi/abacusai/api_class/index.html#id84">[8]</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/abstract/index.html#abacusai.api_class.abstract._ApiClassFactory">(class in abacusai.api_class.abstract)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction._ApiClassFactory">(class in abacusai.api_class.batch_prediction)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/connectors/index.html#abacusai.api_class.connectors._ApiClassFactory">(class in abacusai.api_class.connectors)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector._ApiClassFactory">(class in abacusai.api_class.dataset_application_connector)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment._ApiClassFactory">(class in abacusai.api_class.deployment)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group._ApiClassFactory">(class in abacusai.api_class.feature_group)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model._ApiClassFactory">(class in abacusai.api_class.model)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert._ApiClassFactory">(class in abacusai.api_class.monitor_alert)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project._ApiClassFactory">(class in abacusai.api_class.project)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/refresh/index.html#abacusai.api_class.refresh._ApiClassFactory">(class in abacusai.api_class.refresh)</a>
 </li>
       </ul></li>
       <li><a href="autoapi/abacusai/client/index.html#abacusai.client._ApiExceptionFactory">_ApiExceptionFactory (class in abacusai.client)</a>
@@ -2050,13 +1024,7 @@ <h2 id="_">_</h2>
 </li>
       </ul></li>
       <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BaseApiClient._build_class">_build_class() (abacusai.client.BaseApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.BaseApiClient._build_class">(abacusai.prediction_client.BaseApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/streaming_client/index.html#abacusai.streaming_client.BaseApiClient._build_class">(abacusai.streaming_client.BaseApiClient method)</a>
 </li>
-      </ul></li>
       <li><a href="autoapi/abacusai/client/index.html#abacusai.client._cached_endpoints">_cached_endpoints (in module abacusai.client)</a>
 </li>
       <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient._call_aiagent_app_send_message">_call_aiagent_app_send_message() (abacusai.ApiClient method)</a>
@@ -2066,41 +1034,17 @@ <h2 id="_">_</h2>
 </li>
       </ul></li>
       <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BaseApiClient._call_api">_call_api() (abacusai.client.BaseApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.BaseApiClient._call_api">(abacusai.prediction_client.BaseApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/streaming_client/index.html#abacusai.streaming_client.BaseApiClient._call_api">(abacusai.streaming_client.BaseApiClient method)</a>
 </li>
-      </ul></li>
       <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BaseApiClient._clean_api_objects">_clean_api_objects() (abacusai.client.BaseApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.BaseApiClient._clean_api_objects">(abacusai.prediction_client.BaseApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/streaming_client/index.html#abacusai.streaming_client.BaseApiClient._clean_api_objects">(abacusai.streaming_client.BaseApiClient method)</a>
 </li>
-      </ul></li>
       <li><a href="autoapi/abacusai/global_context/index.html#abacusai.global_context._context">_context (in module abacusai.global_context)</a>
 </li>
       <li><a href="autoapi/abacusai/client/index.html#abacusai.client._discover_service_url">_discover_service_url() (in module abacusai.client)</a>
 </li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ExecuteFeatureGroupOperation._download_avro_file">_download_avro_file() (abacusai.client.ExecuteFeatureGroupOperation method)</a>
+      <li><a href="autoapi/abacusai/execute_feature_group_operation/index.html#abacusai.execute_feature_group_operation.ExecuteFeatureGroupOperation._download_avro_file">_download_avro_file() (abacusai.execute_feature_group_operation.ExecuteFeatureGroupOperation method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroupVersion._download_avro_file">(abacusai.client.FeatureGroupVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/execute_feature_group_operation/index.html#abacusai.execute_feature_group_operation.ExecuteFeatureGroupOperation._download_avro_file">(abacusai.execute_feature_group_operation.ExecuteFeatureGroupOperation method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroupVersion._download_avro_file">(abacusai.feature_group.FeatureGroupVersion method)</a>
-</li>
         <li><a href="autoapi/abacusai/feature_group_version/index.html#abacusai.feature_group_version.FeatureGroupVersion._download_avro_file">(abacusai.feature_group_version.FeatureGroupVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/llm_execution_result/index.html#abacusai.llm_execution_result.ExecuteFeatureGroupOperation._download_avro_file">(abacusai.llm_execution_result.ExecuteFeatureGroupOperation method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroupVersion._download_avro_file">(abacusai.organization_search_result.FeatureGroupVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroupVersion._download_avro_file">(abacusai.project_feature_group.FeatureGroupVersion method)</a>
 </li>
       </ul></li>
       <li><a href="autoapi/abacusai/index.html#abacusai._FeatureGroupExportConfigFactory">_FeatureGroupExportConfigFactory (class in abacusai)</a>
@@ -2123,19056 +1067,14874 @@ <h2 id="_">_</h2>
         <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient._get_agent_async_app_caller">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/abacus_api/index.html#abacusai.abacus_api.AbstractApiClass._get_attribute_as_dict">_get_attribute_as_dict() (abacusai.abacus_api.AbstractApiClass method)</a>
+      <li><a href="autoapi/abacusai/return_class/index.html#abacusai.return_class.AbstractApiClass._get_attribute_as_dict">_get_attribute_as_dict() (abacusai.return_class.AbstractApiClass method)</a>
+</li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.AlertActionConfig._get_builder">_get_builder() (abacusai.AlertActionConfig class method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/agent/index.html#abacusai.agent.AbstractApiClass._get_attribute_as_dict">(abacusai.agent.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/agent_data_document_info/index.html#abacusai.agent_data_document_info.AbstractApiClass._get_attribute_as_dict">(abacusai.agent_data_document_info.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/agent_data_execution_result/index.html#abacusai.agent_data_execution_result.AbstractApiClass._get_attribute_as_dict">(abacusai.agent_data_execution_result.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.AlertConditionConfig._get_builder">(abacusai.AlertConditionConfig class method)</a>
 </li>
-        <li><a href="autoapi/abacusai/agent_version/index.html#abacusai.agent_version.AbstractApiClass._get_attribute_as_dict">(abacusai.agent_version.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass._get_builder">(abacusai.api_class.abstract.ApiClass class method)</a>
 </li>
-        <li><a href="autoapi/abacusai/ai_building_task/index.html#abacusai.ai_building_task.AbstractApiClass._get_attribute_as_dict">(abacusai.ai_building_task.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.AlertActionConfig._get_builder">(abacusai.api_class.AlertActionConfig class method)</a>
 </li>
-        <li><a href="autoapi/abacusai/algorithm/index.html#abacusai.algorithm.AbstractApiClass._get_attribute_as_dict">(abacusai.algorithm.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.AlertConditionConfig._get_builder">(abacusai.api_class.AlertConditionConfig class method)</a>
 </li>
-        <li><a href="autoapi/abacusai/annotation/index.html#abacusai.annotation.AbstractApiClass._get_attribute_as_dict">(abacusai.annotation.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApiClass._get_builder">(abacusai.api_class.ApiClass class method)</a>, <a href="autoapi/abacusai/api_class/index.html#id121">[1]</a>, <a href="autoapi/abacusai/api_class/index.html#id148">[2]</a>, <a href="autoapi/abacusai/api_class/index.html#id167">[3]</a>, <a href="autoapi/abacusai/api_class/index.html#id18">[4]</a>, <a href="autoapi/abacusai/api_class/index.html#id185">[5]</a>, <a href="autoapi/abacusai/api_class/index.html#id204">[6]</a>, <a href="autoapi/abacusai/api_class/index.html#id223">[7]</a>, <a href="autoapi/abacusai/api_class/index.html#id237">[8]</a>, <a href="autoapi/abacusai/api_class/index.html#id32">[9]</a>, <a href="autoapi/abacusai/api_class/index.html#id4">[10]</a>, <a href="autoapi/abacusai/api_class/index.html#id51">[11]</a>, <a href="autoapi/abacusai/api_class/index.html#id74">[12]</a>, <a href="autoapi/abacusai/api_class/index.html#id93">[13]</a>
 </li>
-        <li><a href="autoapi/abacusai/annotation_config/index.html#abacusai.annotation_config.AbstractApiClass._get_attribute_as_dict">(abacusai.annotation_config.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApplicationConnectorDatasetConfig._get_builder">(abacusai.api_class.ApplicationConnectorDatasetConfig class method)</a>
 </li>
-        <li><a href="autoapi/abacusai/annotation_document/index.html#abacusai.annotation_document.AbstractApiClass._get_attribute_as_dict">(abacusai.annotation_document.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.BatchPredictionArgs._get_builder">(abacusai.api_class.batch_prediction.BatchPredictionArgs class method)</a>
 </li>
-        <li><a href="autoapi/abacusai/annotation_entry/index.html#abacusai.annotation_entry.AbstractApiClass._get_attribute_as_dict">(abacusai.annotation_entry.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BatchPredictionArgs._get_builder">(abacusai.api_class.BatchPredictionArgs class method)</a>
 </li>
-        <li><a href="autoapi/abacusai/annotations_status/index.html#abacusai.annotations_status.AbstractApiClass._get_attribute_as_dict">(abacusai.annotations_status.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/api_class/connectors/index.html#abacusai.api_class.connectors.StreamingConnectorDatasetConfig._get_builder">(abacusai.api_class.connectors.StreamingConnectorDatasetConfig class method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_endpoint/index.html#abacusai.api_endpoint.AbstractApiClass._get_attribute_as_dict">(abacusai.api_endpoint.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.ApplicationConnectorDatasetConfig._get_builder">(abacusai.api_class.dataset_application_connector.ApplicationConnectorDatasetConfig class method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_key/index.html#abacusai.api_key.AbstractApiClass._get_attribute_as_dict">(abacusai.api_key.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.PredictionArguments._get_builder">(abacusai.api_class.deployment.PredictionArguments class method)</a>
 </li>
-        <li><a href="autoapi/abacusai/app_user_group/index.html#abacusai.app_user_group.AbstractApiClass._get_attribute_as_dict">(abacusai.app_user_group.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.MergeConfig._get_builder">(abacusai.api_class.feature_group.MergeConfig class method)</a>
 </li>
-        <li><a href="autoapi/abacusai/application_connector/index.html#abacusai.application_connector.AbstractApiClass._get_attribute_as_dict">(abacusai.application_connector.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.OperatorConfig._get_builder">(abacusai.api_class.feature_group.OperatorConfig class method)</a>
 </li>
-        <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.AbstractApiClass._get_attribute_as_dict">(abacusai.batch_prediction.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.SamplingConfig._get_builder">(abacusai.api_class.feature_group.SamplingConfig class method)</a>
 </li>
-        <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.AbstractApiClass._get_attribute_as_dict">(abacusai.batch_prediction_version.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FeatureGroupExportConfig._get_builder">(abacusai.api_class.FeatureGroupExportConfig class method)</a>
 </li>
-        <li><a href="autoapi/abacusai/batch_prediction_version_logs/index.html#abacusai.batch_prediction_version_logs.AbstractApiClass._get_attribute_as_dict">(abacusai.batch_prediction_version_logs.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MergeConfig._get_builder">(abacusai.api_class.MergeConfig class method)</a>
 </li>
-        <li><a href="autoapi/abacusai/categorical_range_violation/index.html#abacusai.categorical_range_violation.AbstractApiClass._get_attribute_as_dict">(abacusai.categorical_range_violation.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.TrainingConfig._get_builder">(abacusai.api_class.model.TrainingConfig class method)</a>
 </li>
-        <li><a href="autoapi/abacusai/chat_message/index.html#abacusai.chat_message.AbstractApiClass._get_attribute_as_dict">(abacusai.chat_message.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.AlertActionConfig._get_builder">(abacusai.api_class.monitor_alert.AlertActionConfig class method)</a>
 </li>
-        <li><a href="autoapi/abacusai/chat_session/index.html#abacusai.chat_session.AbstractApiClass._get_attribute_as_dict">(abacusai.chat_session.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.AlertConditionConfig._get_builder">(abacusai.api_class.monitor_alert.AlertConditionConfig class method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.AbstractApiClass._get_attribute_as_dict">(abacusai.client.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.OperatorConfig._get_builder">(abacusai.api_class.OperatorConfig class method)</a>
 </li>
-        <li><a href="autoapi/abacusai/code_source/index.html#abacusai.code_source.AbstractApiClass._get_attribute_as_dict">(abacusai.code_source.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PredictionArguments._get_builder">(abacusai.api_class.PredictionArguments class method)</a>
 </li>
-        <li><a href="autoapi/abacusai/concatenation_config/index.html#abacusai.concatenation_config.AbstractApiClass._get_attribute_as_dict">(abacusai.concatenation_config.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.ProjectFeatureGroupConfig._get_builder">(abacusai.api_class.project.ProjectFeatureGroupConfig class method)</a>
 </li>
-        <li><a href="autoapi/abacusai/cpu_gpu_memory_specs/index.html#abacusai.cpu_gpu_memory_specs.AbstractApiClass._get_attribute_as_dict">(abacusai.cpu_gpu_memory_specs.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProjectFeatureGroupConfig._get_builder">(abacusai.api_class.ProjectFeatureGroupConfig class method)</a>
 </li>
-        <li><a href="autoapi/abacusai/custom_loss_function/index.html#abacusai.custom_loss_function.AbstractApiClass._get_attribute_as_dict">(abacusai.custom_loss_function.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/api_class/refresh/index.html#abacusai.api_class.refresh.FeatureGroupExportConfig._get_builder">(abacusai.api_class.refresh.FeatureGroupExportConfig class method)</a>
 </li>
-        <li><a href="autoapi/abacusai/custom_metric/index.html#abacusai.custom_metric.AbstractApiClass._get_attribute_as_dict">(abacusai.custom_metric.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.SamplingConfig._get_builder">(abacusai.api_class.SamplingConfig class method)</a>
 </li>
-        <li><a href="autoapi/abacusai/custom_metric_version/index.html#abacusai.custom_metric_version.AbstractApiClass._get_attribute_as_dict">(abacusai.custom_metric_version.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.StreamingConnectorDatasetConfig._get_builder">(abacusai.api_class.StreamingConnectorDatasetConfig class method)</a>
 </li>
-        <li><a href="autoapi/abacusai/custom_train_function_info/index.html#abacusai.custom_train_function_info.AbstractApiClass._get_attribute_as_dict">(abacusai.custom_train_function_info.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TrainingConfig._get_builder">(abacusai.api_class.TrainingConfig class method)</a>
 </li>
-        <li><a href="autoapi/abacusai/data_consistency_duplication/index.html#abacusai.data_consistency_duplication.AbstractApiClass._get_attribute_as_dict">(abacusai.data_consistency_duplication.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ApiClass._get_builder">(abacusai.ApiClass class method)</a>
 </li>
-        <li><a href="autoapi/abacusai/data_metrics/index.html#abacusai.data_metrics.AbstractApiClass._get_attribute_as_dict">(abacusai.data_metrics.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ApplicationConnectorDatasetConfig._get_builder">(abacusai.ApplicationConnectorDatasetConfig class method)</a>
 </li>
-        <li><a href="autoapi/abacusai/data_prep_logs/index.html#abacusai.data_prep_logs.AbstractApiClass._get_attribute_as_dict">(abacusai.data_prep_logs.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.BatchPredictionArgs._get_builder">(abacusai.BatchPredictionArgs class method)</a>
 </li>
-        <li><a href="autoapi/abacusai/data_quality_results/index.html#abacusai.data_quality_results.AbstractApiClass._get_attribute_as_dict">(abacusai.data_quality_results.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.FeatureGroupExportConfig._get_builder">(abacusai.FeatureGroupExportConfig class method)</a>
 </li>
-        <li><a href="autoapi/abacusai/data_upload_result/index.html#abacusai.data_upload_result.AbstractApiClass._get_attribute_as_dict">(abacusai.data_upload_result.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.MergeConfig._get_builder">(abacusai.MergeConfig class method)</a>
 </li>
-        <li><a href="autoapi/abacusai/database_column_feature_mapping/index.html#abacusai.database_column_feature_mapping.AbstractApiClass._get_attribute_as_dict">(abacusai.database_column_feature_mapping.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.OperatorConfig._get_builder">(abacusai.OperatorConfig class method)</a>
 </li>
-        <li><a href="autoapi/abacusai/database_connector/index.html#abacusai.database_connector.AbstractApiClass._get_attribute_as_dict">(abacusai.database_connector.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionArguments._get_builder">(abacusai.PredictionArguments class method)</a>
 </li>
-        <li><a href="autoapi/abacusai/database_connector_column/index.html#abacusai.database_connector_column.AbstractApiClass._get_attribute_as_dict">(abacusai.database_connector_column.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ProjectFeatureGroupConfig._get_builder">(abacusai.ProjectFeatureGroupConfig class method)</a>
 </li>
-        <li><a href="autoapi/abacusai/database_connector_schema/index.html#abacusai.database_connector_schema.AbstractApiClass._get_attribute_as_dict">(abacusai.database_connector_schema.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.SamplingConfig._get_builder">(abacusai.SamplingConfig class method)</a>
 </li>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.AbstractApiClass._get_attribute_as_dict">(abacusai.dataset.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.StreamingConnectorDatasetConfig._get_builder">(abacusai.StreamingConnectorDatasetConfig class method)</a>
 </li>
-        <li><a href="autoapi/abacusai/dataset_column/index.html#abacusai.dataset_column.AbstractApiClass._get_attribute_as_dict">(abacusai.dataset_column.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.TrainingConfig._get_builder">(abacusai.TrainingConfig class method)</a>
 </li>
-        <li><a href="autoapi/abacusai/dataset_version/index.html#abacusai.dataset_version.AbstractApiClass._get_attribute_as_dict">(abacusai.dataset_version.AbstractApiClass method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient._get_doc_retriever_deployment_info">_get_doc_retriever_deployment_info() (abacusai.ApiClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient._get_doc_retriever_deployment_info">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/dataset_version_logs/index.html#abacusai.dataset_version_logs.AbstractApiClass._get_attribute_as_dict">(abacusai.dataset_version_logs.AbstractApiClass method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BaseApiClient._get_prediction_endpoint">_get_prediction_endpoint() (abacusai.client.BaseApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.AbstractApiClass._get_attribute_as_dict">(abacusai.deployment.AbstractApiClass method)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BaseApiClient._get_proxy_endpoint">_get_proxy_endpoint() (abacusai.client.BaseApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/deployment_auth_token/index.html#abacusai.deployment_auth_token.AbstractApiClass._get_attribute_as_dict">(abacusai.deployment_auth_token.AbstractApiClass method)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BaseApiClient._get_streaming_endpoint">_get_streaming_endpoint() (abacusai.client.BaseApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/deployment_conversation/index.html#abacusai.deployment_conversation.AbstractApiClass._get_attribute_as_dict">(abacusai.deployment_conversation.AbstractApiClass method)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client._is_json_serializable">_is_json_serializable() (in module abacusai.client)</a>
 </li>
-        <li><a href="autoapi/abacusai/deployment_conversation_event/index.html#abacusai.deployment_conversation_event.AbstractApiClass._get_attribute_as_dict">(abacusai.deployment_conversation_event.AbstractApiClass method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient._is_proxy_app_caller">_is_proxy_app_caller() (abacusai.ApiClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient._is_proxy_app_caller">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/deployment_conversation_export/index.html#abacusai.deployment_conversation_export.AbstractApiClass._get_attribute_as_dict">(abacusai.deployment_conversation_export.AbstractApiClass method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai._MergeConfigFactory">_MergeConfigFactory (class in abacusai)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._MergeConfigFactory">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/document_data/index.html#abacusai.document_data.AbstractApiClass._get_attribute_as_dict">(abacusai.document_data.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group._MergeConfigFactory">(class in abacusai.api_class.feature_group)</a>
 </li>
-        <li><a href="autoapi/abacusai/document_retriever/index.html#abacusai.document_retriever.AbstractApiClass._get_attribute_as_dict">(abacusai.document_retriever.AbstractApiClass method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/python_function_validator/index.html#abacusai.python_function_validator._MonkeyPatch">_MonkeyPatch (class in abacusai.python_function_validator)</a>
 </li>
-        <li><a href="autoapi/abacusai/document_retriever_config/index.html#abacusai.document_retriever_config.AbstractApiClass._get_attribute_as_dict">(abacusai.document_retriever_config.AbstractApiClass method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai._OperatorConfigFactory">_OperatorConfigFactory (class in abacusai)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._OperatorConfigFactory">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/document_retriever_lookup_result/index.html#abacusai.document_retriever_lookup_result.AbstractApiClass._get_attribute_as_dict">(abacusai.document_retriever_lookup_result.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group._OperatorConfigFactory">(class in abacusai.api_class.feature_group)</a>
 </li>
-        <li><a href="autoapi/abacusai/document_retriever_version/index.html#abacusai.document_retriever_version.AbstractApiClass._get_attribute_as_dict">(abacusai.document_retriever_version.AbstractApiClass method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BaseApiClient._poll">_poll() (abacusai.client.BaseApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/drift_distribution/index.html#abacusai.drift_distribution.AbstractApiClass._get_attribute_as_dict">(abacusai.drift_distribution.AbstractApiClass method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai._PredictionArgumentsFactory">_PredictionArgumentsFactory (class in abacusai)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._PredictionArgumentsFactory">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/drift_distributions/index.html#abacusai.drift_distributions.AbstractApiClass._get_attribute_as_dict">(abacusai.drift_distributions.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment._PredictionArgumentsFactory">(class in abacusai.api_class.deployment)</a>
 </li>
-        <li><a href="autoapi/abacusai/eda/index.html#abacusai.eda.AbstractApiClass._get_attribute_as_dict">(abacusai.eda.AbstractApiClass method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai._ProjectFeatureGroupConfigFactory">_ProjectFeatureGroupConfigFactory (class in abacusai)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._ProjectFeatureGroupConfigFactory">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/eda_chart_description/index.html#abacusai.eda_chart_description.AbstractApiClass._get_attribute_as_dict">(abacusai.eda_chart_description.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project._ProjectFeatureGroupConfigFactory">(class in abacusai.api_class.project)</a>
 </li>
-        <li><a href="autoapi/abacusai/eda_collinearity/index.html#abacusai.eda_collinearity.AbstractApiClass._get_attribute_as_dict">(abacusai.eda_collinearity.AbstractApiClass method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BaseApiClient._proxy_request">_proxy_request() (abacusai.client.BaseApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/eda_data_consistency/index.html#abacusai.eda_data_consistency.AbstractApiClass._get_attribute_as_dict">(abacusai.eda_data_consistency.AbstractApiClass method)</a>
+      <li><a href="autoapi/abacusai/api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass._repr_html_">_repr_html_() (abacusai.api_class.abstract.ApiClass method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApiClass._repr_html_">(abacusai.api_class.ApiClass method)</a>, <a href="autoapi/abacusai/api_class/index.html#id123">[1]</a>, <a href="autoapi/abacusai/api_class/index.html#id150">[2]</a>, <a href="autoapi/abacusai/api_class/index.html#id169">[3]</a>, <a href="autoapi/abacusai/api_class/index.html#id187">[4]</a>, <a href="autoapi/abacusai/api_class/index.html#id20">[5]</a>, <a href="autoapi/abacusai/api_class/index.html#id206">[6]</a>, <a href="autoapi/abacusai/api_class/index.html#id225">[7]</a>, <a href="autoapi/abacusai/api_class/index.html#id239">[8]</a>, <a href="autoapi/abacusai/api_class/index.html#id34">[9]</a>, <a href="autoapi/abacusai/api_class/index.html#id53">[10]</a>, <a href="autoapi/abacusai/api_class/index.html#id6">[11]</a>, <a href="autoapi/abacusai/api_class/index.html#id76">[12]</a>, <a href="autoapi/abacusai/api_class/index.html#id95">[13]</a>
 </li>
-        <li><a href="autoapi/abacusai/eda_feature_association/index.html#abacusai.eda_feature_association.AbstractApiClass._get_attribute_as_dict">(abacusai.eda_feature_association.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ApiClass._repr_html_">(abacusai.ApiClass method)</a>
 </li>
-        <li><a href="autoapi/abacusai/eda_feature_collinearity/index.html#abacusai.eda_feature_collinearity.AbstractApiClass._get_attribute_as_dict">(abacusai.eda_feature_collinearity.AbstractApiClass method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BaseApiClient._request">_request() (abacusai.client.BaseApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/eda_forecasting_analysis/index.html#abacusai.eda_forecasting_analysis.AbstractApiClass._get_attribute_as_dict">(abacusai.eda_forecasting_analysis.AbstractApiClass method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai._request_context">_request_context (in module abacusai)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client._request_context">(in module abacusai.client)</a>
 </li>
-        <li><a href="autoapi/abacusai/eda_version/index.html#abacusai.eda_version.AbstractApiClass._get_attribute_as_dict">(abacusai.eda_version.AbstractApiClass method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client._requests_retry_session">_requests_retry_session() (in module abacusai.client)</a>
 </li>
-        <li><a href="autoapi/abacusai/embedding_feature_drift_distribution/index.html#abacusai.embedding_feature_drift_distribution.AbstractApiClass._get_attribute_as_dict">(abacusai.embedding_feature_drift_distribution.AbstractApiClass method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai._SamplingConfigFactory">_SamplingConfigFactory (class in abacusai)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._SamplingConfigFactory">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/execute_feature_group_operation/index.html#abacusai.execute_feature_group_operation.AbstractApiClass._get_attribute_as_dict">(abacusai.execute_feature_group_operation.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group._SamplingConfigFactory">(class in abacusai.api_class.feature_group)</a>
 </li>
-        <li><a href="autoapi/abacusai/external_application/index.html#abacusai.external_application.AbstractApiClass._get_attribute_as_dict">(abacusai.external_application.AbstractApiClass method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient._status_poll">_status_poll() (abacusai.ApiClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient._status_poll">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/external_invite/index.html#abacusai.external_invite.AbstractApiClass._get_attribute_as_dict">(abacusai.external_invite.AbstractApiClass method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient._stream_llm_call">_stream_llm_call() (abacusai.ApiClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient._stream_llm_call">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/extracted_fields/index.html#abacusai.extracted_fields.AbstractApiClass._get_attribute_as_dict">(abacusai.extracted_fields.AbstractApiClass method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai._StreamingConnectorDatasetConfigFactory">_StreamingConnectorDatasetConfigFactory (class in abacusai)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._StreamingConnectorDatasetConfigFactory">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature/index.html#abacusai.feature.AbstractApiClass._get_attribute_as_dict">(abacusai.feature.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/api_class/connectors/index.html#abacusai.api_class.connectors._StreamingConnectorDatasetConfigFactory">(class in abacusai.api_class.connectors)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_distribution/index.html#abacusai.feature_distribution.AbstractApiClass._get_attribute_as_dict">(abacusai.feature_distribution.AbstractApiClass method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass._support_kwargs">_support_kwargs (abacusai.api_class.abstract.ApiClass attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApiClass._support_kwargs">(abacusai.api_class.ApiClass attribute)</a>, <a href="autoapi/abacusai/api_class/index.html#id119">[1]</a>, <a href="autoapi/abacusai/api_class/index.html#id146">[2]</a>, <a href="autoapi/abacusai/api_class/index.html#id16">[3]</a>, <a href="autoapi/abacusai/api_class/index.html#id165">[4]</a>, <a href="autoapi/abacusai/api_class/index.html#id183">[5]</a>, <a href="autoapi/abacusai/api_class/index.html#id2">[6]</a>, <a href="autoapi/abacusai/api_class/index.html#id202">[7]</a>, <a href="autoapi/abacusai/api_class/index.html#id221">[8]</a>, <a href="autoapi/abacusai/api_class/index.html#id235">[9]</a>, <a href="autoapi/abacusai/api_class/index.html#id30">[10]</a>, <a href="autoapi/abacusai/api_class/index.html#id49">[11]</a>, <a href="autoapi/abacusai/api_class/index.html#id72">[12]</a>, <a href="autoapi/abacusai/api_class/index.html#id91">[13]</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_drift_record/index.html#abacusai.feature_drift_record.AbstractApiClass._get_attribute_as_dict">(abacusai.feature_drift_record.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.BatchPredictionArgs._support_kwargs">(abacusai.api_class.batch_prediction.BatchPredictionArgs attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_drift_summary/index.html#abacusai.feature_drift_summary.AbstractApiClass._get_attribute_as_dict">(abacusai.feature_drift_summary.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BatchPredictionArgs._support_kwargs">(abacusai.api_class.BatchPredictionArgs attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.AbstractApiClass._get_attribute_as_dict">(abacusai.feature_group.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.PredictionArguments._support_kwargs">(abacusai.api_class.deployment.PredictionArguments attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group_document/index.html#abacusai.feature_group_document.AbstractApiClass._get_attribute_as_dict">(abacusai.feature_group_document.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.TrainingConfig._support_kwargs">(abacusai.api_class.model.TrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group_export/index.html#abacusai.feature_group_export.AbstractApiClass._get_attribute_as_dict">(abacusai.feature_group_export.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PredictionArguments._support_kwargs">(abacusai.api_class.PredictionArguments attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group_export_config/index.html#abacusai.feature_group_export_config.AbstractApiClass._get_attribute_as_dict">(abacusai.feature_group_export_config.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TrainingConfig._support_kwargs">(abacusai.api_class.TrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group_export_download_url/index.html#abacusai.feature_group_export_download_url.AbstractApiClass._get_attribute_as_dict">(abacusai.feature_group_export_download_url.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ApiClass._support_kwargs">(abacusai.ApiClass attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group_lineage/index.html#abacusai.feature_group_lineage.AbstractApiClass._get_attribute_as_dict">(abacusai.feature_group_lineage.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.BatchPredictionArgs._support_kwargs">(abacusai.BatchPredictionArgs attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group_refresh_export_config/index.html#abacusai.feature_group_refresh_export_config.AbstractApiClass._get_attribute_as_dict">(abacusai.feature_group_refresh_export_config.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionArguments._support_kwargs">(abacusai.PredictionArguments attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group_row/index.html#abacusai.feature_group_row.AbstractApiClass._get_attribute_as_dict">(abacusai.feature_group_row.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.TrainingConfig._support_kwargs">(abacusai.TrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group_row_process/index.html#abacusai.feature_group_row_process.AbstractApiClass._get_attribute_as_dict">(abacusai.feature_group_row_process.AbstractApiClass method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai._TrainingConfigFactory">_TrainingConfigFactory (class in abacusai)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._TrainingConfigFactory">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group_row_process_logs/index.html#abacusai.feature_group_row_process_logs.AbstractApiClass._get_attribute_as_dict">(abacusai.feature_group_row_process_logs.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model._TrainingConfigFactory">(class in abacusai.api_class.model)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group_row_process_summary/index.html#abacusai.feature_group_row_process_summary.AbstractApiClass._get_attribute_as_dict">(abacusai.feature_group_row_process_summary.AbstractApiClass method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass._unset_item">_unset_item() (abacusai.api_class.abstract.ApiClass method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApiClass._unset_item">(abacusai.api_class.ApiClass method)</a>, <a href="autoapi/abacusai/api_class/index.html#id126">[1]</a>, <a href="autoapi/abacusai/api_class/index.html#id153">[2]</a>, <a href="autoapi/abacusai/api_class/index.html#id172">[3]</a>, <a href="autoapi/abacusai/api_class/index.html#id190">[4]</a>, <a href="autoapi/abacusai/api_class/index.html#id209">[5]</a>, <a href="autoapi/abacusai/api_class/index.html#id228">[6]</a>, <a href="autoapi/abacusai/api_class/index.html#id23">[7]</a>, <a href="autoapi/abacusai/api_class/index.html#id242">[8]</a>, <a href="autoapi/abacusai/api_class/index.html#id37">[9]</a>, <a href="autoapi/abacusai/api_class/index.html#id56">[10]</a>, <a href="autoapi/abacusai/api_class/index.html#id79">[11]</a>, <a href="autoapi/abacusai/api_class/index.html#id9">[12]</a>, <a href="autoapi/abacusai/api_class/index.html#id98">[13]</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group_template/index.html#abacusai.feature_group_template.AbstractApiClass._get_attribute_as_dict">(abacusai.feature_group_template.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ApiClass._unset_item">(abacusai.ApiClass method)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group_template_variable_options/index.html#abacusai.feature_group_template_variable_options.AbstractApiClass._get_attribute_as_dict">(abacusai.feature_group_template_variable_options.AbstractApiClass method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BaseApiClient._upload_from_pandas">_upload_from_pandas() (abacusai.client.BaseApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group_version/index.html#abacusai.feature_group_version.AbstractApiClass._get_attribute_as_dict">(abacusai.feature_group_version.AbstractApiClass method)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BaseApiClient._upload_from_spark">_upload_from_spark() (abacusai.client.BaseApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group_version_logs/index.html#abacusai.feature_group_version_logs.AbstractApiClass._get_attribute_as_dict">(abacusai.feature_group_version_logs.AbstractApiClass method)</a>
+      <li><a href="autoapi/abacusai/api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass._upper_snake_case_keys">_upper_snake_case_keys (abacusai.api_class.abstract.ApiClass attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApiClass._upper_snake_case_keys">(abacusai.api_class.ApiClass attribute)</a>, <a href="autoapi/abacusai/api_class/index.html#id1">[1]</a>, <a href="autoapi/abacusai/api_class/index.html#id118">[2]</a>, <a href="autoapi/abacusai/api_class/index.html#id145">[3]</a>, <a href="autoapi/abacusai/api_class/index.html#id15">[4]</a>, <a href="autoapi/abacusai/api_class/index.html#id164">[5]</a>, <a href="autoapi/abacusai/api_class/index.html#id182">[6]</a>, <a href="autoapi/abacusai/api_class/index.html#id201">[7]</a>, <a href="autoapi/abacusai/api_class/index.html#id220">[8]</a>, <a href="autoapi/abacusai/api_class/index.html#id234">[9]</a>, <a href="autoapi/abacusai/api_class/index.html#id29">[10]</a>, <a href="autoapi/abacusai/api_class/index.html#id48">[11]</a>, <a href="autoapi/abacusai/api_class/index.html#id71">[12]</a>, <a href="autoapi/abacusai/api_class/index.html#id90">[13]</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_importance/index.html#abacusai.feature_importance.AbstractApiClass._get_attribute_as_dict">(abacusai.feature_importance.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.TrainingConfig._upper_snake_case_keys">(abacusai.api_class.model.TrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_mapping/index.html#abacusai.feature_mapping.AbstractApiClass._get_attribute_as_dict">(abacusai.feature_mapping.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TrainingConfig._upper_snake_case_keys">(abacusai.api_class.TrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_performance_analysis/index.html#abacusai.feature_performance_analysis.AbstractApiClass._get_attribute_as_dict">(abacusai.feature_performance_analysis.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ApiClass._upper_snake_case_keys">(abacusai.ApiClass attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_record/index.html#abacusai.feature_record.AbstractApiClass._get_attribute_as_dict">(abacusai.feature_record.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.TrainingConfig._upper_snake_case_keys">(abacusai.TrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/file_connector/index.html#abacusai.file_connector.AbstractApiClass._get_attribute_as_dict">(abacusai.file_connector.AbstractApiClass method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BaseApiClient._validate_pandas_df">_validate_pandas_df() (abacusai.client.BaseApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/file_connector_instructions/index.html#abacusai.file_connector_instructions.AbstractApiClass._get_attribute_as_dict">(abacusai.file_connector_instructions.AbstractApiClass method)</a>
+      <li><a href="autoapi/abacusai/upload/index.html#abacusai.upload.Upload._yield_upload_part">_yield_upload_part() (abacusai.upload.Upload method)</a>
 </li>
-        <li><a href="autoapi/abacusai/file_connector_verification/index.html#abacusai.file_connector_verification.AbstractApiClass._get_attribute_as_dict">(abacusai.file_connector_verification.AbstractApiClass method)</a>
+  </ul></td>
+</tr></table>
+
+<h2 id="A">A</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.LLMName.ABACUS_GIRAFFE">ABACUS_GIRAFFE (abacusai.api_class.enums.LLMName attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.LLMName.ABACUS_GIRAFFE">(abacusai.api_class.LLMName attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/finetuned_pretrained_model/index.html#abacusai.finetuned_pretrained_model.AbstractApiClass._get_attribute_as_dict">(abacusai.finetuned_pretrained_model.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.LLMName.ABACUS_GIRAFFE">(abacusai.LLMName attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/forecasting_analysis_graph_data/index.html#abacusai.forecasting_analysis_graph_data.AbstractApiClass._get_attribute_as_dict">(abacusai.forecasting_analysis_graph_data.AbstractApiClass method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.LLMName.ABACUS_GIRAFFE_LARGE">ABACUS_GIRAFFE_LARGE (abacusai.api_class.enums.LLMName attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.LLMName.ABACUS_GIRAFFE_LARGE">(abacusai.api_class.LLMName attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/forecasting_monitor_item_analysis/index.html#abacusai.forecasting_monitor_item_analysis.AbstractApiClass._get_attribute_as_dict">(abacusai.forecasting_monitor_item_analysis.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.LLMName.ABACUS_GIRAFFE_LARGE">(abacusai.LLMName attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/forecasting_monitor_summary/index.html#abacusai.forecasting_monitor_summary.AbstractApiClass._get_attribute_as_dict">(abacusai.forecasting_monitor_summary.AbstractApiClass method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.NaturalLanguageSearchTrainingConfig.abacus_internal_model">abacus_internal_model (abacusai.api_class.model.NaturalLanguageSearchTrainingConfig attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NaturalLanguageSearchTrainingConfig.abacus_internal_model">(abacusai.api_class.NaturalLanguageSearchTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/function_logs/index.html#abacusai.function_logs.AbstractApiClass._get_attribute_as_dict">(abacusai.function_logs.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.NaturalLanguageSearchTrainingConfig.abacus_internal_model">(abacusai.NaturalLanguageSearchTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/generated_pit_feature_config_option/index.html#abacusai.generated_pit_feature_config_option.AbstractApiClass._get_attribute_as_dict">(abacusai.generated_pit_feature_config_option.AbstractApiClass method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.LLMName.ABACUS_SMAUG3">ABACUS_SMAUG3 (abacusai.api_class.enums.LLMName attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.LLMName.ABACUS_SMAUG3">(abacusai.api_class.LLMName attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/graph_dashboard/index.html#abacusai.graph_dashboard.AbstractApiClass._get_attribute_as_dict">(abacusai.graph_dashboard.AbstractApiClass method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.LLMName.ABACUS_SMAUG3">(abacusai.LLMName attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/holdout_analysis/index.html#abacusai.holdout_analysis.AbstractApiClass._get_attribute_as_dict">(abacusai.holdout_analysis.AbstractApiClass method)</a>
+      </ul></li>
+      <li>
+    abacusai
+
+      <ul>
+        <li><a href="autoapi/abacusai/index.html#module-abacusai">module</a>
 </li>
-        <li><a href="autoapi/abacusai/holdout_analysis_version/index.html#abacusai.holdout_analysis_version.AbstractApiClass._get_attribute_as_dict">(abacusai.holdout_analysis_version.AbstractApiClass method)</a>
+      </ul></li>
+      <li>
+    abacusai.abacus_api
+
+      <ul>
+        <li><a href="autoapi/abacusai/abacus_api/index.html#module-abacusai.abacus_api">module</a>
 </li>
-        <li><a href="autoapi/abacusai/hosted_model_token/index.html#abacusai.hosted_model_token.AbstractApiClass._get_attribute_as_dict">(abacusai.hosted_model_token.AbstractApiClass method)</a>
+      </ul></li>
+      <li>
+    abacusai.agent
+
+      <ul>
+        <li><a href="autoapi/abacusai/agent/index.html#module-abacusai.agent">module</a>
 </li>
-        <li><a href="autoapi/abacusai/indexing_config/index.html#abacusai.indexing_config.AbstractApiClass._get_attribute_as_dict">(abacusai.indexing_config.AbstractApiClass method)</a>
+      </ul></li>
+      <li>
+    abacusai.agent_data_document_info
+
+      <ul>
+        <li><a href="autoapi/abacusai/agent_data_document_info/index.html#module-abacusai.agent_data_document_info">module</a>
 </li>
-        <li><a href="autoapi/abacusai/inferred_database_column_to_feature_mappings/index.html#abacusai.inferred_database_column_to_feature_mappings.AbstractApiClass._get_attribute_as_dict">(abacusai.inferred_database_column_to_feature_mappings.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/inferred_feature_mappings/index.html#abacusai.inferred_feature_mappings.AbstractApiClass._get_attribute_as_dict">(abacusai.inferred_feature_mappings.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/item_statistics/index.html#abacusai.item_statistics.AbstractApiClass._get_attribute_as_dict">(abacusai.item_statistics.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/llm_app/index.html#abacusai.llm_app.AbstractApiClass._get_attribute_as_dict">(abacusai.llm_app.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/llm_code_block/index.html#abacusai.llm_code_block.AbstractApiClass._get_attribute_as_dict">(abacusai.llm_code_block.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/llm_execution_preview/index.html#abacusai.llm_execution_preview.AbstractApiClass._get_attribute_as_dict">(abacusai.llm_execution_preview.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/llm_execution_result/index.html#abacusai.llm_execution_result.AbstractApiClass._get_attribute_as_dict">(abacusai.llm_execution_result.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/llm_generated_code/index.html#abacusai.llm_generated_code.AbstractApiClass._get_attribute_as_dict">(abacusai.llm_generated_code.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/llm_input/index.html#abacusai.llm_input.AbstractApiClass._get_attribute_as_dict">(abacusai.llm_input.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/llm_parameters/index.html#abacusai.llm_parameters.AbstractApiClass._get_attribute_as_dict">(abacusai.llm_parameters.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/llm_response/index.html#abacusai.llm_response.AbstractApiClass._get_attribute_as_dict">(abacusai.llm_response.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/memory_options/index.html#abacusai.memory_options.AbstractApiClass._get_attribute_as_dict">(abacusai.memory_options.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/messaging_connector_response/index.html#abacusai.messaging_connector_response.AbstractApiClass._get_attribute_as_dict">(abacusai.messaging_connector_response.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.AbstractApiClass._get_attribute_as_dict">(abacusai.model.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model_artifacts_export/index.html#abacusai.model_artifacts_export.AbstractApiClass._get_attribute_as_dict">(abacusai.model_artifacts_export.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model_blueprint_export/index.html#abacusai.model_blueprint_export.AbstractApiClass._get_attribute_as_dict">(abacusai.model_blueprint_export.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model_blueprint_stage/index.html#abacusai.model_blueprint_stage.AbstractApiClass._get_attribute_as_dict">(abacusai.model_blueprint_stage.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model_location/index.html#abacusai.model_location.AbstractApiClass._get_attribute_as_dict">(abacusai.model_location.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model_metrics/index.html#abacusai.model_metrics.AbstractApiClass._get_attribute_as_dict">(abacusai.model_metrics.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model_monitor/index.html#abacusai.model_monitor.AbstractApiClass._get_attribute_as_dict">(abacusai.model_monitor.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model_monitor_org_summary/index.html#abacusai.model_monitor_org_summary.AbstractApiClass._get_attribute_as_dict">(abacusai.model_monitor_org_summary.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model_monitor_summary/index.html#abacusai.model_monitor_summary.AbstractApiClass._get_attribute_as_dict">(abacusai.model_monitor_summary.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model_monitor_summary_from_org/index.html#abacusai.model_monitor_summary_from_org.AbstractApiClass._get_attribute_as_dict">(abacusai.model_monitor_summary_from_org.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model_monitor_version/index.html#abacusai.model_monitor_version.AbstractApiClass._get_attribute_as_dict">(abacusai.model_monitor_version.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model_monitor_version_metric_data/index.html#abacusai.model_monitor_version_metric_data.AbstractApiClass._get_attribute_as_dict">(abacusai.model_monitor_version_metric_data.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model_training_type_for_deployment/index.html#abacusai.model_training_type_for_deployment.AbstractApiClass._get_attribute_as_dict">(abacusai.model_training_type_for_deployment.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model_upload/index.html#abacusai.model_upload.AbstractApiClass._get_attribute_as_dict">(abacusai.model_upload.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model_version/index.html#abacusai.model_version.AbstractApiClass._get_attribute_as_dict">(abacusai.model_version.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model_version_feature_group_schema/index.html#abacusai.model_version_feature_group_schema.AbstractApiClass._get_attribute_as_dict">(abacusai.model_version_feature_group_schema.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/modification_lock_info/index.html#abacusai.modification_lock_info.AbstractApiClass._get_attribute_as_dict">(abacusai.modification_lock_info.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/module/index.html#abacusai.module.AbstractApiClass._get_attribute_as_dict">(abacusai.module.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/monitor_alert/index.html#abacusai.monitor_alert.AbstractApiClass._get_attribute_as_dict">(abacusai.monitor_alert.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/monitor_alert_version/index.html#abacusai.monitor_alert_version.AbstractApiClass._get_attribute_as_dict">(abacusai.monitor_alert_version.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/monitor_drift_and_distributions/index.html#abacusai.monitor_drift_and_distributions.AbstractApiClass._get_attribute_as_dict">(abacusai.monitor_drift_and_distributions.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/natural_language_explanation/index.html#abacusai.natural_language_explanation.AbstractApiClass._get_attribute_as_dict">(abacusai.natural_language_explanation.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/nested_feature/index.html#abacusai.nested_feature.AbstractApiClass._get_attribute_as_dict">(abacusai.nested_feature.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/nested_feature_schema/index.html#abacusai.nested_feature_schema.AbstractApiClass._get_attribute_as_dict">(abacusai.nested_feature_schema.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/null_violation/index.html#abacusai.null_violation.AbstractApiClass._get_attribute_as_dict">(abacusai.null_violation.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_external_application_settings/index.html#abacusai.organization_external_application_settings.AbstractApiClass._get_attribute_as_dict">(abacusai.organization_external_application_settings.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_group/index.html#abacusai.organization_group.AbstractApiClass._get_attribute_as_dict">(abacusai.organization_group.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.AbstractApiClass._get_attribute_as_dict">(abacusai.organization_search_result.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_secret/index.html#abacusai.organization_secret.AbstractApiClass._get_attribute_as_dict">(abacusai.organization_secret.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/page_data/index.html#abacusai.page_data.AbstractApiClass._get_attribute_as_dict">(abacusai.page_data.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.AbstractApiClass._get_attribute_as_dict">(abacusai.pipeline.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/pipeline_reference/index.html#abacusai.pipeline_reference.AbstractApiClass._get_attribute_as_dict">(abacusai.pipeline_reference.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/pipeline_step/index.html#abacusai.pipeline_step.AbstractApiClass._get_attribute_as_dict">(abacusai.pipeline_step.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/pipeline_step_version/index.html#abacusai.pipeline_step_version.AbstractApiClass._get_attribute_as_dict">(abacusai.pipeline_step_version.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/pipeline_step_version_logs/index.html#abacusai.pipeline_step_version_logs.AbstractApiClass._get_attribute_as_dict">(abacusai.pipeline_step_version_logs.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/pipeline_step_version_reference/index.html#abacusai.pipeline_step_version_reference.AbstractApiClass._get_attribute_as_dict">(abacusai.pipeline_step_version_reference.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/pipeline_version/index.html#abacusai.pipeline_version.AbstractApiClass._get_attribute_as_dict">(abacusai.pipeline_version.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/pipeline_version_logs/index.html#abacusai.pipeline_version_logs.AbstractApiClass._get_attribute_as_dict">(abacusai.pipeline_version_logs.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/point_in_time_feature/index.html#abacusai.point_in_time_feature.AbstractApiClass._get_attribute_as_dict">(abacusai.point_in_time_feature.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/point_in_time_feature_info/index.html#abacusai.point_in_time_feature_info.AbstractApiClass._get_attribute_as_dict">(abacusai.point_in_time_feature_info.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/point_in_time_group/index.html#abacusai.point_in_time_group.AbstractApiClass._get_attribute_as_dict">(abacusai.point_in_time_group.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/point_in_time_group_feature/index.html#abacusai.point_in_time_group_feature.AbstractApiClass._get_attribute_as_dict">(abacusai.point_in_time_group_feature.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/prediction_dataset/index.html#abacusai.prediction_dataset.AbstractApiClass._get_attribute_as_dict">(abacusai.prediction_dataset.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/prediction_feature_group/index.html#abacusai.prediction_feature_group.AbstractApiClass._get_attribute_as_dict">(abacusai.prediction_feature_group.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/prediction_input/index.html#abacusai.prediction_input.AbstractApiClass._get_attribute_as_dict">(abacusai.prediction_input.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/prediction_operator/index.html#abacusai.prediction_operator.AbstractApiClass._get_attribute_as_dict">(abacusai.prediction_operator.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/prediction_operator_version/index.html#abacusai.prediction_operator_version.AbstractApiClass._get_attribute_as_dict">(abacusai.prediction_operator_version.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/problem_type/index.html#abacusai.problem_type.AbstractApiClass._get_attribute_as_dict">(abacusai.problem_type.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.AbstractApiClass._get_attribute_as_dict">(abacusai.project.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_config/index.html#abacusai.project_config.AbstractApiClass._get_attribute_as_dict">(abacusai.project_config.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group_schema/index.html#abacusai.project_feature_group_schema.AbstractApiClass._get_attribute_as_dict">(abacusai.project_feature_group_schema.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group_schema_version/index.html#abacusai.project_feature_group_schema_version.AbstractApiClass._get_attribute_as_dict">(abacusai.project_feature_group_schema_version.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_validation/index.html#abacusai.project_validation.AbstractApiClass._get_attribute_as_dict">(abacusai.project_validation.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/python_function/index.html#abacusai.python_function.AbstractApiClass._get_attribute_as_dict">(abacusai.python_function.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/python_plot_function/index.html#abacusai.python_plot_function.AbstractApiClass._get_attribute_as_dict">(abacusai.python_plot_function.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/range_violation/index.html#abacusai.range_violation.AbstractApiClass._get_attribute_as_dict">(abacusai.range_violation.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/realtime_monitor/index.html#abacusai.realtime_monitor.AbstractApiClass._get_attribute_as_dict">(abacusai.realtime_monitor.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/refresh_pipeline_run/index.html#abacusai.refresh_pipeline_run.AbstractApiClass._get_attribute_as_dict">(abacusai.refresh_pipeline_run.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/refresh_policy/index.html#abacusai.refresh_policy.AbstractApiClass._get_attribute_as_dict">(abacusai.refresh_policy.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/refresh_schedule/index.html#abacusai.refresh_schedule.AbstractApiClass._get_attribute_as_dict">(abacusai.refresh_schedule.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/resolved_feature_group_template/index.html#abacusai.resolved_feature_group_template.AbstractApiClass._get_attribute_as_dict">(abacusai.resolved_feature_group_template.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/return_class/index.html#abacusai.return_class.AbstractApiClass._get_attribute_as_dict">(abacusai.return_class.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/schema/index.html#abacusai.schema.AbstractApiClass._get_attribute_as_dict">(abacusai.schema.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/streaming_auth_token/index.html#abacusai.streaming_auth_token.AbstractApiClass._get_attribute_as_dict">(abacusai.streaming_auth_token.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/streaming_connector/index.html#abacusai.streaming_connector.AbstractApiClass._get_attribute_as_dict">(abacusai.streaming_connector.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/streaming_row_count/index.html#abacusai.streaming_row_count.AbstractApiClass._get_attribute_as_dict">(abacusai.streaming_row_count.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/streaming_sample_code/index.html#abacusai.streaming_sample_code.AbstractApiClass._get_attribute_as_dict">(abacusai.streaming_sample_code.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/test_point_predictions/index.html#abacusai.test_point_predictions.AbstractApiClass._get_attribute_as_dict">(abacusai.test_point_predictions.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/training_config_options/index.html#abacusai.training_config_options.AbstractApiClass._get_attribute_as_dict">(abacusai.training_config_options.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/upload/index.html#abacusai.upload.AbstractApiClass._get_attribute_as_dict">(abacusai.upload.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/upload_part/index.html#abacusai.upload_part.AbstractApiClass._get_attribute_as_dict">(abacusai.upload_part.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/use_case/index.html#abacusai.use_case.AbstractApiClass._get_attribute_as_dict">(abacusai.use_case.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/use_case_requirements/index.html#abacusai.use_case_requirements.AbstractApiClass._get_attribute_as_dict">(abacusai.use_case_requirements.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/user/index.html#abacusai.user.AbstractApiClass._get_attribute_as_dict">(abacusai.user.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/user_exception/index.html#abacusai.user_exception.AbstractApiClass._get_attribute_as_dict">(abacusai.user_exception.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/web_search_response/index.html#abacusai.web_search_response.AbstractApiClass._get_attribute_as_dict">(abacusai.web_search_response.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/web_search_result/index.html#abacusai.web_search_result.AbstractApiClass._get_attribute_as_dict">(abacusai.web_search_result.AbstractApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/webhook/index.html#abacusai.webhook.AbstractApiClass._get_attribute_as_dict">(abacusai.webhook.AbstractApiClass method)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.AlertActionConfig._get_builder">_get_builder() (abacusai.AlertActionConfig class method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.AlertConditionConfig._get_builder">(abacusai.AlertConditionConfig class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass._get_builder">(abacusai.api_class.abstract.ApiClass class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.ApiClass._get_builder">(abacusai.api_class.ai_agents.ApiClass class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/ai_chat/index.html#abacusai.api_class.ai_chat.ApiClass._get_builder">(abacusai.api_class.ai_chat.ApiClass class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.AlertActionConfig._get_builder">(abacusai.api_class.AlertActionConfig class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.AlertConditionConfig._get_builder">(abacusai.api_class.AlertConditionConfig class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApiClass._get_builder">(abacusai.api_class.ApiClass class method)</a>, <a href="autoapi/abacusai/api_class/index.html#id112">[1]</a>, <a href="autoapi/abacusai/api_class/index.html#id131">[2]</a>, <a href="autoapi/abacusai/api_class/index.html#id150">[3]</a>, <a href="autoapi/abacusai/api_class/index.html#id168">[4]</a>, <a href="autoapi/abacusai/api_class/index.html#id18">[5]</a>, <a href="autoapi/abacusai/api_class/index.html#id187">[6]</a>, <a href="autoapi/abacusai/api_class/index.html#id206">[7]</a>, <a href="autoapi/abacusai/api_class/index.html#id220">[8]</a>, <a href="autoapi/abacusai/api_class/index.html#id32">[9]</a>, <a href="autoapi/abacusai/api_class/index.html#id4">[10]</a>, <a href="autoapi/abacusai/api_class/index.html#id46">[11]</a>, <a href="autoapi/abacusai/api_class/index.html#id67">[12]</a>, <a href="autoapi/abacusai/api_class/index.html#id86">[13]</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApplicationConnectorDatasetConfig._get_builder">(abacusai.api_class.ApplicationConnectorDatasetConfig class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.ApiClass._get_builder">(abacusai.api_class.batch_prediction.ApiClass class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.BatchPredictionArgs._get_builder">(abacusai.api_class.batch_prediction.BatchPredictionArgs class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BatchPredictionArgs._get_builder">(abacusai.api_class.BatchPredictionArgs class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/blob_input/index.html#abacusai.api_class.blob_input.ApiClass._get_builder">(abacusai.api_class.blob_input.ApiClass class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/connectors/index.html#abacusai.api_class.connectors.StreamingConnectorDatasetConfig._get_builder">(abacusai.api_class.connectors.StreamingConnectorDatasetConfig class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/dataset/index.html#abacusai.api_class.dataset.ApiClass._get_builder">(abacusai.api_class.dataset.ApiClass class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.ApplicationConnectorDatasetConfig._get_builder">(abacusai.api_class.dataset_application_connector.ApplicationConnectorDatasetConfig class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.ApiClass._get_builder">(abacusai.api_class.deployment.ApiClass class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.PredictionArguments._get_builder">(abacusai.api_class.deployment.PredictionArguments class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/document_retriever/index.html#abacusai.api_class.document_retriever.ApiClass._get_builder">(abacusai.api_class.document_retriever.ApiClass class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.ApiClass._get_builder">(abacusai.api_class.feature_group.ApiClass class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.MergeConfig._get_builder">(abacusai.api_class.feature_group.MergeConfig class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.SamplingConfig._get_builder">(abacusai.api_class.feature_group.SamplingConfig class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FeatureGroupExportConfig._get_builder">(abacusai.api_class.FeatureGroupExportConfig class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MergeConfig._get_builder">(abacusai.api_class.MergeConfig class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ApiClass._get_builder">(abacusai.api_class.model.ApiClass class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.TrainingConfig._get_builder">(abacusai.api_class.model.TrainingConfig class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.ApiClass._get_builder">(abacusai.api_class.monitor.ApiClass class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.AlertActionConfig._get_builder">(abacusai.api_class.monitor_alert.AlertActionConfig class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.AlertConditionConfig._get_builder">(abacusai.api_class.monitor_alert.AlertConditionConfig class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.ApiClass._get_builder">(abacusai.api_class.monitor_alert.ApiClass class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PredictionArguments._get_builder">(abacusai.api_class.PredictionArguments class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.ApiClass._get_builder">(abacusai.api_class.project.ApiClass class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.ProjectFeatureGroupConfig._get_builder">(abacusai.api_class.project.ProjectFeatureGroupConfig class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProjectFeatureGroupConfig._get_builder">(abacusai.api_class.ProjectFeatureGroupConfig class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/python_functions/index.html#abacusai.api_class.python_functions.ApiClass._get_builder">(abacusai.api_class.python_functions.ApiClass class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/refresh/index.html#abacusai.api_class.refresh.ApiClass._get_builder">(abacusai.api_class.refresh.ApiClass class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/refresh/index.html#abacusai.api_class.refresh.FeatureGroupExportConfig._get_builder">(abacusai.api_class.refresh.FeatureGroupExportConfig class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.SamplingConfig._get_builder">(abacusai.api_class.SamplingConfig class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TrainingConfig._get_builder">(abacusai.api_class.TrainingConfig class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ApiClass._get_builder">(abacusai.ApiClass class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ApplicationConnectorDatasetConfig._get_builder">(abacusai.ApplicationConnectorDatasetConfig class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPredictionArgs._get_builder">(abacusai.batch_prediction.BatchPredictionArgs class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.BatchPredictionArgs._get_builder">(abacusai.batch_prediction_version.BatchPredictionArgs class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.BatchPredictionArgs._get_builder">(abacusai.BatchPredictionArgs class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.AlertActionConfig._get_builder">(abacusai.client.AlertActionConfig class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.AlertConditionConfig._get_builder">(abacusai.client.AlertConditionConfig class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClass._get_builder">(abacusai.client.ApiClass class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApplicationConnectorDatasetConfig._get_builder">(abacusai.client.ApplicationConnectorDatasetConfig class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BatchPredictionArgs._get_builder">(abacusai.client.BatchPredictionArgs class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.MergeConfig._get_builder">(abacusai.client.MergeConfig class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PredictionArguments._get_builder">(abacusai.client.PredictionArguments class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ProjectFeatureGroupConfig._get_builder">(abacusai.client.ProjectFeatureGroupConfig class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.SamplingConfig._get_builder">(abacusai.client.SamplingConfig class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.TrainingConfig._get_builder">(abacusai.client.TrainingConfig class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.ApplicationConnectorDatasetConfig._get_builder">(abacusai.dataset.ApplicationConnectorDatasetConfig class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.AlertActionConfig._get_builder">(abacusai.deployment.AlertActionConfig class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.AlertConditionConfig._get_builder">(abacusai.deployment.AlertConditionConfig class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.BatchPredictionArgs._get_builder">(abacusai.deployment.BatchPredictionArgs class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.PredictionArguments._get_builder">(abacusai.deployment.PredictionArguments class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.MergeConfig._get_builder">(abacusai.feature_group.MergeConfig class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.ProjectFeatureGroupConfig._get_builder">(abacusai.feature_group.ProjectFeatureGroupConfig class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.SamplingConfig._get_builder">(abacusai.feature_group.SamplingConfig class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.FeatureGroupExportConfig._get_builder">(abacusai.FeatureGroupExportConfig class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.MergeConfig._get_builder">(abacusai.MergeConfig class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.TrainingConfig._get_builder">(abacusai.model.TrainingConfig class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model_version/index.html#abacusai.model_version.TrainingConfig._get_builder">(abacusai.model_version.TrainingConfig class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/monitor_alert/index.html#abacusai.monitor_alert.AlertActionConfig._get_builder">(abacusai.monitor_alert.AlertActionConfig class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/monitor_alert/index.html#abacusai.monitor_alert.AlertConditionConfig._get_builder">(abacusai.monitor_alert.AlertConditionConfig class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionArguments._get_builder">(abacusai.PredictionArguments class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.AlertActionConfig._get_builder">(abacusai.project.AlertActionConfig class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.AlertConditionConfig._get_builder">(abacusai.project.AlertConditionConfig class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.TrainingConfig._get_builder">(abacusai.project.TrainingConfig class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_config/index.html#abacusai.project_config.ProjectFeatureGroupConfig._get_builder">(abacusai.project_config.ProjectFeatureGroupConfig class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ProjectFeatureGroupConfig._get_builder">(abacusai.ProjectFeatureGroupConfig class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/refresh_policy/index.html#abacusai.refresh_policy.FeatureGroupExportConfig._get_builder">(abacusai.refresh_policy.FeatureGroupExportConfig class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.SamplingConfig._get_builder">(abacusai.SamplingConfig class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.TrainingConfig._get_builder">(abacusai.TrainingConfig class method)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient._get_doc_retriever_deployment_info">_get_doc_retriever_deployment_info() (abacusai.ApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient._get_doc_retriever_deployment_info">(abacusai.client.ApiClient method)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BaseApiClient._get_prediction_endpoint">_get_prediction_endpoint() (abacusai.client.BaseApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.BaseApiClient._get_prediction_endpoint">(abacusai.prediction_client.BaseApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/streaming_client/index.html#abacusai.streaming_client.BaseApiClient._get_prediction_endpoint">(abacusai.streaming_client.BaseApiClient method)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BaseApiClient._get_proxy_endpoint">_get_proxy_endpoint() (abacusai.client.BaseApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.BaseApiClient._get_proxy_endpoint">(abacusai.prediction_client.BaseApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/streaming_client/index.html#abacusai.streaming_client.BaseApiClient._get_proxy_endpoint">(abacusai.streaming_client.BaseApiClient method)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BaseApiClient._get_streaming_endpoint">_get_streaming_endpoint() (abacusai.client.BaseApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.BaseApiClient._get_streaming_endpoint">(abacusai.prediction_client.BaseApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/streaming_client/index.html#abacusai.streaming_client.BaseApiClient._get_streaming_endpoint">(abacusai.streaming_client.BaseApiClient method)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client._is_json_serializable">_is_json_serializable() (in module abacusai.client)</a>
-</li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient._is_proxy_app_caller">_is_proxy_app_caller() (abacusai.ApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient._is_proxy_app_caller">(abacusai.client.ApiClient method)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai._MergeConfigFactory">_MergeConfigFactory (class in abacusai)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._MergeConfigFactory">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group._MergeConfigFactory">(class in abacusai.api_class.feature_group)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/python_function_validator/index.html#abacusai.python_function_validator._MonkeyPatch">_MonkeyPatch (class in abacusai.python_function_validator)</a>
-</li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BaseApiClient._poll">_poll() (abacusai.client.BaseApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.BaseApiClient._poll">(abacusai.prediction_client.BaseApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/streaming_client/index.html#abacusai.streaming_client.BaseApiClient._poll">(abacusai.streaming_client.BaseApiClient method)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai._PredictionArgumentsFactory">_PredictionArgumentsFactory (class in abacusai)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._PredictionArgumentsFactory">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment._PredictionArgumentsFactory">(class in abacusai.api_class.deployment)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai._ProjectFeatureGroupConfigFactory">_ProjectFeatureGroupConfigFactory (class in abacusai)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._ProjectFeatureGroupConfigFactory">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project._ProjectFeatureGroupConfigFactory">(class in abacusai.api_class.project)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BaseApiClient._proxy_request">_proxy_request() (abacusai.client.BaseApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.BaseApiClient._proxy_request">(abacusai.prediction_client.BaseApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/streaming_client/index.html#abacusai.streaming_client.BaseApiClient._proxy_request">(abacusai.streaming_client.BaseApiClient method)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass._repr_html_">_repr_html_() (abacusai.api_class.abstract.ApiClass method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.ApiClass._repr_html_">(abacusai.api_class.ai_agents.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/ai_chat/index.html#abacusai.api_class.ai_chat.ApiClass._repr_html_">(abacusai.api_class.ai_chat.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApiClass._repr_html_">(abacusai.api_class.ApiClass method)</a>, <a href="autoapi/abacusai/api_class/index.html#id114">[1]</a>, <a href="autoapi/abacusai/api_class/index.html#id133">[2]</a>, <a href="autoapi/abacusai/api_class/index.html#id152">[3]</a>, <a href="autoapi/abacusai/api_class/index.html#id170">[4]</a>, <a href="autoapi/abacusai/api_class/index.html#id189">[5]</a>, <a href="autoapi/abacusai/api_class/index.html#id20">[6]</a>, <a href="autoapi/abacusai/api_class/index.html#id208">[7]</a>, <a href="autoapi/abacusai/api_class/index.html#id222">[8]</a>, <a href="autoapi/abacusai/api_class/index.html#id34">[9]</a>, <a href="autoapi/abacusai/api_class/index.html#id48">[10]</a>, <a href="autoapi/abacusai/api_class/index.html#id6">[11]</a>, <a href="autoapi/abacusai/api_class/index.html#id69">[12]</a>, <a href="autoapi/abacusai/api_class/index.html#id88">[13]</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.ApiClass._repr_html_">(abacusai.api_class.batch_prediction.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/blob_input/index.html#abacusai.api_class.blob_input.ApiClass._repr_html_">(abacusai.api_class.blob_input.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/dataset/index.html#abacusai.api_class.dataset.ApiClass._repr_html_">(abacusai.api_class.dataset.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.ApiClass._repr_html_">(abacusai.api_class.deployment.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/document_retriever/index.html#abacusai.api_class.document_retriever.ApiClass._repr_html_">(abacusai.api_class.document_retriever.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.ApiClass._repr_html_">(abacusai.api_class.feature_group.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ApiClass._repr_html_">(abacusai.api_class.model.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.ApiClass._repr_html_">(abacusai.api_class.monitor.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.ApiClass._repr_html_">(abacusai.api_class.monitor_alert.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.ApiClass._repr_html_">(abacusai.api_class.project.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/python_functions/index.html#abacusai.api_class.python_functions.ApiClass._repr_html_">(abacusai.api_class.python_functions.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/refresh/index.html#abacusai.api_class.refresh.ApiClass._repr_html_">(abacusai.api_class.refresh.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ApiClass._repr_html_">(abacusai.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClass._repr_html_">(abacusai.client.ApiClass method)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BaseApiClient._request">_request() (abacusai.client.BaseApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.BaseApiClient._request">(abacusai.prediction_client.BaseApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/streaming_client/index.html#abacusai.streaming_client.BaseApiClient._request">(abacusai.streaming_client.BaseApiClient method)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai._request_context">_request_context (in module abacusai)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client._request_context">(in module abacusai.client)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client._requests_retry_session">_requests_retry_session() (in module abacusai.client)</a>
-</li>
-      <li><a href="autoapi/abacusai/index.html#abacusai._SamplingConfigFactory">_SamplingConfigFactory (class in abacusai)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._SamplingConfigFactory">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group._SamplingConfigFactory">(class in abacusai.api_class.feature_group)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient._status_poll">_status_poll() (abacusai.ApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient._status_poll">(abacusai.client.ApiClient method)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient._stream_llm_call">_stream_llm_call() (abacusai.ApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient._stream_llm_call">(abacusai.client.ApiClient method)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/connectors/index.html#abacusai.api_class.connectors._StreamingConnectorDatasetConfigFactory">_StreamingConnectorDatasetConfigFactory (class in abacusai.api_class.connectors)</a>
-</li>
-      <li><a href="autoapi/abacusai/api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass._support_kwargs">_support_kwargs (abacusai.api_class.abstract.ApiClass attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.ApiClass._support_kwargs">(abacusai.api_class.ai_agents.ApiClass attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/ai_chat/index.html#abacusai.api_class.ai_chat.ApiClass._support_kwargs">(abacusai.api_class.ai_chat.ApiClass attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApiClass._support_kwargs">(abacusai.api_class.ApiClass attribute)</a>, <a href="autoapi/abacusai/api_class/index.html#id110">[1]</a>, <a href="autoapi/abacusai/api_class/index.html#id129">[2]</a>, <a href="autoapi/abacusai/api_class/index.html#id148">[3]</a>, <a href="autoapi/abacusai/api_class/index.html#id16">[4]</a>, <a href="autoapi/abacusai/api_class/index.html#id166">[5]</a>, <a href="autoapi/abacusai/api_class/index.html#id185">[6]</a>, <a href="autoapi/abacusai/api_class/index.html#id2">[7]</a>, <a href="autoapi/abacusai/api_class/index.html#id204">[8]</a>, <a href="autoapi/abacusai/api_class/index.html#id218">[9]</a>, <a href="autoapi/abacusai/api_class/index.html#id30">[10]</a>, <a href="autoapi/abacusai/api_class/index.html#id44">[11]</a>, <a href="autoapi/abacusai/api_class/index.html#id65">[12]</a>, <a href="autoapi/abacusai/api_class/index.html#id84">[13]</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.ApiClass._support_kwargs">(abacusai.api_class.batch_prediction.ApiClass attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.BatchPredictionArgs._support_kwargs">(abacusai.api_class.batch_prediction.BatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BatchPredictionArgs._support_kwargs">(abacusai.api_class.BatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/blob_input/index.html#abacusai.api_class.blob_input.ApiClass._support_kwargs">(abacusai.api_class.blob_input.ApiClass attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/dataset/index.html#abacusai.api_class.dataset.ApiClass._support_kwargs">(abacusai.api_class.dataset.ApiClass attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.ApiClass._support_kwargs">(abacusai.api_class.deployment.ApiClass attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.PredictionArguments._support_kwargs">(abacusai.api_class.deployment.PredictionArguments attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/document_retriever/index.html#abacusai.api_class.document_retriever.ApiClass._support_kwargs">(abacusai.api_class.document_retriever.ApiClass attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.ApiClass._support_kwargs">(abacusai.api_class.feature_group.ApiClass attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ApiClass._support_kwargs">(abacusai.api_class.model.ApiClass attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.TrainingConfig._support_kwargs">(abacusai.api_class.model.TrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.ApiClass._support_kwargs">(abacusai.api_class.monitor.ApiClass attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.ApiClass._support_kwargs">(abacusai.api_class.monitor_alert.ApiClass attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PredictionArguments._support_kwargs">(abacusai.api_class.PredictionArguments attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.ApiClass._support_kwargs">(abacusai.api_class.project.ApiClass attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/python_functions/index.html#abacusai.api_class.python_functions.ApiClass._support_kwargs">(abacusai.api_class.python_functions.ApiClass attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/refresh/index.html#abacusai.api_class.refresh.ApiClass._support_kwargs">(abacusai.api_class.refresh.ApiClass attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TrainingConfig._support_kwargs">(abacusai.api_class.TrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ApiClass._support_kwargs">(abacusai.ApiClass attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPredictionArgs._support_kwargs">(abacusai.batch_prediction.BatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.BatchPredictionArgs._support_kwargs">(abacusai.batch_prediction_version.BatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.BatchPredictionArgs._support_kwargs">(abacusai.BatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClass._support_kwargs">(abacusai.client.ApiClass attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BatchPredictionArgs._support_kwargs">(abacusai.client.BatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PredictionArguments._support_kwargs">(abacusai.client.PredictionArguments attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.TrainingConfig._support_kwargs">(abacusai.client.TrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.BatchPredictionArgs._support_kwargs">(abacusai.deployment.BatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.PredictionArguments._support_kwargs">(abacusai.deployment.PredictionArguments attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.TrainingConfig._support_kwargs">(abacusai.model.TrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/model_version/index.html#abacusai.model_version.TrainingConfig._support_kwargs">(abacusai.model_version.TrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionArguments._support_kwargs">(abacusai.PredictionArguments attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.TrainingConfig._support_kwargs">(abacusai.project.TrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.TrainingConfig._support_kwargs">(abacusai.TrainingConfig attribute)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai._TrainingConfigFactory">_TrainingConfigFactory (class in abacusai)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._TrainingConfigFactory">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model._TrainingConfigFactory">(class in abacusai.api_class.model)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass._unset_item">_unset_item() (abacusai.api_class.abstract.ApiClass method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.ApiClass._unset_item">(abacusai.api_class.ai_agents.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/ai_chat/index.html#abacusai.api_class.ai_chat.ApiClass._unset_item">(abacusai.api_class.ai_chat.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApiClass._unset_item">(abacusai.api_class.ApiClass method)</a>, <a href="autoapi/abacusai/api_class/index.html#id117">[1]</a>, <a href="autoapi/abacusai/api_class/index.html#id136">[2]</a>, <a href="autoapi/abacusai/api_class/index.html#id155">[3]</a>, <a href="autoapi/abacusai/api_class/index.html#id173">[4]</a>, <a href="autoapi/abacusai/api_class/index.html#id192">[5]</a>, <a href="autoapi/abacusai/api_class/index.html#id211">[6]</a>, <a href="autoapi/abacusai/api_class/index.html#id225">[7]</a>, <a href="autoapi/abacusai/api_class/index.html#id23">[8]</a>, <a href="autoapi/abacusai/api_class/index.html#id37">[9]</a>, <a href="autoapi/abacusai/api_class/index.html#id51">[10]</a>, <a href="autoapi/abacusai/api_class/index.html#id72">[11]</a>, <a href="autoapi/abacusai/api_class/index.html#id9">[12]</a>, <a href="autoapi/abacusai/api_class/index.html#id91">[13]</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.ApiClass._unset_item">(abacusai.api_class.batch_prediction.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/blob_input/index.html#abacusai.api_class.blob_input.ApiClass._unset_item">(abacusai.api_class.blob_input.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/dataset/index.html#abacusai.api_class.dataset.ApiClass._unset_item">(abacusai.api_class.dataset.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.ApiClass._unset_item">(abacusai.api_class.deployment.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/document_retriever/index.html#abacusai.api_class.document_retriever.ApiClass._unset_item">(abacusai.api_class.document_retriever.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.ApiClass._unset_item">(abacusai.api_class.feature_group.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ApiClass._unset_item">(abacusai.api_class.model.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.ApiClass._unset_item">(abacusai.api_class.monitor.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.ApiClass._unset_item">(abacusai.api_class.monitor_alert.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.ApiClass._unset_item">(abacusai.api_class.project.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/python_functions/index.html#abacusai.api_class.python_functions.ApiClass._unset_item">(abacusai.api_class.python_functions.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/refresh/index.html#abacusai.api_class.refresh.ApiClass._unset_item">(abacusai.api_class.refresh.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ApiClass._unset_item">(abacusai.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClass._unset_item">(abacusai.client.ApiClass method)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BaseApiClient._upload_from_pandas">_upload_from_pandas() (abacusai.client.BaseApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.BaseApiClient._upload_from_pandas">(abacusai.prediction_client.BaseApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/streaming_client/index.html#abacusai.streaming_client.BaseApiClient._upload_from_pandas">(abacusai.streaming_client.BaseApiClient method)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BaseApiClient._upload_from_spark">_upload_from_spark() (abacusai.client.BaseApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.BaseApiClient._upload_from_spark">(abacusai.prediction_client.BaseApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/streaming_client/index.html#abacusai.streaming_client.BaseApiClient._upload_from_spark">(abacusai.streaming_client.BaseApiClient method)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass._upper_snake_case_keys">_upper_snake_case_keys (abacusai.api_class.abstract.ApiClass attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.ApiClass._upper_snake_case_keys">(abacusai.api_class.ai_agents.ApiClass attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/ai_chat/index.html#abacusai.api_class.ai_chat.ApiClass._upper_snake_case_keys">(abacusai.api_class.ai_chat.ApiClass attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApiClass._upper_snake_case_keys">(abacusai.api_class.ApiClass attribute)</a>, <a href="autoapi/abacusai/api_class/index.html#id1">[1]</a>, <a href="autoapi/abacusai/api_class/index.html#id109">[2]</a>, <a href="autoapi/abacusai/api_class/index.html#id128">[3]</a>, <a href="autoapi/abacusai/api_class/index.html#id147">[4]</a>, <a href="autoapi/abacusai/api_class/index.html#id15">[5]</a>, <a href="autoapi/abacusai/api_class/index.html#id165">[6]</a>, <a href="autoapi/abacusai/api_class/index.html#id184">[7]</a>, <a href="autoapi/abacusai/api_class/index.html#id203">[8]</a>, <a href="autoapi/abacusai/api_class/index.html#id217">[9]</a>, <a href="autoapi/abacusai/api_class/index.html#id29">[10]</a>, <a href="autoapi/abacusai/api_class/index.html#id43">[11]</a>, <a href="autoapi/abacusai/api_class/index.html#id64">[12]</a>, <a href="autoapi/abacusai/api_class/index.html#id83">[13]</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.ApiClass._upper_snake_case_keys">(abacusai.api_class.batch_prediction.ApiClass attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/blob_input/index.html#abacusai.api_class.blob_input.ApiClass._upper_snake_case_keys">(abacusai.api_class.blob_input.ApiClass attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/dataset/index.html#abacusai.api_class.dataset.ApiClass._upper_snake_case_keys">(abacusai.api_class.dataset.ApiClass attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.ApiClass._upper_snake_case_keys">(abacusai.api_class.deployment.ApiClass attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/document_retriever/index.html#abacusai.api_class.document_retriever.ApiClass._upper_snake_case_keys">(abacusai.api_class.document_retriever.ApiClass attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.ApiClass._upper_snake_case_keys">(abacusai.api_class.feature_group.ApiClass attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ApiClass._upper_snake_case_keys">(abacusai.api_class.model.ApiClass attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.TrainingConfig._upper_snake_case_keys">(abacusai.api_class.model.TrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.ApiClass._upper_snake_case_keys">(abacusai.api_class.monitor.ApiClass attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.ApiClass._upper_snake_case_keys">(abacusai.api_class.monitor_alert.ApiClass attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.ApiClass._upper_snake_case_keys">(abacusai.api_class.project.ApiClass attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/python_functions/index.html#abacusai.api_class.python_functions.ApiClass._upper_snake_case_keys">(abacusai.api_class.python_functions.ApiClass attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/refresh/index.html#abacusai.api_class.refresh.ApiClass._upper_snake_case_keys">(abacusai.api_class.refresh.ApiClass attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TrainingConfig._upper_snake_case_keys">(abacusai.api_class.TrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ApiClass._upper_snake_case_keys">(abacusai.ApiClass attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClass._upper_snake_case_keys">(abacusai.client.ApiClass attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.TrainingConfig._upper_snake_case_keys">(abacusai.client.TrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.TrainingConfig._upper_snake_case_keys">(abacusai.model.TrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/model_version/index.html#abacusai.model_version.TrainingConfig._upper_snake_case_keys">(abacusai.model_version.TrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.TrainingConfig._upper_snake_case_keys">(abacusai.project.TrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.TrainingConfig._upper_snake_case_keys">(abacusai.TrainingConfig attribute)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BaseApiClient._validate_pandas_df">_validate_pandas_df() (abacusai.client.BaseApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.BaseApiClient._validate_pandas_df">(abacusai.prediction_client.BaseApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/streaming_client/index.html#abacusai.streaming_client.BaseApiClient._validate_pandas_df">(abacusai.streaming_client.BaseApiClient method)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Upload._yield_upload_part">_yield_upload_part() (abacusai.client.Upload method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/upload/index.html#abacusai.upload.Upload._yield_upload_part">(abacusai.upload.Upload method)</a>
-</li>
-      </ul></li>
-  </ul></td>
-</tr></table>
-
-<h2 id="A">A</h2>
-<table style="width: 100%" class="indextable genindextable"><tr>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.LLMName.ABACUS_GIRAFFE">ABACUS_GIRAFFE (abacusai.api_class.enums.LLMName attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.LLMName.ABACUS_GIRAFFE">(abacusai.api_class.LLMName attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.LLMName.ABACUS_GIRAFFE">(abacusai.client.LLMName attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.LLMName.ABACUS_GIRAFFE">(abacusai.LLMName attribute)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.LLMName.ABACUS_GIRAFFE_LARGE">ABACUS_GIRAFFE_LARGE (abacusai.api_class.enums.LLMName attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.LLMName.ABACUS_GIRAFFE_LARGE">(abacusai.api_class.LLMName attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.LLMName.ABACUS_GIRAFFE_LARGE">(abacusai.client.LLMName attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.LLMName.ABACUS_GIRAFFE_LARGE">(abacusai.LLMName attribute)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.NaturalLanguageSearchTrainingConfig.abacus_internal_model">abacus_internal_model (abacusai.api_class.model.NaturalLanguageSearchTrainingConfig attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NaturalLanguageSearchTrainingConfig.abacus_internal_model">(abacusai.api_class.NaturalLanguageSearchTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.NaturalLanguageSearchTrainingConfig.abacus_internal_model">(abacusai.NaturalLanguageSearchTrainingConfig attribute)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.LLMName.ABACUS_SMAUG3">ABACUS_SMAUG3 (abacusai.api_class.enums.LLMName attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.LLMName.ABACUS_SMAUG3">(abacusai.api_class.LLMName attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.LLMName.ABACUS_SMAUG3">(abacusai.client.LLMName attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.LLMName.ABACUS_SMAUG3">(abacusai.LLMName attribute)</a>
-</li>
-      </ul></li>
-      <li>
-    abacusai
-
-      <ul>
-        <li><a href="autoapi/abacusai/index.html#module-abacusai">module</a>
-</li>
-      </ul></li>
-      <li>
-    abacusai.abacus_api
-
-      <ul>
-        <li><a href="autoapi/abacusai/abacus_api/index.html#module-abacusai.abacus_api">module</a>
-</li>
-      </ul></li>
-      <li>
-    abacusai.agent
-
-      <ul>
-        <li><a href="autoapi/abacusai/agent/index.html#module-abacusai.agent">module</a>
-</li>
-      </ul></li>
-      <li>
-    abacusai.agent_data_document_info
-
-      <ul>
-        <li><a href="autoapi/abacusai/agent_data_document_info/index.html#module-abacusai.agent_data_document_info">module</a>
-</li>
-      </ul></li>
-      <li>
-    abacusai.agent_data_execution_result
-
-      <ul>
-        <li><a href="autoapi/abacusai/agent_data_execution_result/index.html#module-abacusai.agent_data_execution_result">module</a>
-</li>
-      </ul></li>
-      <li>
-    abacusai.agent_version
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-      <ul>
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-      <ul>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#module-abacusai.prediction_client">module</a>
-</li>
-      </ul></li>
-      <li>
-    abacusai.prediction_dataset
-
-      <ul>
-        <li><a href="autoapi/abacusai/prediction_dataset/index.html#module-abacusai.prediction_dataset">module</a>
-</li>
-      </ul></li>
-      <li>
-    abacusai.prediction_feature_group
-
-      <ul>
-        <li><a href="autoapi/abacusai/prediction_feature_group/index.html#module-abacusai.prediction_feature_group">module</a>
-</li>
-      </ul></li>
-      <li>
-    abacusai.prediction_input
-
-      <ul>
-        <li><a href="autoapi/abacusai/prediction_input/index.html#module-abacusai.prediction_input">module</a>
-</li>
-      </ul></li>
-      <li>
-    abacusai.prediction_operator
-
-      <ul>
-        <li><a href="autoapi/abacusai/prediction_operator/index.html#module-abacusai.prediction_operator">module</a>
-</li>
-      </ul></li>
-      <li>
-    abacusai.prediction_operator_version
-
-      <ul>
-        <li><a href="autoapi/abacusai/prediction_operator_version/index.html#module-abacusai.prediction_operator_version">module</a>
-</li>
-      </ul></li>
-      <li>
-    abacusai.problem_type
-
-      <ul>
-        <li><a href="autoapi/abacusai/problem_type/index.html#module-abacusai.problem_type">module</a>
-</li>
-      </ul></li>
-      <li>
-    abacusai.project
-
-      <ul>
-        <li><a href="autoapi/abacusai/project/index.html#module-abacusai.project">module</a>
-</li>
-      </ul></li>
-      <li>
-    abacusai.project_config
-
-      <ul>
-        <li><a href="autoapi/abacusai/project_config/index.html#module-abacusai.project_config">module</a>
-</li>
-      </ul></li>
-      <li>
-    abacusai.project_feature_group
-
-      <ul>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#module-abacusai.project_feature_group">module</a>
-</li>
-      </ul></li>
-      <li>
-    abacusai.project_feature_group_schema
-
-      <ul>
-        <li><a href="autoapi/abacusai/project_feature_group_schema/index.html#module-abacusai.project_feature_group_schema">module</a>
-</li>
-      </ul></li>
-      <li>
-    abacusai.project_feature_group_schema_version
-
-      <ul>
-        <li><a href="autoapi/abacusai/project_feature_group_schema_version/index.html#module-abacusai.project_feature_group_schema_version">module</a>
-</li>
-      </ul></li>
-      <li>
-    abacusai.project_validation
-
-      <ul>
-        <li><a href="autoapi/abacusai/project_validation/index.html#module-abacusai.project_validation">module</a>
-</li>
-      </ul></li>
-      <li>
-    abacusai.python_function
-
-      <ul>
-        <li><a href="autoapi/abacusai/python_function/index.html#module-abacusai.python_function">module</a>
-</li>
-      </ul></li>
-      <li>
-    abacusai.python_function_validator
-
-      <ul>
-        <li><a href="autoapi/abacusai/python_function_validator/index.html#module-abacusai.python_function_validator">module</a>
-</li>
-      </ul></li>
-      <li>
-    abacusai.python_plot_function
-
-      <ul>
-        <li><a href="autoapi/abacusai/python_plot_function/index.html#module-abacusai.python_plot_function">module</a>
-</li>
-      </ul></li>
-      <li>
-    abacusai.range_violation
-
-      <ul>
-        <li><a href="autoapi/abacusai/range_violation/index.html#module-abacusai.range_violation">module</a>
-</li>
-      </ul></li>
-      <li>
-    abacusai.realtime_monitor
-
-      <ul>
-        <li><a href="autoapi/abacusai/realtime_monitor/index.html#module-abacusai.realtime_monitor">module</a>
-</li>
-      </ul></li>
-      <li>
-    abacusai.refresh_pipeline_run
-
-      <ul>
-        <li><a href="autoapi/abacusai/refresh_pipeline_run/index.html#module-abacusai.refresh_pipeline_run">module</a>
-</li>
-      </ul></li>
-      <li>
-    abacusai.refresh_policy
-
-      <ul>
-        <li><a href="autoapi/abacusai/refresh_policy/index.html#module-abacusai.refresh_policy">module</a>
-</li>
-      </ul></li>
-      <li>
-    abacusai.refresh_schedule
-
-      <ul>
-        <li><a href="autoapi/abacusai/refresh_schedule/index.html#module-abacusai.refresh_schedule">module</a>
-</li>
-      </ul></li>
-      <li>
-    abacusai.resolved_feature_group_template
-
-      <ul>
-        <li><a href="autoapi/abacusai/resolved_feature_group_template/index.html#module-abacusai.resolved_feature_group_template">module</a>
-</li>
-      </ul></li>
-      <li>
-    abacusai.return_class
-
-      <ul>
-        <li><a href="autoapi/abacusai/return_class/index.html#module-abacusai.return_class">module</a>
-</li>
-      </ul></li>
-      <li>
-    abacusai.schema
-
-      <ul>
-        <li><a href="autoapi/abacusai/schema/index.html#module-abacusai.schema">module</a>
-</li>
-      </ul></li>
-      <li>
-    abacusai.streaming_auth_token
-
-      <ul>
-        <li><a href="autoapi/abacusai/streaming_auth_token/index.html#module-abacusai.streaming_auth_token">module</a>
-</li>
-      </ul></li>
-      <li>
-    abacusai.streaming_client
-
-      <ul>
-        <li><a href="autoapi/abacusai/streaming_client/index.html#module-abacusai.streaming_client">module</a>
-</li>
-      </ul></li>
-      <li>
-    abacusai.streaming_connector
-
-      <ul>
-        <li><a href="autoapi/abacusai/streaming_connector/index.html#module-abacusai.streaming_connector">module</a>
-</li>
-      </ul></li>
-      <li>
-    abacusai.streaming_row_count
-
-      <ul>
-        <li><a href="autoapi/abacusai/streaming_row_count/index.html#module-abacusai.streaming_row_count">module</a>
-</li>
-      </ul></li>
-      <li>
-    abacusai.streaming_sample_code
-
-      <ul>
-        <li><a href="autoapi/abacusai/streaming_sample_code/index.html#module-abacusai.streaming_sample_code">module</a>
-</li>
-      </ul></li>
-      <li>
-    abacusai.test_point_predictions
-
-      <ul>
-        <li><a href="autoapi/abacusai/test_point_predictions/index.html#module-abacusai.test_point_predictions">module</a>
-</li>
-      </ul></li>
-      <li>
-    abacusai.training_config_options
-
-      <ul>
-        <li><a href="autoapi/abacusai/training_config_options/index.html#module-abacusai.training_config_options">module</a>
-</li>
-      </ul></li>
-      <li>
-    abacusai.upload
-
-      <ul>
-        <li><a href="autoapi/abacusai/upload/index.html#module-abacusai.upload">module</a>
-</li>
-      </ul></li>
-      <li>
-    abacusai.upload_part
-
-      <ul>
-        <li><a href="autoapi/abacusai/upload_part/index.html#module-abacusai.upload_part">module</a>
-</li>
-      </ul></li>
-      <li>
-    abacusai.use_case
-
-      <ul>
-        <li><a href="autoapi/abacusai/use_case/index.html#module-abacusai.use_case">module</a>
-</li>
-      </ul></li>
-      <li>
-    abacusai.use_case_requirements
-
-      <ul>
-        <li><a href="autoapi/abacusai/use_case_requirements/index.html#module-abacusai.use_case_requirements">module</a>
-</li>
-      </ul></li>
-      <li>
-    abacusai.user
-
-      <ul>
-        <li><a href="autoapi/abacusai/user/index.html#module-abacusai.user">module</a>
-</li>
-      </ul></li>
-      <li>
-    abacusai.user_exception
-
-      <ul>
-        <li><a href="autoapi/abacusai/user_exception/index.html#module-abacusai.user_exception">module</a>
-</li>
-      </ul></li>
-      <li>
-    abacusai.web_search_response
-
-      <ul>
-        <li><a href="autoapi/abacusai/web_search_response/index.html#module-abacusai.web_search_response">module</a>
-</li>
-      </ul></li>
-      <li>
-    abacusai.web_search_result
-
-      <ul>
-        <li><a href="autoapi/abacusai/web_search_result/index.html#module-abacusai.web_search_result">module</a>
-</li>
-      </ul></li>
-      <li>
-    abacusai.webhook
-
-      <ul>
-        <li><a href="autoapi/abacusai/webhook/index.html#module-abacusai.webhook">module</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/abacus_api/index.html#abacusai.abacus_api.AbacusApi">AbacusApi (class in abacusai.abacus_api)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.AbacusApi">(class in abacusai.client)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApplicationConnectorType.ABACUSUSAGEMETRICS">ABACUSUSAGEMETRICS (abacusai.api_class.ApplicationConnectorType attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ApplicationConnectorType.ABACUSUSAGEMETRICS">(abacusai.api_class.enums.ApplicationConnectorType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ApplicationConnectorType.ABACUSUSAGEMETRICS">(abacusai.ApplicationConnectorType attribute)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.AbacusUsageMetricsDatasetConfig">AbacusUsageMetricsDatasetConfig (class in abacusai)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.AbacusUsageMetricsDatasetConfig">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.AbacusUsageMetricsDatasetConfig">(class in abacusai.api_class.dataset_application_connector)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.StdDevThresholdType.ABSOLUTE">ABSOLUTE (abacusai.api_class.enums.StdDevThresholdType attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.StdDevThresholdType.ABSOLUTE">(abacusai.api_class.monitor.StdDevThresholdType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.StdDevThresholdType.ABSOLUTE">(abacusai.api_class.StdDevThresholdType attribute)</a>, <a href="autoapi/abacusai/api_class/index.html#id161">[1]</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.StdDevThresholdType.ABSOLUTE">(abacusai.StdDevThresholdType attribute)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/abacus_api/index.html#abacusai.abacus_api.AbstractApiClass">AbstractApiClass (class in abacusai.abacus_api)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/agent/index.html#abacusai.agent.AbstractApiClass">(class in abacusai.agent)</a>
-</li>
-        <li><a href="autoapi/abacusai/agent_data_document_info/index.html#abacusai.agent_data_document_info.AbstractApiClass">(class in abacusai.agent_data_document_info)</a>
-</li>
-        <li><a href="autoapi/abacusai/agent_data_execution_result/index.html#abacusai.agent_data_execution_result.AbstractApiClass">(class in abacusai.agent_data_execution_result)</a>
-</li>
-        <li><a href="autoapi/abacusai/agent_version/index.html#abacusai.agent_version.AbstractApiClass">(class in abacusai.agent_version)</a>
-</li>
-        <li><a href="autoapi/abacusai/ai_building_task/index.html#abacusai.ai_building_task.AbstractApiClass">(class in abacusai.ai_building_task)</a>
-</li>
-        <li><a href="autoapi/abacusai/algorithm/index.html#abacusai.algorithm.AbstractApiClass">(class in abacusai.algorithm)</a>
-</li>
-        <li><a href="autoapi/abacusai/annotation/index.html#abacusai.annotation.AbstractApiClass">(class in abacusai.annotation)</a>
-</li>
-        <li><a href="autoapi/abacusai/annotation_config/index.html#abacusai.annotation_config.AbstractApiClass">(class in abacusai.annotation_config)</a>
-</li>
-        <li><a href="autoapi/abacusai/annotation_document/index.html#abacusai.annotation_document.AbstractApiClass">(class in abacusai.annotation_document)</a>
-</li>
-        <li><a href="autoapi/abacusai/annotation_entry/index.html#abacusai.annotation_entry.AbstractApiClass">(class in abacusai.annotation_entry)</a>
-</li>
-        <li><a href="autoapi/abacusai/annotations_status/index.html#abacusai.annotations_status.AbstractApiClass">(class in abacusai.annotations_status)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_endpoint/index.html#abacusai.api_endpoint.AbstractApiClass">(class in abacusai.api_endpoint)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_key/index.html#abacusai.api_key.AbstractApiClass">(class in abacusai.api_key)</a>
-</li>
-        <li><a href="autoapi/abacusai/app_user_group/index.html#abacusai.app_user_group.AbstractApiClass">(class in abacusai.app_user_group)</a>
-</li>
-        <li><a href="autoapi/abacusai/application_connector/index.html#abacusai.application_connector.AbstractApiClass">(class in abacusai.application_connector)</a>
-</li>
-        <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.AbstractApiClass">(class in abacusai.batch_prediction)</a>
-</li>
-        <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.AbstractApiClass">(class in abacusai.batch_prediction_version)</a>
-</li>
-        <li><a href="autoapi/abacusai/batch_prediction_version_logs/index.html#abacusai.batch_prediction_version_logs.AbstractApiClass">(class in abacusai.batch_prediction_version_logs)</a>
-</li>
-        <li><a href="autoapi/abacusai/categorical_range_violation/index.html#abacusai.categorical_range_violation.AbstractApiClass">(class in abacusai.categorical_range_violation)</a>
-</li>
-        <li><a href="autoapi/abacusai/chat_message/index.html#abacusai.chat_message.AbstractApiClass">(class in abacusai.chat_message)</a>
-</li>
-        <li><a href="autoapi/abacusai/chat_session/index.html#abacusai.chat_session.AbstractApiClass">(class in abacusai.chat_session)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.AbstractApiClass">(class in abacusai.client)</a>
-</li>
-        <li><a href="autoapi/abacusai/code_source/index.html#abacusai.code_source.AbstractApiClass">(class in abacusai.code_source)</a>
-</li>
-        <li><a href="autoapi/abacusai/concatenation_config/index.html#abacusai.concatenation_config.AbstractApiClass">(class in abacusai.concatenation_config)</a>
-</li>
-        <li><a href="autoapi/abacusai/cpu_gpu_memory_specs/index.html#abacusai.cpu_gpu_memory_specs.AbstractApiClass">(class in abacusai.cpu_gpu_memory_specs)</a>
-</li>
-        <li><a href="autoapi/abacusai/custom_loss_function/index.html#abacusai.custom_loss_function.AbstractApiClass">(class in abacusai.custom_loss_function)</a>
-</li>
-        <li><a href="autoapi/abacusai/custom_metric/index.html#abacusai.custom_metric.AbstractApiClass">(class in abacusai.custom_metric)</a>
-</li>
-        <li><a href="autoapi/abacusai/custom_metric_version/index.html#abacusai.custom_metric_version.AbstractApiClass">(class in abacusai.custom_metric_version)</a>
-</li>
-        <li><a href="autoapi/abacusai/custom_train_function_info/index.html#abacusai.custom_train_function_info.AbstractApiClass">(class in abacusai.custom_train_function_info)</a>
-</li>
-        <li><a href="autoapi/abacusai/data_consistency_duplication/index.html#abacusai.data_consistency_duplication.AbstractApiClass">(class in abacusai.data_consistency_duplication)</a>
-</li>
-        <li><a href="autoapi/abacusai/data_metrics/index.html#abacusai.data_metrics.AbstractApiClass">(class in abacusai.data_metrics)</a>
-</li>
-        <li><a href="autoapi/abacusai/data_prep_logs/index.html#abacusai.data_prep_logs.AbstractApiClass">(class in abacusai.data_prep_logs)</a>
-</li>
-        <li><a href="autoapi/abacusai/data_quality_results/index.html#abacusai.data_quality_results.AbstractApiClass">(class in abacusai.data_quality_results)</a>
-</li>
-        <li><a href="autoapi/abacusai/data_upload_result/index.html#abacusai.data_upload_result.AbstractApiClass">(class in abacusai.data_upload_result)</a>
-</li>
-        <li><a href="autoapi/abacusai/database_column_feature_mapping/index.html#abacusai.database_column_feature_mapping.AbstractApiClass">(class in abacusai.database_column_feature_mapping)</a>
-</li>
-        <li><a href="autoapi/abacusai/database_connector/index.html#abacusai.database_connector.AbstractApiClass">(class in abacusai.database_connector)</a>
-</li>
-        <li><a href="autoapi/abacusai/database_connector_column/index.html#abacusai.database_connector_column.AbstractApiClass">(class in abacusai.database_connector_column)</a>
-</li>
-        <li><a href="autoapi/abacusai/database_connector_schema/index.html#abacusai.database_connector_schema.AbstractApiClass">(class in abacusai.database_connector_schema)</a>
-</li>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.AbstractApiClass">(class in abacusai.dataset)</a>
-</li>
-        <li><a href="autoapi/abacusai/dataset_column/index.html#abacusai.dataset_column.AbstractApiClass">(class in abacusai.dataset_column)</a>
-</li>
-        <li><a href="autoapi/abacusai/dataset_version/index.html#abacusai.dataset_version.AbstractApiClass">(class in abacusai.dataset_version)</a>
-</li>
-        <li><a href="autoapi/abacusai/dataset_version_logs/index.html#abacusai.dataset_version_logs.AbstractApiClass">(class in abacusai.dataset_version_logs)</a>
-</li>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.AbstractApiClass">(class in abacusai.deployment)</a>
-</li>
-        <li><a href="autoapi/abacusai/deployment_auth_token/index.html#abacusai.deployment_auth_token.AbstractApiClass">(class in abacusai.deployment_auth_token)</a>
-</li>
-        <li><a href="autoapi/abacusai/deployment_conversation/index.html#abacusai.deployment_conversation.AbstractApiClass">(class in abacusai.deployment_conversation)</a>
-</li>
-        <li><a href="autoapi/abacusai/deployment_conversation_event/index.html#abacusai.deployment_conversation_event.AbstractApiClass">(class in abacusai.deployment_conversation_event)</a>
-</li>
-        <li><a href="autoapi/abacusai/deployment_conversation_export/index.html#abacusai.deployment_conversation_export.AbstractApiClass">(class in abacusai.deployment_conversation_export)</a>
-</li>
-        <li><a href="autoapi/abacusai/document_data/index.html#abacusai.document_data.AbstractApiClass">(class in abacusai.document_data)</a>
-</li>
-        <li><a href="autoapi/abacusai/document_retriever/index.html#abacusai.document_retriever.AbstractApiClass">(class in abacusai.document_retriever)</a>
-</li>
-        <li><a href="autoapi/abacusai/document_retriever_config/index.html#abacusai.document_retriever_config.AbstractApiClass">(class in abacusai.document_retriever_config)</a>
-</li>
-        <li><a href="autoapi/abacusai/document_retriever_lookup_result/index.html#abacusai.document_retriever_lookup_result.AbstractApiClass">(class in abacusai.document_retriever_lookup_result)</a>
-</li>
-        <li><a href="autoapi/abacusai/document_retriever_version/index.html#abacusai.document_retriever_version.AbstractApiClass">(class in abacusai.document_retriever_version)</a>
-</li>
-        <li><a href="autoapi/abacusai/drift_distribution/index.html#abacusai.drift_distribution.AbstractApiClass">(class in abacusai.drift_distribution)</a>
-</li>
-        <li><a href="autoapi/abacusai/drift_distributions/index.html#abacusai.drift_distributions.AbstractApiClass">(class in abacusai.drift_distributions)</a>
-</li>
-        <li><a href="autoapi/abacusai/eda/index.html#abacusai.eda.AbstractApiClass">(class in abacusai.eda)</a>
-</li>
-        <li><a href="autoapi/abacusai/eda_chart_description/index.html#abacusai.eda_chart_description.AbstractApiClass">(class in abacusai.eda_chart_description)</a>
-</li>
-        <li><a href="autoapi/abacusai/eda_collinearity/index.html#abacusai.eda_collinearity.AbstractApiClass">(class in abacusai.eda_collinearity)</a>
-</li>
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-        <li><a href="autoapi/abacusai/schema/index.html#abacusai.schema.AbstractApiClass">(class in abacusai.schema)</a>
-</li>
-        <li><a href="autoapi/abacusai/streaming_auth_token/index.html#abacusai.streaming_auth_token.AbstractApiClass">(class in abacusai.streaming_auth_token)</a>
-</li>
-        <li><a href="autoapi/abacusai/streaming_connector/index.html#abacusai.streaming_connector.AbstractApiClass">(class in abacusai.streaming_connector)</a>
-</li>
-        <li><a href="autoapi/abacusai/streaming_row_count/index.html#abacusai.streaming_row_count.AbstractApiClass">(class in abacusai.streaming_row_count)</a>
-</li>
-        <li><a href="autoapi/abacusai/streaming_sample_code/index.html#abacusai.streaming_sample_code.AbstractApiClass">(class in abacusai.streaming_sample_code)</a>
-</li>
-        <li><a href="autoapi/abacusai/test_point_predictions/index.html#abacusai.test_point_predictions.AbstractApiClass">(class in abacusai.test_point_predictions)</a>
-</li>
-        <li><a href="autoapi/abacusai/training_config_options/index.html#abacusai.training_config_options.AbstractApiClass">(class in abacusai.training_config_options)</a>
-</li>
-        <li><a href="autoapi/abacusai/upload/index.html#abacusai.upload.AbstractApiClass">(class in abacusai.upload)</a>
-</li>
-        <li><a href="autoapi/abacusai/upload_part/index.html#abacusai.upload_part.AbstractApiClass">(class in abacusai.upload_part)</a>
-</li>
-        <li><a href="autoapi/abacusai/use_case/index.html#abacusai.use_case.AbstractApiClass">(class in abacusai.use_case)</a>
-</li>
-        <li><a href="autoapi/abacusai/use_case_requirements/index.html#abacusai.use_case_requirements.AbstractApiClass">(class in abacusai.use_case_requirements)</a>
-</li>
-        <li><a href="autoapi/abacusai/user/index.html#abacusai.user.AbstractApiClass">(class in abacusai.user)</a>
-</li>
-        <li><a href="autoapi/abacusai/user_exception/index.html#abacusai.user_exception.AbstractApiClass">(class in abacusai.user_exception)</a>
-</li>
-        <li><a href="autoapi/abacusai/web_search_response/index.html#abacusai.web_search_response.AbstractApiClass">(class in abacusai.web_search_response)</a>
-</li>
-        <li><a href="autoapi/abacusai/web_search_result/index.html#abacusai.web_search_result.AbstractApiClass">(class in abacusai.web_search_result)</a>
-</li>
-        <li><a href="autoapi/abacusai/webhook/index.html#abacusai.webhook.AbstractApiClass">(class in abacusai.webhook)</a>
-</li>
-      </ul></li>
-  </ul></td>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingObjective.ACCURACY">ACCURACY (abacusai.api_class.enums.ForecastingObjective attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionObjective.ACCURACY">(abacusai.api_class.enums.RegressionObjective attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingObjective.ACCURACY">(abacusai.api_class.ForecastingObjective attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionObjective.ACCURACY">(abacusai.api_class.RegressionObjective attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingObjective.ACCURACY">(abacusai.ForecastingObjective attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionObjective.ACCURACY">(abacusai.RegressionObjective attribute)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.MonitorAlertType.ACCURACY_BELOW_THRESHOLD">ACCURACY_BELOW_THRESHOLD (abacusai.api_class.enums.MonitorAlertType attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MonitorAlertType.ACCURACY_BELOW_THRESHOLD">(abacusai.api_class.MonitorAlertType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.MonitorAlertType.ACCURACY_BELOW_THRESHOLD">(abacusai.MonitorAlertType attribute)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.AccuracyBelowThresholdConditionConfig">AccuracyBelowThresholdConditionConfig (class in abacusai)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.AccuracyBelowThresholdConditionConfig">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.AccuracyBelowThresholdConditionConfig">(class in abacusai.api_class.monitor_alert)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.AlertActionConfig.action_type">action_type (abacusai.AlertActionConfig attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.AlertActionConfig.action_type">(abacusai.api_class.AlertActionConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.AlertActionConfig.action_type">(abacusai.api_class.monitor_alert.AlertActionConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.AlertActionConfig.action_type">(abacusai.client.AlertActionConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.AlertActionConfig.action_type">(abacusai.deployment.AlertActionConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/monitor_alert/index.html#abacusai.monitor_alert.AlertActionConfig.action_type">(abacusai.monitor_alert.AlertActionConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.AlertActionConfig.action_type">(abacusai.project.AlertActionConfig attribute)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.action_types_exclusion_days">action_types_exclusion_days (abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.action_types_exclusion_days">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.action_types_exclusion_days">(abacusai.PersonalizationTrainingConfig attribute)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.NamedEntityExtractionTrainingConfig.active_labels_column">active_labels_column (abacusai.api_class.model.NamedEntityExtractionTrainingConfig attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.active_labels_column">(abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NamedEntityExtractionTrainingConfig.active_labels_column">(abacusai.api_class.NamedEntityExtractionTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.active_labels_column">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.NamedEntityExtractionTrainingConfig.active_labels_column">(abacusai.NamedEntityExtractionTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.active_labels_column">(abacusai.RegressionTrainingConfig attribute)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.add_annotatable_feature">add_annotatable_feature() (abacusai.ApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.add_annotatable_feature">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.add_annotatable_feature">(abacusai.client.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.add_annotatable_feature">(abacusai.feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.add_annotatable_feature">(abacusai.organization_search_result.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.add_annotatable_feature">(abacusai.project_feature_group.FeatureGroup method)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.add_annotation">add_annotation() (abacusai.ApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.add_annotation">(abacusai.client.ApiClient method)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.add_annotation_label">add_annotation_label() (abacusai.client.FeatureGroup method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.add_annotation_label">(abacusai.feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.add_annotation_label">(abacusai.organization_search_result.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.add_annotation_label">(abacusai.project_feature_group.FeatureGroup method)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.add_app_user_group_report_permission">add_app_user_group_report_permission() (abacusai.ApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.add_app_user_group_report_permission">(abacusai.client.ApiClient method)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.add_app_user_group_to_external_application">add_app_user_group_to_external_application() (abacusai.ApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.add_app_user_group_to_external_application">(abacusai.client.ApiClient method)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.add_feature_group_annotation_label">add_feature_group_annotation_label() (abacusai.ApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.add_feature_group_annotation_label">(abacusai.client.ApiClient method)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.add_feature_group_tag">add_feature_group_tag() (abacusai.ApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.add_feature_group_tag">(abacusai.client.ApiClient method)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.add_feature_group_to_project">add_feature_group_to_project() (abacusai.ApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.add_feature_group_to_project">(abacusai.client.ApiClient method)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.add_feature_tag">add_feature_tag() (abacusai.ApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.add_feature_tag">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.add_feature_tag">(abacusai.client.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.add_feature_tag">(abacusai.feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.add_feature_tag">(abacusai.organization_search_result.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.add_feature_tag">(abacusai.project_feature_group.FeatureGroup method)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.add_graph_to_dashboard">add_graph_to_dashboard() (abacusai.ApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.add_graph_to_dashboard">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PythonFunction.add_graph_to_dashboard">(abacusai.client.PythonFunction method)</a>
-</li>
-        <li><a href="autoapi/abacusai/pipeline_step/index.html#abacusai.pipeline_step.PythonFunction.add_graph_to_dashboard">(abacusai.pipeline_step.PythonFunction method)</a>
-</li>
-        <li><a href="autoapi/abacusai/python_function/index.html#abacusai.python_function.PythonFunction.add_graph_to_dashboard">(abacusai.python_function.PythonFunction method)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.add_organization_group_permission">add_organization_group_permission() (abacusai.ApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.add_organization_group_permission">(abacusai.client.ApiClient method)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.add_organization_group_to_feature_group_modifiers">add_organization_group_to_feature_group_modifiers() (abacusai.ApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.add_organization_group_to_feature_group_modifiers">(abacusai.client.ApiClient method)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.add_organization_group_to_modifiers">add_organization_group_to_modifiers() (abacusai.client.FeatureGroup method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.add_organization_group_to_modifiers">(abacusai.feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.add_organization_group_to_modifiers">(abacusai.organization_search_result.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.add_organization_group_to_modifiers">(abacusai.project_feature_group.FeatureGroup method)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.OrganizationGroup.add_permission">add_permission() (abacusai.client.OrganizationGroup method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/organization_group/index.html#abacusai.organization_group.OrganizationGroup.add_permission">(abacusai.organization_group.OrganizationGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/user/index.html#abacusai.user.OrganizationGroup.add_permission">(abacusai.user.OrganizationGroup method)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.add_project_tags">add_project_tags() (abacusai.ApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.add_project_tags">(abacusai.client.ApiClient method)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.add_tag">add_tag() (abacusai.client.FeatureGroup method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.add_tag">(abacusai.feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.add_tag">(abacusai.organization_search_result.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.add_tag">(abacusai.project_feature_group.FeatureGroup method)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Project.add_tags">add_tags() (abacusai.client.Project method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.add_tags">(abacusai.project.Project method)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.add_time_features">add_time_features (abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.add_time_features">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.add_time_features">(abacusai.PersonalizationTrainingConfig attribute)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.add_to_project">add_to_project() (abacusai.client.FeatureGroup method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.add_to_project">(abacusai.feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.add_to_project">(abacusai.organization_search_result.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.add_to_project">(abacusai.project_feature_group.FeatureGroup method)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.OrganizationGroup.add_user_to">add_user_to() (abacusai.client.OrganizationGroup method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/organization_group/index.html#abacusai.organization_group.OrganizationGroup.add_user_to">(abacusai.organization_group.OrganizationGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/user/index.html#abacusai.user.OrganizationGroup.add_user_to">(abacusai.user.OrganizationGroup method)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.add_user_to_feature_group_modifiers">add_user_to_feature_group_modifiers() (abacusai.ApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.add_user_to_feature_group_modifiers">(abacusai.client.ApiClient method)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.add_user_to_modifiers">add_user_to_modifiers() (abacusai.client.FeatureGroup method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.add_user_to_modifiers">(abacusai.feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.add_user_to_modifiers">(abacusai.organization_search_result.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.add_user_to_modifiers">(abacusai.project_feature_group.FeatureGroup method)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.add_user_to_organization">add_user_to_organization() (abacusai.ApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.add_user_to_organization">(abacusai.client.ApiClient method)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.add_user_to_organization_group">add_user_to_organization_group() (abacusai.ApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.add_user_to_organization_group">(abacusai.client.ApiClient method)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.add_users_to_app_user_group">add_users_to_app_user_group() (abacusai.ApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.add_users_to_app_user_group">(abacusai.client.ApiClient method)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.additional_forecast_keys">additional_forecast_keys (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.additional_forecast_keys">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.additional_forecast_keys">(abacusai.ForecastingTrainingConfig attribute)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DatabaseConnectorExportConfig.additional_id_columns">additional_id_columns (abacusai.api_class.DatabaseConnectorExportConfig attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/refresh/index.html#abacusai.api_class.refresh.DatabaseConnectorExportConfig.additional_id_columns">(abacusai.api_class.refresh.DatabaseConnectorExportConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.DatabaseConnectorExportConfig.additional_id_columns">(abacusai.DatabaseConnectorExportConfig attribute)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/agent/index.html#abacusai.agent.Agent">Agent (class in abacusai.agent)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Agent">(class in abacusai.client)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.AIAgentTrainingConfig.agent_input_schema">agent_input_schema (abacusai.AIAgentTrainingConfig attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.AIAgentTrainingConfig.agent_input_schema">(abacusai.api_class.AIAgentTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.AIAgentTrainingConfig.agent_input_schema">(abacusai.api_class.model.AIAgentTrainingConfig attribute)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.AIAgentTrainingConfig.agent_interface">agent_interface (abacusai.AIAgentTrainingConfig attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.AIAgentTrainingConfig.agent_interface">(abacusai.api_class.AIAgentTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.AIAgentTrainingConfig.agent_interface">(abacusai.api_class.model.AIAgentTrainingConfig attribute)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.AIAgentTrainingConfig.agent_output_schema">agent_output_schema (abacusai.AIAgentTrainingConfig attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.AIAgentTrainingConfig.agent_output_schema">(abacusai.api_class.AIAgentTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.AIAgentTrainingConfig.agent_output_schema">(abacusai.api_class.model.AIAgentTrainingConfig attribute)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/agent_data_document_info/index.html#abacusai.agent_data_document_info.AgentDataDocumentInfo">AgentDataDocumentInfo (class in abacusai.agent_data_document_info)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/agent_data_execution_result/index.html#abacusai.agent_data_execution_result.AgentDataDocumentInfo">(class in abacusai.agent_data_execution_result)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/agent_data_execution_result/index.html#abacusai.agent_data_execution_result.AgentDataExecutionResult">AgentDataExecutionResult (class in abacusai.agent_data_execution_result)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.AgentDataExecutionResult">(class in abacusai.client)</a>
-</li>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.AgentDataExecutionResult">(class in abacusai.prediction_client)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.AgentInterface">AgentInterface (class in abacusai)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.AgentInterface">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.AgentInterface">(class in abacusai.api_class.enums)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.AgentInterface">(class in abacusai.client)</a>
-</li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.AgentInterface">(class in abacusai.model)</a>
-</li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.AgentInterface">(class in abacusai.project)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.AgentResponse">AgentResponse (class in abacusai)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.AgentResponse">(class in abacusai.client)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/agent/index.html#abacusai.agent.AgentVersion">AgentVersion (class in abacusai.agent)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/agent_version/index.html#abacusai.agent_version.AgentVersion">(class in abacusai.agent_version)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.AgentVersion">(class in abacusai.client)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.PredictionCountConditionConfig.aggregation_type">aggregation_type (abacusai.api_class.monitor_alert.PredictionCountConditionConfig attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PredictionCountConditionConfig.aggregation_type">(abacusai.api_class.PredictionCountConditionConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionCountConditionConfig.aggregation_type">(abacusai.PredictionCountConditionConfig attribute)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.PredictionCountConditionConfig.aggregation_window">aggregation_window (abacusai.api_class.monitor_alert.PredictionCountConditionConfig attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PredictionCountConditionConfig.aggregation_window">(abacusai.api_class.PredictionCountConditionConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionCountConditionConfig.aggregation_window">(abacusai.PredictionCountConditionConfig attribute)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProblemType.AI_AGENT">AI_AGENT (abacusai.api_class.enums.ProblemType attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProblemType.AI_AGENT">(abacusai.api_class.ProblemType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ProblemType.AI_AGENT">(abacusai.ProblemType attribute)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.AIAgentTrainingConfig">AIAgentTrainingConfig (class in abacusai)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.AIAgentTrainingConfig">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.AIAgentTrainingConfig">(class in abacusai.api_class.model)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/ai_building_task/index.html#abacusai.ai_building_task.AiBuildingTask">AiBuildingTask (class in abacusai.ai_building_task)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/chat_session/index.html#abacusai.chat_session.AiBuildingTask">(class in abacusai.chat_session)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.AlertConditionConfig.alert_type">alert_type (abacusai.AlertConditionConfig attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.AlertConditionConfig.alert_type">(abacusai.api_class.AlertConditionConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.AlertConditionConfig.alert_type">(abacusai.api_class.monitor_alert.AlertConditionConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.AlertConditionConfig.alert_type">(abacusai.client.AlertConditionConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.AlertConditionConfig.alert_type">(abacusai.deployment.AlertConditionConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/monitor_alert/index.html#abacusai.monitor_alert.AlertConditionConfig.alert_type">(abacusai.monitor_alert.AlertConditionConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.AlertConditionConfig.alert_type">(abacusai.project.AlertConditionConfig attribute)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.AlertActionConfig">AlertActionConfig (class in abacusai)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.AlertActionConfig">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.AlertActionConfig">(class in abacusai.api_class.monitor_alert)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.AlertActionConfig">(class in abacusai.client)</a>
-</li>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.AlertActionConfig">(class in abacusai.deployment)</a>
-</li>
-        <li><a href="autoapi/abacusai/monitor_alert/index.html#abacusai.monitor_alert.AlertActionConfig">(class in abacusai.monitor_alert)</a>
-</li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.AlertActionConfig">(class in abacusai.project)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.AlertActionType">AlertActionType (class in abacusai)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.AlertActionType">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.AlertActionType">(class in abacusai.api_class.enums)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.AlertConditionConfig">AlertConditionConfig (class in abacusai)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.AlertConditionConfig">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.AlertConditionConfig">(class in abacusai.api_class.monitor_alert)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.AlertConditionConfig">(class in abacusai.client)</a>
-</li>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.AlertConditionConfig">(class in abacusai.deployment)</a>
-</li>
-        <li><a href="autoapi/abacusai/monitor_alert/index.html#abacusai.monitor_alert.AlertConditionConfig">(class in abacusai.monitor_alert)</a>
-</li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.AlertConditionConfig">(class in abacusai.project)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DeployableAlgorithm.algorithm">algorithm (abacusai.api_class.DeployableAlgorithm attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.DeployableAlgorithm.algorithm">(abacusai.api_class.model.DeployableAlgorithm attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.TrainingConfig.algorithm">(abacusai.api_class.model.TrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TrainingConfig.algorithm">(abacusai.api_class.TrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.TrainingConfig.algorithm">(abacusai.client.TrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.DeployableAlgorithm.algorithm">(abacusai.DeployableAlgorithm attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.TrainingConfig.algorithm">(abacusai.model.TrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/model_version/index.html#abacusai.model_version.DeployableAlgorithm.algorithm">(abacusai.model_version.DeployableAlgorithm attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/model_version/index.html#abacusai.model_version.TrainingConfig.algorithm">(abacusai.model_version.TrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.TrainingConfig.algorithm">(abacusai.project.TrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.TrainingConfig.algorithm">(abacusai.TrainingConfig attribute)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/algorithm/index.html#abacusai.algorithm.Algorithm">Algorithm (class in abacusai.algorithm)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Algorithm">(class in abacusai.client)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/abstract/index.html#abacusai.api_class.abstract.ALL_CAP_RE">ALL_CAP_RE (in module abacusai.api_class.abstract)</a>
-</li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.AlreadyExistsError">AlreadyExistsError</a>
-</li>
-      <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.ThemeAnalysisBatchPredictionArgs.analysis_days">analysis_days (abacusai.api_class.batch_prediction.ThemeAnalysisBatchPredictionArgs attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ThemeAnalysisBatchPredictionArgs.analysis_days">(abacusai.api_class.ThemeAnalysisBatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ThemeAnalysisBatchPredictionArgs.analysis_days">(abacusai.ThemeAnalysisBatchPredictionArgs attribute)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.ThemeAnalysisBatchPredictionArgs.analysis_frequency">analysis_frequency (abacusai.api_class.batch_prediction.ThemeAnalysisBatchPredictionArgs attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ThemeAnalysisBatchPredictionArgs.analysis_frequency">(abacusai.api_class.ThemeAnalysisBatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ThemeAnalysisBatchPredictionArgs.analysis_frequency">(abacusai.ThemeAnalysisBatchPredictionArgs attribute)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingQuanitlesExtensionMethod.ANCESTRAL_SIMULATION">ANCESTRAL_SIMULATION (abacusai.api_class.enums.ForecastingQuanitlesExtensionMethod attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingQuanitlesExtensionMethod.ANCESTRAL_SIMULATION">(abacusai.api_class.ForecastingQuanitlesExtensionMethod attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingQuanitlesExtensionMethod.ANCESTRAL_SIMULATION">(abacusai.ForecastingQuanitlesExtensionMethod attribute)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/annotation/index.html#abacusai.annotation.Annotation">Annotation (class in abacusai.annotation)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/annotation_entry/index.html#abacusai.annotation_entry.Annotation">(class in abacusai.annotation_entry)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/annotation_config/index.html#abacusai.annotation_config.AnnotationConfig">AnnotationConfig (class in abacusai.annotation_config)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/annotations_status/index.html#abacusai.annotations_status.AnnotationConfig">(class in abacusai.annotations_status)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.AnnotationConfig">(class in abacusai.client)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.AnnotationConfig">(class in abacusai.feature_group)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group_version/index.html#abacusai.feature_group_version.AnnotationConfig">(class in abacusai.feature_group_version)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.AnnotationConfig">(class in abacusai.project_feature_group)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/annotation_document/index.html#abacusai.annotation_document.AnnotationDocument">AnnotationDocument (class in abacusai.annotation_document)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.AnnotationDocument">(class in abacusai.client)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/annotation_entry/index.html#abacusai.annotation_entry.AnnotationEntry">AnnotationEntry (class in abacusai.annotation_entry)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.AnnotationEntry">(class in abacusai.client)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.NERObjective.ANNOTATIONS_PRECISION">ANNOTATIONS_PRECISION (abacusai.api_class.enums.NERObjective attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NERObjective.ANNOTATIONS_PRECISION">(abacusai.api_class.NERObjective attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.NERObjective.ANNOTATIONS_PRECISION">(abacusai.NERObjective attribute)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.NERObjective.ANNOTATIONS_RECALL">ANNOTATIONS_RECALL (abacusai.api_class.enums.NERObjective attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NERObjective.ANNOTATIONS_RECALL">(abacusai.api_class.NERObjective attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.NERObjective.ANNOTATIONS_RECALL">(abacusai.NERObjective attribute)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/annotations_status/index.html#abacusai.annotations_status.AnnotationsStatus">AnnotationsStatus (class in abacusai.annotations_status)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.AnnotationsStatus">(class in abacusai.client)</a>
+      </ul></li>
+      <li>
+    abacusai.agent_data_execution_result
+
+      <ul>
+        <li><a href="autoapi/abacusai/agent_data_execution_result/index.html#module-abacusai.agent_data_execution_result">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.EventAnomalyTrainingConfig.anomaly_fraction">anomaly_fraction (abacusai.api_class.EventAnomalyTrainingConfig attribute)</a>
+      <li>
+    abacusai.agent_version
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.EventAnomalyTrainingConfig.anomaly_fraction">(abacusai.api_class.model.EventAnomalyTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.EventAnomalyTrainingConfig.anomaly_fraction">(abacusai.EventAnomalyTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/agent_version/index.html#module-abacusai.agent_version">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.TimeseriesAnomalyTrainingConfig.anomaly_type">anomaly_type (abacusai.api_class.model.TimeseriesAnomalyTrainingConfig attribute)</a>
+      <li>
+    abacusai.ai_building_task
 
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeseriesAnomalyTrainingConfig.anomaly_type">(abacusai.api_class.TimeseriesAnomalyTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.TimeseriesAnomalyTrainingConfig.anomaly_type">(abacusai.TimeseriesAnomalyTrainingConfig attribute)</a>
+      <ul>
+        <li><a href="autoapi/abacusai/ai_building_task/index.html#module-abacusai.ai_building_task">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionOutputArgumentType.ANY">ANY (abacusai.api_class.enums.PythonFunctionOutputArgumentType attribute)</a>
+      <li>
+    abacusai.algorithm
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionOutputArgumentType.ANY">(abacusai.api_class.PythonFunctionOutputArgumentType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionOutputArgumentType.ANY">(abacusai.PythonFunctionOutputArgumentType attribute)</a>
+        <li><a href="autoapi/abacusai/algorithm/index.html#module-abacusai.algorithm">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClass">ApiClass (class in abacusai)</a>
+      <li>
+    abacusai.annotation
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApiClass">(class in abacusai.api_class)</a>, <a href="autoapi/abacusai/api_class/index.html#id0">[1]</a>, <a href="autoapi/abacusai/api_class/index.html#id108">[2]</a>, <a href="autoapi/abacusai/api_class/index.html#id127">[3]</a>, <a href="autoapi/abacusai/api_class/index.html#id14">[4]</a>, <a href="autoapi/abacusai/api_class/index.html#id146">[5]</a>, <a href="autoapi/abacusai/api_class/index.html#id164">[6]</a>, <a href="autoapi/abacusai/api_class/index.html#id183">[7]</a>, <a href="autoapi/abacusai/api_class/index.html#id202">[8]</a>, <a href="autoapi/abacusai/api_class/index.html#id216">[9]</a>, <a href="autoapi/abacusai/api_class/index.html#id28">[10]</a>, <a href="autoapi/abacusai/api_class/index.html#id42">[11]</a>, <a href="autoapi/abacusai/api_class/index.html#id63">[12]</a>, <a href="autoapi/abacusai/api_class/index.html#id82">[13]</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass">(class in abacusai.api_class.abstract)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.ApiClass">(class in abacusai.api_class.ai_agents)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/ai_chat/index.html#abacusai.api_class.ai_chat.ApiClass">(class in abacusai.api_class.ai_chat)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.ApiClass">(class in abacusai.api_class.batch_prediction)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/blob_input/index.html#abacusai.api_class.blob_input.ApiClass">(class in abacusai.api_class.blob_input)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/dataset/index.html#abacusai.api_class.dataset.ApiClass">(class in abacusai.api_class.dataset)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.ApiClass">(class in abacusai.api_class.deployment)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/document_retriever/index.html#abacusai.api_class.document_retriever.ApiClass">(class in abacusai.api_class.document_retriever)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.ApiClass">(class in abacusai.api_class.feature_group)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ApiClass">(class in abacusai.api_class.model)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.ApiClass">(class in abacusai.api_class.monitor)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.ApiClass">(class in abacusai.api_class.monitor_alert)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.ApiClass">(class in abacusai.api_class.project)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/python_functions/index.html#abacusai.api_class.python_functions.ApiClass">(class in abacusai.api_class.python_functions)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/refresh/index.html#abacusai.api_class.refresh.ApiClass">(class in abacusai.api_class.refresh)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClass">(class in abacusai.client)</a>
+        <li><a href="autoapi/abacusai/annotation/index.html#module-abacusai.annotation">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient">ApiClient (class in abacusai)</a>
+      <li>
+    abacusai.annotation_config
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient">(class in abacusai.client)</a>
+        <li><a href="autoapi/abacusai/annotation_config/index.html#module-abacusai.annotation_config">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_endpoint/index.html#abacusai.api_endpoint.ApiEndpoint">ApiEndpoint (class in abacusai.api_endpoint)</a>
+      <li>
+    abacusai.annotation_document
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiEndpoint">(class in abacusai.client)</a>
+        <li><a href="autoapi/abacusai/annotation_document/index.html#module-abacusai.annotation_document">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiEnum">ApiEnum (class in abacusai)</a>
+      <li>
+    abacusai.annotation_entry
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApiEnum">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/abstract/index.html#abacusai.api_class.abstract.ApiEnum">(class in abacusai.api_class.abstract)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ApiEnum">(class in abacusai.api_class.enums)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiEnum">(class in abacusai.client)</a>
+        <li><a href="autoapi/abacusai/annotation_entry/index.html#module-abacusai.annotation_entry">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiException">ApiException</a>, <a href="autoapi/abacusai/index.html#abacusai.ApiException">[1]</a>
-</li>
-      <li><a href="autoapi/abacusai/api_key/index.html#abacusai.api_key.ApiKey">ApiKey (class in abacusai.api_key)</a>
+      <li>
+    abacusai.annotations_status
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiKey">(class in abacusai.client)</a>
+        <li><a href="autoapi/abacusai/annotations_status/index.html#module-abacusai.annotations_status">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.append_data">append_data() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.api_class
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.append_data">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.append_data">(abacusai.client.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.append_data">(abacusai.feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.append_data">(abacusai.organization_search_result.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.append_data">(abacusai.project_feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/streaming_client/index.html#abacusai.streaming_client.StreamingClient.append_data">(abacusai.streaming_client.StreamingClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.StreamingClient.append_data">(abacusai.StreamingClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#module-abacusai.api_class">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.append_multiple_data">append_multiple_data() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.api_class.abstract
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.append_multiple_data">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.append_multiple_data">(abacusai.client.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.append_multiple_data">(abacusai.feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.append_multiple_data">(abacusai.organization_search_result.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.append_multiple_data">(abacusai.project_feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/streaming_client/index.html#abacusai.streaming_client.StreamingClient.append_multiple_data">(abacusai.streaming_client.StreamingClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.StreamingClient.append_multiple_data">(abacusai.StreamingClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/abstract/index.html#module-abacusai.api_class.abstract">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ConnectorType.APPLICATION">APPLICATION (abacusai.api_class.ConnectorType attribute)</a>
+      <li>
+    abacusai.api_class.ai_agents
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ConnectorType.APPLICATION">(abacusai.api_class.enums.ConnectorType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ConnectorType.APPLICATION">(abacusai.ConnectorType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#module-abacusai.api_class.ai_agents">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApplicationConnectorDatasetConfig.application_connector_type">application_connector_type (abacusai.api_class.ApplicationConnectorDatasetConfig attribute)</a>
+      <li>
+    abacusai.api_class.ai_chat
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.ApplicationConnectorDatasetConfig.application_connector_type">(abacusai.api_class.dataset_application_connector.ApplicationConnectorDatasetConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ApplicationConnectorDatasetConfig.application_connector_type">(abacusai.ApplicationConnectorDatasetConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApplicationConnectorDatasetConfig.application_connector_type">(abacusai.client.ApplicationConnectorDatasetConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.ApplicationConnectorDatasetConfig.application_connector_type">(abacusai.dataset.ApplicationConnectorDatasetConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/ai_chat/index.html#module-abacusai.api_class.ai_chat">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/application_connector/index.html#abacusai.application_connector.ApplicationConnector">ApplicationConnector (class in abacusai.application_connector)</a>
+      <li>
+    abacusai.api_class.batch_prediction
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApplicationConnector">(class in abacusai.client)</a>
+        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#module-abacusai.api_class.batch_prediction">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApplicationConnectorDatasetConfig">ApplicationConnectorDatasetConfig (class in abacusai)</a>
+      <li>
+    abacusai.api_class.blob_input
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApplicationConnectorDatasetConfig">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.ApplicationConnectorDatasetConfig">(class in abacusai.api_class.dataset_application_connector)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApplicationConnectorDatasetConfig">(class in abacusai.client)</a>
-</li>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.ApplicationConnectorDatasetConfig">(class in abacusai.dataset)</a>
+        <li><a href="autoapi/abacusai/api_class/blob_input/index.html#module-abacusai.api_class.blob_input">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApplicationConnectorType">ApplicationConnectorType (class in abacusai)</a>
+      <li>
+    abacusai.api_class.connectors
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApplicationConnectorType">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ApplicationConnectorType">(class in abacusai.api_class.enums)</a>
+        <li><a href="autoapi/abacusai/api_class/connectors/index.html#module-abacusai.api_class.connectors">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/app_user_group/index.html#abacusai.app_user_group.AppUserGroup">AppUserGroup (class in abacusai.app_user_group)</a>
+      <li>
+    abacusai.api_class.dataset
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.AppUserGroup">(class in abacusai.client)</a>
+        <li><a href="autoapi/abacusai/api_class/dataset/index.html#module-abacusai.api_class.dataset">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingLossFunction.ASYMMETRIC_MEAN_ABSOLUTE_PERCENTAGE_ERROR">ASYMMETRIC_MEAN_ABSOLUTE_PERCENTAGE_ERROR (abacusai.api_class.enums.ForecastingLossFunction attribute)</a>
+      <li>
+    abacusai.api_class.dataset_application_connector
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingLossFunction.ASYMMETRIC_MEAN_ABSOLUTE_PERCENTAGE_ERROR">(abacusai.api_class.ForecastingLossFunction attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingLossFunction.ASYMMETRIC_MEAN_ABSOLUTE_PERCENTAGE_ERROR">(abacusai.ForecastingLossFunction attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#module-abacusai.api_class.dataset_application_connector">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.MonitorThresholdConfig.at_risk_threshold">at_risk_threshold (abacusai.api_class.monitor_alert.MonitorThresholdConfig attribute)</a>
+      <li>
+    abacusai.api_class.deployment
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MonitorThresholdConfig.at_risk_threshold">(abacusai.api_class.MonitorThresholdConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.MonitorThresholdConfig.at_risk_threshold">(abacusai.MonitorThresholdConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/deployment/index.html#module-abacusai.api_class.deployment">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.WorkflowNodeOutputType.ATTACHMENT">ATTACHMENT (abacusai.api_class.enums.WorkflowNodeOutputType attribute)</a>
+      <li>
+    abacusai.api_class.document_retriever
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowNodeOutputType.ATTACHMENT">(abacusai.api_class.WorkflowNodeOutputType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.WorkflowNodeOutputType.ATTACHMENT">(abacusai.WorkflowNodeOutputType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/document_retriever/index.html#module-abacusai.api_class.document_retriever">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.HolidayCalendars.AU">AU (abacusai.api_class.enums.HolidayCalendars attribute)</a>
+      <li>
+    abacusai.api_class.enums
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.HolidayCalendars.AU">(abacusai.api_class.HolidayCalendars attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.HolidayCalendars.AU">(abacusai.HolidayCalendars attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#module-abacusai.api_class.enums">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.NERObjective.AUC">AUC (abacusai.api_class.enums.NERObjective attribute)</a>
+      <li>
+    abacusai.api_class.feature_group
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionObjective.AUC">(abacusai.api_class.enums.RegressionObjective attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NERObjective.AUC">(abacusai.api_class.NERObjective attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionObjective.AUC">(abacusai.api_class.RegressionObjective attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.NERObjective.AUC">(abacusai.NERObjective attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionObjective.AUC">(abacusai.RegressionObjective attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#module-abacusai.api_class.feature_group">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.augmentation_strategy">augmentation_strategy (abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
+      <li>
+    abacusai.api_class.model
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.augmentation_strategy">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.augmentation_strategy">(abacusai.RegressionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#module-abacusai.api_class.model">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingDataSplitType.AUTO">AUTO (abacusai.api_class.enums.ForecastingDataSplitType attribute)</a>
+      <li>
+    abacusai.api_class.monitor
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.NLPDocumentFormat.AUTO">(abacusai.api_class.enums.NLPDocumentFormat attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.TimeseriesAnomalyDataSplitType.AUTO">(abacusai.api_class.enums.TimeseriesAnomalyDataSplitType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingDataSplitType.AUTO">(abacusai.api_class.ForecastingDataSplitType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NLPDocumentFormat.AUTO">(abacusai.api_class.NLPDocumentFormat attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeseriesAnomalyDataSplitType.AUTO">(abacusai.api_class.TimeseriesAnomalyDataSplitType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingDataSplitType.AUTO">(abacusai.ForecastingDataSplitType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.NLPDocumentFormat.AUTO">(abacusai.NLPDocumentFormat attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.TimeseriesAnomalyDataSplitType.AUTO">(abacusai.TimeseriesAnomalyDataSplitType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/monitor/index.html#module-abacusai.api_class.monitor">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ClusteringImputationMethod.AUTOMATIC">AUTOMATIC (abacusai.api_class.ClusteringImputationMethod attribute)</a>
+      <li>
+    abacusai.api_class.monitor_alert
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ClusteringImputationMethod.AUTOMATIC">(abacusai.api_class.enums.ClusteringImputationMethod attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionLossFunction.AUTOMATIC">(abacusai.api_class.enums.RegressionLossFunction attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.TimeseriesAnomalyUseHeuristic.AUTOMATIC">(abacusai.api_class.enums.TimeseriesAnomalyUseHeuristic attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionLossFunction.AUTOMATIC">(abacusai.api_class.RegressionLossFunction attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeseriesAnomalyUseHeuristic.AUTOMATIC">(abacusai.api_class.TimeseriesAnomalyUseHeuristic attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ClusteringImputationMethod.AUTOMATIC">(abacusai.ClusteringImputationMethod attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionLossFunction.AUTOMATIC">(abacusai.RegressionLossFunction attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.TimeseriesAnomalyUseHeuristic.AUTOMATIC">(abacusai.TimeseriesAnomalyUseHeuristic attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#module-abacusai.api_class.monitor_alert">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FillLogic.AVERAGE">AVERAGE (abacusai.api_class.enums.FillLogic attribute)</a>
+      <li>
+    abacusai.api_class.project
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FillLogic.AVERAGE">(abacusai.api_class.FillLogic attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.FillLogic.AVERAGE">(abacusai.FillLogic attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/project/index.html#module-abacusai.api_class.project">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FileFormat.AVRO">AVRO (abacusai.api_class.enums.FileFormat attribute)</a>
+      <li>
+    abacusai.api_class.python_functions
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FileFormat.AVRO">(abacusai.api_class.FileFormat attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.FileFormat.AVRO">(abacusai.batch_prediction_version.FileFormat attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.FileFormat.AVRO">(abacusai.FileFormat attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/python_functions/index.html#module-abacusai.api_class.python_functions">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.avro_to_pandas_dtype">avro_to_pandas_dtype() (in module abacusai.api_client_utils)</a>
-</li>
-  </ul></td>
-</tr></table>
-
-<h2 id="B">B</h2>
-<table style="width: 100%" class="indextable genindextable"><tr>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingFillMethod.BACK">BACK (abacusai.api_class.enums.ForecastingFillMethod attribute)</a>
+      <li>
+    abacusai.api_class.refresh
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingFillMethod.BACK">(abacusai.api_class.ForecastingFillMethod attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingFillMethod.BACK">(abacusai.ForecastingFillMethod attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/refresh/index.html#module-abacusai.api_class.refresh">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FillLogic.BACKFILL">BACKFILL (abacusai.api_class.enums.FillLogic attribute)</a>
+      <li>
+    abacusai.api_client_utils
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FillLogic.BACKFILL">(abacusai.api_class.FillLogic attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.FillLogic.BACKFILL">(abacusai.FillLogic attribute)</a>
+        <li><a href="autoapi/abacusai/api_client_utils/index.html#module-abacusai.api_client_utils">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.backtesting_window_step_size">backtesting_window_step_size (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
+      <li>
+    abacusai.api_endpoint
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.backtesting_window_step_size">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.backtesting_window_step_size">(abacusai.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_endpoint/index.html#module-abacusai.api_endpoint">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BaseApiClient">BaseApiClient (class in abacusai.client)</a>
+      <li>
+    abacusai.api_key
 
       <ul>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.BaseApiClient">(class in abacusai.prediction_client)</a>
-</li>
-        <li><a href="autoapi/abacusai/streaming_client/index.html#abacusai.streaming_client.BaseApiClient">(class in abacusai.streaming_client)</a>
+        <li><a href="autoapi/abacusai/api_key/index.html#module-abacusai.api_key">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BatchSize.BATCH_1024">BATCH_1024 (abacusai.api_class.BatchSize attribute)</a>
+      <li>
+    abacusai.app_user_group
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.BatchSize.BATCH_1024">(abacusai.api_class.enums.BatchSize attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.BatchSize.BATCH_1024">(abacusai.BatchSize attribute)</a>
+        <li><a href="autoapi/abacusai/app_user_group/index.html#module-abacusai.app_user_group">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BatchSize.BATCH_128">BATCH_128 (abacusai.api_class.BatchSize attribute)</a>
+      <li>
+    abacusai.application_connector
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.BatchSize.BATCH_128">(abacusai.api_class.enums.BatchSize attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.BatchSize.BATCH_128">(abacusai.BatchSize attribute)</a>
+        <li><a href="autoapi/abacusai/application_connector/index.html#module-abacusai.application_connector">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BatchSize.BATCH_16">BATCH_16 (abacusai.api_class.BatchSize attribute)</a>
+      <li>
+    abacusai.batch_prediction
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.BatchSize.BATCH_16">(abacusai.api_class.enums.BatchSize attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.BatchSize.BATCH_16">(abacusai.BatchSize attribute)</a>
+        <li><a href="autoapi/abacusai/batch_prediction/index.html#module-abacusai.batch_prediction">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BatchSize.BATCH_256">BATCH_256 (abacusai.api_class.BatchSize attribute)</a>
+      <li>
+    abacusai.batch_prediction_version
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.BatchSize.BATCH_256">(abacusai.api_class.enums.BatchSize attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.BatchSize.BATCH_256">(abacusai.BatchSize attribute)</a>
+        <li><a href="autoapi/abacusai/batch_prediction_version/index.html#module-abacusai.batch_prediction_version">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BatchSize.BATCH_32">BATCH_32 (abacusai.api_class.BatchSize attribute)</a>
+      <li>
+    abacusai.batch_prediction_version_logs
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.BatchSize.BATCH_32">(abacusai.api_class.enums.BatchSize attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.BatchSize.BATCH_32">(abacusai.BatchSize attribute)</a>
+        <li><a href="autoapi/abacusai/batch_prediction_version_logs/index.html#module-abacusai.batch_prediction_version_logs">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BatchSize.BATCH_384">BATCH_384 (abacusai.api_class.BatchSize attribute)</a>
+      <li>
+    abacusai.categorical_range_violation
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.BatchSize.BATCH_384">(abacusai.api_class.enums.BatchSize attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.BatchSize.BATCH_384">(abacusai.BatchSize attribute)</a>
+        <li><a href="autoapi/abacusai/categorical_range_violation/index.html#module-abacusai.categorical_range_violation">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BatchSize.BATCH_512">BATCH_512 (abacusai.api_class.BatchSize attribute)</a>
+      <li>
+    abacusai.chat_message
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.BatchSize.BATCH_512">(abacusai.api_class.enums.BatchSize attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.BatchSize.BATCH_512">(abacusai.BatchSize attribute)</a>
+        <li><a href="autoapi/abacusai/chat_message/index.html#module-abacusai.chat_message">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BatchSize.BATCH_64">BATCH_64 (abacusai.api_class.BatchSize attribute)</a>
+      <li>
+    abacusai.chat_session
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.BatchSize.BATCH_64">(abacusai.api_class.enums.BatchSize attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.BatchSize.BATCH_64">(abacusai.BatchSize attribute)</a>
+        <li><a href="autoapi/abacusai/chat_session/index.html#module-abacusai.chat_session">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BatchSize.BATCH_740">BATCH_740 (abacusai.api_class.BatchSize attribute)</a>
+      <li>
+    abacusai.client
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.BatchSize.BATCH_740">(abacusai.api_class.enums.BatchSize attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.BatchSize.BATCH_740">(abacusai.BatchSize attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#module-abacusai.client">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BatchSize.BATCH_8">BATCH_8 (abacusai.api_class.BatchSize attribute)</a>
+      <li>
+    abacusai.code_source
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.BatchSize.BATCH_8">(abacusai.api_class.enums.BatchSize attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.BatchSize.BATCH_8">(abacusai.BatchSize attribute)</a>
+        <li><a href="autoapi/abacusai/code_source/index.html#module-abacusai.code_source">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionArgumentType.BATCH_PREDICTION_ID">BATCH_PREDICTION_ID (abacusai.api_class.enums.PythonFunctionArgumentType attribute)</a>
+      <li>
+    abacusai.concatenation_config
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionOutputArgumentType.BATCH_PREDICTION_ID">(abacusai.api_class.enums.PythonFunctionOutputArgumentType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionArgumentType.BATCH_PREDICTION_ID">(abacusai.api_class.PythonFunctionArgumentType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionOutputArgumentType.BATCH_PREDICTION_ID">(abacusai.api_class.PythonFunctionOutputArgumentType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionArgumentType.BATCH_PREDICTION_ID">(abacusai.PythonFunctionArgumentType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionOutputArgumentType.BATCH_PREDICTION_ID">(abacusai.PythonFunctionOutputArgumentType attribute)</a>
+        <li><a href="autoapi/abacusai/concatenation_config/index.html#module-abacusai.concatenation_config">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.batch_renormalization">batch_renormalization (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
+      <li>
+    abacusai.cpu_gpu_memory_specs
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.batch_renormalization">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.batch_renormalization">(abacusai.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/cpu_gpu_memory_specs/index.html#module-abacusai.cpu_gpu_memory_specs">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DocumentClassificationTrainingConfig.batch_size">batch_size (abacusai.api_class.DocumentClassificationTrainingConfig attribute)</a>
+      <li>
+    abacusai.cryptography
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DocumentSummarizationTrainingConfig.batch_size">(abacusai.api_class.DocumentSummarizationTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DocumentVisualizationTrainingConfig.batch_size">(abacusai.api_class.DocumentVisualizationTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.batch_size">(abacusai.api_class.ForecastingTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.DocumentClassificationTrainingConfig.batch_size">(abacusai.api_class.model.DocumentClassificationTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.DocumentSummarizationTrainingConfig.batch_size">(abacusai.api_class.model.DocumentSummarizationTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.DocumentVisualizationTrainingConfig.batch_size">(abacusai.api_class.model.DocumentVisualizationTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.batch_size">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.batch_size">(abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.batch_size">(abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.SentenceBoundaryDetectionTrainingConfig.batch_size">(abacusai.api_class.model.SentenceBoundaryDetectionTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.SentimentDetectionTrainingConfig.batch_size">(abacusai.api_class.model.SentimentDetectionTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.batch_size">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.batch_size">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.SentenceBoundaryDetectionTrainingConfig.batch_size">(abacusai.api_class.SentenceBoundaryDetectionTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.SentimentDetectionTrainingConfig.batch_size">(abacusai.api_class.SentimentDetectionTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.DocumentClassificationTrainingConfig.batch_size">(abacusai.DocumentClassificationTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.DocumentSummarizationTrainingConfig.batch_size">(abacusai.DocumentSummarizationTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.DocumentVisualizationTrainingConfig.batch_size">(abacusai.DocumentVisualizationTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.batch_size">(abacusai.ForecastingTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.batch_size">(abacusai.PersonalizationTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.batch_size">(abacusai.RegressionTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.SentenceBoundaryDetectionTrainingConfig.batch_size">(abacusai.SentenceBoundaryDetectionTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.SentimentDetectionTrainingConfig.batch_size">(abacusai.SentimentDetectionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/cryptography/index.html#module-abacusai.cryptography">module</a>
 </li>
       </ul></li>
-  </ul></td>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPrediction">BatchPrediction (class in abacusai.batch_prediction)</a>
+      <li>
+    abacusai.custom_loss_function
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BatchPrediction">(class in abacusai.client)</a>
+        <li><a href="autoapi/abacusai/custom_loss_function/index.html#module-abacusai.custom_loss_function">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.BatchPredictionArgs">BatchPredictionArgs (class in abacusai)</a>
+      <li>
+    abacusai.custom_metric
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BatchPredictionArgs">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.BatchPredictionArgs">(class in abacusai.api_class.batch_prediction)</a>
-</li>
-        <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPredictionArgs">(class in abacusai.batch_prediction)</a>
-</li>
-        <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.BatchPredictionArgs">(class in abacusai.batch_prediction_version)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BatchPredictionArgs">(class in abacusai.client)</a>
-</li>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.BatchPredictionArgs">(class in abacusai.deployment)</a>
+        <li><a href="autoapi/abacusai/custom_metric/index.html#module-abacusai.custom_metric">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPredictionVersion">BatchPredictionVersion (class in abacusai.batch_prediction)</a>
+      <li>
+    abacusai.custom_metric_version
 
       <ul>
-        <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.BatchPredictionVersion">(class in abacusai.batch_prediction_version)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BatchPredictionVersion">(class in abacusai.client)</a>
+        <li><a href="autoapi/abacusai/custom_metric_version/index.html#module-abacusai.custom_metric_version">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/batch_prediction_version_logs/index.html#abacusai.batch_prediction_version_logs.BatchPredictionVersionLogs">BatchPredictionVersionLogs (class in abacusai.batch_prediction_version_logs)</a>
+      <li>
+    abacusai.custom_train_function_info
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BatchPredictionVersionLogs">(class in abacusai.client)</a>
+        <li><a href="autoapi/abacusai/custom_train_function_info/index.html#module-abacusai.custom_train_function_info">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.BatchSize">BatchSize (class in abacusai)</a>
+      <li>
+    abacusai.data_consistency_duplication
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BatchSize">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.BatchSize">(class in abacusai.api_class.enums)</a>
+        <li><a href="autoapi/abacusai/data_consistency_duplication/index.html#module-abacusai.data_consistency_duplication">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMTrainingConfig.behavior_instructions">behavior_instructions (abacusai.api_class.ChatLLMTrainingConfig attribute)</a>
+      <li>
+    abacusai.data_metrics
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ChatLLMTrainingConfig.behavior_instructions">(abacusai.api_class.model.ChatLLMTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMTrainingConfig.behavior_instructions">(abacusai.ChatLLMTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/data_metrics/index.html#module-abacusai.data_metrics">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingObjective.BIAS">BIAS (abacusai.api_class.enums.ForecastingObjective attribute)</a>
+      <li>
+    abacusai.data_prep_logs
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingObjective.BIAS">(abacusai.api_class.ForecastingObjective attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingObjective.BIAS">(abacusai.ForecastingObjective attribute)</a>
+        <li><a href="autoapi/abacusai/data_prep_logs/index.html#module-abacusai.data_prep_logs">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BiasViolationConditionConfig.bias_type">bias_type (abacusai.api_class.BiasViolationConditionConfig attribute)</a>
+      <li>
+    abacusai.data_quality_results
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.BiasViolationConditionConfig.bias_type">(abacusai.api_class.monitor_alert.BiasViolationConditionConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.BiasViolationConditionConfig.bias_type">(abacusai.BiasViolationConditionConfig attribute)</a>
+        <li><a href="autoapi/abacusai/data_quality_results/index.html#module-abacusai.data_quality_results">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.MonitorAlertType.BIAS_VIOLATIONS">BIAS_VIOLATIONS (abacusai.api_class.enums.MonitorAlertType attribute)</a>
+      <li>
+    abacusai.data_upload_result
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MonitorAlertType.BIAS_VIOLATIONS">(abacusai.api_class.MonitorAlertType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.MonitorAlertType.BIAS_VIOLATIONS">(abacusai.MonitorAlertType attribute)</a>
+        <li><a href="autoapi/abacusai/data_upload_result/index.html#module-abacusai.data_upload_result">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.BiasType">BiasType (class in abacusai)</a>
+      <li>
+    abacusai.database_column_feature_mapping
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BiasType">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.BiasType">(class in abacusai.api_class.enums)</a>
+        <li><a href="autoapi/abacusai/database_column_feature_mapping/index.html#module-abacusai.database_column_feature_mapping">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.BiasViolationConditionConfig">BiasViolationConditionConfig (class in abacusai)</a>
+      <li>
+    abacusai.database_connector
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BiasViolationConditionConfig">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.BiasViolationConditionConfig">(class in abacusai.api_class.monitor_alert)</a>
+        <li><a href="autoapi/abacusai/database_connector/index.html#module-abacusai.database_connector">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Blob">Blob (class in abacusai.client)</a>
-</li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.BlobInput">BlobInput (class in abacusai)</a>
+      <li>
+    abacusai.database_connector_column
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BlobInput">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/blob_input/index.html#abacusai.api_class.blob_input.BlobInput">(class in abacusai.api_class.blob_input)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BlobInput">(class in abacusai.client)</a>
+        <li><a href="autoapi/abacusai/database_connector_column/index.html#module-abacusai.database_connector_column">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DataType.BOOLEAN">BOOLEAN (abacusai.api_class.DataType attribute)</a>
+      <li>
+    abacusai.database_connector_schema
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.DataType.BOOLEAN">(abacusai.api_class.enums.DataType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FieldDescriptorType.BOOLEAN">(abacusai.api_class.enums.FieldDescriptorType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionArgumentType.BOOLEAN">(abacusai.api_class.enums.PythonFunctionArgumentType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionOutputArgumentType.BOOLEAN">(abacusai.api_class.enums.PythonFunctionOutputArgumentType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.WorkflowNodeOutputType.BOOLEAN">(abacusai.api_class.enums.WorkflowNodeOutputType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FieldDescriptorType.BOOLEAN">(abacusai.api_class.FieldDescriptorType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionArgumentType.BOOLEAN">(abacusai.api_class.PythonFunctionArgumentType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionOutputArgumentType.BOOLEAN">(abacusai.api_class.PythonFunctionOutputArgumentType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowNodeOutputType.BOOLEAN">(abacusai.api_class.WorkflowNodeOutputType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DataType.BOOLEAN">(abacusai.client.DataType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.DataType.BOOLEAN">(abacusai.dataset.DataType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.DataType.BOOLEAN">(abacusai.DataType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.FieldDescriptorType.BOOLEAN">(abacusai.FieldDescriptorType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionArgumentType.BOOLEAN">(abacusai.PythonFunctionArgumentType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionOutputArgumentType.BOOLEAN">(abacusai.PythonFunctionOutputArgumentType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.WorkflowNodeOutputType.BOOLEAN">(abacusai.WorkflowNodeOutputType attribute)</a>
+        <li><a href="autoapi/abacusai/database_connector_schema/index.html#module-abacusai.database_connector_schema">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionTargetTransform.BOX_COX">BOX_COX (abacusai.api_class.enums.RegressionTargetTransform attribute)</a>
+      <li>
+    abacusai.dataset
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTargetTransform.BOX_COX">(abacusai.api_class.RegressionTargetTransform attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTargetTransform.BOX_COX">(abacusai.RegressionTargetTransform attribute)</a>
+        <li><a href="autoapi/abacusai/dataset/index.html#module-abacusai.dataset">module</a>
 </li>
       </ul></li>
-  </ul></td>
-</tr></table>
+      <li>
+    abacusai.dataset_column
 
-<h2 id="C">C</h2>
-<table style="width: 100%" class="indextable genindextable"><tr>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autoapi/abacusai/api_class/abstract/index.html#abacusai.api_class.abstract.camel_case">camel_case() (in module abacusai.api_class.abstract)</a>
+      <ul>
+        <li><a href="autoapi/abacusai/dataset_column/index.html#module-abacusai.dataset_column">module</a>
 </li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Upload.cancel">cancel() (abacusai.client.Upload method)</a>
+      </ul></li>
+      <li>
+    abacusai.dataset_version
 
       <ul>
-        <li><a href="autoapi/abacusai/upload/index.html#abacusai.upload.Upload.cancel">(abacusai.upload.Upload method)</a>
+        <li><a href="autoapi/abacusai/dataset_version/index.html#module-abacusai.dataset_version">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.cancel_upload">cancel_upload() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.dataset_version_logs
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.cancel_upload">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/dataset_version_logs/index.html#module-abacusai.dataset_version_logs">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DataIntegrityViolationType.CATEGORICAL_RANGE_VIOLATION">CATEGORICAL_RANGE_VIOLATION (abacusai.api_class.DataIntegrityViolationType attribute)</a>
+      <li>
+    abacusai.deployment
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.DataIntegrityViolationType.CATEGORICAL_RANGE_VIOLATION">(abacusai.api_class.enums.DataIntegrityViolationType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.DataIntegrityViolationType.CATEGORICAL_RANGE_VIOLATION">(abacusai.DataIntegrityViolationType attribute)</a>
+        <li><a href="autoapi/abacusai/deployment/index.html#module-abacusai.deployment">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/categorical_range_violation/index.html#abacusai.categorical_range_violation.CategoricalRangeViolation">CategoricalRangeViolation (class in abacusai.categorical_range_violation)</a>
+      <li>
+    abacusai.deployment_auth_token
 
       <ul>
-        <li><a href="autoapi/abacusai/feature_drift_summary/index.html#abacusai.feature_drift_summary.CategoricalRangeViolation">(class in abacusai.feature_drift_summary)</a>
+        <li><a href="autoapi/abacusai/deployment_auth_token/index.html#module-abacusai.deployment_auth_token">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.PretrainedModelsBatchPredictionArgs.channel_id_to_label_map">channel_id_to_label_map (abacusai.api_class.batch_prediction.PretrainedModelsBatchPredictionArgs attribute)</a>
+      <li>
+    abacusai.deployment_conversation
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PretrainedModelsBatchPredictionArgs.channel_id_to_label_map">(abacusai.api_class.PretrainedModelsBatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PretrainedModelsBatchPredictionArgs.channel_id_to_label_map">(abacusai.PretrainedModelsBatchPredictionArgs attribute)</a>
+        <li><a href="autoapi/abacusai/deployment_conversation/index.html#module-abacusai.deployment_conversation">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.AgentInterface.CHAT">CHAT (abacusai.AgentInterface attribute)</a>
+      <li>
+    abacusai.deployment_conversation_event
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.AgentInterface.CHAT">(abacusai.api_class.AgentInterface attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.AgentInterface.CHAT">(abacusai.api_class.enums.AgentInterface attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.AgentInterface.CHAT">(abacusai.client.AgentInterface attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.AgentInterface.CHAT">(abacusai.model.AgentInterface attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.AgentInterface.CHAT">(abacusai.project.AgentInterface attribute)</a>
+        <li><a href="autoapi/abacusai/deployment_conversation_event/index.html#module-abacusai.deployment_conversation_event">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProblemType.CHAT_LLM">CHAT_LLM (abacusai.api_class.enums.ProblemType attribute)</a>
+      <li>
+    abacusai.deployment_conversation_export
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProblemType.CHAT_LLM">(abacusai.api_class.ProblemType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ProblemType.CHAT_LLM">(abacusai.ProblemType attribute)</a>
+        <li><a href="autoapi/abacusai/deployment_conversation_export/index.html#module-abacusai.deployment_conversation_export">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMBatchPredictionArgs">ChatLLMBatchPredictionArgs (class in abacusai)</a>
+      <li>
+    abacusai.document_data
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMBatchPredictionArgs">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.ChatLLMBatchPredictionArgs">(class in abacusai.api_class.batch_prediction)</a>
+        <li><a href="autoapi/abacusai/document_data/index.html#module-abacusai.document_data">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMPredictionArguments">ChatLLMPredictionArguments (class in abacusai)</a>
+      <li>
+    abacusai.document_retriever
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMPredictionArguments">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.ChatLLMPredictionArguments">(class in abacusai.api_class.deployment)</a>
+        <li><a href="autoapi/abacusai/document_retriever/index.html#module-abacusai.document_retriever">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMTrainingConfig">ChatLLMTrainingConfig (class in abacusai)</a>
+      <li>
+    abacusai.document_retriever_config
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMTrainingConfig">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ChatLLMTrainingConfig">(class in abacusai.api_class.model)</a>
+        <li><a href="autoapi/abacusai/document_retriever_config/index.html#module-abacusai.document_retriever_config">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/chat_message/index.html#abacusai.chat_message.ChatMessage">ChatMessage (class in abacusai.chat_message)</a>
+      <li>
+    abacusai.document_retriever_lookup_result
 
       <ul>
-        <li><a href="autoapi/abacusai/chat_session/index.html#abacusai.chat_session.ChatMessage">(class in abacusai.chat_session)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ChatMessage">(class in abacusai.client)</a>
+        <li><a href="autoapi/abacusai/document_retriever_lookup_result/index.html#module-abacusai.document_retriever_lookup_result">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/chat_session/index.html#abacusai.chat_session.ChatSession">ChatSession (class in abacusai.chat_session)</a>
+      <li>
+    abacusai.document_retriever_version
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ChatSession">(class in abacusai.client)</a>
+        <li><a href="autoapi/abacusai/document_retriever_version/index.html#module-abacusai.document_retriever_version">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.check_constraints">check_constraints() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.drift_distribution
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.check_constraints">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.check_constraints">(abacusai.prediction_client.PredictionClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.check_constraints">(abacusai.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/drift_distribution/index.html#module-abacusai.drift_distribution">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FeatureDriftType.CHI_SQUARE">CHI_SQUARE (abacusai.api_class.enums.FeatureDriftType attribute)</a>
+      <li>
+    abacusai.drift_distributions
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FeatureDriftType.CHI_SQUARE">(abacusai.api_class.FeatureDriftType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.FeatureDriftType.CHI_SQUARE">(abacusai.FeatureDriftType attribute)</a>
+        <li><a href="autoapi/abacusai/drift_distributions/index.html#module-abacusai.drift_distributions">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/document_retriever/index.html#abacusai.api_class.document_retriever.VectorStoreConfig.chunk_overlap_fraction">chunk_overlap_fraction (abacusai.api_class.document_retriever.VectorStoreConfig attribute)</a>
+      <li>
+    abacusai.eda
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.NaturalLanguageSearchTrainingConfig.chunk_overlap_fraction">(abacusai.api_class.model.NaturalLanguageSearchTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NaturalLanguageSearchTrainingConfig.chunk_overlap_fraction">(abacusai.api_class.NaturalLanguageSearchTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.VectorStoreConfig.chunk_overlap_fraction">(abacusai.api_class.VectorStoreConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.VectorStoreConfig.chunk_overlap_fraction">(abacusai.client.VectorStoreConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/document_retriever/index.html#abacusai.document_retriever.VectorStoreConfig.chunk_overlap_fraction">(abacusai.document_retriever.VectorStoreConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.NaturalLanguageSearchTrainingConfig.chunk_overlap_fraction">(abacusai.NaturalLanguageSearchTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.VectorStoreConfig.chunk_overlap_fraction">(abacusai.project.VectorStoreConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.VectorStoreConfig.chunk_overlap_fraction">(abacusai.VectorStoreConfig attribute)</a>
+        <li><a href="autoapi/abacusai/eda/index.html#module-abacusai.eda">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/document_retriever/index.html#abacusai.api_class.document_retriever.VectorStoreConfig.chunk_size">chunk_size (abacusai.api_class.document_retriever.VectorStoreConfig attribute)</a>
+      <li>
+    abacusai.eda_chart_description
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.VectorStoreConfig.chunk_size">(abacusai.api_class.VectorStoreConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.VectorStoreConfig.chunk_size">(abacusai.client.VectorStoreConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/document_retriever/index.html#abacusai.document_retriever.VectorStoreConfig.chunk_size">(abacusai.document_retriever.VectorStoreConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.VectorStoreConfig.chunk_size">(abacusai.project.VectorStoreConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.VectorStoreConfig.chunk_size">(abacusai.VectorStoreConfig attribute)</a>
+        <li><a href="autoapi/abacusai/eda_chart_description/index.html#module-abacusai.eda_chart_description">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/document_retriever/index.html#abacusai.api_class.document_retriever.VectorStoreConfig.chunk_size_factors">chunk_size_factors (abacusai.api_class.document_retriever.VectorStoreConfig attribute)</a>
+      <li>
+    abacusai.eda_collinearity
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.VectorStoreConfig.chunk_size_factors">(abacusai.api_class.VectorStoreConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.VectorStoreConfig.chunk_size_factors">(abacusai.client.VectorStoreConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/document_retriever/index.html#abacusai.document_retriever.VectorStoreConfig.chunk_size_factors">(abacusai.document_retriever.VectorStoreConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.VectorStoreConfig.chunk_size_factors">(abacusai.project.VectorStoreConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.VectorStoreConfig.chunk_size_factors">(abacusai.VectorStoreConfig attribute)</a>
+        <li><a href="autoapi/abacusai/eda_collinearity/index.html#module-abacusai.eda_collinearity">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.classify_image">classify_image() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.eda_data_consistency
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.classify_image">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.classify_image">(abacusai.prediction_client.PredictionClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.classify_image">(abacusai.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/eda_data_consistency/index.html#module-abacusai.eda_data_consistency">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.classify_pdf">classify_pdf() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.eda_feature_association
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.classify_pdf">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.classify_pdf">(abacusai.prediction_client.PredictionClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.classify_pdf">(abacusai.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/eda_feature_association/index.html#module-abacusai.eda_feature_association">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.LLMName.CLAUDE_V2_1">CLAUDE_V2_1 (abacusai.api_class.enums.LLMName attribute)</a>
+      <li>
+    abacusai.eda_feature_collinearity
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.LLMName.CLAUDE_V2_1">(abacusai.api_class.LLMName attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.LLMName.CLAUDE_V2_1">(abacusai.client.LLMName attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.LLMName.CLAUDE_V2_1">(abacusai.LLMName attribute)</a>
+        <li><a href="autoapi/abacusai/eda_feature_collinearity/index.html#module-abacusai.eda_feature_collinearity">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.LLMName.CLAUDE_V3_HAIKU">CLAUDE_V3_HAIKU (abacusai.api_class.enums.LLMName attribute)</a>
+      <li>
+    abacusai.eda_forecasting_analysis
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.LLMName.CLAUDE_V3_HAIKU">(abacusai.api_class.LLMName attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.LLMName.CLAUDE_V3_HAIKU">(abacusai.client.LLMName attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.LLMName.CLAUDE_V3_HAIKU">(abacusai.LLMName attribute)</a>
+        <li><a href="autoapi/abacusai/eda_forecasting_analysis/index.html#module-abacusai.eda_forecasting_analysis">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.LLMName.CLAUDE_V3_OPUS">CLAUDE_V3_OPUS (abacusai.api_class.enums.LLMName attribute)</a>
+      <li>
+    abacusai.eda_version
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.LLMName.CLAUDE_V3_OPUS">(abacusai.api_class.LLMName attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.LLMName.CLAUDE_V3_OPUS">(abacusai.client.LLMName attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.LLMName.CLAUDE_V3_OPUS">(abacusai.LLMName attribute)</a>
+        <li><a href="autoapi/abacusai/eda_version/index.html#module-abacusai.eda_version">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.LLMName.CLAUDE_V3_SONNET">CLAUDE_V3_SONNET (abacusai.api_class.enums.LLMName attribute)</a>
+      <li>
+    abacusai.embedding_feature_drift_distribution
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.LLMName.CLAUDE_V3_SONNET">(abacusai.api_class.LLMName attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.LLMName.CLAUDE_V3_SONNET">(abacusai.client.LLMName attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.LLMName.CLAUDE_V3_SONNET">(abacusai.LLMName attribute)</a>
+        <li><a href="autoapi/abacusai/embedding_feature_drift_distribution/index.html#module-abacusai.embedding_feature_drift_distribution">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.clean_column_name">clean_column_name() (in module abacusai.api_client_utils)</a>
+      <li>
+    abacusai.execute_feature_group_operation
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.clean_column_name">(in module abacusai.client)</a>
+        <li><a href="autoapi/abacusai/execute_feature_group_operation/index.html#module-abacusai.execute_feature_group_operation">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DeploymentConversation.clear">clear() (abacusai.client.DeploymentConversation method)</a>
+      <li>
+    abacusai.external_application
 
       <ul>
-        <li><a href="autoapi/abacusai/deployment_conversation/index.html#abacusai.deployment_conversation.DeploymentConversation.clear">(abacusai.deployment_conversation.DeploymentConversation method)</a>
+        <li><a href="autoapi/abacusai/external_application/index.html#module-abacusai.external_application">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.clear_agent_context">clear_agent_context() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.external_invite
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.clear_agent_context">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/external_invite/index.html#module-abacusai.external_invite">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.clear_cache_scope">clear_cache_scope() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.extracted_fields
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.clear_cache_scope">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/extracted_fields/index.html#module-abacusai.extracted_fields">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.clear_deployment_conversation">clear_deployment_conversation() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.feature
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.clear_deployment_conversation">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/feature/index.html#module-abacusai.feature">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BaseApiClient.client_version">client_version (abacusai.client.BaseApiClient attribute)</a>
+      <li>
+    abacusai.feature_distribution
 
       <ul>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.BaseApiClient.client_version">(abacusai.prediction_client.BaseApiClient attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/streaming_client/index.html#abacusai.streaming_client.BaseApiClient.client_version">(abacusai.streaming_client.BaseApiClient attribute)</a>
+        <li><a href="autoapi/abacusai/feature_distribution/index.html#module-abacusai.feature_distribution">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ClientOptions">ClientOptions (class in abacusai)</a>
+      <li>
+    abacusai.feature_drift_record
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ClientOptions">(class in abacusai.client)</a>
-</li>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.ClientOptions">(class in abacusai.prediction_client)</a>
-</li>
-        <li><a href="autoapi/abacusai/streaming_client/index.html#abacusai.streaming_client.ClientOptions">(class in abacusai.streaming_client)</a>
+        <li><a href="autoapi/abacusai/feature_drift_record/index.html#module-abacusai.feature_drift_record">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProblemType.CLUSTERING">CLUSTERING (abacusai.api_class.enums.ProblemType attribute)</a>
+      <li>
+    abacusai.feature_drift_summary
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProblemType.CLUSTERING">(abacusai.api_class.ProblemType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ProblemType.CLUSTERING">(abacusai.ProblemType attribute)</a>
+        <li><a href="autoapi/abacusai/feature_drift_summary/index.html#module-abacusai.feature_drift_summary">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProblemType.CLUSTERING_TIMESERIES">CLUSTERING_TIMESERIES (abacusai.api_class.enums.ProblemType attribute)</a>
+      <li>
+    abacusai.feature_group
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProblemType.CLUSTERING_TIMESERIES">(abacusai.api_class.ProblemType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ProblemType.CLUSTERING_TIMESERIES">(abacusai.ProblemType attribute)</a>
+        <li><a href="autoapi/abacusai/feature_group/index.html#module-abacusai.feature_group">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ClusteringImputationMethod">ClusteringImputationMethod (class in abacusai)</a>
+      <li>
+    abacusai.feature_group_document
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ClusteringImputationMethod">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ClusteringImputationMethod">(class in abacusai.api_class.enums)</a>
+        <li><a href="autoapi/abacusai/feature_group_document/index.html#module-abacusai.feature_group_document">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ClusteringTimeseriesTrainingConfig">ClusteringTimeseriesTrainingConfig (class in abacusai)</a>
+      <li>
+    abacusai.feature_group_export
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ClusteringTimeseriesTrainingConfig">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ClusteringTimeseriesTrainingConfig">(class in abacusai.api_class.model)</a>
+        <li><a href="autoapi/abacusai/feature_group_export/index.html#module-abacusai.feature_group_export">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ClusteringTrainingConfig">ClusteringTrainingConfig (class in abacusai)</a>
+      <li>
+    abacusai.feature_group_export_config
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ClusteringTrainingConfig">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ClusteringTrainingConfig">(class in abacusai.api_class.model)</a>
+        <li><a href="autoapi/abacusai/feature_group_export_config/index.html#module-abacusai.feature_group_export_config">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingObjective.CMAPE">CMAPE (abacusai.api_class.enums.ForecastingObjective attribute)</a>
+      <li>
+    abacusai.feature_group_export_download_url
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingObjective.CMAPE">(abacusai.api_class.ForecastingObjective attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingObjective.CMAPE">(abacusai.ForecastingObjective attribute)</a>
+        <li><a href="autoapi/abacusai/feature_group_export_download_url/index.html#module-abacusai.feature_group_export_download_url">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ConstraintConfig.code">code (abacusai.api_class.ConstraintConfig attribute)</a>
+      <li>
+    abacusai.feature_group_lineage
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.ConstraintConfig.code">(abacusai.api_class.project.ConstraintConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ConstraintConfig.code">(abacusai.ConstraintConfig attribute)</a>
+        <li><a href="autoapi/abacusai/feature_group_lineage/index.html#module-abacusai.feature_group_lineage">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/agent/index.html#abacusai.agent.CodeSource">CodeSource (class in abacusai.agent)</a>
+      <li>
+    abacusai.feature_group_refresh_export_config
 
       <ul>
-        <li><a href="autoapi/abacusai/agent_version/index.html#abacusai.agent_version.CodeSource">(class in abacusai.agent_version)</a>
-</li>
-        <li><a href="autoapi/abacusai/algorithm/index.html#abacusai.algorithm.CodeSource">(class in abacusai.algorithm)</a>
-</li>
-        <li><a href="autoapi/abacusai/code_source/index.html#abacusai.code_source.CodeSource">(class in abacusai.code_source)</a>
-</li>
-        <li><a href="autoapi/abacusai/custom_loss_function/index.html#abacusai.custom_loss_function.CodeSource">(class in abacusai.custom_loss_function)</a>
-</li>
-        <li><a href="autoapi/abacusai/custom_metric_version/index.html#abacusai.custom_metric_version.CodeSource">(class in abacusai.custom_metric_version)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.CodeSource">(class in abacusai.feature_group)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group_version/index.html#abacusai.feature_group_version.CodeSource">(class in abacusai.feature_group_version)</a>
-</li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.CodeSource">(class in abacusai.model)</a>
-</li>
-        <li><a href="autoapi/abacusai/model_version/index.html#abacusai.model_version.CodeSource">(class in abacusai.model_version)</a>
-</li>
-        <li><a href="autoapi/abacusai/module/index.html#abacusai.module.CodeSource">(class in abacusai.module)</a>
-</li>
-        <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.CodeSource">(class in abacusai.pipeline)</a>
-</li>
-        <li><a href="autoapi/abacusai/pipeline_step/index.html#abacusai.pipeline_step.CodeSource">(class in abacusai.pipeline_step)</a>
-</li>
-        <li><a href="autoapi/abacusai/pipeline_step_version/index.html#abacusai.pipeline_step_version.CodeSource">(class in abacusai.pipeline_step_version)</a>
-</li>
-        <li><a href="autoapi/abacusai/pipeline_version/index.html#abacusai.pipeline_version.CodeSource">(class in abacusai.pipeline_version)</a>
-</li>
-        <li><a href="autoapi/abacusai/prediction_operator/index.html#abacusai.prediction_operator.CodeSource">(class in abacusai.prediction_operator)</a>
-</li>
-        <li><a href="autoapi/abacusai/prediction_operator_version/index.html#abacusai.prediction_operator_version.CodeSource">(class in abacusai.prediction_operator_version)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.CodeSource">(class in abacusai.project_feature_group)</a>
-</li>
-        <li><a href="autoapi/abacusai/python_function/index.html#abacusai.python_function.CodeSource">(class in abacusai.python_function)</a>
-</li>
-        <li><a href="autoapi/abacusai/python_plot_function/index.html#abacusai.python_plot_function.CodeSource">(class in abacusai.python_plot_function)</a>
+        <li><a href="autoapi/abacusai/feature_group_refresh_export_config/index.html#module-abacusai.feature_group_refresh_export_config">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMTrainingConfig.column_filtering_instructions">column_filtering_instructions (abacusai.api_class.ChatLLMTrainingConfig attribute)</a>
+      <li>
+    abacusai.feature_group_row
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ChatLLMTrainingConfig.column_filtering_instructions">(abacusai.api_class.model.ChatLLMTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMTrainingConfig.column_filtering_instructions">(abacusai.ChatLLMTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/feature_group_row/index.html#module-abacusai.feature_group_row">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/dataset/index.html#abacusai.api_class.dataset.OcrMode.COMPREHENSIVE">COMPREHENSIVE (abacusai.api_class.dataset.OcrMode attribute)</a>
+      <li>
+    abacusai.feature_group_row_process
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.OcrMode.COMPREHENSIVE">(abacusai.api_class.enums.OcrMode attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.OcrMode.COMPREHENSIVE">(abacusai.api_class.OcrMode attribute)</a>, <a href="autoapi/abacusai/api_class/index.html#id105">[1]</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.OcrMode.COMPREHENSIVE">(abacusai.OcrMode attribute)</a>
+        <li><a href="autoapi/abacusai/feature_group_row_process/index.html#module-abacusai.feature_group_row_process">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/dataset/index.html#abacusai.api_class.dataset.OcrMode.COMPREHENSIVE_TABLE_MD">COMPREHENSIVE_TABLE_MD (abacusai.api_class.dataset.OcrMode attribute)</a>
+      <li>
+    abacusai.feature_group_row_process_logs
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.OcrMode.COMPREHENSIVE_TABLE_MD">(abacusai.api_class.enums.OcrMode attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.OcrMode.COMPREHENSIVE_TABLE_MD">(abacusai.api_class.OcrMode attribute)</a>, <a href="autoapi/abacusai/api_class/index.html#id107">[1]</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.OcrMode.COMPREHENSIVE_TABLE_MD">(abacusai.OcrMode attribute)</a>
+        <li><a href="autoapi/abacusai/feature_group_row_process_logs/index.html#module-abacusai.feature_group_row_process_logs">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/dataset/index.html#abacusai.api_class.dataset.OcrMode.COMPREHENSIVE_V2">COMPREHENSIVE_V2 (abacusai.api_class.dataset.OcrMode attribute)</a>
+      <li>
+    abacusai.feature_group_row_process_summary
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.OcrMode.COMPREHENSIVE_V2">(abacusai.api_class.enums.OcrMode attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.OcrMode.COMPREHENSIVE_V2">(abacusai.api_class.OcrMode attribute)</a>, <a href="autoapi/abacusai/api_class/index.html#id106">[1]</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.OcrMode.COMPREHENSIVE_V2">(abacusai.OcrMode attribute)</a>
+        <li><a href="autoapi/abacusai/feature_group_row_process_summary/index.html#module-abacusai.feature_group_row_process_summary">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.SentimentDetectionTrainingConfig.compute_metrics">compute_metrics (abacusai.api_class.model.SentimentDetectionTrainingConfig attribute)</a>
+      <li>
+    abacusai.feature_group_template
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.SentimentDetectionTrainingConfig.compute_metrics">(abacusai.api_class.SentimentDetectionTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.SentimentDetectionTrainingConfig.compute_metrics">(abacusai.SentimentDetectionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/feature_group_template/index.html#module-abacusai.feature_group_template">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.compute_rerank_metrics">compute_rerank_metrics (abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
+      <li>
+    abacusai.feature_group_template_variable_options
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.compute_rerank_metrics">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.compute_rerank_metrics">(abacusai.PersonalizationTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/feature_group_template_variable_options/index.html#module-abacusai.feature_group_template_variable_options">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.compute_session_metrics">compute_session_metrics (abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
+      <li>
+    abacusai.feature_group_version
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.compute_session_metrics">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.compute_session_metrics">(abacusai.PersonalizationTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/feature_group_version/index.html#module-abacusai.feature_group_version">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.concatenate_data">concatenate_data() (abacusai.client.FeatureGroup method)</a>
+      <li>
+    abacusai.feature_group_version_logs
 
       <ul>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.concatenate_data">(abacusai.feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.concatenate_data">(abacusai.organization_search_result.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.concatenate_data">(abacusai.project_feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/feature_group_version_logs/index.html#module-abacusai.feature_group_version_logs">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.concatenate_feature_group_data">concatenate_feature_group_data() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.feature_importance
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.concatenate_feature_group_data">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/feature_importance/index.html#module-abacusai.feature_importance">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/concatenation_config/index.html#abacusai.concatenation_config.ConcatenationConfig">ConcatenationConfig (class in abacusai.concatenation_config)</a>
+      <li>
+    abacusai.feature_mapping
 
       <ul>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.ConcatenationConfig">(class in abacusai.feature_group)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.ConcatenationConfig">(class in abacusai.project_feature_group)</a>
+        <li><a href="autoapi/abacusai/feature_mapping/index.html#module-abacusai.feature_mapping">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai._AlertActionConfigFactory.config_abstract_class">config_abstract_class (abacusai._AlertActionConfigFactory attribute)</a>
+      <li>
+    abacusai.feature_performance_analysis
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai._AlertConditionConfigFactory.config_abstract_class">(abacusai._AlertConditionConfigFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai._ApiClassFactory.config_abstract_class">(abacusai._ApiClassFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai._ApplicationConnectorDatasetConfigFactory.config_abstract_class">(abacusai._ApplicationConnectorDatasetConfigFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai._BatchPredictionArgsFactory.config_abstract_class">(abacusai._BatchPredictionArgsFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai._FeatureGroupExportConfigFactory.config_abstract_class">(abacusai._FeatureGroupExportConfigFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai._MergeConfigFactory.config_abstract_class">(abacusai._MergeConfigFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai._PredictionArgumentsFactory.config_abstract_class">(abacusai._PredictionArgumentsFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai._ProjectFeatureGroupConfigFactory.config_abstract_class">(abacusai._ProjectFeatureGroupConfigFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai._SamplingConfigFactory.config_abstract_class">(abacusai._SamplingConfigFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai._TrainingConfigFactory.config_abstract_class">(abacusai._TrainingConfigFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._AlertActionConfigFactory.config_abstract_class">(abacusai.api_class._AlertActionConfigFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._AlertConditionConfigFactory.config_abstract_class">(abacusai.api_class._AlertConditionConfigFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._ApiClassFactory.config_abstract_class">(abacusai.api_class._ApiClassFactory attribute)</a>, <a href="autoapi/abacusai/api_class/index.html#id123">[1]</a>, <a href="autoapi/abacusai/api_class/index.html#id142">[2]</a>, <a href="autoapi/abacusai/api_class/index.html#id179">[3]</a>, <a href="autoapi/abacusai/api_class/index.html#id198">[4]</a>, <a href="autoapi/abacusai/api_class/index.html#id231">[5]</a>, <a href="autoapi/abacusai/api_class/index.html#id57">[6]</a>, <a href="autoapi/abacusai/api_class/index.html#id78">[7]</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._ApplicationConnectorDatasetConfigFactory.config_abstract_class">(abacusai.api_class._ApplicationConnectorDatasetConfigFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._BatchPredictionArgsFactory.config_abstract_class">(abacusai.api_class._BatchPredictionArgsFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._FeatureGroupExportConfigFactory.config_abstract_class">(abacusai.api_class._FeatureGroupExportConfigFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._MergeConfigFactory.config_abstract_class">(abacusai.api_class._MergeConfigFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._PredictionArgumentsFactory.config_abstract_class">(abacusai.api_class._PredictionArgumentsFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._ProjectFeatureGroupConfigFactory.config_abstract_class">(abacusai.api_class._ProjectFeatureGroupConfigFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._SamplingConfigFactory.config_abstract_class">(abacusai.api_class._SamplingConfigFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._TrainingConfigFactory.config_abstract_class">(abacusai.api_class._TrainingConfigFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/abstract/index.html#abacusai.api_class.abstract._ApiClassFactory.config_abstract_class">(abacusai.api_class.abstract._ApiClassFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction._ApiClassFactory.config_abstract_class">(abacusai.api_class.batch_prediction._ApiClassFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction._BatchPredictionArgsFactory.config_abstract_class">(abacusai.api_class.batch_prediction._BatchPredictionArgsFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/connectors/index.html#abacusai.api_class.connectors._ApiClassFactory.config_abstract_class">(abacusai.api_class.connectors._ApiClassFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/connectors/index.html#abacusai.api_class.connectors._StreamingConnectorDatasetConfigFactory.config_abstract_class">(abacusai.api_class.connectors._StreamingConnectorDatasetConfigFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector._ApiClassFactory.config_abstract_class">(abacusai.api_class.dataset_application_connector._ApiClassFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector._ApplicationConnectorDatasetConfigFactory.config_abstract_class">(abacusai.api_class.dataset_application_connector._ApplicationConnectorDatasetConfigFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment._ApiClassFactory.config_abstract_class">(abacusai.api_class.deployment._ApiClassFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment._PredictionArgumentsFactory.config_abstract_class">(abacusai.api_class.deployment._PredictionArgumentsFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group._ApiClassFactory.config_abstract_class">(abacusai.api_class.feature_group._ApiClassFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group._MergeConfigFactory.config_abstract_class">(abacusai.api_class.feature_group._MergeConfigFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group._SamplingConfigFactory.config_abstract_class">(abacusai.api_class.feature_group._SamplingConfigFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model._ApiClassFactory.config_abstract_class">(abacusai.api_class.model._ApiClassFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model._TrainingConfigFactory.config_abstract_class">(abacusai.api_class.model._TrainingConfigFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert._AlertActionConfigFactory.config_abstract_class">(abacusai.api_class.monitor_alert._AlertActionConfigFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert._AlertConditionConfigFactory.config_abstract_class">(abacusai.api_class.monitor_alert._AlertConditionConfigFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert._ApiClassFactory.config_abstract_class">(abacusai.api_class.monitor_alert._ApiClassFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project._ApiClassFactory.config_abstract_class">(abacusai.api_class.project._ApiClassFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project._ProjectFeatureGroupConfigFactory.config_abstract_class">(abacusai.api_class.project._ProjectFeatureGroupConfigFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/refresh/index.html#abacusai.api_class.refresh._ApiClassFactory.config_abstract_class">(abacusai.api_class.refresh._ApiClassFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/refresh/index.html#abacusai.api_class.refresh._FeatureGroupExportConfigFactory.config_abstract_class">(abacusai.api_class.refresh._FeatureGroupExportConfigFactory attribute)</a>
+        <li><a href="autoapi/abacusai/feature_performance_analysis/index.html#module-abacusai.feature_performance_analysis">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai._AlertActionConfigFactory.config_class_key">config_class_key (abacusai._AlertActionConfigFactory attribute)</a>
+      <li>
+    abacusai.feature_record
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai._AlertConditionConfigFactory.config_class_key">(abacusai._AlertConditionConfigFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai._ApiClassFactory.config_class_key">(abacusai._ApiClassFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai._ApplicationConnectorDatasetConfigFactory.config_class_key">(abacusai._ApplicationConnectorDatasetConfigFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai._BatchPredictionArgsFactory.config_class_key">(abacusai._BatchPredictionArgsFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai._FeatureGroupExportConfigFactory.config_class_key">(abacusai._FeatureGroupExportConfigFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai._MergeConfigFactory.config_class_key">(abacusai._MergeConfigFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai._PredictionArgumentsFactory.config_class_key">(abacusai._PredictionArgumentsFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai._ProjectFeatureGroupConfigFactory.config_class_key">(abacusai._ProjectFeatureGroupConfigFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai._SamplingConfigFactory.config_class_key">(abacusai._SamplingConfigFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai._TrainingConfigFactory.config_class_key">(abacusai._TrainingConfigFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._AlertActionConfigFactory.config_class_key">(abacusai.api_class._AlertActionConfigFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._AlertConditionConfigFactory.config_class_key">(abacusai.api_class._AlertConditionConfigFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._ApiClassFactory.config_class_key">(abacusai.api_class._ApiClassFactory attribute)</a>, <a href="autoapi/abacusai/api_class/index.html#id124">[1]</a>, <a href="autoapi/abacusai/api_class/index.html#id143">[2]</a>, <a href="autoapi/abacusai/api_class/index.html#id180">[3]</a>, <a href="autoapi/abacusai/api_class/index.html#id199">[4]</a>, <a href="autoapi/abacusai/api_class/index.html#id232">[5]</a>, <a href="autoapi/abacusai/api_class/index.html#id58">[6]</a>, <a href="autoapi/abacusai/api_class/index.html#id79">[7]</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._ApplicationConnectorDatasetConfigFactory.config_class_key">(abacusai.api_class._ApplicationConnectorDatasetConfigFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._BatchPredictionArgsFactory.config_class_key">(abacusai.api_class._BatchPredictionArgsFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._FeatureGroupExportConfigFactory.config_class_key">(abacusai.api_class._FeatureGroupExportConfigFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._MergeConfigFactory.config_class_key">(abacusai.api_class._MergeConfigFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._PredictionArgumentsFactory.config_class_key">(abacusai.api_class._PredictionArgumentsFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._ProjectFeatureGroupConfigFactory.config_class_key">(abacusai.api_class._ProjectFeatureGroupConfigFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._SamplingConfigFactory.config_class_key">(abacusai.api_class._SamplingConfigFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._TrainingConfigFactory.config_class_key">(abacusai.api_class._TrainingConfigFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/abstract/index.html#abacusai.api_class.abstract._ApiClassFactory.config_class_key">(abacusai.api_class.abstract._ApiClassFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction._ApiClassFactory.config_class_key">(abacusai.api_class.batch_prediction._ApiClassFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction._BatchPredictionArgsFactory.config_class_key">(abacusai.api_class.batch_prediction._BatchPredictionArgsFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/connectors/index.html#abacusai.api_class.connectors._ApiClassFactory.config_class_key">(abacusai.api_class.connectors._ApiClassFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/connectors/index.html#abacusai.api_class.connectors._StreamingConnectorDatasetConfigFactory.config_class_key">(abacusai.api_class.connectors._StreamingConnectorDatasetConfigFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector._ApiClassFactory.config_class_key">(abacusai.api_class.dataset_application_connector._ApiClassFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector._ApplicationConnectorDatasetConfigFactory.config_class_key">(abacusai.api_class.dataset_application_connector._ApplicationConnectorDatasetConfigFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment._ApiClassFactory.config_class_key">(abacusai.api_class.deployment._ApiClassFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment._PredictionArgumentsFactory.config_class_key">(abacusai.api_class.deployment._PredictionArgumentsFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group._ApiClassFactory.config_class_key">(abacusai.api_class.feature_group._ApiClassFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group._MergeConfigFactory.config_class_key">(abacusai.api_class.feature_group._MergeConfigFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group._SamplingConfigFactory.config_class_key">(abacusai.api_class.feature_group._SamplingConfigFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model._ApiClassFactory.config_class_key">(abacusai.api_class.model._ApiClassFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model._TrainingConfigFactory.config_class_key">(abacusai.api_class.model._TrainingConfigFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert._AlertActionConfigFactory.config_class_key">(abacusai.api_class.monitor_alert._AlertActionConfigFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert._AlertConditionConfigFactory.config_class_key">(abacusai.api_class.monitor_alert._AlertConditionConfigFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert._ApiClassFactory.config_class_key">(abacusai.api_class.monitor_alert._ApiClassFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project._ApiClassFactory.config_class_key">(abacusai.api_class.project._ApiClassFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project._ProjectFeatureGroupConfigFactory.config_class_key">(abacusai.api_class.project._ProjectFeatureGroupConfigFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/refresh/index.html#abacusai.api_class.refresh._ApiClassFactory.config_class_key">(abacusai.api_class.refresh._ApiClassFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/refresh/index.html#abacusai.api_class.refresh._FeatureGroupExportConfigFactory.config_class_key">(abacusai.api_class.refresh._FeatureGroupExportConfigFactory attribute)</a>
+        <li><a href="autoapi/abacusai/feature_record/index.html#module-abacusai.feature_record">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai._AlertConditionConfigFactory.config_class_key_value_camel_case">config_class_key_value_camel_case (abacusai._AlertConditionConfigFactory attribute)</a>
+      <li>
+    abacusai.file_connector
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._AlertConditionConfigFactory.config_class_key_value_camel_case">(abacusai.api_class._AlertConditionConfigFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert._AlertConditionConfigFactory.config_class_key_value_camel_case">(abacusai.api_class.monitor_alert._AlertConditionConfigFactory attribute)</a>
+        <li><a href="autoapi/abacusai/file_connector/index.html#module-abacusai.file_connector">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai._AlertActionConfigFactory.config_class_map">config_class_map (abacusai._AlertActionConfigFactory attribute)</a>
+      <li>
+    abacusai.file_connector_instructions
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai._AlertConditionConfigFactory.config_class_map">(abacusai._AlertConditionConfigFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai._ApiClassFactory.config_class_map">(abacusai._ApiClassFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai._ApplicationConnectorDatasetConfigFactory.config_class_map">(abacusai._ApplicationConnectorDatasetConfigFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai._BatchPredictionArgsFactory.config_class_map">(abacusai._BatchPredictionArgsFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai._FeatureGroupExportConfigFactory.config_class_map">(abacusai._FeatureGroupExportConfigFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai._MergeConfigFactory.config_class_map">(abacusai._MergeConfigFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai._PredictionArgumentsFactory.config_class_map">(abacusai._PredictionArgumentsFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai._ProjectFeatureGroupConfigFactory.config_class_map">(abacusai._ProjectFeatureGroupConfigFactory attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai._SamplingConfigFactory.config_class_map">(abacusai._SamplingConfigFactory attribute)</a>
+        <li><a href="autoapi/abacusai/file_connector_instructions/index.html#module-abacusai.file_connector_instructions">module</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai._TrainingConfigFactory.config_class_map">(abacusai._TrainingConfigFactory attribute)</a>
+      </ul></li>
+      <li>
+    abacusai.file_connector_verification
+
+      <ul>
+        <li><a href="autoapi/abacusai/file_connector_verification/index.html#module-abacusai.file_connector_verification">module</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._AlertActionConfigFactory.config_class_map">(abacusai.api_class._AlertActionConfigFactory attribute)</a>
+      </ul></li>
+      <li>
+    abacusai.finetuned_pretrained_model
+
+      <ul>
+        <li><a href="autoapi/abacusai/finetuned_pretrained_model/index.html#module-abacusai.finetuned_pretrained_model">module</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._AlertConditionConfigFactory.config_class_map">(abacusai.api_class._AlertConditionConfigFactory attribute)</a>
+      </ul></li>
+      <li>
+    abacusai.forecasting_analysis_graph_data
+
+      <ul>
+        <li><a href="autoapi/abacusai/forecasting_analysis_graph_data/index.html#module-abacusai.forecasting_analysis_graph_data">module</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._ApiClassFactory.config_class_map">(abacusai.api_class._ApiClassFactory attribute)</a>, <a href="autoapi/abacusai/api_class/index.html#id125">[1]</a>, <a href="autoapi/abacusai/api_class/index.html#id144">[2]</a>, <a href="autoapi/abacusai/api_class/index.html#id181">[3]</a>, <a href="autoapi/abacusai/api_class/index.html#id200">[4]</a>, <a href="autoapi/abacusai/api_class/index.html#id233">[5]</a>, <a href="autoapi/abacusai/api_class/index.html#id59">[6]</a>, <a href="autoapi/abacusai/api_class/index.html#id80">[7]</a>
+      </ul></li>
+      <li>
+    abacusai.forecasting_monitor_item_analysis
+
+      <ul>
+        <li><a href="autoapi/abacusai/forecasting_monitor_item_analysis/index.html#module-abacusai.forecasting_monitor_item_analysis">module</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._ApplicationConnectorDatasetConfigFactory.config_class_map">(abacusai.api_class._ApplicationConnectorDatasetConfigFactory attribute)</a>
+      </ul></li>
+      <li>
+    abacusai.forecasting_monitor_summary
+
+      <ul>
+        <li><a href="autoapi/abacusai/forecasting_monitor_summary/index.html#module-abacusai.forecasting_monitor_summary">module</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._BatchPredictionArgsFactory.config_class_map">(abacusai.api_class._BatchPredictionArgsFactory attribute)</a>
+      </ul></li>
+      <li>
+    abacusai.function_logs
+
+      <ul>
+        <li><a href="autoapi/abacusai/function_logs/index.html#module-abacusai.function_logs">module</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._FeatureGroupExportConfigFactory.config_class_map">(abacusai.api_class._FeatureGroupExportConfigFactory attribute)</a>
+      </ul></li>
+      <li>
+    abacusai.generated_pit_feature_config_option
+
+      <ul>
+        <li><a href="autoapi/abacusai/generated_pit_feature_config_option/index.html#module-abacusai.generated_pit_feature_config_option">module</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._MergeConfigFactory.config_class_map">(abacusai.api_class._MergeConfigFactory attribute)</a>
+      </ul></li>
+      <li>
+    abacusai.global_context
+
+      <ul>
+        <li><a href="autoapi/abacusai/global_context/index.html#module-abacusai.global_context">module</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._PredictionArgumentsFactory.config_class_map">(abacusai.api_class._PredictionArgumentsFactory attribute)</a>
+      </ul></li>
+      <li>
+    abacusai.graph_dashboard
+
+      <ul>
+        <li><a href="autoapi/abacusai/graph_dashboard/index.html#module-abacusai.graph_dashboard">module</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._ProjectFeatureGroupConfigFactory.config_class_map">(abacusai.api_class._ProjectFeatureGroupConfigFactory attribute)</a>
+      </ul></li>
+      <li>
+    abacusai.holdout_analysis
+
+      <ul>
+        <li><a href="autoapi/abacusai/holdout_analysis/index.html#module-abacusai.holdout_analysis">module</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._SamplingConfigFactory.config_class_map">(abacusai.api_class._SamplingConfigFactory attribute)</a>
+      </ul></li>
+      <li>
+    abacusai.holdout_analysis_version
+
+      <ul>
+        <li><a href="autoapi/abacusai/holdout_analysis_version/index.html#module-abacusai.holdout_analysis_version">module</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._TrainingConfigFactory.config_class_map">(abacusai.api_class._TrainingConfigFactory attribute)</a>
+      </ul></li>
+      <li>
+    abacusai.hosted_model_token
+
+      <ul>
+        <li><a href="autoapi/abacusai/hosted_model_token/index.html#module-abacusai.hosted_model_token">module</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/abstract/index.html#abacusai.api_class.abstract._ApiClassFactory.config_class_map">(abacusai.api_class.abstract._ApiClassFactory attribute)</a>
+      </ul></li>
+      <li>
+    abacusai.indexing_config
+
+      <ul>
+        <li><a href="autoapi/abacusai/indexing_config/index.html#module-abacusai.indexing_config">module</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction._ApiClassFactory.config_class_map">(abacusai.api_class.batch_prediction._ApiClassFactory attribute)</a>
+      </ul></li>
+      <li>
+    abacusai.inferred_database_column_to_feature_mappings
+
+      <ul>
+        <li><a href="autoapi/abacusai/inferred_database_column_to_feature_mappings/index.html#module-abacusai.inferred_database_column_to_feature_mappings">module</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction._BatchPredictionArgsFactory.config_class_map">(abacusai.api_class.batch_prediction._BatchPredictionArgsFactory attribute)</a>
+      </ul></li>
+      <li>
+    abacusai.inferred_feature_mappings
+
+      <ul>
+        <li><a href="autoapi/abacusai/inferred_feature_mappings/index.html#module-abacusai.inferred_feature_mappings">module</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/connectors/index.html#abacusai.api_class.connectors._ApiClassFactory.config_class_map">(abacusai.api_class.connectors._ApiClassFactory attribute)</a>
+      </ul></li>
+      <li>
+    abacusai.item_statistics
+
+      <ul>
+        <li><a href="autoapi/abacusai/item_statistics/index.html#module-abacusai.item_statistics">module</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/connectors/index.html#abacusai.api_class.connectors._StreamingConnectorDatasetConfigFactory.config_class_map">(abacusai.api_class.connectors._StreamingConnectorDatasetConfigFactory attribute)</a>
+      </ul></li>
+      <li>
+    abacusai.llm_app
+
+      <ul>
+        <li><a href="autoapi/abacusai/llm_app/index.html#module-abacusai.llm_app">module</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector._ApiClassFactory.config_class_map">(abacusai.api_class.dataset_application_connector._ApiClassFactory attribute)</a>
+      </ul></li>
+      <li>
+    abacusai.llm_code_block
+
+      <ul>
+        <li><a href="autoapi/abacusai/llm_code_block/index.html#module-abacusai.llm_code_block">module</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector._ApplicationConnectorDatasetConfigFactory.config_class_map">(abacusai.api_class.dataset_application_connector._ApplicationConnectorDatasetConfigFactory attribute)</a>
+      </ul></li>
+      <li>
+    abacusai.llm_execution_preview
+
+      <ul>
+        <li><a href="autoapi/abacusai/llm_execution_preview/index.html#module-abacusai.llm_execution_preview">module</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment._ApiClassFactory.config_class_map">(abacusai.api_class.deployment._ApiClassFactory attribute)</a>
+      </ul></li>
+      <li>
+    abacusai.llm_execution_result
+
+      <ul>
+        <li><a href="autoapi/abacusai/llm_execution_result/index.html#module-abacusai.llm_execution_result">module</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment._PredictionArgumentsFactory.config_class_map">(abacusai.api_class.deployment._PredictionArgumentsFactory attribute)</a>
+      </ul></li>
+      <li>
+    abacusai.llm_generated_code
+
+      <ul>
+        <li><a href="autoapi/abacusai/llm_generated_code/index.html#module-abacusai.llm_generated_code">module</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group._ApiClassFactory.config_class_map">(abacusai.api_class.feature_group._ApiClassFactory attribute)</a>
+      </ul></li>
+      <li>
+    abacusai.llm_input
+
+      <ul>
+        <li><a href="autoapi/abacusai/llm_input/index.html#module-abacusai.llm_input">module</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group._MergeConfigFactory.config_class_map">(abacusai.api_class.feature_group._MergeConfigFactory attribute)</a>
+      </ul></li>
+      <li>
+    abacusai.llm_parameters
+
+      <ul>
+        <li><a href="autoapi/abacusai/llm_parameters/index.html#module-abacusai.llm_parameters">module</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group._SamplingConfigFactory.config_class_map">(abacusai.api_class.feature_group._SamplingConfigFactory attribute)</a>
+      </ul></li>
+      <li>
+    abacusai.llm_response
+
+      <ul>
+        <li><a href="autoapi/abacusai/llm_response/index.html#module-abacusai.llm_response">module</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model._ApiClassFactory.config_class_map">(abacusai.api_class.model._ApiClassFactory attribute)</a>
+      </ul></li>
+      <li>
+    abacusai.memory_options
+
+      <ul>
+        <li><a href="autoapi/abacusai/memory_options/index.html#module-abacusai.memory_options">module</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model._TrainingConfigFactory.config_class_map">(abacusai.api_class.model._TrainingConfigFactory attribute)</a>
+      </ul></li>
+      <li>
+    abacusai.messaging_connector_response
+
+      <ul>
+        <li><a href="autoapi/abacusai/messaging_connector_response/index.html#module-abacusai.messaging_connector_response">module</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert._AlertActionConfigFactory.config_class_map">(abacusai.api_class.monitor_alert._AlertActionConfigFactory attribute)</a>
+      </ul></li>
+      <li>
+    abacusai.model
+
+      <ul>
+        <li><a href="autoapi/abacusai/model/index.html#module-abacusai.model">module</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert._AlertConditionConfigFactory.config_class_map">(abacusai.api_class.monitor_alert._AlertConditionConfigFactory attribute)</a>
+      </ul></li>
+      <li>
+    abacusai.model_artifacts_export
+
+      <ul>
+        <li><a href="autoapi/abacusai/model_artifacts_export/index.html#module-abacusai.model_artifacts_export">module</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert._ApiClassFactory.config_class_map">(abacusai.api_class.monitor_alert._ApiClassFactory attribute)</a>
+      </ul></li>
+      <li>
+    abacusai.model_blueprint_export
+
+      <ul>
+        <li><a href="autoapi/abacusai/model_blueprint_export/index.html#module-abacusai.model_blueprint_export">module</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project._ApiClassFactory.config_class_map">(abacusai.api_class.project._ApiClassFactory attribute)</a>
+      </ul></li>
+      <li>
+    abacusai.model_blueprint_stage
+
+      <ul>
+        <li><a href="autoapi/abacusai/model_blueprint_stage/index.html#module-abacusai.model_blueprint_stage">module</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project._ProjectFeatureGroupConfigFactory.config_class_map">(abacusai.api_class.project._ProjectFeatureGroupConfigFactory attribute)</a>
+      </ul></li>
+      <li>
+    abacusai.model_location
+
+      <ul>
+        <li><a href="autoapi/abacusai/model_location/index.html#module-abacusai.model_location">module</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/refresh/index.html#abacusai.api_class.refresh._ApiClassFactory.config_class_map">(abacusai.api_class.refresh._ApiClassFactory attribute)</a>
+      </ul></li>
+      <li>
+    abacusai.model_metrics
+
+      <ul>
+        <li><a href="autoapi/abacusai/model_metrics/index.html#module-abacusai.model_metrics">module</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/refresh/index.html#abacusai.api_class.refresh._FeatureGroupExportConfigFactory.config_class_map">(abacusai.api_class.refresh._FeatureGroupExportConfigFactory attribute)</a>
+      </ul></li>
+      <li>
+    abacusai.model_monitor
+
+      <ul>
+        <li><a href="autoapi/abacusai/model_monitor/index.html#module-abacusai.model_monitor">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ConflictError">ConflictError</a>
+      <li>
+    abacusai.model_monitor_org_summary
+
+      <ul>
+        <li><a href="autoapi/abacusai/model_monitor_org_summary/index.html#module-abacusai.model_monitor_org_summary">module</a>
 </li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApplicationConnectorType.CONFLUENCE">CONFLUENCE (abacusai.api_class.ApplicationConnectorType attribute)</a>
+      </ul></li>
+      <li>
+    abacusai.model_monitor_summary
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ApplicationConnectorType.CONFLUENCE">(abacusai.api_class.enums.ApplicationConnectorType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ApplicationConnectorType.CONFLUENCE">(abacusai.ApplicationConnectorType attribute)</a>
+        <li><a href="autoapi/abacusai/model_monitor_summary/index.html#module-abacusai.model_monitor_summary">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ConfluenceDatasetConfig">ConfluenceDatasetConfig (class in abacusai)</a>
+      <li>
+    abacusai.model_monitor_summary_from_org
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ConfluenceDatasetConfig">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.ConfluenceDatasetConfig">(class in abacusai.api_class.dataset_application_connector)</a>
+        <li><a href="autoapi/abacusai/model_monitor_summary_from_org/index.html#module-abacusai.model_monitor_summary_from_org">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FeatureGroupExportConfig.connector_type">connector_type (abacusai.api_class.FeatureGroupExportConfig attribute)</a>
+      <li>
+    abacusai.model_monitor_version
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/refresh/index.html#abacusai.api_class.refresh.FeatureGroupExportConfig.connector_type">(abacusai.api_class.refresh.FeatureGroupExportConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.FeatureGroupExportConfig.connector_type">(abacusai.FeatureGroupExportConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/refresh_policy/index.html#abacusai.refresh_policy.FeatureGroupExportConfig.connector_type">(abacusai.refresh_policy.FeatureGroupExportConfig attribute)</a>
+        <li><a href="autoapi/abacusai/model_monitor_version/index.html#module-abacusai.model_monitor_version">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ConnectorType">ConnectorType (class in abacusai)</a>
+      <li>
+    abacusai.model_monitor_version_metric_data
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ConnectorType">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ConnectorType">(class in abacusai.api_class.enums)</a>
+        <li><a href="autoapi/abacusai/model_monitor_version_metric_data/index.html#module-abacusai.model_monitor_version_metric_data">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ConstraintConfig.constant">constant (abacusai.api_class.ConstraintConfig attribute)</a>
+      <li>
+    abacusai.model_training_type_for_deployment
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.ConstraintConfig.constant">(abacusai.api_class.project.ConstraintConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ConstraintConfig.constant">(abacusai.ConstraintConfig attribute)</a>
+        <li><a href="autoapi/abacusai/model_training_type_for_deployment/index.html#module-abacusai.model_training_type_for_deployment">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ConstraintConfig">ConstraintConfig (class in abacusai)</a>
+      <li>
+    abacusai.model_upload
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ConstraintConfig">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.ConstraintConfig">(class in abacusai.api_class.project)</a>
+        <li><a href="autoapi/abacusai/model_upload/index.html#module-abacusai.model_upload">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ConstraintProjectFeatureGroupConfig">ConstraintProjectFeatureGroupConfig (class in abacusai)</a>
+      <li>
+    abacusai.model_version
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ConstraintProjectFeatureGroupConfig">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.ConstraintProjectFeatureGroupConfig">(class in abacusai.api_class.project)</a>
+        <li><a href="autoapi/abacusai/model_version/index.html#module-abacusai.model_version">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ConstraintProjectFeatureGroupConfig.constraints">constraints (abacusai.api_class.ConstraintProjectFeatureGroupConfig attribute)</a>
-</li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProjectConfigType.CONSTRAINTS">CONSTRAINTS (abacusai.api_class.enums.ProjectConfigType attribute)</a>
-</li>
-      <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.ConstraintProjectFeatureGroupConfig.constraints">constraints (abacusai.api_class.project.ConstraintProjectFeatureGroupConfig attribute)</a>
-</li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProjectConfigType.CONSTRAINTS">CONSTRAINTS (abacusai.api_class.ProjectConfigType attribute)</a>
-</li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ConstraintProjectFeatureGroupConfig.constraints">constraints (abacusai.ConstraintProjectFeatureGroupConfig attribute)</a>
-</li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ProjectConfigType.CONSTRAINTS">CONSTRAINTS (abacusai.ProjectConfigType attribute)</a>
-</li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.construct_agent_conversation_messages_for_llm">construct_agent_conversation_messages_for_llm() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.model_version_feature_group_schema
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.construct_agent_conversation_messages_for_llm">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/model_version_feature_group_schema/index.html#module-abacusai.model_version_feature_group_schema">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.DocstoreUtils.CONTENT">CONTENT (abacusai.api_client_utils.DocstoreUtils attribute)</a>
-</li>
-      <li><a href="autoapi/abacusai/api_class/blob_input/index.html#abacusai.api_class.blob_input.BlobInput.contents">contents (abacusai.api_class.blob_input.BlobInput attribute)</a>
+      <li>
+    abacusai.modification_lock_info
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BlobInput.contents">(abacusai.api_class.BlobInput attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.BlobInput.contents">(abacusai.BlobInput attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BlobInput.contents">(abacusai.client.BlobInput attribute)</a>
+        <li><a href="autoapi/abacusai/modification_lock_info/index.html#module-abacusai.modification_lock_info">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/python_function_validator/index.html#abacusai.python_function_validator._MonkeyPatch.context">context() (abacusai.python_function_validator._MonkeyPatch class method)</a>
-</li>
-      <li><a href="autoapi/abacusai/api_class/dataset/index.html#abacusai.api_class.dataset.DocumentProcessingConfig.convert_to_markdown">convert_to_markdown (abacusai.api_class.dataset.DocumentProcessingConfig attribute)</a>
+      <li>
+    abacusai.module
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DocumentProcessingConfig.convert_to_markdown">(abacusai.api_class.DocumentProcessingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DocumentProcessingConfig.convert_to_markdown">(abacusai.client.DocumentProcessingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.DocumentProcessingConfig.convert_to_markdown">(abacusai.dataset.DocumentProcessingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.DocumentProcessingConfig.convert_to_markdown">(abacusai.DocumentProcessingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/module/index.html#module-abacusai.module">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.convolution_filters">convolution_filters (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
+      <li>
+    abacusai.monitor_alert
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.convolution_filters">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.convolution_filters">(abacusai.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/monitor_alert/index.html#module-abacusai.monitor_alert">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.convolutional_layers">convolutional_layers (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
+      <li>
+    abacusai.monitor_alert_version
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.convolutional_layers">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.convolutional_layers">(abacusai.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/monitor_alert_version/index.html#module-abacusai.monitor_alert_version">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PersonalizationObjective.COVERAGE">COVERAGE (abacusai.api_class.enums.PersonalizationObjective attribute)</a>
+      <li>
+    abacusai.monitor_drift_and_distributions
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationObjective.COVERAGE">(abacusai.api_class.PersonalizationObjective attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationObjective.COVERAGE">(abacusai.PersonalizationObjective attribute)</a>
+        <li><a href="autoapi/abacusai/monitor_drift_and_distributions/index.html#module-abacusai.monitor_drift_and_distributions">module</a>
 </li>
       </ul></li>
-  </ul></td>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autoapi/abacusai/cpu_gpu_memory_specs/index.html#abacusai.cpu_gpu_memory_specs.CpuGpuMemorySpecs">CpuGpuMemorySpecs (class in abacusai.cpu_gpu_memory_specs)</a>
+      <li>
+    abacusai.natural_language_explanation
 
       <ul>
-        <li><a href="autoapi/abacusai/memory_options/index.html#abacusai.memory_options.CpuGpuMemorySpecs">(class in abacusai.memory_options)</a>
+        <li><a href="autoapi/abacusai/natural_language_explanation/index.html#module-abacusai.natural_language_explanation">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_agent">create_agent() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.nested_feature
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_agent">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Project.create_agent">(abacusai.client.Project method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.create_agent">(abacusai.project.Project method)</a>
+        <li><a href="autoapi/abacusai/nested_feature/index.html#module-abacusai.nested_feature">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_agent_from_function">create_agent_from_function() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.nested_feature_schema
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_agent_from_function">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/nested_feature_schema/index.html#module-abacusai.nested_feature_schema">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Deployment.create_alert">create_alert() (abacusai.client.Deployment method)</a>
+      <li>
+    abacusai.null_violation
 
       <ul>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.create_alert">(abacusai.deployment.Deployment method)</a>
+        <li><a href="autoapi/abacusai/null_violation/index.html#module-abacusai.null_violation">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_algorithm">create_algorithm() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.organization_external_application_settings
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_algorithm">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/organization_external_application_settings/index.html#module-abacusai.organization_external_application_settings">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_algorithm_from_function">create_algorithm_from_function() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.organization_group
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_algorithm_from_function">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/organization_group/index.html#module-abacusai.organization_group">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_app_user_group">create_app_user_group() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.organization_search_result
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_app_user_group">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/organization_search_result/index.html#module-abacusai.organization_search_result">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_batch_prediction">create_batch_prediction() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.organization_secret
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_batch_prediction">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Deployment.create_batch_prediction">(abacusai.client.Deployment method)</a>
-</li>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.create_batch_prediction">(abacusai.deployment.Deployment method)</a>
+        <li><a href="autoapi/abacusai/organization_secret/index.html#module-abacusai.organization_secret">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_chat_session">create_chat_session() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.page_data
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_chat_session">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Project.create_chat_session">(abacusai.client.Project method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.create_chat_session">(abacusai.project.Project method)</a>
+        <li><a href="autoapi/abacusai/page_data/index.html#module-abacusai.page_data">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Deployment.create_conversation">create_conversation() (abacusai.client.Deployment method)</a>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li>
+    abacusai.pipeline
 
       <ul>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.create_conversation">(abacusai.deployment.Deployment method)</a>
+        <li><a href="autoapi/abacusai/pipeline/index.html#module-abacusai.pipeline">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_custom_loss_function">create_custom_loss_function() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.pipeline_reference
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_custom_loss_function">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/pipeline_reference/index.html#module-abacusai.pipeline_reference">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_custom_loss_function_with_source_code">create_custom_loss_function_with_source_code() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.pipeline_step
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_custom_loss_function_with_source_code">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/pipeline_step/index.html#module-abacusai.pipeline_step">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_custom_metric">create_custom_metric() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.pipeline_step_version
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_custom_metric">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/pipeline_step_version/index.html#module-abacusai.pipeline_step_version">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_custom_metric_from_function">create_custom_metric_from_function() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.pipeline_step_version_logs
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_custom_metric_from_function">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/pipeline_step_version_logs/index.html#module-abacusai.pipeline_step_version_logs">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_dataset_from_application_connector">create_dataset_from_application_connector() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.pipeline_step_version_reference
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_dataset_from_application_connector">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/pipeline_step_version_reference/index.html#module-abacusai.pipeline_step_version_reference">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_dataset_from_database_connector">create_dataset_from_database_connector() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.pipeline_version
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_dataset_from_database_connector">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/pipeline_version/index.html#module-abacusai.pipeline_version">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_dataset_from_file_connector">create_dataset_from_file_connector() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.pipeline_version_logs
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_dataset_from_file_connector">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/pipeline_version_logs/index.html#module-abacusai.pipeline_version_logs">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_dataset_from_pandas">create_dataset_from_pandas() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.point_in_time_feature
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_dataset_from_pandas">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/point_in_time_feature/index.html#module-abacusai.point_in_time_feature">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_dataset_from_streaming_connector">create_dataset_from_streaming_connector() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.point_in_time_feature_info
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_dataset_from_streaming_connector">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/point_in_time_feature_info/index.html#module-abacusai.point_in_time_feature_info">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_dataset_from_upload">create_dataset_from_upload() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.point_in_time_group
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_dataset_from_upload">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/point_in_time_group/index.html#module-abacusai.point_in_time_group">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_dataset_version_from_application_connector">create_dataset_version_from_application_connector() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.point_in_time_group_feature
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_dataset_version_from_application_connector">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/point_in_time_group_feature/index.html#module-abacusai.point_in_time_group_feature">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_dataset_version_from_database_connector">create_dataset_version_from_database_connector() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.prediction_client
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_dataset_version_from_database_connector">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/prediction_client/index.html#module-abacusai.prediction_client">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_dataset_version_from_document_reprocessing">create_dataset_version_from_document_reprocessing() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.prediction_dataset
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_dataset_version_from_document_reprocessing">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/prediction_dataset/index.html#module-abacusai.prediction_dataset">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_dataset_version_from_file_connector">create_dataset_version_from_file_connector() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.prediction_feature_group
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_dataset_version_from_file_connector">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/prediction_feature_group/index.html#module-abacusai.prediction_feature_group">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_dataset_version_from_pandas">create_dataset_version_from_pandas() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.prediction_input
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_dataset_version_from_pandas">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/prediction_input/index.html#module-abacusai.prediction_input">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_dataset_version_from_upload">create_dataset_version_from_upload() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.prediction_operator
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_dataset_version_from_upload">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/prediction_operator/index.html#module-abacusai.prediction_operator">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_deployment">create_deployment() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.prediction_operator_version
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_deployment">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/prediction_operator_version/index.html#module-abacusai.prediction_operator_version">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_deployment_alert">create_deployment_alert() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.problem_type
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_deployment_alert">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/problem_type/index.html#module-abacusai.problem_type">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_deployment_conversation">create_deployment_conversation() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.project
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_deployment_conversation">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/project/index.html#module-abacusai.project">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_deployment_token">create_deployment_token() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.project_config
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_deployment_token">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Project.create_deployment_token">(abacusai.client.Project method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.create_deployment_token">(abacusai.project.Project method)</a>
+        <li><a href="autoapi/abacusai/project_config/index.html#module-abacusai.project_config">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_deployment_webhook">create_deployment_webhook() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.project_feature_group
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_deployment_webhook">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/project_feature_group/index.html#module-abacusai.project_feature_group">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_document_retriever">create_document_retriever() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.project_feature_group_schema
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_document_retriever">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Project.create_document_retriever">(abacusai.client.Project method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.create_document_retriever">(abacusai.project.Project method)</a>
+        <li><a href="autoapi/abacusai/project_feature_group_schema/index.html#module-abacusai.project_feature_group_schema">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_document_retriever_version">create_document_retriever_version() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.project_feature_group_schema_version
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_document_retriever_version">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/project_feature_group_schema_version/index.html#module-abacusai.project_feature_group_schema_version">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_eda">create_eda() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.project_validation
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_eda">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Project.create_eda">(abacusai.client.Project method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.create_eda">(abacusai.project.Project method)</a>
+        <li><a href="autoapi/abacusai/project_validation/index.html#module-abacusai.project_validation">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_external_application">create_external_application() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.python_function
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_external_application">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Deployment.create_external_application">(abacusai.client.Deployment method)</a>
-</li>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.create_external_application">(abacusai.deployment.Deployment method)</a>
+        <li><a href="autoapi/abacusai/python_function/index.html#module-abacusai.python_function">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_feature">create_feature() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.python_function_validator
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_feature">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.create_feature">(abacusai.client.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.create_feature">(abacusai.feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.create_feature">(abacusai.organization_search_result.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.create_feature">(abacusai.project_feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/python_function_validator/index.html#module-abacusai.python_function_validator">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_feature_group">create_feature_group() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.python_plot_function
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_feature_group">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/python_plot_function/index.html#module-abacusai.python_plot_function">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_feature_group_from_function">create_feature_group_from_function() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.range_violation
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_feature_group_from_function">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/range_violation/index.html#module-abacusai.range_violation">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_feature_group_from_pandas_df">create_feature_group_from_pandas_df() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.realtime_monitor
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_feature_group_from_pandas_df">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/realtime_monitor/index.html#module-abacusai.realtime_monitor">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_feature_group_from_python_function">create_feature_group_from_python_function() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.refresh_pipeline_run
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_feature_group_from_python_function">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/refresh_pipeline_run/index.html#module-abacusai.refresh_pipeline_run">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_feature_group_from_spark_df">create_feature_group_from_spark_df() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.refresh_policy
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_feature_group_from_spark_df">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/refresh_policy/index.html#module-abacusai.refresh_policy">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_feature_group_from_template">create_feature_group_from_template() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.refresh_schedule
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_feature_group_from_template">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/refresh_schedule/index.html#module-abacusai.refresh_schedule">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_feature_group_template">create_feature_group_template() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.resolved_feature_group_template
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_feature_group_template">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/resolved_feature_group_template/index.html#module-abacusai.resolved_feature_group_template">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_feature_group_version">create_feature_group_version() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.return_class
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_feature_group_version">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/return_class/index.html#module-abacusai.return_class">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_forecasting_monitor">create_forecasting_monitor() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.schema
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_forecasting_monitor">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Project.create_forecasting_monitor">(abacusai.client.Project method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.create_forecasting_monitor">(abacusai.project.Project method)</a>
+        <li><a href="autoapi/abacusai/schema/index.html#module-abacusai.schema">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_graph_dashboard">create_graph_dashboard() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.streaming_auth_token
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_graph_dashboard">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Project.create_graph_dashboard">(abacusai.client.Project method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.create_graph_dashboard">(abacusai.project.Project method)</a>
+        <li><a href="autoapi/abacusai/streaming_auth_token/index.html#module-abacusai.streaming_auth_token">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_holdout_analysis">create_holdout_analysis() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.streaming_client
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_holdout_analysis">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/streaming_client/index.html#module-abacusai.streaming_client">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_merge_feature_group">create_merge_feature_group() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.streaming_connector
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_merge_feature_group">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/streaming_connector/index.html#module-abacusai.streaming_connector">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_model_from_files">create_model_from_files() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.streaming_row_count
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_model_from_files">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/streaming_row_count/index.html#module-abacusai.streaming_row_count">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_model_from_functions">create_model_from_functions() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.streaming_sample_code
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_model_from_functions">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Project.create_model_from_functions">(abacusai.client.Project method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.create_model_from_functions">(abacusai.project.Project method)</a>
+        <li><a href="autoapi/abacusai/streaming_sample_code/index.html#module-abacusai.streaming_sample_code">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_model_from_local_files">create_model_from_local_files() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.test_point_predictions
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_model_from_local_files">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/test_point_predictions/index.html#module-abacusai.test_point_predictions">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_model_from_python">create_model_from_python() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.training_config_options
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_model_from_python">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Project.create_model_from_python">(abacusai.client.Project method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.create_model_from_python">(abacusai.project.Project method)</a>
+        <li><a href="autoapi/abacusai/training_config_options/index.html#module-abacusai.training_config_options">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_model_monitor">create_model_monitor() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.upload
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_model_monitor">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Project.create_model_monitor">(abacusai.client.Project method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.create_model_monitor">(abacusai.project.Project method)</a>
+        <li><a href="autoapi/abacusai/upload/index.html#module-abacusai.upload">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_model_version_from_files">create_model_version_from_files() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.upload_part
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_model_version_from_files">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/upload_part/index.html#module-abacusai.upload_part">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_model_version_from_local_files">create_model_version_from_local_files() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.use_case
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_model_version_from_local_files">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/use_case/index.html#module-abacusai.use_case">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_module">create_module() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.use_case_requirements
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_module">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/use_case_requirements/index.html#module-abacusai.use_case_requirements">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_module_from_notebook">create_module_from_notebook() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.user
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_module_from_notebook">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/user/index.html#module-abacusai.user">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.ForecastingBatchPredictionArgs.create_monitor">create_monitor (abacusai.api_class.batch_prediction.ForecastingBatchPredictionArgs attribute)</a>
+      <li>
+    abacusai.user_exception
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.create_monitor">(abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.TrainablePlugAndPlayBatchPredictionArgs.create_monitor">(abacusai.api_class.batch_prediction.TrainablePlugAndPlayBatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingBatchPredictionArgs.create_monitor">(abacusai.api_class.ForecastingBatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PredictiveModelingBatchPredictionArgs.create_monitor">(abacusai.api_class.PredictiveModelingBatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TrainablePlugAndPlayBatchPredictionArgs.create_monitor">(abacusai.api_class.TrainablePlugAndPlayBatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingBatchPredictionArgs.create_monitor">(abacusai.ForecastingBatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictiveModelingBatchPredictionArgs.create_monitor">(abacusai.PredictiveModelingBatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.TrainablePlugAndPlayBatchPredictionArgs.create_monitor">(abacusai.TrainablePlugAndPlayBatchPredictionArgs attribute)</a>
+        <li><a href="autoapi/abacusai/user_exception/index.html#module-abacusai.user_exception">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_monitor_alert">create_monitor_alert() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.web_search_response
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_monitor_alert">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Project.create_monitor_alert">(abacusai.client.Project method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.create_monitor_alert">(abacusai.project.Project method)</a>
+        <li><a href="autoapi/abacusai/web_search_response/index.html#module-abacusai.web_search_response">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_nested_feature">create_nested_feature() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.web_search_result
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_nested_feature">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.create_nested_feature">(abacusai.client.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.create_nested_feature">(abacusai.feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.create_nested_feature">(abacusai.organization_search_result.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.create_nested_feature">(abacusai.project_feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/web_search_result/index.html#module-abacusai.web_search_result">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_nlp_drift_monitor">create_nlp_drift_monitor() (abacusai.ApiClient method)</a>
+      <li>
+    abacusai.webhook
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_nlp_drift_monitor">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Project.create_nlp_drift_monitor">(abacusai.client.Project method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.create_nlp_drift_monitor">(abacusai.project.Project method)</a>
+        <li><a href="autoapi/abacusai/webhook/index.html#module-abacusai.webhook">module</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_online_feature_group">create_online_feature_group() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/abacus_api/index.html#abacusai.abacus_api.AbacusApi">AbacusApi (class in abacusai.abacus_api)</a>
+</li>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApplicationConnectorType.ABACUSUSAGEMETRICS">ABACUSUSAGEMETRICS (abacusai.api_class.ApplicationConnectorType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_online_feature_group">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ApplicationConnectorType.ABACUSUSAGEMETRICS">(abacusai.api_class.enums.ApplicationConnectorType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ApplicationConnectorType.ABACUSUSAGEMETRICS">(abacusai.ApplicationConnectorType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_operator_feature_group">create_operator_feature_group() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.AbacusUsageMetricsDatasetConfig">AbacusUsageMetricsDatasetConfig (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_operator_feature_group">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.AbacusUsageMetricsDatasetConfig">(class in abacusai.api_class)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.AbacusUsageMetricsDatasetConfig">(class in abacusai.api_class.dataset_application_connector)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_organization_group">create_organization_group() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.StdDevThresholdType.ABSOLUTE">ABSOLUTE (abacusai.api_class.enums.StdDevThresholdType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_organization_group">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.StdDevThresholdType.ABSOLUTE">(abacusai.api_class.StdDevThresholdType attribute)</a>, <a href="autoapi/abacusai/api_class/index.html#id178">[1]</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.StdDevThresholdType.ABSOLUTE">(abacusai.StdDevThresholdType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_organization_secret">create_organization_secret() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/return_class/index.html#abacusai.return_class.AbstractApiClass">AbstractApiClass (class in abacusai.return_class)</a>
+</li>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingObjective.ACCURACY">ACCURACY (abacusai.api_class.enums.ForecastingObjective attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_organization_secret">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionObjective.ACCURACY">(abacusai.api_class.enums.RegressionObjective attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingObjective.ACCURACY">(abacusai.api_class.ForecastingObjective attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionObjective.ACCURACY">(abacusai.api_class.RegressionObjective attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingObjective.ACCURACY">(abacusai.ForecastingObjective attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionObjective.ACCURACY">(abacusai.RegressionObjective attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_pipeline">create_pipeline() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.MonitorAlertType.ACCURACY_BELOW_THRESHOLD">ACCURACY_BELOW_THRESHOLD (abacusai.api_class.enums.MonitorAlertType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_pipeline">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MonitorAlertType.ACCURACY_BELOW_THRESHOLD">(abacusai.api_class.MonitorAlertType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.MonitorAlertType.ACCURACY_BELOW_THRESHOLD">(abacusai.MonitorAlertType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_pipeline_step">create_pipeline_step() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.AccuracyBelowThresholdConditionConfig">AccuracyBelowThresholdConditionConfig (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_pipeline_step">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.AccuracyBelowThresholdConditionConfig">(class in abacusai.api_class)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.AccuracyBelowThresholdConditionConfig">(class in abacusai.api_class.monitor_alert)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_pipeline_step_from_function">create_pipeline_step_from_function() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.AlertActionConfig.action_type">action_type (abacusai.AlertActionConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_pipeline_step_from_function">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.AlertActionConfig.action_type">(abacusai.api_class.AlertActionConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.AlertActionConfig.action_type">(abacusai.api_class.monitor_alert.AlertActionConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_point_in_time_feature">create_point_in_time_feature() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.action_types_exclusion_days">action_types_exclusion_days (abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_point_in_time_feature">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.create_point_in_time_feature">(abacusai.client.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.create_point_in_time_feature">(abacusai.feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.create_point_in_time_feature">(abacusai.organization_search_result.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.action_types_exclusion_days">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.create_point_in_time_feature">(abacusai.project_feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.action_types_exclusion_days">(abacusai.PersonalizationTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_point_in_time_group">create_point_in_time_group() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.NamedEntityExtractionTrainingConfig.active_labels_column">active_labels_column (abacusai.api_class.model.NamedEntityExtractionTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_point_in_time_group">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.active_labels_column">(abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.create_point_in_time_group">(abacusai.client.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NamedEntityExtractionTrainingConfig.active_labels_column">(abacusai.api_class.NamedEntityExtractionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.create_point_in_time_group">(abacusai.feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.active_labels_column">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.create_point_in_time_group">(abacusai.organization_search_result.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.NamedEntityExtractionTrainingConfig.active_labels_column">(abacusai.NamedEntityExtractionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.create_point_in_time_group">(abacusai.project_feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.active_labels_column">(abacusai.RegressionTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_point_in_time_group_feature">create_point_in_time_group_feature() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.add_annotatable_feature">add_annotatable_feature() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_point_in_time_group_feature">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.create_point_in_time_group_feature">(abacusai.client.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.create_point_in_time_group_feature">(abacusai.feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.create_point_in_time_group_feature">(abacusai.organization_search_result.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.add_annotatable_feature">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.create_point_in_time_group_feature">(abacusai.project_feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.add_annotatable_feature">(abacusai.feature_group.FeatureGroup method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_prediction_operator">create_prediction_operator() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.add_annotation">add_annotation() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_prediction_operator">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.add_annotation">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_prediction_operator_from_functions">create_prediction_operator_from_functions() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.add_annotation_label">add_annotation_label() (abacusai.feature_group.FeatureGroup method)</a>
+</li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.add_app_user_group_report_permission">add_app_user_group_report_permission() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_prediction_operator_from_functions">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.add_app_user_group_report_permission">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_prediction_operator_version">create_prediction_operator_version() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.add_app_user_group_to_external_application">add_app_user_group_to_external_application() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_prediction_operator_version">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.add_app_user_group_to_external_application">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_project">create_project() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.add_feature_group_annotation_label">add_feature_group_annotation_label() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_project">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.add_feature_group_annotation_label">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_python_function">create_python_function() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.add_feature_group_tag">add_feature_group_tag() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_python_function">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.add_feature_group_tag">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_python_function_from_function">create_python_function_from_function() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.add_feature_group_to_project">add_feature_group_to_project() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_python_function_from_function">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.add_feature_group_to_project">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_realtime_monitor">create_realtime_monitor() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.add_feature_tag">add_feature_tag() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_realtime_monitor">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Deployment.create_realtime_monitor">(abacusai.client.Deployment method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.add_feature_tag">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.create_realtime_monitor">(abacusai.deployment.Deployment method)</a>
+        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.add_feature_tag">(abacusai.feature_group.FeatureGroup method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_refresh_policy">create_refresh_policy() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.add_graph_to_dashboard">add_graph_to_dashboard() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPrediction.create_refresh_policy">(abacusai.batch_prediction.BatchPrediction method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_refresh_policy">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BatchPrediction.create_refresh_policy">(abacusai.client.BatchPrediction method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Dataset.create_refresh_policy">(abacusai.client.Dataset method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Deployment.create_refresh_policy">(abacusai.client.Deployment method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Model.create_refresh_policy">(abacusai.client.Model method)</a>
-</li>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.Dataset.create_refresh_policy">(abacusai.dataset.Dataset method)</a>
-</li>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.create_refresh_policy">(abacusai.deployment.Deployment method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.add_graph_to_dashboard">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.Model.create_refresh_policy">(abacusai.model.Model method)</a>
+        <li><a href="autoapi/abacusai/python_function/index.html#abacusai.python_function.PythonFunction.add_graph_to_dashboard">(abacusai.python_function.PythonFunction method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.create_sampling">create_sampling() (abacusai.client.FeatureGroup method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.add_organization_group_permission">add_organization_group_permission() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.create_sampling">(abacusai.feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.create_sampling">(abacusai.organization_search_result.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.create_sampling">(abacusai.project_feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.add_organization_group_permission">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_sampling_feature_group">create_sampling_feature_group() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.add_organization_group_to_feature_group_modifiers">add_organization_group_to_feature_group_modifiers() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_sampling_feature_group">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.add_organization_group_to_feature_group_modifiers">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_snapshot_feature_group">create_snapshot_feature_group() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.add_organization_group_to_modifiers">add_organization_group_to_modifiers() (abacusai.feature_group.FeatureGroup method)</a>
+</li>
+      <li><a href="autoapi/abacusai/organization_group/index.html#abacusai.organization_group.OrganizationGroup.add_permission">add_permission() (abacusai.organization_group.OrganizationGroup method)</a>
+</li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.add_project_tags">add_project_tags() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_snapshot_feature_group">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroupVersion.create_snapshot_feature_group">(abacusai.client.FeatureGroupVersion method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.add_project_tags">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroupVersion.create_snapshot_feature_group">(abacusai.feature_group.FeatureGroupVersion method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.add_tag">add_tag() (abacusai.feature_group.FeatureGroup method)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group_version/index.html#abacusai.feature_group_version.FeatureGroupVersion.create_snapshot_feature_group">(abacusai.feature_group_version.FeatureGroupVersion method)</a>
+      <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.add_tags">add_tags() (abacusai.project.Project method)</a>
 </li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroupVersion.create_snapshot_feature_group">(abacusai.organization_search_result.FeatureGroupVersion method)</a>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.add_time_features">add_time_features (abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.add_time_features">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroupVersion.create_snapshot_feature_group">(abacusai.project_feature_group.FeatureGroupVersion method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.add_time_features">(abacusai.PersonalizationTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_spark_df_from_feature_group_version">create_spark_df_from_feature_group_version() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.add_to_project">add_to_project() (abacusai.feature_group.FeatureGroup method)</a>
+</li>
+      <li><a href="autoapi/abacusai/organization_group/index.html#abacusai.organization_group.OrganizationGroup.add_user_to">add_user_to() (abacusai.organization_group.OrganizationGroup method)</a>
+</li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.add_user_to_feature_group_modifiers">add_user_to_feature_group_modifiers() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_spark_df_from_feature_group_version">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.add_user_to_feature_group_modifiers">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Pipeline.create_step">create_step() (abacusai.client.Pipeline method)</a>
+      <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.add_user_to_modifiers">add_user_to_modifiers() (abacusai.feature_group.FeatureGroup method)</a>
+</li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.add_user_to_organization">add_user_to_organization() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.Pipeline.create_step">(abacusai.pipeline.Pipeline method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.add_user_to_organization">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Pipeline.create_step_from_function">create_step_from_function() (abacusai.client.Pipeline method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.add_user_to_organization_group">add_user_to_organization_group() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.Pipeline.create_step_from_function">(abacusai.pipeline.Pipeline method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.add_user_to_organization_group">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_streaming_dataset">create_streaming_dataset() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.add_users_to_app_user_group">add_users_to_app_user_group() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_streaming_dataset">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.add_users_to_app_user_group">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_streaming_token">create_streaming_token() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.additional_forecast_keys">additional_forecast_keys (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_streaming_token">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.additional_forecast_keys">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.additional_forecast_keys">(abacusai.ForecastingTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.create_template">create_template() (abacusai.client.FeatureGroup method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DatabaseConnectorExportConfig.additional_id_columns">additional_id_columns (abacusai.api_class.DatabaseConnectorExportConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.create_template">(abacusai.feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.create_template">(abacusai.organization_search_result.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/api_class/refresh/index.html#abacusai.api_class.refresh.DatabaseConnectorExportConfig.additional_id_columns">(abacusai.api_class.refresh.DatabaseConnectorExportConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.create_template">(abacusai.project_feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.DatabaseConnectorExportConfig.additional_id_columns">(abacusai.DatabaseConnectorExportConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_train_test_data_split_feature_group">create_train_test_data_split_feature_group() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/agent/index.html#abacusai.agent.Agent">Agent (class in abacusai.agent)</a>
+</li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.AIAgentTrainingConfig.agent_input_schema">agent_input_schema (abacusai.AIAgentTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_train_test_data_split_feature_group">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Project.create_train_test_data_split_feature_group">(abacusai.client.Project method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.AIAgentTrainingConfig.agent_input_schema">(abacusai.api_class.AIAgentTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.create_train_test_data_split_feature_group">(abacusai.project.Project method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.AIAgentTrainingConfig.agent_input_schema">(abacusai.api_class.model.AIAgentTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DocumentRetriever.create_version">create_version() (abacusai.client.DocumentRetriever method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.AIAgentTrainingConfig.agent_interface">agent_interface (abacusai.AIAgentTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.create_version">(abacusai.client.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PredictionOperator.create_version">(abacusai.client.PredictionOperator method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.AIAgentTrainingConfig.agent_interface">(abacusai.api_class.AIAgentTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/document_retriever/index.html#abacusai.document_retriever.DocumentRetriever.create_version">(abacusai.document_retriever.DocumentRetriever method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.AIAgentTrainingConfig.agent_interface">(abacusai.api_class.model.AIAgentTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.create_version">(abacusai.feature_group.FeatureGroup method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.AIAgentTrainingConfig.agent_output_schema">agent_output_schema (abacusai.AIAgentTrainingConfig attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.AIAgentTrainingConfig.agent_output_schema">(abacusai.api_class.AIAgentTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.create_version">(abacusai.organization_search_result.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.AIAgentTrainingConfig.agent_output_schema">(abacusai.api_class.model.AIAgentTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/prediction_operator/index.html#abacusai.prediction_operator.PredictionOperator.create_version">(abacusai.prediction_operator.PredictionOperator method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/agent_data_document_info/index.html#abacusai.agent_data_document_info.AgentDataDocumentInfo">AgentDataDocumentInfo (class in abacusai.agent_data_document_info)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.create_version">(abacusai.project_feature_group.FeatureGroup method)</a>
+      <li><a href="autoapi/abacusai/agent_data_execution_result/index.html#abacusai.agent_data_execution_result.AgentDataExecutionResult">AgentDataExecutionResult (class in abacusai.agent_data_execution_result)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Dataset.create_version_from_application_connector">create_version_from_application_connector() (abacusai.client.Dataset method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.AgentInterface">AgentInterface (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.Dataset.create_version_from_application_connector">(abacusai.dataset.Dataset method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.AgentInterface">(class in abacusai.api_class)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.AgentInterface">(class in abacusai.api_class.enums)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Dataset.create_version_from_database_connector">create_version_from_database_connector() (abacusai.client.Dataset method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.AgentResponse">AgentResponse (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.Dataset.create_version_from_database_connector">(abacusai.dataset.Dataset method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.AgentResponse">(class in abacusai.client)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Dataset.create_version_from_document_reprocessing">create_version_from_document_reprocessing() (abacusai.client.Dataset method)</a>
+      <li><a href="autoapi/abacusai/agent_version/index.html#abacusai.agent_version.AgentVersion">AgentVersion (class in abacusai.agent_version)</a>
+</li>
+      <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.PredictionCountConditionConfig.aggregation_type">aggregation_type (abacusai.api_class.monitor_alert.PredictionCountConditionConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.Dataset.create_version_from_document_reprocessing">(abacusai.dataset.Dataset method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PredictionCountConditionConfig.aggregation_type">(abacusai.api_class.PredictionCountConditionConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionCountConditionConfig.aggregation_type">(abacusai.PredictionCountConditionConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Dataset.create_version_from_file_connector">create_version_from_file_connector() (abacusai.client.Dataset method)</a>
+      <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.PredictionCountConditionConfig.aggregation_window">aggregation_window (abacusai.api_class.monitor_alert.PredictionCountConditionConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.Dataset.create_version_from_file_connector">(abacusai.dataset.Dataset method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PredictionCountConditionConfig.aggregation_window">(abacusai.api_class.PredictionCountConditionConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionCountConditionConfig.aggregation_window">(abacusai.PredictionCountConditionConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Dataset.create_version_from_upload">create_version_from_upload() (abacusai.client.Dataset method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProblemType.AI_AGENT">AI_AGENT (abacusai.api_class.enums.ProblemType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.Dataset.create_version_from_upload">(abacusai.dataset.Dataset method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProblemType.AI_AGENT">(abacusai.api_class.ProblemType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ProblemType.AI_AGENT">(abacusai.ProblemType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_vision_drift_monitor">create_vision_drift_monitor() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.AIAgentTrainingConfig">AIAgentTrainingConfig (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_vision_drift_monitor">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Project.create_vision_drift_monitor">(abacusai.client.Project method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.AIAgentTrainingConfig">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.create_vision_drift_monitor">(abacusai.project.Project method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.AIAgentTrainingConfig">(class in abacusai.api_class.model)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Deployment.create_webhook">create_webhook() (abacusai.client.Deployment method)</a>
+      <li><a href="autoapi/abacusai/ai_building_task/index.html#abacusai.ai_building_task.AiBuildingTask">AiBuildingTask (class in abacusai.ai_building_task)</a>
+</li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.AlertConditionConfig.alert_type">alert_type (abacusai.AlertConditionConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.create_webhook">(abacusai.deployment.Deployment method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.AlertConditionConfig.alert_type">(abacusai.api_class.AlertConditionConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.AlertConditionConfig.alert_type">(abacusai.api_class.monitor_alert.AlertConditionConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionLossFunction.CROSS_ENTROPY">CROSS_ENTROPY (abacusai.api_class.enums.RegressionLossFunction attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.AlertActionConfig">AlertActionConfig (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionLossFunction.CROSS_ENTROPY">(abacusai.api_class.RegressionLossFunction attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.AlertActionConfig">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionLossFunction.CROSS_ENTROPY">(abacusai.RegressionLossFunction attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.AlertActionConfig">(class in abacusai.api_class.monitor_alert)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FeatureDriftType.CSI">CSI (abacusai.api_class.enums.FeatureDriftType attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.AlertActionType">AlertActionType (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FeatureDriftType.CSI">(abacusai.api_class.FeatureDriftType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.AlertActionType">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.FeatureDriftType.CSI">(abacusai.FeatureDriftType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.AlertActionType">(class in abacusai.api_class.enums)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FileFormat.CSV">CSV (abacusai.api_class.enums.FileFormat attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.AlertConditionConfig">AlertConditionConfig (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FileFormat.CSV">(abacusai.api_class.FileFormat attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.FileFormat.CSV">(abacusai.batch_prediction_version.FileFormat attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.AlertConditionConfig">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.FileFormat.CSV">(abacusai.FileFormat attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.AlertConditionConfig">(class in abacusai.api_class.monitor_alert)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/dataset/index.html#abacusai.api_class.dataset.ParsingConfig.csv_delimiter">csv_delimiter (abacusai.api_class.dataset.ParsingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DeployableAlgorithm.algorithm">algorithm (abacusai.api_class.DeployableAlgorithm attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.GoogleDriveDatasetConfig.csv_delimiter">(abacusai.api_class.dataset_application_connector.GoogleDriveDatasetConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.OneDriveDatasetConfig.csv_delimiter">(abacusai.api_class.dataset_application_connector.OneDriveDatasetConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.SharepointDatasetConfig.csv_delimiter">(abacusai.api_class.dataset_application_connector.SharepointDatasetConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.GoogleDriveDatasetConfig.csv_delimiter">(abacusai.api_class.GoogleDriveDatasetConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.OneDriveDatasetConfig.csv_delimiter">(abacusai.api_class.OneDriveDatasetConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ParsingConfig.csv_delimiter">(abacusai.api_class.ParsingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.SharepointDatasetConfig.csv_delimiter">(abacusai.api_class.SharepointDatasetConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ParsingConfig.csv_delimiter">(abacusai.client.ParsingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.ParsingConfig.csv_delimiter">(abacusai.dataset.ParsingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.DeployableAlgorithm.algorithm">(abacusai.api_class.model.DeployableAlgorithm attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.GoogleDriveDatasetConfig.csv_delimiter">(abacusai.GoogleDriveDatasetConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.TrainingConfig.algorithm">(abacusai.api_class.model.TrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.OneDriveDatasetConfig.csv_delimiter">(abacusai.OneDriveDatasetConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TrainingConfig.algorithm">(abacusai.api_class.TrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ParsingConfig.csv_delimiter">(abacusai.ParsingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.DeployableAlgorithm.algorithm">(abacusai.DeployableAlgorithm attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.SharepointDatasetConfig.csv_delimiter">(abacusai.SharepointDatasetConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.TrainingConfig.algorithm">(abacusai.TrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProblemType.CUMULATIVE_FORECASTING">CUMULATIVE_FORECASTING (abacusai.api_class.enums.ProblemType attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProblemType.CUMULATIVE_FORECASTING">(abacusai.api_class.ProblemType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ProblemType.CUMULATIVE_FORECASTING">(abacusai.ProblemType attribute)</a>
+      <li><a href="autoapi/abacusai/algorithm/index.html#abacusai.algorithm.Algorithm">Algorithm (class in abacusai.algorithm)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.CumulativeForecastingTrainingConfig.cumulative_prediction_lengths">cumulative_prediction_lengths (abacusai.api_class.CumulativeForecastingTrainingConfig attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.CumulativeForecastingTrainingConfig.cumulative_prediction_lengths">(abacusai.api_class.model.CumulativeForecastingTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/abstract/index.html#abacusai.api_class.abstract.ALL_CAP_RE">ALL_CAP_RE (in module abacusai.api_class.abstract)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.CumulativeForecastingTrainingConfig.cumulative_prediction_lengths">(abacusai.CumulativeForecastingTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.AlreadyExistsError">AlreadyExistsError</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.CumulativeForecastingPredictionArguments">CumulativeForecastingPredictionArguments (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.ThemeAnalysisBatchPredictionArgs.analysis_days">analysis_days (abacusai.api_class.batch_prediction.ThemeAnalysisBatchPredictionArgs attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.CumulativeForecastingPredictionArguments">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ThemeAnalysisBatchPredictionArgs.analysis_days">(abacusai.api_class.ThemeAnalysisBatchPredictionArgs attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.CumulativeForecastingPredictionArguments">(class in abacusai.api_class.deployment)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ThemeAnalysisBatchPredictionArgs.analysis_days">(abacusai.ThemeAnalysisBatchPredictionArgs attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.CumulativeForecastingTrainingConfig">CumulativeForecastingTrainingConfig (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.ThemeAnalysisBatchPredictionArgs.analysis_frequency">analysis_frequency (abacusai.api_class.batch_prediction.ThemeAnalysisBatchPredictionArgs attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.CumulativeForecastingTrainingConfig">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ThemeAnalysisBatchPredictionArgs.analysis_frequency">(abacusai.api_class.ThemeAnalysisBatchPredictionArgs attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.CumulativeForecastingTrainingConfig">(class in abacusai.api_class.model)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ThemeAnalysisBatchPredictionArgs.analysis_frequency">(abacusai.ThemeAnalysisBatchPredictionArgs attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FillLogic.CUSTOM">CUSTOM (abacusai.api_class.enums.FillLogic attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingQuanitlesExtensionMethod.ANCESTRAL_SIMULATION">ANCESTRAL_SIMULATION (abacusai.api_class.enums.ForecastingQuanitlesExtensionMethod attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingLossFunction.CUSTOM">(abacusai.api_class.enums.ForecastingLossFunction attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionLossFunction.CUSTOM">(abacusai.api_class.enums.RegressionLossFunction attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FillLogic.CUSTOM">(abacusai.api_class.FillLogic attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingQuanitlesExtensionMethod.ANCESTRAL_SIMULATION">(abacusai.api_class.ForecastingQuanitlesExtensionMethod attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingLossFunction.CUSTOM">(abacusai.api_class.ForecastingLossFunction attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingQuanitlesExtensionMethod.ANCESTRAL_SIMULATION">(abacusai.ForecastingQuanitlesExtensionMethod attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionLossFunction.CUSTOM">(abacusai.api_class.RegressionLossFunction attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/annotation/index.html#abacusai.annotation.Annotation">Annotation (class in abacusai.annotation)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.FillLogic.CUSTOM">(abacusai.FillLogic attribute)</a>
+      <li><a href="autoapi/abacusai/annotation_config/index.html#abacusai.annotation_config.AnnotationConfig">AnnotationConfig (class in abacusai.annotation_config)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingLossFunction.CUSTOM">(abacusai.ForecastingLossFunction attribute)</a>
+      <li><a href="autoapi/abacusai/annotation_document/index.html#abacusai.annotation_document.AnnotationDocument">AnnotationDocument (class in abacusai.annotation_document)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionLossFunction.CUSTOM">(abacusai.RegressionLossFunction attribute)</a>
+      <li><a href="autoapi/abacusai/annotation_entry/index.html#abacusai.annotation_entry.AnnotationEntry">AnnotationEntry (class in abacusai.annotation_entry)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProblemType.CUSTOM_ALGORITHM">CUSTOM_ALGORITHM (abacusai.api_class.enums.ProblemType attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.NERObjective.ANNOTATIONS_PRECISION">ANNOTATIONS_PRECISION (abacusai.api_class.enums.NERObjective attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProblemType.CUSTOM_ALGORITHM">(abacusai.api_class.ProblemType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NERObjective.ANNOTATIONS_PRECISION">(abacusai.api_class.NERObjective attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ProblemType.CUSTOM_ALGORITHM">(abacusai.ProblemType attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.NERObjective.ANNOTATIONS_PRECISION">(abacusai.NERObjective attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.JiraDatasetConfig.custom_fields">custom_fields (abacusai.api_class.dataset_application_connector.JiraDatasetConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.NERObjective.ANNOTATIONS_RECALL">ANNOTATIONS_RECALL (abacusai.api_class.enums.NERObjective attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.JiraDatasetConfig.custom_fields">(abacusai.api_class.JiraDatasetConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NERObjective.ANNOTATIONS_RECALL">(abacusai.api_class.NERObjective attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.JiraDatasetConfig.custom_fields">(abacusai.JiraDatasetConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.NERObjective.ANNOTATIONS_RECALL">(abacusai.NERObjective attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.custom_loss_functions">custom_loss_functions (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/annotations_status/index.html#abacusai.annotations_status.AnnotationsStatus">AnnotationsStatus (class in abacusai.annotations_status)</a>
+</li>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.EventAnomalyTrainingConfig.anomaly_fraction">anomaly_fraction (abacusai.api_class.EventAnomalyTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.custom_loss_functions">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.custom_loss_functions">(abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.custom_loss_functions">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.custom_loss_functions">(abacusai.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.EventAnomalyTrainingConfig.anomaly_fraction">(abacusai.api_class.model.EventAnomalyTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.custom_loss_functions">(abacusai.RegressionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.EventAnomalyTrainingConfig.anomaly_fraction">(abacusai.EventAnomalyTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.custom_metrics">custom_metrics (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.TimeseriesAnomalyTrainingConfig.anomaly_type">anomaly_type (abacusai.api_class.model.TimeseriesAnomalyTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.custom_metrics">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.custom_metrics">(abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.custom_metrics">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.custom_metrics">(abacusai.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeseriesAnomalyTrainingConfig.anomaly_type">(abacusai.api_class.TimeseriesAnomalyTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.custom_metrics">(abacusai.RegressionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.TimeseriesAnomalyTrainingConfig.anomaly_type">(abacusai.TimeseriesAnomalyTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProblemType.CUSTOM_TRAINED_MODEL">CUSTOM_TRAINED_MODEL (abacusai.api_class.enums.ProblemType attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionOutputArgumentType.ANY">ANY (abacusai.api_class.enums.PythonFunctionOutputArgumentType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProblemType.CUSTOM_TRAINED_MODEL">(abacusai.api_class.ProblemType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionOutputArgumentType.ANY">(abacusai.api_class.PythonFunctionOutputArgumentType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ProblemType.CUSTOM_TRAINED_MODEL">(abacusai.ProblemType attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionOutputArgumentType.ANY">(abacusai.PythonFunctionOutputArgumentType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.CustomAlgorithmTrainingConfig">CustomAlgorithmTrainingConfig (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClass">ApiClass (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.CustomAlgorithmTrainingConfig">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApiClass">(class in abacusai.api_class)</a>, <a href="autoapi/abacusai/api_class/index.html#id0">[1]</a>, <a href="autoapi/abacusai/api_class/index.html#id117">[2]</a>, <a href="autoapi/abacusai/api_class/index.html#id14">[3]</a>, <a href="autoapi/abacusai/api_class/index.html#id144">[4]</a>, <a href="autoapi/abacusai/api_class/index.html#id163">[5]</a>, <a href="autoapi/abacusai/api_class/index.html#id181">[6]</a>, <a href="autoapi/abacusai/api_class/index.html#id200">[7]</a>, <a href="autoapi/abacusai/api_class/index.html#id219">[8]</a>, <a href="autoapi/abacusai/api_class/index.html#id233">[9]</a>, <a href="autoapi/abacusai/api_class/index.html#id28">[10]</a>, <a href="autoapi/abacusai/api_class/index.html#id47">[11]</a>, <a href="autoapi/abacusai/api_class/index.html#id70">[12]</a>, <a href="autoapi/abacusai/api_class/index.html#id89">[13]</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.CustomAlgorithmTrainingConfig">(class in abacusai.api_class.model)</a>
+        <li><a href="autoapi/abacusai/api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass">(class in abacusai.api_class.abstract)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.CustomLossFunction">CustomLossFunction (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient">ApiClient (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/custom_loss_function/index.html#abacusai.custom_loss_function.CustomLossFunction">(class in abacusai.custom_loss_function)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient">(class in abacusai.client)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.CustomMetric">CustomMetric (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/api_endpoint/index.html#abacusai.api_endpoint.ApiEndpoint">ApiEndpoint (class in abacusai.api_endpoint)</a>
+</li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiEnum">ApiEnum (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/custom_metric/index.html#abacusai.custom_metric.CustomMetric">(class in abacusai.custom_metric)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApiEnum">(class in abacusai.api_class)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ApiEnum">(class in abacusai.api_class.enums)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.CustomMetricVersion">CustomMetricVersion (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiException">ApiException</a>, <a href="autoapi/abacusai/index.html#abacusai.ApiException">[1]</a>
+</li>
+      <li><a href="autoapi/abacusai/api_key/index.html#abacusai.api_key.ApiKey">ApiKey (class in abacusai.api_key)</a>
+</li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.append_data">append_data() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/custom_metric/index.html#abacusai.custom_metric.CustomMetricVersion">(class in abacusai.custom_metric)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.append_data">(abacusai.client.ApiClient method)</a>
+</li>
+        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.append_data">(abacusai.feature_group.FeatureGroup method)</a>
+</li>
+        <li><a href="autoapi/abacusai/streaming_client/index.html#abacusai.streaming_client.StreamingClient.append_data">(abacusai.streaming_client.StreamingClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/custom_metric_version/index.html#abacusai.custom_metric_version.CustomMetricVersion">(class in abacusai.custom_metric_version)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.StreamingClient.append_data">(abacusai.StreamingClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.CustomTrainedModelTrainingConfig">CustomTrainedModelTrainingConfig (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.append_multiple_data">append_multiple_data() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.CustomTrainedModelTrainingConfig">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.append_multiple_data">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.CustomTrainedModelTrainingConfig">(class in abacusai.api_class.model)</a>
+        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.append_multiple_data">(abacusai.feature_group.FeatureGroup method)</a>
+</li>
+        <li><a href="autoapi/abacusai/streaming_client/index.html#abacusai.streaming_client.StreamingClient.append_multiple_data">(abacusai.streaming_client.StreamingClient method)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.StreamingClient.append_multiple_data">(abacusai.StreamingClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.CustomTrainFunctionInfo">CustomTrainFunctionInfo (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ConnectorType.APPLICATION">APPLICATION (abacusai.api_class.ConnectorType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/custom_train_function_info/index.html#abacusai.custom_train_function_info.CustomTrainFunctionInfo">(class in abacusai.custom_train_function_info)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ConnectorType.APPLICATION">(abacusai.api_class.enums.ConnectorType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ConnectorType.APPLICATION">(abacusai.ConnectorType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingObjective.CV">CV (abacusai.api_class.enums.ForecastingObjective attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApplicationConnectorDatasetConfig.application_connector_type">application_connector_type (abacusai.api_class.ApplicationConnectorDatasetConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingObjective.CV">(abacusai.api_class.ForecastingObjective attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.ApplicationConnectorDatasetConfig.application_connector_type">(abacusai.api_class.dataset_application_connector.ApplicationConnectorDatasetConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingObjective.CV">(abacusai.ForecastingObjective attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ApplicationConnectorDatasetConfig.application_connector_type">(abacusai.ApplicationConnectorDatasetConfig attribute)</a>
 </li>
       </ul></li>
-  </ul></td>
-</tr></table>
-
-<h2 id="D">D</h2>
-<table style="width: 100%" class="indextable genindextable"><tr>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingFrequency.DAILY">DAILY (abacusai.api_class.enums.ForecastingFrequency attribute)</a>
+      <li><a href="autoapi/abacusai/application_connector/index.html#abacusai.application_connector.ApplicationConnector">ApplicationConnector (class in abacusai.application_connector)</a>
+</li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApplicationConnectorDatasetConfig">ApplicationConnectorDatasetConfig (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingFrequency.DAILY">(abacusai.api_class.ForecastingFrequency attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApplicationConnectorDatasetConfig">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingFrequency.DAILY">(abacusai.ForecastingFrequency attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.ApplicationConnectorDatasetConfig">(class in abacusai.api_class.dataset_application_connector)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DatabaseConnectorExportConfig.data_columns">data_columns (abacusai.api_class.DatabaseConnectorExportConfig attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApplicationConnectorType">ApplicationConnectorType (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/refresh/index.html#abacusai.api_class.refresh.DatabaseConnectorExportConfig.data_columns">(abacusai.api_class.refresh.DatabaseConnectorExportConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApplicationConnectorType">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.DatabaseConnectorExportConfig.data_columns">(abacusai.DatabaseConnectorExportConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ApplicationConnectorType">(class in abacusai.api_class.enums)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMTrainingConfig.data_feature_group_ids">data_feature_group_ids (abacusai.api_class.ChatLLMTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/app_user_group/index.html#abacusai.app_user_group.AppUserGroup">AppUserGroup (class in abacusai.app_user_group)</a>
+</li>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingLossFunction.ASYMMETRIC_MEAN_ABSOLUTE_PERCENTAGE_ERROR">ASYMMETRIC_MEAN_ABSOLUTE_PERCENTAGE_ERROR (abacusai.api_class.enums.ForecastingLossFunction attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ChatLLMTrainingConfig.data_feature_group_ids">(abacusai.api_class.model.ChatLLMTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingLossFunction.ASYMMETRIC_MEAN_ABSOLUTE_PERCENTAGE_ERROR">(abacusai.api_class.ForecastingLossFunction attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMTrainingConfig.data_feature_group_ids">(abacusai.ChatLLMTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingLossFunction.ASYMMETRIC_MEAN_ABSOLUTE_PERCENTAGE_ERROR">(abacusai.ForecastingLossFunction attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DataIntegrityViolationConditionConfig.data_integrity_type">data_integrity_type (abacusai.api_class.DataIntegrityViolationConditionConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.MonitorThresholdConfig.at_risk_threshold">at_risk_threshold (abacusai.api_class.monitor_alert.MonitorThresholdConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.DataIntegrityViolationConditionConfig.data_integrity_type">(abacusai.api_class.monitor_alert.DataIntegrityViolationConditionConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MonitorThresholdConfig.at_risk_threshold">(abacusai.api_class.MonitorThresholdConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.DataIntegrityViolationConditionConfig.data_integrity_type">(abacusai.DataIntegrityViolationConditionConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.MonitorThresholdConfig.at_risk_threshold">(abacusai.MonitorThresholdConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.MonitorAlertType.DATA_INTEGRITY_VIOLATIONS">DATA_INTEGRITY_VIOLATIONS (abacusai.api_class.enums.MonitorAlertType attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.WorkflowNodeOutputType.ATTACHMENT">ATTACHMENT (abacusai.api_class.enums.WorkflowNodeOutputType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MonitorAlertType.DATA_INTEGRITY_VIOLATIONS">(abacusai.api_class.MonitorAlertType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowNodeOutputType.ATTACHMENT">(abacusai.api_class.WorkflowNodeOutputType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.MonitorAlertType.DATA_INTEGRITY_VIOLATIONS">(abacusai.MonitorAlertType attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.WorkflowNodeOutputType.ATTACHMENT">(abacusai.WorkflowNodeOutputType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMTrainingConfig.data_prompt_context">data_prompt_context (abacusai.api_class.ChatLLMTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.HolidayCalendars.AU">AU (abacusai.api_class.enums.HolidayCalendars attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ChatLLMTrainingConfig.data_prompt_context">(abacusai.api_class.model.ChatLLMTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.HolidayCalendars.AU">(abacusai.api_class.HolidayCalendars attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMTrainingConfig.data_prompt_context">(abacusai.ChatLLMTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.HolidayCalendars.AU">(abacusai.HolidayCalendars attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.data_split_feature_group_table_name">data_split_feature_group_table_name (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.NERObjective.AUC">AUC (abacusai.api_class.enums.NERObjective attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.data_split_feature_group_table_name">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.data_split_feature_group_table_name">(abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.data_split_feature_group_table_name">(abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.data_split_feature_group_table_name">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionObjective.AUC">(abacusai.api_class.enums.RegressionObjective attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.data_split_feature_group_table_name">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NERObjective.AUC">(abacusai.api_class.NERObjective attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.data_split_feature_group_table_name">(abacusai.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionObjective.AUC">(abacusai.api_class.RegressionObjective attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.data_split_feature_group_table_name">(abacusai.PersonalizationTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.NERObjective.AUC">(abacusai.NERObjective attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.data_split_feature_group_table_name">(abacusai.RegressionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionObjective.AUC">(abacusai.RegressionObjective attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ConnectorType.DATABASE">DATABASE (abacusai.api_class.ConnectorType attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.augmentation_strategy">augmentation_strategy (abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ConnectorType.DATABASE">(abacusai.api_class.enums.ConnectorType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.augmentation_strategy">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ConnectorType.DATABASE">(abacusai.ConnectorType attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.augmentation_strategy">(abacusai.RegressionTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMTrainingConfig.database_connector_id">database_connector_id (abacusai.api_class.ChatLLMTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingDataSplitType.AUTO">AUTO (abacusai.api_class.enums.ForecastingDataSplitType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DatabaseConnectorExportConfig.database_connector_id">(abacusai.api_class.DatabaseConnectorExportConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.NLPDocumentFormat.AUTO">(abacusai.api_class.enums.NLPDocumentFormat attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ChatLLMTrainingConfig.database_connector_id">(abacusai.api_class.model.ChatLLMTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.TimeseriesAnomalyDataSplitType.AUTO">(abacusai.api_class.enums.TimeseriesAnomalyDataSplitType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/refresh/index.html#abacusai.api_class.refresh.DatabaseConnectorExportConfig.database_connector_id">(abacusai.api_class.refresh.DatabaseConnectorExportConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingDataSplitType.AUTO">(abacusai.api_class.ForecastingDataSplitType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMTrainingConfig.database_connector_id">(abacusai.ChatLLMTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NLPDocumentFormat.AUTO">(abacusai.api_class.NLPDocumentFormat attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.DatabaseConnectorExportConfig.database_connector_id">(abacusai.DatabaseConnectorExportConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeseriesAnomalyDataSplitType.AUTO">(abacusai.api_class.TimeseriesAnomalyDataSplitType attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMTrainingConfig.database_connector_tables">database_connector_tables (abacusai.api_class.ChatLLMTrainingConfig attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ChatLLMTrainingConfig.database_connector_tables">(abacusai.api_class.model.ChatLLMTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingDataSplitType.AUTO">(abacusai.ForecastingDataSplitType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMTrainingConfig.database_connector_tables">(abacusai.ChatLLMTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.NLPDocumentFormat.AUTO">(abacusai.NLPDocumentFormat attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/database_column_feature_mapping/index.html#abacusai.database_column_feature_mapping.DatabaseColumnFeatureMapping">DatabaseColumnFeatureMapping (class in abacusai.database_column_feature_mapping)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/inferred_database_column_to_feature_mappings/index.html#abacusai.inferred_database_column_to_feature_mappings.DatabaseColumnFeatureMapping">(class in abacusai.inferred_database_column_to_feature_mappings)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.TimeseriesAnomalyDataSplitType.AUTO">(abacusai.TimeseriesAnomalyDataSplitType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DatabaseConnector">DatabaseConnector (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ClusteringImputationMethod.AUTOMATIC">AUTOMATIC (abacusai.api_class.ClusteringImputationMethod attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/database_connector/index.html#abacusai.database_connector.DatabaseConnector">(class in abacusai.database_connector)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ClusteringImputationMethod.AUTOMATIC">(abacusai.api_class.enums.ClusteringImputationMethod attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.DatabaseConnector">(class in abacusai.model)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionLossFunction.AUTOMATIC">(abacusai.api_class.enums.RegressionLossFunction attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/database_connector_column/index.html#abacusai.database_connector_column.DatabaseConnectorColumn">DatabaseConnectorColumn (class in abacusai.database_connector_column)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/database_connector_schema/index.html#abacusai.database_connector_schema.DatabaseConnectorColumn">(class in abacusai.database_connector_schema)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.TimeseriesAnomalyUseHeuristic.AUTOMATIC">(abacusai.api_class.enums.TimeseriesAnomalyUseHeuristic attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.DatabaseConnectorExportConfig">DatabaseConnectorExportConfig (class in abacusai)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DatabaseConnectorExportConfig">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionLossFunction.AUTOMATIC">(abacusai.api_class.RegressionLossFunction attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/refresh/index.html#abacusai.api_class.refresh.DatabaseConnectorExportConfig">(class in abacusai.api_class.refresh)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeseriesAnomalyUseHeuristic.AUTOMATIC">(abacusai.api_class.TimeseriesAnomalyUseHeuristic attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DatabaseConnectorSchema">DatabaseConnectorSchema (class in abacusai.client)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/database_connector_schema/index.html#abacusai.database_connector_schema.DatabaseConnectorSchema">(class in abacusai.database_connector_schema)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ClusteringImputationMethod.AUTOMATIC">(abacusai.ClusteringImputationMethod attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionLossFunction.AUTOMATIC">(abacusai.RegressionLossFunction attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.TimeseriesAnomalyUseHeuristic.AUTOMATIC">(abacusai.TimeseriesAnomalyUseHeuristic attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/data_consistency_duplication/index.html#abacusai.data_consistency_duplication.DataConsistencyDuplication">DataConsistencyDuplication (class in abacusai.data_consistency_duplication)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FillLogic.AVERAGE">AVERAGE (abacusai.api_class.enums.FillLogic attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/eda_data_consistency/index.html#abacusai.eda_data_consistency.DataConsistencyDuplication">(class in abacusai.eda_data_consistency)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FillLogic.AVERAGE">(abacusai.api_class.FillLogic attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.FillLogic.AVERAGE">(abacusai.FillLogic attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.DataIntegrityViolationConditionConfig">DataIntegrityViolationConditionConfig (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FileFormat.AVRO">AVRO (abacusai.api_class.enums.FileFormat attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DataIntegrityViolationConditionConfig">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FileFormat.AVRO">(abacusai.api_class.FileFormat attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.DataIntegrityViolationConditionConfig">(class in abacusai.api_class.monitor_alert)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.FileFormat.AVRO">(abacusai.FileFormat attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.DataIntegrityViolationType">DataIntegrityViolationType (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.avro_to_pandas_dtype">avro_to_pandas_dtype() (in module abacusai.api_client_utils)</a>
+</li>
+  </ul></td>
+</tr></table>
+
+<h2 id="B">B</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingFillMethod.BACK">BACK (abacusai.api_class.enums.ForecastingFillMethod attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DataIntegrityViolationType">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingFillMethod.BACK">(abacusai.api_class.ForecastingFillMethod attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.DataIntegrityViolationType">(class in abacusai.api_class.enums)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingFillMethod.BACK">(abacusai.ForecastingFillMethod attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DataMetrics">DataMetrics (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FillLogic.BACKFILL">BACKFILL (abacusai.api_class.enums.FillLogic attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/data_metrics/index.html#abacusai.data_metrics.DataMetrics">(class in abacusai.data_metrics)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DataNotFoundError">DataNotFoundError</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FillLogic.BACKFILL">(abacusai.api_class.FillLogic attribute)</a>
 </li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DataPrepLogs">DataPrepLogs (class in abacusai.client)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/data_prep_logs/index.html#abacusai.data_prep_logs.DataPrepLogs">(class in abacusai.data_prep_logs)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.FillLogic.BACKFILL">(abacusai.FillLogic attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/data_quality_results/index.html#abacusai.data_quality_results.DataQualityResults">DataQualityResults (class in abacusai.data_quality_results)</a>
-</li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Dataset">Dataset (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.backtesting_window_step_size">backtesting_window_step_size (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.Dataset">(class in abacusai.dataset)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.backtesting_window_step_size">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.backtesting_window_step_size">(abacusai.ForecastingTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionArgumentType.DATASET_ID">DATASET_ID (abacusai.api_class.enums.PythonFunctionArgumentType attribute)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BaseApiClient">BaseApiClient (class in abacusai.client)</a>
+</li>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BatchSize.BATCH_1024">BATCH_1024 (abacusai.api_class.BatchSize attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionOutputArgumentType.DATASET_ID">(abacusai.api_class.enums.PythonFunctionOutputArgumentType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionArgumentType.DATASET_ID">(abacusai.api_class.PythonFunctionArgumentType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionOutputArgumentType.DATASET_ID">(abacusai.api_class.PythonFunctionOutputArgumentType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionArgumentType.DATASET_ID">(abacusai.PythonFunctionArgumentType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.BatchSize.BATCH_1024">(abacusai.api_class.enums.BatchSize attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionOutputArgumentType.DATASET_ID">(abacusai.PythonFunctionOutputArgumentType attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.BatchSize.BATCH_1024">(abacusai.BatchSize attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DatasetColumn">DatasetColumn (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BatchSize.BATCH_128">BATCH_128 (abacusai.api_class.BatchSize attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.DatasetColumn">(class in abacusai.dataset)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.BatchSize.BATCH_128">(abacusai.api_class.enums.BatchSize attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/dataset_column/index.html#abacusai.dataset_column.DatasetColumn">(class in abacusai.dataset_column)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.BatchSize.BATCH_128">(abacusai.BatchSize attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.DatasetConfig">DatasetConfig (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BatchSize.BATCH_16">BATCH_16 (abacusai.api_class.BatchSize attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DatasetConfig">(class in abacusai.api_class)</a>, <a href="autoapi/abacusai/api_class/index.html#id61">[1]</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/connectors/index.html#abacusai.api_class.connectors.DatasetConfig">(class in abacusai.api_class.connectors)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/dataset/index.html#abacusai.api_class.dataset.DatasetConfig">(class in abacusai.api_class.dataset)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.BatchSize.BATCH_16">(abacusai.api_class.enums.BatchSize attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.DatasetConfig">(class in abacusai.api_class.dataset_application_connector)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.BatchSize.BATCH_16">(abacusai.BatchSize attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.DatasetDocumentProcessingConfig">DatasetDocumentProcessingConfig (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BatchSize.BATCH_256">BATCH_256 (abacusai.api_class.BatchSize attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DatasetDocumentProcessingConfig">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/dataset/index.html#abacusai.api_class.dataset.DatasetDocumentProcessingConfig">(class in abacusai.api_class.dataset)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DatasetDocumentProcessingConfig">(class in abacusai.client)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.BatchSize.BATCH_256">(abacusai.api_class.enums.BatchSize attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.DatasetDocumentProcessingConfig">(class in abacusai.dataset)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.BatchSize.BATCH_256">(abacusai.BatchSize attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DatasetVersion">DatasetVersion (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BatchSize.BATCH_32">BATCH_32 (abacusai.api_class.BatchSize attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.DatasetVersion">(class in abacusai.dataset)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.BatchSize.BATCH_32">(abacusai.api_class.enums.BatchSize attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/dataset_version/index.html#abacusai.dataset_version.DatasetVersion">(class in abacusai.dataset_version)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.BatchSize.BATCH_32">(abacusai.BatchSize attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DatasetVersionLogs">DatasetVersionLogs (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BatchSize.BATCH_384">BATCH_384 (abacusai.api_class.BatchSize attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/dataset_version_logs/index.html#abacusai.dataset_version_logs.DatasetVersionLogs">(class in abacusai.dataset_version_logs)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.BatchSize.BATCH_384">(abacusai.api_class.enums.BatchSize attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.BatchSize.BATCH_384">(abacusai.BatchSize attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.DataType">DataType (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BatchSize.BATCH_512">BATCH_512 (abacusai.api_class.BatchSize attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DataType">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.DataType">(class in abacusai.api_class.enums)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DataType">(class in abacusai.client)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.BatchSize.BATCH_512">(abacusai.api_class.enums.BatchSize attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.DataType">(class in abacusai.dataset)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.BatchSize.BATCH_512">(abacusai.BatchSize attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/data_upload_result/index.html#abacusai.data_upload_result.DataUploadResult">DataUploadResult (class in abacusai.data_upload_result)</a>
-</li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DataType.DATE">DATE (abacusai.api_class.DataType attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BatchSize.BATCH_64">BATCH_64 (abacusai.api_class.BatchSize attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.DataType.DATE">(abacusai.api_class.enums.DataType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FieldDescriptorType.DATE">(abacusai.api_class.enums.FieldDescriptorType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FieldDescriptorType.DATE">(abacusai.api_class.FieldDescriptorType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DataType.DATE">(abacusai.client.DataType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.DataType.DATE">(abacusai.dataset.DataType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.DataType.DATE">(abacusai.DataType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.BatchSize.BATCH_64">(abacusai.api_class.enums.BatchSize attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.FieldDescriptorType.DATE">(abacusai.FieldDescriptorType attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.BatchSize.BATCH_64">(abacusai.BatchSize attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DataType.DATETIME">DATETIME (abacusai.api_class.DataType attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BatchSize.BATCH_740">BATCH_740 (abacusai.api_class.BatchSize attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.DataType.DATETIME">(abacusai.api_class.enums.DataType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FieldDescriptorType.DATETIME">(abacusai.api_class.enums.FieldDescriptorType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FieldDescriptorType.DATETIME">(abacusai.api_class.FieldDescriptorType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DataType.DATETIME">(abacusai.client.DataType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.DataType.DATETIME">(abacusai.dataset.DataType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.DataType.DATETIME">(abacusai.DataType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.BatchSize.BATCH_740">(abacusai.api_class.enums.BatchSize attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.FieldDescriptorType.DATETIME">(abacusai.FieldDescriptorType attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.BatchSize.BATCH_740">(abacusai.BatchSize attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.datetime_holiday_calendars">datetime_holiday_calendars (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BatchSize.BATCH_8">BATCH_8 (abacusai.api_class.BatchSize attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.datetime_holiday_calendars">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.BatchSize.BATCH_8">(abacusai.api_class.enums.BatchSize attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.datetime_holiday_calendars">(abacusai.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.BatchSize.BATCH_8">(abacusai.BatchSize attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.AgentInterface.DEFAULT">DEFAULT (abacusai.AgentInterface attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionArgumentType.BATCH_PREDICTION_ID">BATCH_PREDICTION_ID (abacusai.api_class.enums.PythonFunctionArgumentType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.AgentInterface.DEFAULT">(abacusai.api_class.AgentInterface attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/dataset/index.html#abacusai.api_class.dataset.OcrMode.DEFAULT">(abacusai.api_class.dataset.OcrMode attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.AgentInterface.DEFAULT">(abacusai.api_class.enums.AgentInterface attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.OcrMode.DEFAULT">(abacusai.api_class.enums.OcrMode attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.OcrMode.DEFAULT">(abacusai.api_class.OcrMode attribute)</a>, <a href="autoapi/abacusai/api_class/index.html#id102">[1]</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionOutputArgumentType.BATCH_PREDICTION_ID">(abacusai.api_class.enums.PythonFunctionOutputArgumentType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.AgentInterface.DEFAULT">(abacusai.client.AgentInterface attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionArgumentType.BATCH_PREDICTION_ID">(abacusai.api_class.PythonFunctionArgumentType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.AgentInterface.DEFAULT">(abacusai.model.AgentInterface attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionOutputArgumentType.BATCH_PREDICTION_ID">(abacusai.api_class.PythonFunctionOutputArgumentType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.OcrMode.DEFAULT">(abacusai.OcrMode attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionArgumentType.BATCH_PREDICTION_ID">(abacusai.PythonFunctionArgumentType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.AgentInterface.DEFAULT">(abacusai.project.AgentInterface attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionOutputArgumentType.BATCH_PREDICTION_ID">(abacusai.PythonFunctionOutputArgumentType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DEFAULT_SERVER">DEFAULT_SERVER (in module abacusai.client)</a>
-</li>
-      <li><a href="autoapi/abacusai/api_key/index.html#abacusai.api_key.ApiKey.delete">delete() (abacusai.api_key.ApiKey method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.batch_renormalization">batch_renormalization (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/application_connector/index.html#abacusai.application_connector.ApplicationConnector.delete">(abacusai.application_connector.ApplicationConnector method)</a>
-</li>
-        <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPrediction.delete">(abacusai.batch_prediction.BatchPrediction method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiKey.delete">(abacusai.client.ApiKey method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApplicationConnector.delete">(abacusai.client.ApplicationConnector method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BatchPrediction.delete">(abacusai.client.BatchPrediction method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DatabaseConnector.delete">(abacusai.client.DatabaseConnector method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Dataset.delete">(abacusai.client.Dataset method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Deployment.delete">(abacusai.client.Deployment method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DeploymentConversation.delete">(abacusai.client.DeploymentConversation method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Eda.delete">(abacusai.client.Eda method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.EdaVersion.delete">(abacusai.client.EdaVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ExternalApplication.delete">(abacusai.client.ExternalApplication method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.delete">(abacusai.client.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroupTemplate.delete">(abacusai.client.FeatureGroupTemplate method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.GraphDashboard.delete">(abacusai.client.GraphDashboard method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Model.delete">(abacusai.client.Model method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelMonitor.delete">(abacusai.client.ModelMonitor method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelMonitorVersion.delete">(abacusai.client.ModelMonitorVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelVersion.delete">(abacusai.client.ModelVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.MonitorAlert.delete">(abacusai.client.MonitorAlert method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.OrganizationGroup.delete">(abacusai.client.OrganizationGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Pipeline.delete">(abacusai.client.Pipeline method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PipelineStep.delete">(abacusai.client.PipelineStep method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PredictionOperator.delete">(abacusai.client.PredictionOperator method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PredictionOperatorVersion.delete">(abacusai.client.PredictionOperatorVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Project.delete">(abacusai.client.Project method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.RealtimeMonitor.delete">(abacusai.client.RealtimeMonitor method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.RefreshPolicy.delete">(abacusai.client.RefreshPolicy method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.StreamingConnector.delete">(abacusai.client.StreamingConnector method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Webhook.delete">(abacusai.client.Webhook method)</a>
-</li>
-        <li><a href="autoapi/abacusai/database_connector/index.html#abacusai.database_connector.DatabaseConnector.delete">(abacusai.database_connector.DatabaseConnector method)</a>
-</li>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.Dataset.delete">(abacusai.dataset.Dataset method)</a>
-</li>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.delete">(abacusai.deployment.Deployment method)</a>
-</li>
-        <li><a href="autoapi/abacusai/deployment_conversation/index.html#abacusai.deployment_conversation.DeploymentConversation.delete">(abacusai.deployment_conversation.DeploymentConversation method)</a>
-</li>
-        <li><a href="autoapi/abacusai/eda/index.html#abacusai.eda.Eda.delete">(abacusai.eda.Eda method)</a>
-</li>
-        <li><a href="autoapi/abacusai/eda/index.html#abacusai.eda.EdaVersion.delete">(abacusai.eda.EdaVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/eda_version/index.html#abacusai.eda_version.EdaVersion.delete">(abacusai.eda_version.EdaVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/external_application/index.html#abacusai.external_application.ExternalApplication.delete">(abacusai.external_application.ExternalApplication method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.delete">(abacusai.feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroupTemplate.delete">(abacusai.feature_group.FeatureGroupTemplate method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group_template/index.html#abacusai.feature_group_template.FeatureGroupTemplate.delete">(abacusai.feature_group_template.FeatureGroupTemplate method)</a>
-</li>
-        <li><a href="autoapi/abacusai/graph_dashboard/index.html#abacusai.graph_dashboard.GraphDashboard.delete">(abacusai.graph_dashboard.GraphDashboard method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.DatabaseConnector.delete">(abacusai.model.DatabaseConnector method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.batch_renormalization">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.Model.delete">(abacusai.model.Model method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.batch_renormalization">(abacusai.ForecastingTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.ModelVersion.delete">(abacusai.model.ModelVersion method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DocumentClassificationTrainingConfig.batch_size">batch_size (abacusai.api_class.DocumentClassificationTrainingConfig attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DocumentSummarizationTrainingConfig.batch_size">(abacusai.api_class.DocumentSummarizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/model_monitor/index.html#abacusai.model_monitor.ModelMonitor.delete">(abacusai.model_monitor.ModelMonitor method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DocumentVisualizationTrainingConfig.batch_size">(abacusai.api_class.DocumentVisualizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/model_monitor/index.html#abacusai.model_monitor.ModelMonitorVersion.delete">(abacusai.model_monitor.ModelMonitorVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.batch_size">(abacusai.api_class.ForecastingTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/model_monitor_version/index.html#abacusai.model_monitor_version.ModelMonitorVersion.delete">(abacusai.model_monitor_version.ModelMonitorVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.DocumentClassificationTrainingConfig.batch_size">(abacusai.api_class.model.DocumentClassificationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/model_version/index.html#abacusai.model_version.ModelVersion.delete">(abacusai.model_version.ModelVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.DocumentSummarizationTrainingConfig.batch_size">(abacusai.api_class.model.DocumentSummarizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/monitor_alert/index.html#abacusai.monitor_alert.MonitorAlert.delete">(abacusai.monitor_alert.MonitorAlert method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.DocumentVisualizationTrainingConfig.batch_size">(abacusai.api_class.model.DocumentVisualizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/organization_group/index.html#abacusai.organization_group.OrganizationGroup.delete">(abacusai.organization_group.OrganizationGroup method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.batch_size">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.delete">(abacusai.organization_search_result.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.batch_size">(abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.Pipeline.delete">(abacusai.pipeline.Pipeline method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.batch_size">(abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.PipelineStep.delete">(abacusai.pipeline.PipelineStep method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.SentenceBoundaryDetectionTrainingConfig.batch_size">(abacusai.api_class.model.SentenceBoundaryDetectionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/pipeline_step/index.html#abacusai.pipeline_step.PipelineStep.delete">(abacusai.pipeline_step.PipelineStep method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.SentimentDetectionTrainingConfig.batch_size">(abacusai.api_class.model.SentimentDetectionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/prediction_operator/index.html#abacusai.prediction_operator.PredictionOperator.delete">(abacusai.prediction_operator.PredictionOperator method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.batch_size">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/prediction_operator/index.html#abacusai.prediction_operator.PredictionOperatorVersion.delete">(abacusai.prediction_operator.PredictionOperatorVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.batch_size">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/prediction_operator_version/index.html#abacusai.prediction_operator_version.PredictionOperatorVersion.delete">(abacusai.prediction_operator_version.PredictionOperatorVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.SentenceBoundaryDetectionTrainingConfig.batch_size">(abacusai.api_class.SentenceBoundaryDetectionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.delete">(abacusai.project.Project method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.SentimentDetectionTrainingConfig.batch_size">(abacusai.api_class.SentimentDetectionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.delete">(abacusai.project_feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.DocumentClassificationTrainingConfig.batch_size">(abacusai.DocumentClassificationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroupTemplate.delete">(abacusai.project_feature_group.FeatureGroupTemplate method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.DocumentSummarizationTrainingConfig.batch_size">(abacusai.DocumentSummarizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/realtime_monitor/index.html#abacusai.realtime_monitor.RealtimeMonitor.delete">(abacusai.realtime_monitor.RealtimeMonitor method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.DocumentVisualizationTrainingConfig.batch_size">(abacusai.DocumentVisualizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/refresh_pipeline_run/index.html#abacusai.refresh_pipeline_run.RefreshPolicy.delete">(abacusai.refresh_pipeline_run.RefreshPolicy method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.batch_size">(abacusai.ForecastingTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/refresh_policy/index.html#abacusai.refresh_policy.RefreshPolicy.delete">(abacusai.refresh_policy.RefreshPolicy method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.batch_size">(abacusai.PersonalizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/streaming_connector/index.html#abacusai.streaming_connector.StreamingConnector.delete">(abacusai.streaming_connector.StreamingConnector method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.batch_size">(abacusai.RegressionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/user/index.html#abacusai.user.OrganizationGroup.delete">(abacusai.user.OrganizationGroup method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.SentenceBoundaryDetectionTrainingConfig.batch_size">(abacusai.SentenceBoundaryDetectionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/webhook/index.html#abacusai.webhook.Webhook.delete">(abacusai.webhook.Webhook method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.SentimentDetectionTrainingConfig.batch_size">(abacusai.SentimentDetectionTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_algorithm">delete_algorithm() (abacusai.ApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_algorithm">(abacusai.client.ApiClient method)</a>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPrediction">BatchPrediction (class in abacusai.batch_prediction)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_api_key">delete_api_key() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.BatchPredictionArgs">BatchPredictionArgs (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_api_key">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BatchPredictionArgs">(class in abacusai.api_class)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_app_user_group">delete_app_user_group() (abacusai.ApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_app_user_group">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.BatchPredictionArgs">(class in abacusai.api_class.batch_prediction)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_application_connector">delete_application_connector() (abacusai.ApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_application_connector">(abacusai.client.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.BatchPredictionVersion">BatchPredictionVersion (class in abacusai.batch_prediction_version)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_batch_prediction">delete_batch_prediction() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/batch_prediction_version_logs/index.html#abacusai.batch_prediction_version_logs.BatchPredictionVersionLogs">BatchPredictionVersionLogs (class in abacusai.batch_prediction_version_logs)</a>
+</li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.BatchSize">BatchSize (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_batch_prediction">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BatchSize">(class in abacusai.api_class)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.BatchSize">(class in abacusai.api_class.enums)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_chat_message">delete_chat_message() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMTrainingConfig.behavior_instructions">behavior_instructions (abacusai.api_class.ChatLLMTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/chat_session/index.html#abacusai.chat_session.ChatSession.delete_chat_message">(abacusai.chat_session.ChatSession method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_chat_message">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ChatLLMTrainingConfig.behavior_instructions">(abacusai.api_class.model.ChatLLMTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ChatSession.delete_chat_message">(abacusai.client.ChatSession method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMTrainingConfig.behavior_instructions">(abacusai.ChatLLMTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_custom_loss_function">delete_custom_loss_function() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingObjective.BIAS">BIAS (abacusai.api_class.enums.ForecastingObjective attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_custom_loss_function">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingObjective.BIAS">(abacusai.api_class.ForecastingObjective attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingObjective.BIAS">(abacusai.ForecastingObjective attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_custom_metric">delete_custom_metric() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BiasViolationConditionConfig.bias_type">bias_type (abacusai.api_class.BiasViolationConditionConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_custom_metric">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.BiasViolationConditionConfig.bias_type">(abacusai.api_class.monitor_alert.BiasViolationConditionConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.BiasViolationConditionConfig.bias_type">(abacusai.BiasViolationConditionConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_data">delete_data() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.MonitorAlertType.BIAS_VIOLATIONS">BIAS_VIOLATIONS (abacusai.api_class.enums.MonitorAlertType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_data">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.delete_data">(abacusai.client.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.delete_data">(abacusai.feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.delete_data">(abacusai.organization_search_result.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MonitorAlertType.BIAS_VIOLATIONS">(abacusai.api_class.MonitorAlertType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.delete_data">(abacusai.project_feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.MonitorAlertType.BIAS_VIOLATIONS">(abacusai.MonitorAlertType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_database_connector">delete_database_connector() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.BiasType">BiasType (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_database_connector">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BiasType">(class in abacusai.api_class)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.BiasType">(class in abacusai.api_class.enums)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_dataset">delete_dataset() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.BiasViolationConditionConfig">BiasViolationConditionConfig (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_dataset">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BiasViolationConditionConfig">(class in abacusai.api_class)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.BiasViolationConditionConfig">(class in abacusai.api_class.monitor_alert)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_deployment">delete_deployment() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DataType.BINARY">BINARY (abacusai.api_class.DataType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_deployment">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.DataType.BINARY">(abacusai.api_class.enums.DataType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.DataType.BINARY">(abacusai.DataType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_deployment_conversation">delete_deployment_conversation() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.Blob">Blob (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_deployment_conversation">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.Blob">(class in abacusai.api_class)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/blob_input/index.html#abacusai.api_class.blob_input.Blob">(class in abacusai.api_class.blob_input)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_deployment_token">delete_deployment_token() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.BlobInput">BlobInput (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_deployment_token">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BlobInput">(class in abacusai.api_class)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/blob_input/index.html#abacusai.api_class.blob_input.BlobInput">(class in abacusai.api_class.blob_input)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_document_retriever">delete_document_retriever() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DataType.BOOLEAN">BOOLEAN (abacusai.api_class.DataType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_document_retriever">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.DataType.BOOLEAN">(abacusai.api_class.enums.DataType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FieldDescriptorType.BOOLEAN">(abacusai.api_class.enums.FieldDescriptorType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionArgumentType.BOOLEAN">(abacusai.api_class.enums.PythonFunctionArgumentType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionOutputArgumentType.BOOLEAN">(abacusai.api_class.enums.PythonFunctionOutputArgumentType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.WorkflowNodeOutputType.BOOLEAN">(abacusai.api_class.enums.WorkflowNodeOutputType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FieldDescriptorType.BOOLEAN">(abacusai.api_class.FieldDescriptorType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionArgumentType.BOOLEAN">(abacusai.api_class.PythonFunctionArgumentType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionOutputArgumentType.BOOLEAN">(abacusai.api_class.PythonFunctionOutputArgumentType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowNodeOutputType.BOOLEAN">(abacusai.api_class.WorkflowNodeOutputType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.DataType.BOOLEAN">(abacusai.DataType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.FieldDescriptorType.BOOLEAN">(abacusai.FieldDescriptorType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionArgumentType.BOOLEAN">(abacusai.PythonFunctionArgumentType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionOutputArgumentType.BOOLEAN">(abacusai.PythonFunctionOutputArgumentType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.WorkflowNodeOutputType.BOOLEAN">(abacusai.WorkflowNodeOutputType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_eda">delete_eda() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionTargetTransform.BOX_COX">BOX_COX (abacusai.api_class.enums.RegressionTargetTransform attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_eda">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTargetTransform.BOX_COX">(abacusai.api_class.RegressionTargetTransform attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTargetTransform.BOX_COX">(abacusai.RegressionTargetTransform attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_eda_version">delete_eda_version() (abacusai.ApiClient method)</a>
+  </ul></td>
+</tr></table>
 
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_eda_version">(abacusai.client.ApiClient method)</a>
+<h2 id="C">C</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="autoapi/abacusai/api_class/abstract/index.html#abacusai.api_class.abstract.camel_case">camel_case() (in module abacusai.api_class.abstract)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_external_application">delete_external_application() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/upload/index.html#abacusai.upload.Upload.cancel">cancel() (abacusai.upload.Upload method)</a>
+</li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.cancel_upload">cancel_upload() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_external_application">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.cancel_upload">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_feature">delete_feature() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DataIntegrityViolationType.CATEGORICAL_RANGE_VIOLATION">CATEGORICAL_RANGE_VIOLATION (abacusai.api_class.DataIntegrityViolationType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_feature">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.delete_feature">(abacusai.client.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.delete_feature">(abacusai.feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.delete_feature">(abacusai.organization_search_result.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.DataIntegrityViolationType.CATEGORICAL_RANGE_VIOLATION">(abacusai.api_class.enums.DataIntegrityViolationType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.delete_feature">(abacusai.project_feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.DataIntegrityViolationType.CATEGORICAL_RANGE_VIOLATION">(abacusai.DataIntegrityViolationType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_feature_group">delete_feature_group() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/categorical_range_violation/index.html#abacusai.categorical_range_violation.CategoricalRangeViolation">CategoricalRangeViolation (class in abacusai.categorical_range_violation)</a>
+</li>
+      <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.PretrainedModelsBatchPredictionArgs.channel_id_to_label_map">channel_id_to_label_map (abacusai.api_class.batch_prediction.PretrainedModelsBatchPredictionArgs attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_feature_group">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PretrainedModelsBatchPredictionArgs.channel_id_to_label_map">(abacusai.api_class.PretrainedModelsBatchPredictionArgs attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PretrainedModelsBatchPredictionArgs.channel_id_to_label_map">(abacusai.PretrainedModelsBatchPredictionArgs attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_feature_group_template">delete_feature_group_template() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.AgentInterface.CHAT">CHAT (abacusai.AgentInterface attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_feature_group_template">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.AgentInterface.CHAT">(abacusai.api_class.AgentInterface attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.AgentInterface.CHAT">(abacusai.api_class.enums.AgentInterface attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_file_connector">delete_file_connector() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProjectConfigType.CHAT_FEEDBACK">CHAT_FEEDBACK (abacusai.api_class.enums.ProjectConfigType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_file_connector">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProjectConfigType.CHAT_FEEDBACK">(abacusai.api_class.ProjectConfigType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ProjectConfigType.CHAT_FEEDBACK">(abacusai.ProjectConfigType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_graph_dashboard">delete_graph_dashboard() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProblemType.CHAT_LLM">CHAT_LLM (abacusai.api_class.enums.ProblemType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_graph_dashboard">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProblemType.CHAT_LLM">(abacusai.api_class.ProblemType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ProblemType.CHAT_LLM">(abacusai.ProblemType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_graph_from_dashboard">delete_graph_from_dashboard() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMBatchPredictionArgs">ChatLLMBatchPredictionArgs (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_graph_from_dashboard">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMBatchPredictionArgs">(class in abacusai.api_class)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.ChatLLMBatchPredictionArgs">(class in abacusai.api_class.batch_prediction)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_item_embeddings">delete_item_embeddings() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMPredictionArguments">ChatLLMPredictionArguments (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_item_embeddings">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/streaming_client/index.html#abacusai.streaming_client.StreamingClient.delete_item_embeddings">(abacusai.streaming_client.StreamingClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMPredictionArguments">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.StreamingClient.delete_item_embeddings">(abacusai.StreamingClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.ChatLLMPredictionArguments">(class in abacusai.api_class.deployment)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_model">delete_model() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMTrainingConfig">ChatLLMTrainingConfig (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_model">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMTrainingConfig">(class in abacusai.api_class)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ChatLLMTrainingConfig">(class in abacusai.api_class.model)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_model_monitor">delete_model_monitor() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/chat_message/index.html#abacusai.chat_message.ChatMessage">ChatMessage (class in abacusai.chat_message)</a>
+</li>
+      <li><a href="autoapi/abacusai/chat_session/index.html#abacusai.chat_session.ChatSession">ChatSession (class in abacusai.chat_session)</a>
+</li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.check_constraints">check_constraints() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_model_monitor">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.check_constraints">(abacusai.client.ApiClient method)</a>
+</li>
+        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.check_constraints">(abacusai.prediction_client.PredictionClient method)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.check_constraints">(abacusai.PredictionClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_model_monitor_version">delete_model_monitor_version() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FeatureDriftType.CHI_SQUARE">CHI_SQUARE (abacusai.api_class.enums.FeatureDriftType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_model_monitor_version">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FeatureDriftType.CHI_SQUARE">(abacusai.api_class.FeatureDriftType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.FeatureDriftType.CHI_SQUARE">(abacusai.FeatureDriftType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_model_version">delete_model_version() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/document_retriever/index.html#abacusai.api_class.document_retriever.VectorStoreConfig.chunk_overlap_fraction">chunk_overlap_fraction (abacusai.api_class.document_retriever.VectorStoreConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_model_version">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.NaturalLanguageSearchTrainingConfig.chunk_overlap_fraction">(abacusai.api_class.model.NaturalLanguageSearchTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NaturalLanguageSearchTrainingConfig.chunk_overlap_fraction">(abacusai.api_class.NaturalLanguageSearchTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.VectorStoreConfig.chunk_overlap_fraction">(abacusai.api_class.VectorStoreConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.NaturalLanguageSearchTrainingConfig.chunk_overlap_fraction">(abacusai.NaturalLanguageSearchTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.VectorStoreConfig.chunk_overlap_fraction">(abacusai.VectorStoreConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_module">delete_module() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/document_retriever/index.html#abacusai.api_class.document_retriever.VectorStoreConfig.chunk_size">chunk_size (abacusai.api_class.document_retriever.VectorStoreConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_module">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.VectorStoreConfig.chunk_size">(abacusai.api_class.VectorStoreConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.VectorStoreConfig.chunk_size">(abacusai.VectorStoreConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_monitor_alert">delete_monitor_alert() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/document_retriever/index.html#abacusai.api_class.document_retriever.VectorStoreConfig.chunk_size_factors">chunk_size_factors (abacusai.api_class.document_retriever.VectorStoreConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_monitor_alert">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.VectorStoreConfig.chunk_size_factors">(abacusai.api_class.VectorStoreConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.VectorStoreConfig.chunk_size_factors">(abacusai.VectorStoreConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_nested_feature">delete_nested_feature() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.classify_image">classify_image() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_nested_feature">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.delete_nested_feature">(abacusai.client.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.delete_nested_feature">(abacusai.feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.classify_image">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.delete_nested_feature">(abacusai.organization_search_result.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.classify_image">(abacusai.prediction_client.PredictionClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.delete_nested_feature">(abacusai.project_feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.classify_image">(abacusai.PredictionClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_organization_group">delete_organization_group() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.classify_pdf">classify_pdf() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_organization_group">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.classify_pdf">(abacusai.client.ApiClient method)</a>
+</li>
+        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.classify_pdf">(abacusai.prediction_client.PredictionClient method)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.classify_pdf">(abacusai.PredictionClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_organization_secret">delete_organization_secret() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.LLMName.CLAUDE_V2_1">CLAUDE_V2_1 (abacusai.api_class.enums.LLMName attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_organization_secret">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.LLMName.CLAUDE_V2_1">(abacusai.api_class.LLMName attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.LLMName.CLAUDE_V2_1">(abacusai.LLMName attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_pipeline">delete_pipeline() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.LLMName.CLAUDE_V3_HAIKU">CLAUDE_V3_HAIKU (abacusai.api_class.enums.LLMName attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_pipeline">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.LLMName.CLAUDE_V3_HAIKU">(abacusai.api_class.LLMName attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.LLMName.CLAUDE_V3_HAIKU">(abacusai.LLMName attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_pipeline_step">delete_pipeline_step() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.LLMName.CLAUDE_V3_OPUS">CLAUDE_V3_OPUS (abacusai.api_class.enums.LLMName attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_pipeline_step">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.LLMName.CLAUDE_V3_OPUS">(abacusai.api_class.LLMName attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.LLMName.CLAUDE_V3_OPUS">(abacusai.LLMName attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_point_in_time_group">delete_point_in_time_group() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.LLMName.CLAUDE_V3_SONNET">CLAUDE_V3_SONNET (abacusai.api_class.enums.LLMName attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_point_in_time_group">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.delete_point_in_time_group">(abacusai.client.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.LLMName.CLAUDE_V3_SONNET">(abacusai.api_class.LLMName attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.delete_point_in_time_group">(abacusai.feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.LLMName.CLAUDE_V3_SONNET">(abacusai.LLMName attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.delete_point_in_time_group">(abacusai.organization_search_result.FeatureGroup method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.clean_column_name">clean_column_name() (in module abacusai.api_client_utils)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.delete_point_in_time_group">(abacusai.project_feature_group.FeatureGroup method)</a>
+      <li><a href="autoapi/abacusai/deployment_conversation/index.html#abacusai.deployment_conversation.DeploymentConversation.clear">clear() (abacusai.deployment_conversation.DeploymentConversation method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_prediction_operator">delete_prediction_operator() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.clear_agent_context">clear_agent_context() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_prediction_operator">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.clear_agent_context">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_prediction_operator_version">delete_prediction_operator_version() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.clear_cache_scope">clear_cache_scope() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_prediction_operator_version">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.clear_cache_scope">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_project">delete_project() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.clear_deployment_conversation">clear_deployment_conversation() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_project">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.clear_deployment_conversation">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_python_function">delete_python_function() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BaseApiClient.client_version">client_version (abacusai.client.BaseApiClient attribute)</a>
+</li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ClientOptions">ClientOptions (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_python_function">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ClientOptions">(class in abacusai.client)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_realtime_monitor">delete_realtime_monitor() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProblemType.CLUSTERING">CLUSTERING (abacusai.api_class.enums.ProblemType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_realtime_monitor">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProblemType.CLUSTERING">(abacusai.api_class.ProblemType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ProblemType.CLUSTERING">(abacusai.ProblemType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_refresh_policy">delete_refresh_policy() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProblemType.CLUSTERING_TIMESERIES">CLUSTERING_TIMESERIES (abacusai.api_class.enums.ProblemType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_refresh_policy">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProblemType.CLUSTERING_TIMESERIES">(abacusai.api_class.ProblemType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ProblemType.CLUSTERING_TIMESERIES">(abacusai.ProblemType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_scoped_cache_key">delete_scoped_cache_key() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ClusteringImputationMethod">ClusteringImputationMethod (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_scoped_cache_key">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ClusteringImputationMethod">(class in abacusai.api_class)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ClusteringImputationMethod">(class in abacusai.api_class.enums)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_streaming_connector">delete_streaming_connector() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ClusteringTimeseriesTrainingConfig">ClusteringTimeseriesTrainingConfig (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_streaming_connector">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ClusteringTimeseriesTrainingConfig">(class in abacusai.api_class)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ClusteringTimeseriesTrainingConfig">(class in abacusai.api_class.model)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_streaming_token">delete_streaming_token() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ClusteringTrainingConfig">ClusteringTrainingConfig (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_streaming_token">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ClusteringTrainingConfig">(class in abacusai.api_class)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ClusteringTrainingConfig">(class in abacusai.api_class.model)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_webhook">delete_webhook() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingObjective.CMAPE">CMAPE (abacusai.api_class.enums.ForecastingObjective attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_webhook">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingObjective.CMAPE">(abacusai.api_class.ForecastingObjective attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingObjective.CMAPE">(abacusai.ForecastingObjective attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BiasType.DEMOGRAPHIC_PARITY">DEMOGRAPHIC_PARITY (abacusai.api_class.BiasType attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ConstraintConfig.code">code (abacusai.api_class.ConstraintConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.BiasType.DEMOGRAPHIC_PARITY">(abacusai.api_class.enums.BiasType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.ConstraintConfig.code">(abacusai.api_class.project.ConstraintConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.BiasType.DEMOGRAPHIC_PARITY">(abacusai.BiasType attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ConstraintConfig.code">(abacusai.ConstraintConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PredictionOperator.deploy">deploy() (abacusai.client.PredictionOperator method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.VectorStoreTextEncoder.CODE_BERT">CODE_BERT (abacusai.api_class.enums.VectorStoreTextEncoder attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/prediction_operator/index.html#abacusai.prediction_operator.PredictionOperator.deploy">(abacusai.prediction_operator.PredictionOperator method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.VectorStoreTextEncoder.CODE_BERT">(abacusai.api_class.VectorStoreTextEncoder attribute)</a>, <a href="autoapi/abacusai/api_class/index.html#id108">[1]</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.VectorStoreTextEncoder.CODE_BERT">(abacusai.VectorStoreTextEncoder attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.deploy_prediction_operator">deploy_prediction_operator() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/code_source/index.html#abacusai.code_source.CodeSource">CodeSource (class in abacusai.code_source)</a>
+</li>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMTrainingConfig.column_filtering_instructions">column_filtering_instructions (abacusai.api_class.ChatLLMTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.deploy_prediction_operator">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ChatLLMTrainingConfig.column_filtering_instructions">(abacusai.api_class.model.ChatLLMTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMTrainingConfig.column_filtering_instructions">(abacusai.ChatLLMTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.DeployableAlgorithm">DeployableAlgorithm (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.UnpivotConfig.columns">columns (abacusai.api_class.feature_group.UnpivotConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DeployableAlgorithm">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.DeployableAlgorithm">(class in abacusai.api_class.model)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.UnpivotConfig.columns">(abacusai.api_class.UnpivotConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/model_version/index.html#abacusai.model_version.DeployableAlgorithm">(class in abacusai.model_version)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.UnpivotConfig.columns">(abacusai.UnpivotConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Deployment">Deployment (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.OcrMode.COMPREHENSIVE">COMPREHENSIVE (abacusai.api_class.enums.OcrMode attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment">(class in abacusai.deployment)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.OcrMode.COMPREHENSIVE">(abacusai.api_class.OcrMode attribute)</a>, <a href="autoapi/abacusai/api_class/index.html#id113">[1]</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.OcrMode.COMPREHENSIVE">(abacusai.OcrMode attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionArgumentType.DEPLOYMENT_ID">DEPLOYMENT_ID (abacusai.api_class.enums.PythonFunctionArgumentType attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.OcrMode.COMPREHENSIVE_TABLE_MD">COMPREHENSIVE_TABLE_MD (abacusai.api_class.enums.OcrMode attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionOutputArgumentType.DEPLOYMENT_ID">(abacusai.api_class.enums.PythonFunctionOutputArgumentType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.OcrMode.COMPREHENSIVE_TABLE_MD">(abacusai.api_class.OcrMode attribute)</a>, <a href="autoapi/abacusai/api_class/index.html#id115">[1]</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionArgumentType.DEPLOYMENT_ID">(abacusai.api_class.PythonFunctionArgumentType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionOutputArgumentType.DEPLOYMENT_ID">(abacusai.api_class.PythonFunctionOutputArgumentType attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.OcrMode.COMPREHENSIVE_TABLE_MD">(abacusai.OcrMode attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionArgumentType.DEPLOYMENT_ID">(abacusai.PythonFunctionArgumentType attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.OcrMode.COMPREHENSIVE_V2">COMPREHENSIVE_V2 (abacusai.api_class.enums.OcrMode attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.OcrMode.COMPREHENSIVE_V2">(abacusai.api_class.OcrMode attribute)</a>, <a href="autoapi/abacusai/api_class/index.html#id114">[1]</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionOutputArgumentType.DEPLOYMENT_ID">(abacusai.PythonFunctionOutputArgumentType attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.OcrMode.COMPREHENSIVE_V2">(abacusai.OcrMode attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DeploymentAuthToken">DeploymentAuthToken (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.SentimentDetectionTrainingConfig.compute_metrics">compute_metrics (abacusai.api_class.model.SentimentDetectionTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/deployment_auth_token/index.html#abacusai.deployment_auth_token.DeploymentAuthToken">(class in abacusai.deployment_auth_token)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.SentimentDetectionTrainingConfig.compute_metrics">(abacusai.api_class.SentimentDetectionTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.SentimentDetectionTrainingConfig.compute_metrics">(abacusai.SentimentDetectionTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DeploymentConversation">DeploymentConversation (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.compute_rerank_metrics">compute_rerank_metrics (abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/deployment_conversation/index.html#abacusai.deployment_conversation.DeploymentConversation">(class in abacusai.deployment_conversation)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.compute_rerank_metrics">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.compute_rerank_metrics">(abacusai.PersonalizationTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/deployment_conversation/index.html#abacusai.deployment_conversation.DeploymentConversationEvent">DeploymentConversationEvent (class in abacusai.deployment_conversation)</a>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.compute_session_metrics">compute_session_metrics (abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/deployment_conversation_event/index.html#abacusai.deployment_conversation_event.DeploymentConversationEvent">(class in abacusai.deployment_conversation_event)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.compute_session_metrics">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.compute_session_metrics">(abacusai.PersonalizationTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DeploymentConversationExport">DeploymentConversationExport (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.concatenate_data">concatenate_data() (abacusai.feature_group.FeatureGroup method)</a>
+</li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.concatenate_feature_group_data">concatenate_feature_group_data() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/deployment_conversation_export/index.html#abacusai.deployment_conversation_export.DeploymentConversationExport">(class in abacusai.deployment_conversation_export)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.concatenate_feature_group_data">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/agent/index.html#abacusai.agent.Agent.describe">describe() (abacusai.agent.Agent method)</a>
+      <li><a href="autoapi/abacusai/concatenation_config/index.html#abacusai.concatenation_config.ConcatenationConfig">ConcatenationConfig (class in abacusai.concatenation_config)</a>
+</li>
+      <li><a href="autoapi/abacusai/index.html#abacusai._AlertActionConfigFactory.config_abstract_class">config_abstract_class (abacusai._AlertActionConfigFactory attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/agent/index.html#abacusai.agent.AgentVersion.describe">(abacusai.agent.AgentVersion method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai._AlertConditionConfigFactory.config_abstract_class">(abacusai._AlertConditionConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/agent_version/index.html#abacusai.agent_version.AgentVersion.describe">(abacusai.agent_version.AgentVersion method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai._ApiClassFactory.config_abstract_class">(abacusai._ApiClassFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPrediction.describe">(abacusai.batch_prediction.BatchPrediction method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai._ApplicationConnectorDatasetConfigFactory.config_abstract_class">(abacusai._ApplicationConnectorDatasetConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPredictionVersion.describe">(abacusai.batch_prediction.BatchPredictionVersion method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai._BatchPredictionArgsFactory.config_abstract_class">(abacusai._BatchPredictionArgsFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.BatchPredictionVersion.describe">(abacusai.batch_prediction_version.BatchPredictionVersion method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai._FeatureGroupExportConfigFactory.config_abstract_class">(abacusai._FeatureGroupExportConfigFactory attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai._MergeConfigFactory.config_abstract_class">(abacusai._MergeConfigFactory attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai._OperatorConfigFactory.config_abstract_class">(abacusai._OperatorConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Agent.describe">(abacusai.client.Agent method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai._PredictionArgumentsFactory.config_abstract_class">(abacusai._PredictionArgumentsFactory attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai._ProjectFeatureGroupConfigFactory.config_abstract_class">(abacusai._ProjectFeatureGroupConfigFactory attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai._SamplingConfigFactory.config_abstract_class">(abacusai._SamplingConfigFactory attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai._StreamingConnectorDatasetConfigFactory.config_abstract_class">(abacusai._StreamingConnectorDatasetConfigFactory attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai._TrainingConfigFactory.config_abstract_class">(abacusai._TrainingConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.AgentVersion.describe">(abacusai.client.AgentVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._AlertActionConfigFactory.config_abstract_class">(abacusai.api_class._AlertActionConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BatchPrediction.describe">(abacusai.client.BatchPrediction method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._AlertConditionConfigFactory.config_abstract_class">(abacusai.api_class._AlertConditionConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BatchPredictionVersion.describe">(abacusai.client.BatchPredictionVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._ApiClassFactory.config_abstract_class">(abacusai.api_class._ApiClassFactory attribute)</a>, <a href="autoapi/abacusai/api_class/index.html#id132">[1]</a>, <a href="autoapi/abacusai/api_class/index.html#id159">[2]</a>, <a href="autoapi/abacusai/api_class/index.html#id196">[3]</a>, <a href="autoapi/abacusai/api_class/index.html#id215">[4]</a>, <a href="autoapi/abacusai/api_class/index.html#id248">[5]</a>, <a href="autoapi/abacusai/api_class/index.html#id43">[6]</a>, <a href="autoapi/abacusai/api_class/index.html#id64">[7]</a>, <a href="autoapi/abacusai/api_class/index.html#id85">[8]</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.CustomMetricVersion.describe">(abacusai.client.CustomMetricVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._ApplicationConnectorDatasetConfigFactory.config_abstract_class">(abacusai.api_class._ApplicationConnectorDatasetConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Dataset.describe">(abacusai.client.Dataset method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._BatchPredictionArgsFactory.config_abstract_class">(abacusai.api_class._BatchPredictionArgsFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DatasetVersion.describe">(abacusai.client.DatasetVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._FeatureGroupExportConfigFactory.config_abstract_class">(abacusai.api_class._FeatureGroupExportConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Deployment.describe">(abacusai.client.Deployment method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._MergeConfigFactory.config_abstract_class">(abacusai.api_class._MergeConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DocumentRetriever.describe">(abacusai.client.DocumentRetriever method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._OperatorConfigFactory.config_abstract_class">(abacusai.api_class._OperatorConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DocumentRetrieverVersion.describe">(abacusai.client.DocumentRetrieverVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._PredictionArgumentsFactory.config_abstract_class">(abacusai.api_class._PredictionArgumentsFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Eda.describe">(abacusai.client.Eda method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._ProjectFeatureGroupConfigFactory.config_abstract_class">(abacusai.api_class._ProjectFeatureGroupConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.EdaVersion.describe">(abacusai.client.EdaVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._SamplingConfigFactory.config_abstract_class">(abacusai.api_class._SamplingConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ExecuteFeatureGroupOperation.describe">(abacusai.client.ExecuteFeatureGroupOperation method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._StreamingConnectorDatasetConfigFactory.config_abstract_class">(abacusai.api_class._StreamingConnectorDatasetConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ExternalApplication.describe">(abacusai.client.ExternalApplication method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._TrainingConfigFactory.config_abstract_class">(abacusai.api_class._TrainingConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.describe">(abacusai.client.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/api_class/abstract/index.html#abacusai.api_class.abstract._ApiClassFactory.config_abstract_class">(abacusai.api_class.abstract._ApiClassFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroupExport.describe">(abacusai.client.FeatureGroupExport method)</a>
+        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction._BatchPredictionArgsFactory.config_abstract_class">(abacusai.api_class.batch_prediction._BatchPredictionArgsFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroupTemplate.describe">(abacusai.client.FeatureGroupTemplate method)</a>
+        <li><a href="autoapi/abacusai/api_class/connectors/index.html#abacusai.api_class.connectors._StreamingConnectorDatasetConfigFactory.config_abstract_class">(abacusai.api_class.connectors._StreamingConnectorDatasetConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroupVersion.describe">(abacusai.client.FeatureGroupVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector._ApplicationConnectorDatasetConfigFactory.config_abstract_class">(abacusai.api_class.dataset_application_connector._ApplicationConnectorDatasetConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.GraphDashboard.describe">(abacusai.client.GraphDashboard method)</a>
+        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment._PredictionArgumentsFactory.config_abstract_class">(abacusai.api_class.deployment._PredictionArgumentsFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.HoldoutAnalysis.describe">(abacusai.client.HoldoutAnalysis method)</a>
+        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group._MergeConfigFactory.config_abstract_class">(abacusai.api_class.feature_group._MergeConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.HoldoutAnalysisVersion.describe">(abacusai.client.HoldoutAnalysisVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group._OperatorConfigFactory.config_abstract_class">(abacusai.api_class.feature_group._OperatorConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Model.describe">(abacusai.client.Model method)</a>
+        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group._SamplingConfigFactory.config_abstract_class">(abacusai.api_class.feature_group._SamplingConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelArtifactsExport.describe">(abacusai.client.ModelArtifactsExport method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model._TrainingConfigFactory.config_abstract_class">(abacusai.api_class.model._TrainingConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelMonitor.describe">(abacusai.client.ModelMonitor method)</a>
+        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert._AlertActionConfigFactory.config_abstract_class">(abacusai.api_class.monitor_alert._AlertActionConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelMonitorVersion.describe">(abacusai.client.ModelMonitorVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert._AlertConditionConfigFactory.config_abstract_class">(abacusai.api_class.monitor_alert._AlertConditionConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelVersion.describe">(abacusai.client.ModelVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project._ProjectFeatureGroupConfigFactory.config_abstract_class">(abacusai.api_class.project._ProjectFeatureGroupConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.MonitorAlert.describe">(abacusai.client.MonitorAlert method)</a>
+        <li><a href="autoapi/abacusai/api_class/refresh/index.html#abacusai.api_class.refresh._FeatureGroupExportConfigFactory.config_abstract_class">(abacusai.api_class.refresh._FeatureGroupExportConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.MonitorAlertVersion.describe">(abacusai.client.MonitorAlertVersion method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai._AlertActionConfigFactory.config_class_key">config_class_key (abacusai._AlertActionConfigFactory attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/index.html#abacusai._AlertConditionConfigFactory.config_class_key">(abacusai._AlertConditionConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.OrganizationGroup.describe">(abacusai.client.OrganizationGroup method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai._ApiClassFactory.config_class_key">(abacusai._ApiClassFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Pipeline.describe">(abacusai.client.Pipeline method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai._ApplicationConnectorDatasetConfigFactory.config_class_key">(abacusai._ApplicationConnectorDatasetConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PipelineStep.describe">(abacusai.client.PipelineStep method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai._BatchPredictionArgsFactory.config_class_key">(abacusai._BatchPredictionArgsFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PipelineStepVersion.describe">(abacusai.client.PipelineStepVersion method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai._FeatureGroupExportConfigFactory.config_class_key">(abacusai._FeatureGroupExportConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PipelineVersion.describe">(abacusai.client.PipelineVersion method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai._MergeConfigFactory.config_class_key">(abacusai._MergeConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PredictionOperator.describe">(abacusai.client.PredictionOperator method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai._OperatorConfigFactory.config_class_key">(abacusai._OperatorConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Project.describe">(abacusai.client.Project method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai._PredictionArgumentsFactory.config_class_key">(abacusai._PredictionArgumentsFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.RealtimeMonitor.describe">(abacusai.client.RealtimeMonitor method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai._ProjectFeatureGroupConfigFactory.config_class_key">(abacusai._ProjectFeatureGroupConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.RefreshPipelineRun.describe">(abacusai.client.RefreshPipelineRun method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai._SamplingConfigFactory.config_class_key">(abacusai._SamplingConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.RefreshPolicy.describe">(abacusai.client.RefreshPolicy method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai._StreamingConnectorDatasetConfigFactory.config_class_key">(abacusai._StreamingConnectorDatasetConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Upload.describe">(abacusai.client.Upload method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai._TrainingConfigFactory.config_class_key">(abacusai._TrainingConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Webhook.describe">(abacusai.client.Webhook method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._AlertActionConfigFactory.config_class_key">(abacusai.api_class._AlertActionConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/custom_metric/index.html#abacusai.custom_metric.CustomMetricVersion.describe">(abacusai.custom_metric.CustomMetricVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._AlertConditionConfigFactory.config_class_key">(abacusai.api_class._AlertConditionConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/custom_metric_version/index.html#abacusai.custom_metric_version.CustomMetricVersion.describe">(abacusai.custom_metric_version.CustomMetricVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._ApiClassFactory.config_class_key">(abacusai.api_class._ApiClassFactory attribute)</a>, <a href="autoapi/abacusai/api_class/index.html#id133">[1]</a>, <a href="autoapi/abacusai/api_class/index.html#id160">[2]</a>, <a href="autoapi/abacusai/api_class/index.html#id197">[3]</a>, <a href="autoapi/abacusai/api_class/index.html#id216">[4]</a>, <a href="autoapi/abacusai/api_class/index.html#id249">[5]</a>, <a href="autoapi/abacusai/api_class/index.html#id44">[6]</a>, <a href="autoapi/abacusai/api_class/index.html#id65">[7]</a>, <a href="autoapi/abacusai/api_class/index.html#id86">[8]</a>
 </li>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.Dataset.describe">(abacusai.dataset.Dataset method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._ApplicationConnectorDatasetConfigFactory.config_class_key">(abacusai.api_class._ApplicationConnectorDatasetConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.DatasetVersion.describe">(abacusai.dataset.DatasetVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._BatchPredictionArgsFactory.config_class_key">(abacusai.api_class._BatchPredictionArgsFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/dataset_version/index.html#abacusai.dataset_version.DatasetVersion.describe">(abacusai.dataset_version.DatasetVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._FeatureGroupExportConfigFactory.config_class_key">(abacusai.api_class._FeatureGroupExportConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.describe">(abacusai.deployment.Deployment method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._MergeConfigFactory.config_class_key">(abacusai.api_class._MergeConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/document_retriever/index.html#abacusai.document_retriever.DocumentRetriever.describe">(abacusai.document_retriever.DocumentRetriever method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._OperatorConfigFactory.config_class_key">(abacusai.api_class._OperatorConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/document_retriever/index.html#abacusai.document_retriever.DocumentRetrieverVersion.describe">(abacusai.document_retriever.DocumentRetrieverVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._PredictionArgumentsFactory.config_class_key">(abacusai.api_class._PredictionArgumentsFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/document_retriever_version/index.html#abacusai.document_retriever_version.DocumentRetrieverVersion.describe">(abacusai.document_retriever_version.DocumentRetrieverVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._ProjectFeatureGroupConfigFactory.config_class_key">(abacusai.api_class._ProjectFeatureGroupConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/eda/index.html#abacusai.eda.Eda.describe">(abacusai.eda.Eda method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._SamplingConfigFactory.config_class_key">(abacusai.api_class._SamplingConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/eda/index.html#abacusai.eda.EdaVersion.describe">(abacusai.eda.EdaVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._StreamingConnectorDatasetConfigFactory.config_class_key">(abacusai.api_class._StreamingConnectorDatasetConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/eda_version/index.html#abacusai.eda_version.EdaVersion.describe">(abacusai.eda_version.EdaVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._TrainingConfigFactory.config_class_key">(abacusai.api_class._TrainingConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/execute_feature_group_operation/index.html#abacusai.execute_feature_group_operation.ExecuteFeatureGroupOperation.describe">(abacusai.execute_feature_group_operation.ExecuteFeatureGroupOperation method)</a>
+        <li><a href="autoapi/abacusai/api_class/abstract/index.html#abacusai.api_class.abstract._ApiClassFactory.config_class_key">(abacusai.api_class.abstract._ApiClassFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/external_application/index.html#abacusai.external_application.ExternalApplication.describe">(abacusai.external_application.ExternalApplication method)</a>
+        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction._BatchPredictionArgsFactory.config_class_key">(abacusai.api_class.batch_prediction._BatchPredictionArgsFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.describe">(abacusai.feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/api_class/connectors/index.html#abacusai.api_class.connectors._StreamingConnectorDatasetConfigFactory.config_class_key">(abacusai.api_class.connectors._StreamingConnectorDatasetConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroupTemplate.describe">(abacusai.feature_group.FeatureGroupTemplate method)</a>
+        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector._ApplicationConnectorDatasetConfigFactory.config_class_key">(abacusai.api_class.dataset_application_connector._ApplicationConnectorDatasetConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroupVersion.describe">(abacusai.feature_group.FeatureGroupVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment._PredictionArgumentsFactory.config_class_key">(abacusai.api_class.deployment._PredictionArgumentsFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group_export/index.html#abacusai.feature_group_export.FeatureGroupExport.describe">(abacusai.feature_group_export.FeatureGroupExport method)</a>
+        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group._MergeConfigFactory.config_class_key">(abacusai.api_class.feature_group._MergeConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group_template/index.html#abacusai.feature_group_template.FeatureGroupTemplate.describe">(abacusai.feature_group_template.FeatureGroupTemplate method)</a>
+        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group._OperatorConfigFactory.config_class_key">(abacusai.api_class.feature_group._OperatorConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group_version/index.html#abacusai.feature_group_version.FeatureGroupVersion.describe">(abacusai.feature_group_version.FeatureGroupVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group._SamplingConfigFactory.config_class_key">(abacusai.api_class.feature_group._SamplingConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/graph_dashboard/index.html#abacusai.graph_dashboard.GraphDashboard.describe">(abacusai.graph_dashboard.GraphDashboard method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model._TrainingConfigFactory.config_class_key">(abacusai.api_class.model._TrainingConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/holdout_analysis/index.html#abacusai.holdout_analysis.HoldoutAnalysis.describe">(abacusai.holdout_analysis.HoldoutAnalysis method)</a>
+        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert._AlertActionConfigFactory.config_class_key">(abacusai.api_class.monitor_alert._AlertActionConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/holdout_analysis_version/index.html#abacusai.holdout_analysis_version.HoldoutAnalysisVersion.describe">(abacusai.holdout_analysis_version.HoldoutAnalysisVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert._AlertConditionConfigFactory.config_class_key">(abacusai.api_class.monitor_alert._AlertConditionConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/llm_execution_result/index.html#abacusai.llm_execution_result.ExecuteFeatureGroupOperation.describe">(abacusai.llm_execution_result.ExecuteFeatureGroupOperation method)</a>
+        <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project._ProjectFeatureGroupConfigFactory.config_class_key">(abacusai.api_class.project._ProjectFeatureGroupConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.Model.describe">(abacusai.model.Model method)</a>
+        <li><a href="autoapi/abacusai/api_class/refresh/index.html#abacusai.api_class.refresh._FeatureGroupExportConfigFactory.config_class_key">(abacusai.api_class.refresh._FeatureGroupExportConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.ModelVersion.describe">(abacusai.model.ModelVersion method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai._AlertConditionConfigFactory.config_class_key_value_camel_case">config_class_key_value_camel_case (abacusai._AlertConditionConfigFactory attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._AlertConditionConfigFactory.config_class_key_value_camel_case">(abacusai.api_class._AlertConditionConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/model_artifacts_export/index.html#abacusai.model_artifacts_export.ModelArtifactsExport.describe">(abacusai.model_artifacts_export.ModelArtifactsExport method)</a>
+        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert._AlertConditionConfigFactory.config_class_key_value_camel_case">(abacusai.api_class.monitor_alert._AlertConditionConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/model_monitor/index.html#abacusai.model_monitor.ModelMonitor.describe">(abacusai.model_monitor.ModelMonitor method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai._AlertActionConfigFactory.config_class_map">config_class_map (abacusai._AlertActionConfigFactory attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/index.html#abacusai._AlertConditionConfigFactory.config_class_map">(abacusai._AlertConditionConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/model_monitor/index.html#abacusai.model_monitor.ModelMonitorVersion.describe">(abacusai.model_monitor.ModelMonitorVersion method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai._ApiClassFactory.config_class_map">(abacusai._ApiClassFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/model_monitor_version/index.html#abacusai.model_monitor_version.ModelMonitorVersion.describe">(abacusai.model_monitor_version.ModelMonitorVersion method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai._ApplicationConnectorDatasetConfigFactory.config_class_map">(abacusai._ApplicationConnectorDatasetConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/model_version/index.html#abacusai.model_version.ModelVersion.describe">(abacusai.model_version.ModelVersion method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai._BatchPredictionArgsFactory.config_class_map">(abacusai._BatchPredictionArgsFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/monitor_alert/index.html#abacusai.monitor_alert.MonitorAlert.describe">(abacusai.monitor_alert.MonitorAlert method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai._FeatureGroupExportConfigFactory.config_class_map">(abacusai._FeatureGroupExportConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/monitor_alert/index.html#abacusai.monitor_alert.MonitorAlertVersion.describe">(abacusai.monitor_alert.MonitorAlertVersion method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai._MergeConfigFactory.config_class_map">(abacusai._MergeConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/monitor_alert_version/index.html#abacusai.monitor_alert_version.MonitorAlertVersion.describe">(abacusai.monitor_alert_version.MonitorAlertVersion method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai._OperatorConfigFactory.config_class_map">(abacusai._OperatorConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/organization_group/index.html#abacusai.organization_group.OrganizationGroup.describe">(abacusai.organization_group.OrganizationGroup method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai._PredictionArgumentsFactory.config_class_map">(abacusai._PredictionArgumentsFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.describe">(abacusai.organization_search_result.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai._ProjectFeatureGroupConfigFactory.config_class_map">(abacusai._ProjectFeatureGroupConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroupVersion.describe">(abacusai.organization_search_result.FeatureGroupVersion method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai._SamplingConfigFactory.config_class_map">(abacusai._SamplingConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.Pipeline.describe">(abacusai.pipeline.Pipeline method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai._StreamingConnectorDatasetConfigFactory.config_class_map">(abacusai._StreamingConnectorDatasetConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.PipelineStep.describe">(abacusai.pipeline.PipelineStep method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai._TrainingConfigFactory.config_class_map">(abacusai._TrainingConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.PipelineVersion.describe">(abacusai.pipeline.PipelineVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._AlertActionConfigFactory.config_class_map">(abacusai.api_class._AlertActionConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/pipeline_step/index.html#abacusai.pipeline_step.PipelineStep.describe">(abacusai.pipeline_step.PipelineStep method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._AlertConditionConfigFactory.config_class_map">(abacusai.api_class._AlertConditionConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/pipeline_step_version/index.html#abacusai.pipeline_step_version.PipelineStepVersion.describe">(abacusai.pipeline_step_version.PipelineStepVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._ApiClassFactory.config_class_map">(abacusai.api_class._ApiClassFactory attribute)</a>, <a href="autoapi/abacusai/api_class/index.html#id134">[1]</a>, <a href="autoapi/abacusai/api_class/index.html#id161">[2]</a>, <a href="autoapi/abacusai/api_class/index.html#id198">[3]</a>, <a href="autoapi/abacusai/api_class/index.html#id217">[4]</a>, <a href="autoapi/abacusai/api_class/index.html#id250">[5]</a>, <a href="autoapi/abacusai/api_class/index.html#id45">[6]</a>, <a href="autoapi/abacusai/api_class/index.html#id66">[7]</a>, <a href="autoapi/abacusai/api_class/index.html#id87">[8]</a>
 </li>
-        <li><a href="autoapi/abacusai/pipeline_version/index.html#abacusai.pipeline_version.PipelineStepVersion.describe">(abacusai.pipeline_version.PipelineStepVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._ApplicationConnectorDatasetConfigFactory.config_class_map">(abacusai.api_class._ApplicationConnectorDatasetConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/pipeline_version/index.html#abacusai.pipeline_version.PipelineVersion.describe">(abacusai.pipeline_version.PipelineVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._BatchPredictionArgsFactory.config_class_map">(abacusai.api_class._BatchPredictionArgsFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/prediction_operator/index.html#abacusai.prediction_operator.PredictionOperator.describe">(abacusai.prediction_operator.PredictionOperator method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._FeatureGroupExportConfigFactory.config_class_map">(abacusai.api_class._FeatureGroupExportConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.describe">(abacusai.project.Project method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._MergeConfigFactory.config_class_map">(abacusai.api_class._MergeConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.describe">(abacusai.project_feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._OperatorConfigFactory.config_class_map">(abacusai.api_class._OperatorConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroupTemplate.describe">(abacusai.project_feature_group.FeatureGroupTemplate method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._PredictionArgumentsFactory.config_class_map">(abacusai.api_class._PredictionArgumentsFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroupVersion.describe">(abacusai.project_feature_group.FeatureGroupVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._ProjectFeatureGroupConfigFactory.config_class_map">(abacusai.api_class._ProjectFeatureGroupConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/realtime_monitor/index.html#abacusai.realtime_monitor.RealtimeMonitor.describe">(abacusai.realtime_monitor.RealtimeMonitor method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._SamplingConfigFactory.config_class_map">(abacusai.api_class._SamplingConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/refresh_pipeline_run/index.html#abacusai.refresh_pipeline_run.RefreshPipelineRun.describe">(abacusai.refresh_pipeline_run.RefreshPipelineRun method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._StreamingConnectorDatasetConfigFactory.config_class_map">(abacusai.api_class._StreamingConnectorDatasetConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/refresh_pipeline_run/index.html#abacusai.refresh_pipeline_run.RefreshPolicy.describe">(abacusai.refresh_pipeline_run.RefreshPolicy method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._TrainingConfigFactory.config_class_map">(abacusai.api_class._TrainingConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/refresh_policy/index.html#abacusai.refresh_policy.RefreshPolicy.describe">(abacusai.refresh_policy.RefreshPolicy method)</a>
+        <li><a href="autoapi/abacusai/api_class/abstract/index.html#abacusai.api_class.abstract._ApiClassFactory.config_class_map">(abacusai.api_class.abstract._ApiClassFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/upload/index.html#abacusai.upload.Upload.describe">(abacusai.upload.Upload method)</a>
+        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction._BatchPredictionArgsFactory.config_class_map">(abacusai.api_class.batch_prediction._BatchPredictionArgsFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/user/index.html#abacusai.user.OrganizationGroup.describe">(abacusai.user.OrganizationGroup method)</a>
+        <li><a href="autoapi/abacusai/api_class/connectors/index.html#abacusai.api_class.connectors._StreamingConnectorDatasetConfigFactory.config_class_map">(abacusai.api_class.connectors._StreamingConnectorDatasetConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/webhook/index.html#abacusai.webhook.Webhook.describe">(abacusai.webhook.Webhook method)</a>
+        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector._ApplicationConnectorDatasetConfigFactory.config_class_map">(abacusai.api_class.dataset_application_connector._ApplicationConnectorDatasetConfigFactory attribute)</a>
 </li>
-      </ul></li>
-  </ul></td>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_agent">describe_agent() (abacusai.client.ReadOnlyClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_agent">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment._PredictionArgumentsFactory.config_class_map">(abacusai.api_class.deployment._PredictionArgumentsFactory attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_agent_version">describe_agent_version() (abacusai.client.ReadOnlyClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_agent_version">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group._MergeConfigFactory.config_class_map">(abacusai.api_class.feature_group._MergeConfigFactory attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_algorithm">describe_algorithm() (abacusai.client.ReadOnlyClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_algorithm">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group._OperatorConfigFactory.config_class_map">(abacusai.api_class.feature_group._OperatorConfigFactory attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.describe_annotation">describe_annotation() (abacusai.ApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.describe_annotation">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group._SamplingConfigFactory.config_class_map">(abacusai.api_class.feature_group._SamplingConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.describe_annotation">(abacusai.client.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model._TrainingConfigFactory.config_class_map">(abacusai.api_class.model._TrainingConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.describe_annotation">(abacusai.feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert._AlertActionConfigFactory.config_class_map">(abacusai.api_class.monitor_alert._AlertActionConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.describe_annotation">(abacusai.organization_search_result.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert._AlertConditionConfigFactory.config_class_map">(abacusai.api_class.monitor_alert._AlertConditionConfigFactory attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project._ProjectFeatureGroupConfigFactory.config_class_map">(abacusai.api_class.project._ProjectFeatureGroupConfigFactory attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.describe_annotation">(abacusai.project_feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/api_class/refresh/index.html#abacusai.api_class.refresh._FeatureGroupExportConfigFactory.config_class_map">(abacusai.api_class.refresh._FeatureGroupExportConfigFactory attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.describe_async_feature_group_operation">describe_async_feature_group_operation() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ConflictError">ConflictError</a>
+</li>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApplicationConnectorType.CONFLUENCE">CONFLUENCE (abacusai.api_class.ApplicationConnectorType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.describe_async_feature_group_operation">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ApplicationConnectorType.CONFLUENCE">(abacusai.api_class.enums.ApplicationConnectorType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ApplicationConnectorType.CONFLUENCE">(abacusai.ApplicationConnectorType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_batch_prediction">describe_batch_prediction() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ConfluenceDatasetConfig">ConfluenceDatasetConfig (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_batch_prediction">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ConfluenceDatasetConfig">(class in abacusai.api_class)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.ConfluenceDatasetConfig">(class in abacusai.api_class.dataset_application_connector)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_batch_prediction_version">describe_batch_prediction_version() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FeatureGroupExportConfig.connector_type">connector_type (abacusai.api_class.FeatureGroupExportConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_batch_prediction_version">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/refresh/index.html#abacusai.api_class.refresh.FeatureGroupExportConfig.connector_type">(abacusai.api_class.refresh.FeatureGroupExportConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.FeatureGroupExportConfig.connector_type">(abacusai.FeatureGroupExportConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_custom_loss_function">describe_custom_loss_function() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ConnectorType">ConnectorType (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_custom_loss_function">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ConnectorType">(class in abacusai.api_class)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ConnectorType">(class in abacusai.api_class.enums)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_custom_metric">describe_custom_metric() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ConstraintConfig.constant">constant (abacusai.api_class.ConstraintConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_custom_metric">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.ConstraintConfig.constant">(abacusai.api_class.project.ConstraintConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ConstraintConfig.constant">(abacusai.ConstraintConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_custom_metric_version">describe_custom_metric_version() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ConstraintConfig">ConstraintConfig (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_custom_metric_version">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ConstraintConfig">(class in abacusai.api_class)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.ConstraintConfig">(class in abacusai.api_class.project)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.describe_dataset">describe_dataset() (abacusai.client.FeatureGroup method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ConstraintProjectFeatureGroupConfig">ConstraintProjectFeatureGroupConfig (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_dataset">(abacusai.client.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ConstraintProjectFeatureGroupConfig">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.describe_dataset">(abacusai.feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.ConstraintProjectFeatureGroupConfig">(class in abacusai.api_class.project)</a>
 </li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.describe_dataset">(abacusai.organization_search_result.FeatureGroup method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ConstraintProjectFeatureGroupConfig.constraints">constraints (abacusai.api_class.ConstraintProjectFeatureGroupConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.describe_dataset">(abacusai.project_feature_group.FeatureGroup method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProjectConfigType.CONSTRAINTS">CONSTRAINTS (abacusai.api_class.enums.ProjectConfigType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_dataset">(abacusai.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.ConstraintProjectFeatureGroupConfig.constraints">constraints (abacusai.api_class.project.ConstraintProjectFeatureGroupConfig attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_dataset_version">describe_dataset_version() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProjectConfigType.CONSTRAINTS">CONSTRAINTS (abacusai.api_class.ProjectConfigType attribute)</a>
+</li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ConstraintProjectFeatureGroupConfig.constraints">constraints (abacusai.ConstraintProjectFeatureGroupConfig attribute)</a>
+</li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ProjectConfigType.CONSTRAINTS">CONSTRAINTS (abacusai.ProjectConfigType attribute)</a>
+</li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.construct_agent_conversation_messages_for_llm">construct_agent_conversation_messages_for_llm() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_dataset_version">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.construct_agent_conversation_messages_for_llm">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_deployment">describe_deployment() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.DocstoreUtils.CONTENT">CONTENT (abacusai.api_client_utils.DocstoreUtils attribute)</a>
+</li>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.Blob.contents">contents (abacusai.api_class.Blob attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_deployment">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/blob_input/index.html#abacusai.api_class.blob_input.Blob.contents">(abacusai.api_class.blob_input.Blob attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.Blob.contents">(abacusai.Blob attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_document_retriever">describe_document_retriever() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/python_function_validator/index.html#abacusai.python_function_validator._MonkeyPatch.context">context() (abacusai.python_function_validator._MonkeyPatch class method)</a>
+</li>
+      <li><a href="autoapi/abacusai/api_class/dataset/index.html#abacusai.api_class.dataset.DocumentProcessingConfig.convert_to_markdown">convert_to_markdown (abacusai.api_class.dataset.DocumentProcessingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_document_retriever">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DocumentProcessingConfig.convert_to_markdown">(abacusai.api_class.DocumentProcessingConfig attribute)</a>, <a href="autoapi/abacusai/api_class/index.html#id142">[1]</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.DocumentProcessingConfig.convert_to_markdown">(abacusai.DocumentProcessingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_document_retriever_by_name">describe_document_retriever_by_name() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.convolution_filters">convolution_filters (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_document_retriever_by_name">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.convolution_filters">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.convolution_filters">(abacusai.ForecastingTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_document_retriever_version">describe_document_retriever_version() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.convolutional_layers">convolutional_layers (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_document_retriever_version">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.convolutional_layers">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.convolutional_layers">(abacusai.ForecastingTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_eda">describe_eda() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PersonalizationObjective.COVERAGE">COVERAGE (abacusai.api_class.enums.PersonalizationObjective attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_eda">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationObjective.COVERAGE">(abacusai.api_class.PersonalizationObjective attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationObjective.COVERAGE">(abacusai.PersonalizationObjective attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_eda_version">describe_eda_version() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/cpu_gpu_memory_specs/index.html#abacusai.cpu_gpu_memory_specs.CpuGpuMemorySpecs">CpuGpuMemorySpecs (class in abacusai.cpu_gpu_memory_specs)</a>
+</li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="autoapi/abacusai/index.html#abacusai.CPUSize">CPUSize (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_eda_version">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.CPUSize">(class in abacusai.api_class)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.CPUSize">(class in abacusai.api_class.enums)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_external_application">describe_external_application() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.CrawlerTransformConfig.crawl_depth">crawl_depth (abacusai.api_class.CrawlerTransformConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_external_application">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.CrawlerTransformConfig.crawl_depth">(abacusai.api_class.feature_group.CrawlerTransformConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.CrawlerTransformConfig.crawl_depth">(abacusai.CrawlerTransformConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Dataset.describe_feature_group">describe_feature_group() (abacusai.client.Dataset method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.OperatorType.CRAWLER">CRAWLER (abacusai.api_class.enums.OperatorType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Project.describe_feature_group">(abacusai.client.Project method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_feature_group">(abacusai.client.ReadOnlyClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.Dataset.describe_feature_group">(abacusai.dataset.Dataset method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.describe_feature_group">(abacusai.project.Project method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.OperatorType.CRAWLER">(abacusai.api_class.OperatorType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_feature_group">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.OperatorType.CRAWLER">(abacusai.OperatorType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_feature_group_by_table_name">describe_feature_group_by_table_name() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.CrawlerTransformConfig">CrawlerTransformConfig (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_feature_group_by_table_name">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.CrawlerTransformConfig">(class in abacusai.api_class)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.CrawlerTransformConfig">(class in abacusai.api_class.feature_group)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_feature_group_export">describe_feature_group_export() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_agent">create_agent() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_feature_group_export">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_agent">(abacusai.client.ApiClient method)</a>
+</li>
+        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.create_agent">(abacusai.project.Project method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.describe_feature_group_row_process_by_key">describe_feature_group_row_process_by_key() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_agent_from_function">create_agent_from_function() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.describe_feature_group_row_process_by_key">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_agent_from_function">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Deployment.describe_feature_group_row_process_by_key">(abacusai.client.Deployment method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.create_alert">create_alert() (abacusai.deployment.Deployment method)</a>
 </li>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.describe_feature_group_row_process_by_key">(abacusai.deployment.Deployment method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_algorithm">create_algorithm() (abacusai.ApiClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_algorithm">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_feature_group_template">describe_feature_group_template() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_algorithm_from_function">create_algorithm_from_function() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_feature_group_template">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_algorithm_from_function">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_feature_group_version">describe_feature_group_version() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_app_user_group">create_app_user_group() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_feature_group_version">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_app_user_group">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_graph_dashboard">describe_graph_dashboard() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_batch_prediction">create_batch_prediction() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_graph_dashboard">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_batch_prediction">(abacusai.client.ApiClient method)</a>
+</li>
+        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.create_batch_prediction">(abacusai.deployment.Deployment method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_graph_for_dashboard">describe_graph_for_dashboard() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_chat_session">create_chat_session() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_graph_for_dashboard">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_chat_session">(abacusai.client.ApiClient method)</a>
+</li>
+        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.create_chat_session">(abacusai.project.Project method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_holdout_analysis">describe_holdout_analysis() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.create_conversation">create_conversation() (abacusai.deployment.Deployment method)</a>
+</li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_custom_loss_function">create_custom_loss_function() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_holdout_analysis">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_custom_loss_function">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_holdout_analysis_version">describe_holdout_analysis_version() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_custom_loss_function_with_source_code">create_custom_loss_function_with_source_code() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_holdout_analysis_version">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_custom_loss_function_with_source_code">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.describe_image">describe_image() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_custom_metric">create_custom_metric() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.describe_image">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.describe_image">(abacusai.prediction_client.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_custom_metric">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.describe_image">(abacusai.PredictionClient method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_custom_metric_from_function">create_custom_metric_from_function() (abacusai.ApiClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_custom_metric_from_function">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_model">describe_model() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_dataset_from_application_connector">create_dataset_from_application_connector() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_model">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_dataset_from_application_connector">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_model_artifacts_export">describe_model_artifacts_export() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_dataset_from_database_connector">create_dataset_from_database_connector() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_model_artifacts_export">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_dataset_from_database_connector">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_model_monitor">describe_model_monitor() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_dataset_from_file_connector">create_dataset_from_file_connector() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_model_monitor">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_dataset_from_file_connector">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_model_monitor_version">describe_model_monitor_version() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_dataset_from_pandas">create_dataset_from_pandas() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_model_monitor_version">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_dataset_from_pandas">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_model_version">describe_model_version() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_dataset_from_streaming_connector">create_dataset_from_streaming_connector() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_model_version">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_dataset_from_streaming_connector">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_module">describe_module() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_dataset_from_upload">create_dataset_from_upload() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_module">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_dataset_from_upload">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_monitor_alert">describe_monitor_alert() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_dataset_version_from_application_connector">create_dataset_version_from_application_connector() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_monitor_alert">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_dataset_version_from_application_connector">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_monitor_alert_version">describe_monitor_alert_version() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_dataset_version_from_database_connector">create_dataset_version_from_database_connector() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_monitor_alert_version">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_dataset_version_from_database_connector">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_organization_group">describe_organization_group() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_dataset_version_from_document_reprocessing">create_dataset_version_from_document_reprocessing() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_organization_group">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_dataset_version_from_document_reprocessing">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPrediction.describe_output_feature_group">describe_output_feature_group() (abacusai.batch_prediction.BatchPrediction method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_dataset_version_from_file_connector">create_dataset_version_from_file_connector() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BatchPrediction.describe_output_feature_group">(abacusai.client.BatchPrediction method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_dataset_version_from_file_connector">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.describe_pipeline">describe_pipeline() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_dataset_version_from_pandas">create_dataset_version_from_pandas() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.describe_pipeline">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_dataset_version_from_pandas">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.describe_pipeline_by_name">describe_pipeline_by_name() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_dataset_version_from_upload">create_dataset_version_from_upload() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.describe_pipeline_by_name">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_dataset_version_from_upload">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_pipeline_step">describe_pipeline_step() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_deployment">create_deployment() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_pipeline_step">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_deployment">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_pipeline_step_by_name">describe_pipeline_step_by_name() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_deployment_alert">create_deployment_alert() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_pipeline_step_by_name">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_deployment_alert">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_pipeline_step_version">describe_pipeline_step_version() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_deployment_conversation">create_deployment_conversation() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_pipeline_step_version">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_deployment_conversation">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_pipeline_version">describe_pipeline_version() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_deployment_token">create_deployment_token() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_pipeline_version">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_deployment_token">(abacusai.client.ApiClient method)</a>
+</li>
+        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.create_deployment_token">(abacusai.project.Project method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_prediction_operator">describe_prediction_operator() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_deployment_webhook">create_deployment_webhook() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_prediction_operator">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_deployment_webhook">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_problem_type">describe_problem_type() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_document_retriever">create_document_retriever() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_problem_type">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_document_retriever">(abacusai.client.ApiClient method)</a>
+</li>
+        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.create_document_retriever">(abacusai.project.Project method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_project">describe_project() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_document_retriever_version">create_document_retriever_version() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_project">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_document_retriever_version">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_project_feature_group">describe_project_feature_group() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_eda">create_eda() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_project_feature_group">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_eda">(abacusai.client.ApiClient method)</a>
+</li>
+        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.create_eda">(abacusai.project.Project method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_python_function">describe_python_function() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_external_application">create_external_application() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_python_function">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_external_application">(abacusai.client.ApiClient method)</a>
+</li>
+        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.create_external_application">(abacusai.deployment.Deployment method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_realtime_monitor">describe_realtime_monitor() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_feature">create_feature() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_realtime_monitor">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_feature">(abacusai.client.ApiClient method)</a>
+</li>
+        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.create_feature">(abacusai.feature_group.FeatureGroup method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_refresh_pipeline_run">describe_refresh_pipeline_run() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_feature_group">create_feature_group() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_refresh_pipeline_run">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_feature_group">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_refresh_policy">describe_refresh_policy() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_feature_group_from_function">create_feature_group_from_function() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_refresh_policy">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_feature_group_from_function">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Pipeline.describe_step_by_name">describe_step_by_name() (abacusai.client.Pipeline method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_feature_group_from_pandas_df">create_feature_group_from_pandas_df() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.Pipeline.describe_step_by_name">(abacusai.pipeline.Pipeline method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_feature_group_from_pandas_df">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Model.describe_train_test_data_split_feature_group">describe_train_test_data_split_feature_group() (abacusai.client.Model method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_feature_group_from_python_function">create_feature_group_from_python_function() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_train_test_data_split_feature_group">(abacusai.client.ReadOnlyClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.Model.describe_train_test_data_split_feature_group">(abacusai.model.Model method)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_train_test_data_split_feature_group">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_feature_group_from_python_function">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelVersion.describe_train_test_data_split_feature_group_version">describe_train_test_data_split_feature_group_version() (abacusai.client.ModelVersion method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_feature_group_from_spark_df">create_feature_group_from_spark_df() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_train_test_data_split_feature_group_version">(abacusai.client.ReadOnlyClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.ModelVersion.describe_train_test_data_split_feature_group_version">(abacusai.model.ModelVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model_version/index.html#abacusai.model_version.ModelVersion.describe_train_test_data_split_feature_group_version">(abacusai.model_version.ModelVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_train_test_data_split_feature_group_version">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_feature_group_from_spark_df">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_upload">describe_upload() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_feature_group_from_template">create_feature_group_from_template() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_upload">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_feature_group_from_template">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_use_case_requirements">describe_use_case_requirements() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_feature_group_template">create_feature_group_template() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_use_case_requirements">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_feature_group_template">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_user">describe_user() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_feature_group_version">create_feature_group_version() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_user">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_feature_group_version">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_webhook">describe_webhook() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_forecasting_monitor">create_forecasting_monitor() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_webhook">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_forecasting_monitor">(abacusai.client.ApiClient method)</a>
+</li>
+        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.create_forecasting_monitor">(abacusai.project.Project method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.AIAgentTrainingConfig.description">description (abacusai.AIAgentTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_graph_dashboard">create_graph_dashboard() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.FieldDescriptor.description">(abacusai.api_class.ai_agents.FieldDescriptor attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.AIAgentTrainingConfig.description">(abacusai.api_class.AIAgentTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FieldDescriptor.description">(abacusai.api_class.FieldDescriptor attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.AIAgentTrainingConfig.description">(abacusai.api_class.model.AIAgentTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_graph_dashboard">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.FieldDescriptor.description">(abacusai.FieldDescriptor attribute)</a>
+        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.create_graph_dashboard">(abacusai.project.Project method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.detach_feature_group_from_template">detach_feature_group_from_template() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_holdout_analysis">create_holdout_analysis() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.detach_feature_group_from_template">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_holdout_analysis">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.detach_from_template">detach_from_template() (abacusai.client.FeatureGroup method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_merge_feature_group">create_merge_feature_group() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.detach_from_template">(abacusai.feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.detach_from_template">(abacusai.organization_search_result.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.detach_from_template">(abacusai.project_feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_merge_feature_group">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowGraphEdge.details">details (abacusai.api_class.ai_agents.WorkflowGraphEdge attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_model_from_files">create_model_from_files() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowGraphEdge.details">(abacusai.api_class.WorkflowGraphEdge attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.WorkflowGraphEdge.details">(abacusai.WorkflowGraphEdge attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_model_from_files">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.WorkflowNodeOutputType.DICT">DICT (abacusai.api_class.enums.WorkflowNodeOutputType attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_model_from_functions">create_model_from_functions() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowNodeOutputType.DICT">(abacusai.api_class.WorkflowNodeOutputType attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_model_from_functions">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.WorkflowNodeOutputType.DICT">(abacusai.WorkflowNodeOutputType attribute)</a>
+        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.create_model_from_functions">(abacusai.project.Project method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingQuanitlesExtensionMethod.DIRECT">DIRECT (abacusai.api_class.enums.ForecastingQuanitlesExtensionMethod attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_model_from_local_files">create_model_from_local_files() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingQuanitlesExtensionMethod.DIRECT">(abacusai.api_class.ForecastingQuanitlesExtensionMethod attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingQuanitlesExtensionMethod.DIRECT">(abacusai.ForecastingQuanitlesExtensionMethod attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_model_from_local_files">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.TimeseriesAnomalyUseHeuristic.DISABLE">DISABLE (abacusai.api_class.enums.TimeseriesAnomalyUseHeuristic attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_model_from_python">create_model_from_python() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeseriesAnomalyUseHeuristic.DISABLE">(abacusai.api_class.TimeseriesAnomalyUseHeuristic attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_model_from_python">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.TimeseriesAnomalyUseHeuristic.DISABLE">(abacusai.TimeseriesAnomalyUseHeuristic attribute)</a>
+        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.create_model_from_python">(abacusai.project.Project method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMTrainingConfig.disable_data_summarization">disable_data_summarization (abacusai.api_class.ChatLLMTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_model_monitor">create_model_monitor() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ChatLLMTrainingConfig.disable_data_summarization">(abacusai.api_class.model.ChatLLMTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_model_monitor">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMTrainingConfig.disable_data_summarization">(abacusai.ChatLLMTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.create_model_monitor">(abacusai.project.Project method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.disable_gpu">disable_gpu (abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_model_version_from_files">create_model_version_from_files() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.disable_gpu">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.disable_gpu">(abacusai.PersonalizationTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_model_version_from_files">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.disable_networks_without_analytic_quantiles">disable_networks_without_analytic_quantiles (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_model_version_from_local_files">create_model_version_from_local_files() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.disable_networks_without_analytic_quantiles">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.disable_networks_without_analytic_quantiles">(abacusai.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_model_version_from_local_files">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/ai_chat/index.html#abacusai.api_class.ai_chat.HotkeyPrompt.disable_problem_type_context">disable_problem_type_context (abacusai.api_class.ai_chat.HotkeyPrompt attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_module">create_module() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.HotkeyPrompt.disable_problem_type_context">(abacusai.api_class.HotkeyPrompt attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.HotkeyPrompt.disable_problem_type_context">(abacusai.HotkeyPrompt attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_module">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.disable_test_val_fold">disable_test_val_fold (abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_module_from_notebook">create_module_from_notebook() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.disable_test_val_fold">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.disable_test_val_fold">(abacusai.RegressionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_module_from_notebook">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.disable_timestamp_scalar_features">disable_timestamp_scalar_features (abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.ForecastingBatchPredictionArgs.create_monitor">create_monitor (abacusai.api_class.batch_prediction.ForecastingBatchPredictionArgs attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.disable_timestamp_scalar_features">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.create_monitor">(abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.disable_timestamp_scalar_features">(abacusai.PersonalizationTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.TrainablePlugAndPlayBatchPredictionArgs.create_monitor">(abacusai.api_class.batch_prediction.TrainablePlugAndPlayBatchPredictionArgs attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingBatchPredictionArgs.create_monitor">(abacusai.api_class.ForecastingBatchPredictionArgs attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PredictiveModelingBatchPredictionArgs.create_monitor">(abacusai.api_class.PredictiveModelingBatchPredictionArgs attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TrainablePlugAndPlayBatchPredictionArgs.create_monitor">(abacusai.api_class.TrainablePlugAndPlayBatchPredictionArgs attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingBatchPredictionArgs.create_monitor">(abacusai.ForecastingBatchPredictionArgs attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictiveModelingBatchPredictionArgs.create_monitor">(abacusai.PredictiveModelingBatchPredictionArgs attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.TrainablePlugAndPlayBatchPredictionArgs.create_monitor">(abacusai.TrainablePlugAndPlayBatchPredictionArgs attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.disable_transformer">disable_transformer (abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_monitor_alert">create_monitor_alert() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.disable_transformer">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_monitor_alert">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.disable_transformer">(abacusai.PersonalizationTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.create_monitor_alert">(abacusai.project.Project method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.NLPDocumentFormat.DOC">DOC (abacusai.api_class.enums.NLPDocumentFormat attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_nested_feature">create_nested_feature() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NLPDocumentFormat.DOC">(abacusai.api_class.NLPDocumentFormat attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_nested_feature">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.NLPDocumentFormat.DOC">(abacusai.NLPDocumentFormat attribute)</a>
+        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.create_nested_feature">(abacusai.feature_group.FeatureGroup method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.DocstoreUtils.DOC_ID">DOC_ID (abacusai.api_client_utils.DocstoreUtils attribute)</a>
-</li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.CustomTrainedModelTrainingConfig.docker_image_uri">docker_image_uri (abacusai.api_class.CustomTrainedModelTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_nlp_drift_monitor">create_nlp_drift_monitor() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.CustomTrainedModelTrainingConfig.docker_image_uri">(abacusai.api_class.model.CustomTrainedModelTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_nlp_drift_monitor">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.CustomTrainedModelTrainingConfig.docker_image_uri">(abacusai.CustomTrainedModelTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.create_nlp_drift_monitor">(abacusai.project.Project method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.DocstoreUtils">DocstoreUtils (class in abacusai.api_client_utils)</a>
-</li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProblemType.DOCUMENT_CLASSIFICATION">DOCUMENT_CLASSIFICATION (abacusai.api_class.enums.ProblemType attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_online_feature_group">create_online_feature_group() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProblemType.DOCUMENT_CLASSIFICATION">(abacusai.api_class.ProblemType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ProblemType.DOCUMENT_CLASSIFICATION">(abacusai.ProblemType attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_online_feature_group">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.NamedEntityExtractionTrainingConfig.document_format">document_format (abacusai.api_class.model.NamedEntityExtractionTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_operator_feature_group">create_operator_feature_group() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NamedEntityExtractionTrainingConfig.document_format">(abacusai.api_class.NamedEntityExtractionTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.NamedEntityExtractionTrainingConfig.document_format">(abacusai.NamedEntityExtractionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_operator_feature_group">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.DocstoreUtils.DOCUMENT_PROCESSING_CONFIG">DOCUMENT_PROCESSING_CONFIG (abacusai.api_client_utils.DocstoreUtils attribute)</a>
-</li>
-      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.DocstoreUtils.DOCUMENT_PROCESSING_VERSION">DOCUMENT_PROCESSING_VERSION (abacusai.api_client_utils.DocstoreUtils attribute)</a>
-</li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMTrainingConfig.document_retrievers">document_retrievers (abacusai.api_class.ChatLLMTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_organization_group">create_organization_group() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ChatLLMTrainingConfig.document_retrievers">(abacusai.api_class.model.ChatLLMTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMTrainingConfig.document_retrievers">(abacusai.ChatLLMTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_organization_group">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProblemType.DOCUMENT_SUMMARIZATION">DOCUMENT_SUMMARIZATION (abacusai.api_class.enums.ProblemType attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_organization_secret">create_organization_secret() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProblemType.DOCUMENT_SUMMARIZATION">(abacusai.api_class.ProblemType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ProblemType.DOCUMENT_SUMMARIZATION">(abacusai.ProblemType attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_organization_secret">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProblemType.DOCUMENT_VISUALIZATION">DOCUMENT_VISUALIZATION (abacusai.api_class.enums.ProblemType attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_pipeline">create_pipeline() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProblemType.DOCUMENT_VISUALIZATION">(abacusai.api_class.ProblemType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ProblemType.DOCUMENT_VISUALIZATION">(abacusai.ProblemType attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_pipeline">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.DocumentClassificationTrainingConfig">DocumentClassificationTrainingConfig (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_pipeline_step">create_pipeline_step() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DocumentClassificationTrainingConfig">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.DocumentClassificationTrainingConfig">(class in abacusai.api_class.model)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_pipeline_step">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DocumentData">DocumentData (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_pipeline_step_from_function">create_pipeline_step_from_function() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/document_data/index.html#abacusai.document_data.DocumentData">(class in abacusai.document_data)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_pipeline_step_from_function">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.DocumentProcessingConfig">DocumentProcessingConfig (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_point_in_time_feature">create_point_in_time_feature() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DocumentProcessingConfig">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/dataset/index.html#abacusai.api_class.dataset.DocumentProcessingConfig">(class in abacusai.api_class.dataset)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DocumentProcessingConfig">(class in abacusai.client)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_point_in_time_feature">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.DocumentProcessingConfig">(class in abacusai.dataset)</a>
+        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.create_point_in_time_feature">(abacusai.feature_group.FeatureGroup method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DocumentRetriever">DocumentRetriever (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_point_in_time_group">create_point_in_time_group() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/document_retriever/index.html#abacusai.document_retriever.DocumentRetriever">(class in abacusai.document_retriever)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_point_in_time_group">(abacusai.client.ApiClient method)</a>
+</li>
+        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.create_point_in_time_group">(abacusai.feature_group.FeatureGroup method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/document_retriever/index.html#abacusai.document_retriever.DocumentRetrieverConfig">DocumentRetrieverConfig (class in abacusai.document_retriever)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_point_in_time_group_feature">create_point_in_time_group_feature() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/document_retriever_config/index.html#abacusai.document_retriever_config.DocumentRetrieverConfig">(class in abacusai.document_retriever_config)</a>
-</li>
-        <li><a href="autoapi/abacusai/document_retriever_version/index.html#abacusai.document_retriever_version.DocumentRetrieverConfig">(class in abacusai.document_retriever_version)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.DocumentRetrieverConfig">(in module abacusai)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DocumentRetrieverConfig">(in module abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_point_in_time_group_feature">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/document_retriever/index.html#abacusai.api_class.document_retriever.DocumentRetrieverConfig">(in module abacusai.api_class.document_retriever)</a>
+        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.create_point_in_time_group_feature">(abacusai.feature_group.FeatureGroup method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DocumentRetrieverLookupResult">DocumentRetrieverLookupResult (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_prediction_operator">create_prediction_operator() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/document_retriever_lookup_result/index.html#abacusai.document_retriever_lookup_result.DocumentRetrieverLookupResult">(class in abacusai.document_retriever_lookup_result)</a>
-</li>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.DocumentRetrieverLookupResult">(class in abacusai.prediction_client)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_prediction_operator">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DocumentRetrieverVersion">DocumentRetrieverVersion (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_prediction_operator_from_functions">create_prediction_operator_from_functions() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/document_retriever/index.html#abacusai.document_retriever.DocumentRetrieverVersion">(class in abacusai.document_retriever)</a>
-</li>
-        <li><a href="autoapi/abacusai/document_retriever_version/index.html#abacusai.document_retriever_version.DocumentRetrieverVersion">(class in abacusai.document_retriever_version)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_prediction_operator_from_functions">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.DocumentSummarizationTrainingConfig">DocumentSummarizationTrainingConfig (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_prediction_operator_version">create_prediction_operator_version() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DocumentSummarizationTrainingConfig">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.DocumentSummarizationTrainingConfig">(class in abacusai.api_class.model)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_prediction_operator_version">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.DocumentVisualizationTrainingConfig">DocumentVisualizationTrainingConfig (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_project">create_project() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DocumentVisualizationTrainingConfig">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.DocumentVisualizationTrainingConfig">(class in abacusai.api_class.model)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_project">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FileFormat.DOCX">DOCX (abacusai.api_class.enums.FileFormat attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_python_function">create_python_function() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FileFormat.DOCX">(abacusai.api_class.FileFormat attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.FileFormat.DOCX">(abacusai.batch_prediction_version.FileFormat attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_python_function">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.FileFormat.DOCX">(abacusai.FileFormat attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_python_function_from_function">create_python_function_from_function() (abacusai.ApiClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_python_function_from_function">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Deployment.download_agent_attachment">download_agent_attachment() (abacusai.client.Deployment method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_realtime_monitor">create_realtime_monitor() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.download_agent_attachment">(abacusai.client.ReadOnlyClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.download_agent_attachment">(abacusai.deployment.Deployment method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_realtime_monitor">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.download_agent_attachment">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.create_realtime_monitor">(abacusai.deployment.Deployment method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPredictionVersion.download_batch_prediction_result_chunk">download_batch_prediction_result_chunk() (abacusai.batch_prediction.BatchPredictionVersion method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_refresh_policy">create_refresh_policy() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.BatchPredictionVersion.download_batch_prediction_result_chunk">(abacusai.batch_prediction_version.BatchPredictionVersion method)</a>
+        <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPrediction.create_refresh_policy">(abacusai.batch_prediction.BatchPrediction method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BatchPredictionVersion.download_batch_prediction_result_chunk">(abacusai.client.BatchPredictionVersion method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_refresh_policy">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.download_batch_prediction_result_chunk">(abacusai.client.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.Dataset.create_refresh_policy">(abacusai.dataset.Dataset method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.download_batch_prediction_result_chunk">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.create_refresh_policy">(abacusai.deployment.Deployment method)</a>
+</li>
+        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.Model.create_refresh_policy">(abacusai.model.Model method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.download_execute_feature_group_operation_result_part_chunk">download_execute_feature_group_operation_result_part_chunk() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.create_sampling">create_sampling() (abacusai.feature_group.FeatureGroup method)</a>
+</li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_sampling_feature_group">create_sampling_feature_group() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.download_execute_feature_group_operation_result_part_chunk">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_sampling_feature_group">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPredictionVersion.download_result_to_file">download_result_to_file() (abacusai.batch_prediction.BatchPredictionVersion method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_snapshot_feature_group">create_snapshot_feature_group() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.BatchPredictionVersion.download_result_to_file">(abacusai.batch_prediction_version.BatchPredictionVersion method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_snapshot_feature_group">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BatchPredictionVersion.download_result_to_file">(abacusai.client.BatchPredictionVersion method)</a>
+        <li><a href="autoapi/abacusai/feature_group_version/index.html#abacusai.feature_group_version.FeatureGroupVersion.create_snapshot_feature_group">(abacusai.feature_group_version.FeatureGroupVersion method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.downsample_item_popularity_percentile">downsample_item_popularity_percentile (abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_spark_df_from_feature_group_version">create_spark_df_from_feature_group_version() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.downsample_item_popularity_percentile">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.downsample_item_popularity_percentile">(abacusai.PersonalizationTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_spark_df_from_feature_group_version">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.MonitorThresholdConfig.drift_type">drift_type (abacusai.api_class.monitor_alert.MonitorThresholdConfig attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MonitorThresholdConfig.drift_type">(abacusai.api_class.MonitorThresholdConfig attribute)</a>
+      <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.Pipeline.create_step">create_step() (abacusai.pipeline.Pipeline method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.MonitorThresholdConfig.drift_type">(abacusai.MonitorThresholdConfig attribute)</a>
+      <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.Pipeline.create_step_from_function">create_step_from_function() (abacusai.pipeline.Pipeline method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/drift_distribution/index.html#abacusai.drift_distribution.DriftDistribution">DriftDistribution (class in abacusai.drift_distribution)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_streaming_dataset">create_streaming_dataset() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/drift_distributions/index.html#abacusai.drift_distributions.DriftDistribution">(class in abacusai.drift_distributions)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_streaming_dataset">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DriftDistributions">DriftDistributions (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_streaming_token">create_streaming_token() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/drift_distributions/index.html#abacusai.drift_distributions.DriftDistributions">(class in abacusai.drift_distributions)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_streaming_token">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.drop_original_categoricals">drop_original_categoricals (abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.create_template">create_template() (abacusai.feature_group.FeatureGroup method)</a>
+</li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_train_test_data_split_feature_group">create_train_test_data_split_feature_group() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.drop_original_categoricals">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_train_test_data_split_feature_group">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.drop_original_categoricals">(abacusai.RegressionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.create_train_test_data_split_feature_group">(abacusai.project.Project method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DocumentClassificationTrainingConfig.dropout_rate">dropout_rate (abacusai.api_class.DocumentClassificationTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/document_retriever/index.html#abacusai.document_retriever.DocumentRetriever.create_version">create_version() (abacusai.document_retriever.DocumentRetriever method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DocumentSummarizationTrainingConfig.dropout_rate">(abacusai.api_class.DocumentSummarizationTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DocumentVisualizationTrainingConfig.dropout_rate">(abacusai.api_class.DocumentVisualizationTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.dropout_rate">(abacusai.api_class.ForecastingTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.DocumentClassificationTrainingConfig.dropout_rate">(abacusai.api_class.model.DocumentClassificationTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.DocumentSummarizationTrainingConfig.dropout_rate">(abacusai.api_class.model.DocumentSummarizationTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.DocumentVisualizationTrainingConfig.dropout_rate">(abacusai.api_class.model.DocumentVisualizationTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.dropout_rate">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.dropout_rate">(abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.dropout_rate">(abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.SentenceBoundaryDetectionTrainingConfig.dropout_rate">(abacusai.api_class.model.SentenceBoundaryDetectionTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.SentimentDetectionTrainingConfig.dropout_rate">(abacusai.api_class.model.SentimentDetectionTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.dropout_rate">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.dropout_rate">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.SentenceBoundaryDetectionTrainingConfig.dropout_rate">(abacusai.api_class.SentenceBoundaryDetectionTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.SentimentDetectionTrainingConfig.dropout_rate">(abacusai.api_class.SentimentDetectionTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.DocumentClassificationTrainingConfig.dropout_rate">(abacusai.DocumentClassificationTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.DocumentSummarizationTrainingConfig.dropout_rate">(abacusai.DocumentSummarizationTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.create_version">(abacusai.feature_group.FeatureGroup method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.DocumentVisualizationTrainingConfig.dropout_rate">(abacusai.DocumentVisualizationTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/prediction_operator/index.html#abacusai.prediction_operator.PredictionOperator.create_version">(abacusai.prediction_operator.PredictionOperator method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.dropout_rate">(abacusai.ForecastingTrainingConfig attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.Dataset.create_version_from_application_connector">create_version_from_application_connector() (abacusai.dataset.Dataset method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.dropout_rate">(abacusai.PersonalizationTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.Dataset.create_version_from_database_connector">create_version_from_database_connector() (abacusai.dataset.Dataset method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.dropout_rate">(abacusai.RegressionTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.Dataset.create_version_from_document_reprocessing">create_version_from_document_reprocessing() (abacusai.dataset.Dataset method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.SentenceBoundaryDetectionTrainingConfig.dropout_rate">(abacusai.SentenceBoundaryDetectionTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.Dataset.create_version_from_file_connector">create_version_from_file_connector() (abacusai.dataset.Dataset method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.SentimentDetectionTrainingConfig.dropout_rate">(abacusai.SentimentDetectionTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.Dataset.create_version_from_upload">create_version_from_upload() (abacusai.dataset.Dataset method)</a>
 </li>
-      </ul></li>
-  </ul></td>
-</tr></table>
-
-<h2 id="E">E</h2>
-<table style="width: 100%" class="indextable genindextable"><tr>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autoapi/abacusai/api_class/document_retriever/index.html#abacusai.api_class.document_retriever.VectorStoreTextEncoder.E5">E5 (abacusai.api_class.document_retriever.VectorStoreTextEncoder attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.create_vision_drift_monitor">create_vision_drift_monitor() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.VectorStoreTextEncoder.E5">(abacusai.api_class.enums.VectorStoreTextEncoder attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.VectorStoreTextEncoder.E5">(abacusai.api_class.VectorStoreTextEncoder attribute)</a>, <a href="autoapi/abacusai/api_class/index.html#id97">[1]</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.create_vision_drift_monitor">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.VectorStoreTextEncoder.E5">(abacusai.VectorStoreTextEncoder attribute)</a>
+        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.create_vision_drift_monitor">(abacusai.project.Project method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/document_retriever/index.html#abacusai.api_class.document_retriever.VectorStoreTextEncoder.E5_SMALL">E5_SMALL (abacusai.api_class.document_retriever.VectorStoreTextEncoder attribute)</a>
+      <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.create_webhook">create_webhook() (abacusai.deployment.Deployment method)</a>
+</li>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionLossFunction.CROSS_ENTROPY">CROSS_ENTROPY (abacusai.api_class.enums.RegressionLossFunction attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.VectorStoreTextEncoder.E5_SMALL">(abacusai.api_class.enums.VectorStoreTextEncoder attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.VectorStoreTextEncoder.E5_SMALL">(abacusai.api_class.VectorStoreTextEncoder attribute)</a>, <a href="autoapi/abacusai/api_class/index.html#id100">[1]</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionLossFunction.CROSS_ENTROPY">(abacusai.api_class.RegressionLossFunction attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.VectorStoreTextEncoder.E5_SMALL">(abacusai.VectorStoreTextEncoder attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionLossFunction.CROSS_ENTROPY">(abacusai.RegressionLossFunction attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ExplainerType.EBM_EXPLAINER">EBM_EXPLAINER (abacusai.api_class.enums.ExplainerType attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FeatureDriftType.CSI">CSI (abacusai.api_class.enums.FeatureDriftType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ExplainerType.EBM_EXPLAINER">(abacusai.api_class.ExplainerType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FeatureDriftType.CSI">(abacusai.api_class.FeatureDriftType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ExplainerType.EBM_EXPLAINER">(abacusai.ExplainerType attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.FeatureDriftType.CSI">(abacusai.FeatureDriftType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Eda">Eda (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FileFormat.CSV">CSV (abacusai.api_class.enums.FileFormat attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/eda/index.html#abacusai.eda.Eda">(class in abacusai.eda)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FileFormat.CSV">(abacusai.api_class.FileFormat attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/eda_chart_description/index.html#abacusai.eda_chart_description.EdaChartDescription">EdaChartDescription (class in abacusai.eda_chart_description)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/forecasting_analysis_graph_data/index.html#abacusai.forecasting_analysis_graph_data.EdaChartDescription">(class in abacusai.forecasting_analysis_graph_data)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.FileFormat.CSV">(abacusai.FileFormat attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.EdaCollinearity">EdaCollinearity (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/api_class/dataset/index.html#abacusai.api_class.dataset.ParsingConfig.csv_delimiter">csv_delimiter (abacusai.api_class.dataset.ParsingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/eda_collinearity/index.html#abacusai.eda_collinearity.EdaCollinearity">(class in abacusai.eda_collinearity)</a>
+        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.GoogleDriveDatasetConfig.csv_delimiter">(abacusai.api_class.dataset_application_connector.GoogleDriveDatasetConfig attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.EdaDataConsistency">EdaDataConsistency (class in abacusai.client)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/eda_data_consistency/index.html#abacusai.eda_data_consistency.EdaDataConsistency">(class in abacusai.eda_data_consistency)</a>
+        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.OneDriveDatasetConfig.csv_delimiter">(abacusai.api_class.dataset_application_connector.OneDriveDatasetConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.SharepointDatasetConfig.csv_delimiter">(abacusai.api_class.dataset_application_connector.SharepointDatasetConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.GoogleDriveDatasetConfig.csv_delimiter">(abacusai.api_class.GoogleDriveDatasetConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.OneDriveDatasetConfig.csv_delimiter">(abacusai.api_class.OneDriveDatasetConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ParsingConfig.csv_delimiter">(abacusai.api_class.ParsingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.SharepointDatasetConfig.csv_delimiter">(abacusai.api_class.SharepointDatasetConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.GoogleDriveDatasetConfig.csv_delimiter">(abacusai.GoogleDriveDatasetConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.OneDriveDatasetConfig.csv_delimiter">(abacusai.OneDriveDatasetConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ParsingConfig.csv_delimiter">(abacusai.ParsingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.SharepointDatasetConfig.csv_delimiter">(abacusai.SharepointDatasetConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.EdaFeatureAssociation">EdaFeatureAssociation (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProblemType.CUMULATIVE_FORECASTING">CUMULATIVE_FORECASTING (abacusai.api_class.enums.ProblemType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/eda_feature_association/index.html#abacusai.eda_feature_association.EdaFeatureAssociation">(class in abacusai.eda_feature_association)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProblemType.CUMULATIVE_FORECASTING">(abacusai.api_class.ProblemType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ProblemType.CUMULATIVE_FORECASTING">(abacusai.ProblemType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.EdaFeatureCollinearity">EdaFeatureCollinearity (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.CumulativeForecastingTrainingConfig.cumulative_prediction_lengths">cumulative_prediction_lengths (abacusai.api_class.CumulativeForecastingTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/eda_feature_collinearity/index.html#abacusai.eda_feature_collinearity.EdaFeatureCollinearity">(class in abacusai.eda_feature_collinearity)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.CumulativeForecastingTrainingConfig.cumulative_prediction_lengths">(abacusai.api_class.model.CumulativeForecastingTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.CumulativeForecastingTrainingConfig.cumulative_prediction_lengths">(abacusai.CumulativeForecastingTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.EdaForecastingAnalysis">EdaForecastingAnalysis (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.CumulativeForecastingPredictionArguments">CumulativeForecastingPredictionArguments (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/eda_forecasting_analysis/index.html#abacusai.eda_forecasting_analysis.EdaForecastingAnalysis">(class in abacusai.eda_forecasting_analysis)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.CumulativeForecastingPredictionArguments">(class in abacusai.api_class)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.CumulativeForecastingPredictionArguments">(class in abacusai.api_class.deployment)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.EdaVersion">EdaVersion (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.CumulativeForecastingTrainingConfig">CumulativeForecastingTrainingConfig (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/eda/index.html#abacusai.eda.EdaVersion">(class in abacusai.eda)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.CumulativeForecastingTrainingConfig">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/eda_version/index.html#abacusai.eda_version.EdaVersion">(class in abacusai.eda_version)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.CumulativeForecastingTrainingConfig">(class in abacusai.api_class.model)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/agent/index.html#abacusai.agent.WorkflowGraph.edges">edges (abacusai.agent.WorkflowGraph attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FillLogic.CUSTOM">CUSTOM (abacusai.api_class.enums.FillLogic attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/agent_version/index.html#abacusai.agent_version.WorkflowGraph.edges">(abacusai.agent_version.WorkflowGraph attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingLossFunction.CUSTOM">(abacusai.api_class.enums.ForecastingLossFunction attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowGraph.edges">(abacusai.api_class.ai_agents.WorkflowGraph attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionLossFunction.CUSTOM">(abacusai.api_class.enums.RegressionLossFunction attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowGraph.edges">(abacusai.api_class.WorkflowGraph attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FillLogic.CUSTOM">(abacusai.api_class.FillLogic attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.WorkflowGraph.edges">(abacusai.client.WorkflowGraph attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingLossFunction.CUSTOM">(abacusai.api_class.ForecastingLossFunction attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.WorkflowGraph.edges">(abacusai.model.WorkflowGraph attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionLossFunction.CUSTOM">(abacusai.api_class.RegressionLossFunction attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.WorkflowGraph.edges">(abacusai.project.WorkflowGraph attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.FillLogic.CUSTOM">(abacusai.FillLogic attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.WorkflowGraph.edges">(abacusai.WorkflowGraph attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingLossFunction.CUSTOM">(abacusai.ForecastingLossFunction attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionLossFunction.CUSTOM">(abacusai.RegressionLossFunction attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.AlertActionType.EMAIL">EMAIL (abacusai.AlertActionType attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProblemType.CUSTOM_ALGORITHM">CUSTOM_ALGORITHM (abacusai.api_class.enums.ProblemType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.AlertActionType.EMAIL">(abacusai.api_class.AlertActionType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProblemType.CUSTOM_ALGORITHM">(abacusai.api_class.ProblemType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.AlertActionType.EMAIL">(abacusai.api_class.enums.AlertActionType attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ProblemType.CUSTOM_ALGORITHM">(abacusai.ProblemType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.EmailActionConfig.email_body">email_body (abacusai.api_class.EmailActionConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.JiraDatasetConfig.custom_fields">custom_fields (abacusai.api_class.dataset_application_connector.JiraDatasetConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.EmailActionConfig.email_body">(abacusai.api_class.monitor_alert.EmailActionConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.JiraDatasetConfig.custom_fields">(abacusai.api_class.JiraDatasetConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.EmailActionConfig.email_body">(abacusai.EmailActionConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.JiraDatasetConfig.custom_fields">(abacusai.JiraDatasetConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.EmailActionConfig.email_recipients">email_recipients (abacusai.api_class.EmailActionConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.custom_loss_functions">custom_loss_functions (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.EmailActionConfig.email_recipients">(abacusai.api_class.monitor_alert.EmailActionConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.custom_loss_functions">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.EmailActionConfig.email_recipients">(abacusai.EmailActionConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.custom_loss_functions">(abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.EmailActionConfig">EmailActionConfig (class in abacusai)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.EmailActionConfig">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.custom_loss_functions">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.EmailActionConfig">(class in abacusai.api_class.monitor_alert)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.custom_loss_functions">(abacusai.ForecastingTrainingConfig attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/embedding_feature_drift_distribution/index.html#abacusai.embedding_feature_drift_distribution.EmbeddingFeatureDriftDistribution">EmbeddingFeatureDriftDistribution (class in abacusai.embedding_feature_drift_distribution)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/monitor_drift_and_distributions/index.html#abacusai.monitor_drift_and_distributions.EmbeddingFeatureDriftDistribution">(class in abacusai.monitor_drift_and_distributions)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.custom_loss_functions">(abacusai.RegressionTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.SentimentType.EMOTION">EMOTION (abacusai.api_class.enums.SentimentType attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.custom_metrics">custom_metrics (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.SentimentType.EMOTION">(abacusai.api_class.SentimentType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.custom_metrics">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.SentimentType.EMOTION">(abacusai.SentimentType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.custom_metrics">(abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.custom_metrics">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.custom_metrics">(abacusai.ForecastingTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.custom_metrics">(abacusai.RegressionTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.TimeseriesAnomalyUseHeuristic.ENABLE">ENABLE (abacusai.api_class.enums.TimeseriesAnomalyUseHeuristic attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProblemType.CUSTOM_TRAINED_MODEL">CUSTOM_TRAINED_MODEL (abacusai.api_class.enums.ProblemType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeseriesAnomalyUseHeuristic.ENABLE">(abacusai.api_class.TimeseriesAnomalyUseHeuristic attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProblemType.CUSTOM_TRAINED_MODEL">(abacusai.api_class.ProblemType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.TimeseriesAnomalyUseHeuristic.ENABLE">(abacusai.TimeseriesAnomalyUseHeuristic attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ProblemType.CUSTOM_TRAINED_MODEL">(abacusai.ProblemType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.AIAgentTrainingConfig.enable_binary_input">enable_binary_input (abacusai.AIAgentTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.CustomAlgorithmTrainingConfig">CustomAlgorithmTrainingConfig (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.AIAgentTrainingConfig.enable_binary_input">(abacusai.api_class.AIAgentTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.CustomAlgorithmTrainingConfig">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.AIAgentTrainingConfig.enable_binary_input">(abacusai.api_class.model.AIAgentTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.CustomAlgorithmTrainingConfig">(class in abacusai.api_class.model)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.enable_clustering">enable_clustering (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/custom_loss_function/index.html#abacusai.custom_loss_function.CustomLossFunction">CustomLossFunction (class in abacusai.custom_loss_function)</a>
+</li>
+      <li><a href="autoapi/abacusai/custom_metric/index.html#abacusai.custom_metric.CustomMetric">CustomMetric (class in abacusai.custom_metric)</a>
+</li>
+      <li><a href="autoapi/abacusai/custom_metric_version/index.html#abacusai.custom_metric_version.CustomMetricVersion">CustomMetricVersion (class in abacusai.custom_metric_version)</a>
+</li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.CustomTrainedModelTrainingConfig">CustomTrainedModelTrainingConfig (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.enable_clustering">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.CustomTrainedModelTrainingConfig">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.enable_clustering">(abacusai.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.CustomTrainedModelTrainingConfig">(class in abacusai.api_class.model)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMTrainingConfig.enable_code_execution">enable_code_execution (abacusai.api_class.ChatLLMTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/custom_train_function_info/index.html#abacusai.custom_train_function_info.CustomTrainFunctionInfo">CustomTrainFunctionInfo (class in abacusai.custom_train_function_info)</a>
+</li>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingObjective.CV">CV (abacusai.api_class.enums.ForecastingObjective attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ChatLLMTrainingConfig.enable_code_execution">(abacusai.api_class.model.ChatLLMTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingObjective.CV">(abacusai.api_class.ForecastingObjective attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMTrainingConfig.enable_code_execution">(abacusai.ChatLLMTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingObjective.CV">(abacusai.ForecastingObjective attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.enable_cold_start">enable_cold_start (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
+  </ul></td>
+</tr></table>
+
+<h2 id="D">D</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingFrequency.DAILY">DAILY (abacusai.api_class.enums.ForecastingFrequency attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.enable_cold_start">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingFrequency.DAILY">(abacusai.api_class.ForecastingFrequency attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.enable_cold_start">(abacusai.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingFrequency.DAILY">(abacusai.ForecastingFrequency attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.enable_feature_selection">enable_feature_selection (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DatabaseConnectorExportConfig.data_columns">data_columns (abacusai.api_class.DatabaseConnectorExportConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.enable_feature_selection">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/refresh/index.html#abacusai.api_class.refresh.DatabaseConnectorExportConfig.data_columns">(abacusai.api_class.refresh.DatabaseConnectorExportConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.enable_feature_selection">(abacusai.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.DatabaseConnectorExportConfig.data_columns">(abacusai.DatabaseConnectorExportConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMTrainingConfig.enable_llm_rewrite">enable_llm_rewrite (abacusai.api_class.ChatLLMTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMTrainingConfig.data_feature_group_ids">data_feature_group_ids (abacusai.api_class.ChatLLMTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ChatLLMTrainingConfig.enable_llm_rewrite">(abacusai.api_class.model.ChatLLMTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ChatLLMTrainingConfig.data_feature_group_ids">(abacusai.api_class.model.ChatLLMTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMTrainingConfig.enable_llm_rewrite">(abacusai.ChatLLMTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMTrainingConfig.data_feature_group_ids">(abacusai.ChatLLMTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.enable_multiple_backtests">enable_multiple_backtests (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DataIntegrityViolationConditionConfig.data_integrity_type">data_integrity_type (abacusai.api_class.DataIntegrityViolationConditionConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.enable_multiple_backtests">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.DataIntegrityViolationConditionConfig.data_integrity_type">(abacusai.api_class.monitor_alert.DataIntegrityViolationConditionConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.enable_multiple_backtests">(abacusai.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.DataIntegrityViolationConditionConfig.data_integrity_type">(abacusai.DataIntegrityViolationConditionConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.enable_padding">enable_padding (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.MonitorAlertType.DATA_INTEGRITY_VIOLATIONS">DATA_INTEGRITY_VIOLATIONS (abacusai.api_class.enums.MonitorAlertType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.enable_padding">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MonitorAlertType.DATA_INTEGRITY_VIOLATIONS">(abacusai.api_class.MonitorAlertType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.enable_padding">(abacusai.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.MonitorAlertType.DATA_INTEGRITY_VIOLATIONS">(abacusai.MonitorAlertType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMTrainingConfig.enable_web_search">enable_web_search (abacusai.api_class.ChatLLMTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMTrainingConfig.data_prompt_context">data_prompt_context (abacusai.api_class.ChatLLMTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ChatLLMTrainingConfig.enable_web_search">(abacusai.api_class.model.ChatLLMTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ChatLLMTrainingConfig.data_prompt_context">(abacusai.api_class.model.ChatLLMTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMTrainingConfig.enable_web_search">(abacusai.ChatLLMTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMTrainingConfig.data_prompt_context">(abacusai.ChatLLMTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingMonitorConfig.end_time">end_time (abacusai.api_class.ForecastingMonitorConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.data_split_feature_group_table_name">data_split_feature_group_table_name (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.ForecastingMonitorConfig.end_time">(abacusai.api_class.monitor.ForecastingMonitorConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.data_split_feature_group_table_name">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.MonitorFilteringConfig.end_time">(abacusai.api_class.monitor.MonitorFilteringConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.data_split_feature_group_table_name">(abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.RestrictFeatureMappings.end_time">(abacusai.api_class.monitor.RestrictFeatureMappings attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.data_split_feature_group_table_name">(abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MonitorFilteringConfig.end_time">(abacusai.api_class.MonitorFilteringConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.data_split_feature_group_table_name">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RestrictFeatureMappings.end_time">(abacusai.api_class.RestrictFeatureMappings attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.data_split_feature_group_table_name">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ForecastingMonitorConfig.end_time">(abacusai.client.ForecastingMonitorConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.data_split_feature_group_table_name">(abacusai.ForecastingTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingMonitorConfig.end_time">(abacusai.ForecastingMonitorConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.data_split_feature_group_table_name">(abacusai.PersonalizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.MonitorFilteringConfig.end_time">(abacusai.MonitorFilteringConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.data_split_feature_group_table_name">(abacusai.RegressionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.ForecastingMonitorConfig.end_time">(abacusai.project.ForecastingMonitorConfig attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ConnectorType.DATABASE">DATABASE (abacusai.api_class.ConnectorType attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ConnectorType.DATABASE">(abacusai.api_class.enums.ConnectorType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RestrictFeatureMappings.end_time">(abacusai.RestrictFeatureMappings attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ConnectorType.DATABASE">(abacusai.ConnectorType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.GoogleAnalyticsDatasetConfig.end_timestamp">end_timestamp (abacusai.api_class.dataset_application_connector.GoogleAnalyticsDatasetConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMTrainingConfig.database_connector_id">database_connector_id (abacusai.api_class.ChatLLMTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.TimeseriesAnomalyPredictionArguments.end_timestamp">(abacusai.api_class.deployment.TimeseriesAnomalyPredictionArguments attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DatabaseConnectorExportConfig.database_connector_id">(abacusai.api_class.DatabaseConnectorExportConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.GoogleAnalyticsDatasetConfig.end_timestamp">(abacusai.api_class.GoogleAnalyticsDatasetConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ChatLLMTrainingConfig.database_connector_id">(abacusai.api_class.model.ChatLLMTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeseriesAnomalyPredictionArguments.end_timestamp">(abacusai.api_class.TimeseriesAnomalyPredictionArguments attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/refresh/index.html#abacusai.api_class.refresh.DatabaseConnectorExportConfig.database_connector_id">(abacusai.api_class.refresh.DatabaseConnectorExportConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.GoogleAnalyticsDatasetConfig.end_timestamp">(abacusai.GoogleAnalyticsDatasetConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMTrainingConfig.database_connector_id">(abacusai.ChatLLMTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.TimeseriesAnomalyPredictionArguments.end_timestamp">(abacusai.TimeseriesAnomalyPredictionArguments attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.DatabaseConnectorExportConfig.database_connector_id">(abacusai.DatabaseConnectorExportConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ConstraintConfig.enforcement">enforcement (abacusai.api_class.ConstraintConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMTrainingConfig.database_connector_tables">database_connector_tables (abacusai.api_class.ChatLLMTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.ConstraintConfig.enforcement">(abacusai.api_class.project.ConstraintConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ChatLLMTrainingConfig.database_connector_tables">(abacusai.api_class.model.ChatLLMTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ConstraintConfig.enforcement">(abacusai.ConstraintConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMTrainingConfig.database_connector_tables">(abacusai.ChatLLMTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.NamedEntityExtractionTrainingConfig.enhanced_ocr">enhanced_ocr (abacusai.api_class.model.NamedEntityExtractionTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/database_column_feature_mapping/index.html#abacusai.database_column_feature_mapping.DatabaseColumnFeatureMapping">DatabaseColumnFeatureMapping (class in abacusai.database_column_feature_mapping)</a>
+</li>
+      <li><a href="autoapi/abacusai/database_connector/index.html#abacusai.database_connector.DatabaseConnector">DatabaseConnector (class in abacusai.database_connector)</a>
+</li>
+      <li><a href="autoapi/abacusai/database_connector_column/index.html#abacusai.database_connector_column.DatabaseConnectorColumn">DatabaseConnectorColumn (class in abacusai.database_connector_column)</a>
+</li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.DatabaseConnectorExportConfig">DatabaseConnectorExportConfig (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NamedEntityExtractionTrainingConfig.enhanced_ocr">(abacusai.api_class.NamedEntityExtractionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DatabaseConnectorExportConfig">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.NamedEntityExtractionTrainingConfig.enhanced_ocr">(abacusai.NamedEntityExtractionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/refresh/index.html#abacusai.api_class.refresh.DatabaseConnectorExportConfig">(class in abacusai.api_class.refresh)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BiasType.EQUAL_OPPORTUNITY">EQUAL_OPPORTUNITY (abacusai.api_class.BiasType attribute)</a>
+      <li><a href="autoapi/abacusai/database_connector_schema/index.html#abacusai.database_connector_schema.DatabaseConnectorSchema">DatabaseConnectorSchema (class in abacusai.database_connector_schema)</a>
+</li>
+      <li><a href="autoapi/abacusai/data_consistency_duplication/index.html#abacusai.data_consistency_duplication.DataConsistencyDuplication">DataConsistencyDuplication (class in abacusai.data_consistency_duplication)</a>
+</li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.DataIntegrityViolationConditionConfig">DataIntegrityViolationConditionConfig (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.BiasType.EQUAL_OPPORTUNITY">(abacusai.api_class.enums.BiasType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DataIntegrityViolationConditionConfig">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.BiasType.EQUAL_OPPORTUNITY">(abacusai.BiasType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.DataIntegrityViolationConditionConfig">(class in abacusai.api_class.monitor_alert)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/dataset/index.html#abacusai.api_class.dataset.ParsingConfig.escape">escape (abacusai.api_class.dataset.ParsingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.DataIntegrityViolationType">DataIntegrityViolationType (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ParsingConfig.escape">(abacusai.api_class.ParsingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DataIntegrityViolationType">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ParsingConfig.escape">(abacusai.client.ParsingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.DataIntegrityViolationType">(class in abacusai.api_class.enums)</a>
 </li>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.ParsingConfig.escape">(abacusai.dataset.ParsingConfig attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/data_metrics/index.html#abacusai.data_metrics.DataMetrics">DataMetrics (class in abacusai.data_metrics)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ParsingConfig.escape">(abacusai.ParsingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DataNotFoundError">DataNotFoundError</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.EvalArtifactType">EvalArtifactType (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/data_prep_logs/index.html#abacusai.data_prep_logs.DataPrepLogs">DataPrepLogs (class in abacusai.data_prep_logs)</a>
+</li>
+      <li><a href="autoapi/abacusai/data_quality_results/index.html#abacusai.data_quality_results.DataQualityResults">DataQualityResults (class in abacusai.data_quality_results)</a>
+</li>
+      <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.Dataset">Dataset (class in abacusai.dataset)</a>
+</li>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionArgumentType.DATASET_ID">DATASET_ID (abacusai.api_class.enums.PythonFunctionArgumentType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.EvalArtifactType">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionOutputArgumentType.DATASET_ID">(abacusai.api_class.enums.PythonFunctionOutputArgumentType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.EvalArtifactType">(class in abacusai.api_class.enums)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionArgumentType.DATASET_ID">(abacusai.api_class.PythonFunctionArgumentType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.EvalArtifactType">(class in abacusai.client)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionOutputArgumentType.DATASET_ID">(abacusai.api_class.PythonFunctionOutputArgumentType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/model_version/index.html#abacusai.model_version.EvalArtifactType">(class in abacusai.model_version)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionArgumentType.DATASET_ID">(abacusai.PythonFunctionArgumentType attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.evaluate_prompt">evaluate_prompt() (abacusai.ApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.evaluate_prompt">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionOutputArgumentType.DATASET_ID">(abacusai.PythonFunctionOutputArgumentType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProblemType.EVENT_ANOMALY">EVENT_ANOMALY (abacusai.api_class.enums.ProblemType attribute)</a>
+      <li><a href="autoapi/abacusai/dataset_column/index.html#abacusai.dataset_column.DatasetColumn">DatasetColumn (class in abacusai.dataset_column)</a>
+</li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.DatasetConfig">DatasetConfig (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProblemType.EVENT_ANOMALY">(abacusai.api_class.ProblemType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DatasetConfig">(class in abacusai.api_class)</a>, <a href="autoapi/abacusai/api_class/index.html#id61">[1]</a>, <a href="autoapi/abacusai/api_class/index.html#id68">[2]</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ProblemType.EVENT_ANOMALY">(abacusai.ProblemType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/dataset/index.html#abacusai.api_class.dataset.DatasetConfig">(class in abacusai.api_class.dataset)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.EventAnomalyTrainingConfig">EventAnomalyTrainingConfig (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.DatasetDocumentProcessingConfig">DatasetDocumentProcessingConfig (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.EventAnomalyTrainingConfig">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DatasetDocumentProcessingConfig">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.EventAnomalyTrainingConfig">(class in abacusai.api_class.model)</a>
+        <li><a href="autoapi/abacusai/api_class/dataset/index.html#abacusai.api_class.dataset.DatasetDocumentProcessingConfig">(class in abacusai.api_class.dataset)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.FieldDescriptor.example_extraction">example_extraction (abacusai.api_class.ai_agents.FieldDescriptor attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FieldDescriptor.example_extraction">(abacusai.api_class.FieldDescriptor attribute)</a>
+      <li><a href="autoapi/abacusai/dataset_version/index.html#abacusai.dataset_version.DatasetVersion">DatasetVersion (class in abacusai.dataset_version)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.FieldDescriptor.example_extraction">(abacusai.FieldDescriptor attribute)</a>
+      <li><a href="autoapi/abacusai/dataset_version_logs/index.html#abacusai.dataset_version_logs.DatasetVersionLogs">DatasetVersionLogs (class in abacusai.dataset_version_logs)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.execute_agent">execute_agent() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.DataType">DataType (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.execute_agent">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.execute_agent">(abacusai.prediction_client.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DataType">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.execute_agent">(abacusai.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.DataType">(class in abacusai.api_class.enums)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.execute_agent_with_binary_data">execute_agent_with_binary_data() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/data_upload_result/index.html#abacusai.data_upload_result.DataUploadResult">DataUploadResult (class in abacusai.data_upload_result)</a>
+</li>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DataType.DATE">DATE (abacusai.api_class.DataType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.execute_agent_with_binary_data">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.DataType.DATE">(abacusai.api_class.enums.DataType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.execute_agent_with_binary_data">(abacusai.prediction_client.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FieldDescriptorType.DATE">(abacusai.api_class.enums.FieldDescriptorType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.execute_agent_with_binary_data">(abacusai.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FieldDescriptorType.DATE">(abacusai.api_class.FieldDescriptorType attribute)</a>
 </li>
-      </ul></li>
-  </ul></td>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.execute_async_feature_group_operation">execute_async_feature_group_operation() (abacusai.ApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.execute_async_feature_group_operation">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.DataType.DATE">(abacusai.DataType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.FieldDescriptorType.DATE">(abacusai.FieldDescriptorType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.execute_conversation_agent">execute_conversation_agent() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DataType.DATETIME">DATETIME (abacusai.api_class.DataType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.execute_conversation_agent">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.DataType.DATETIME">(abacusai.api_class.enums.DataType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.execute_conversation_agent">(abacusai.prediction_client.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FieldDescriptorType.DATETIME">(abacusai.api_class.enums.FieldDescriptorType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.execute_conversation_agent">(abacusai.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FieldDescriptorType.DATETIME">(abacusai.api_class.FieldDescriptorType attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.execute_data_query_using_llm">execute_data_query_using_llm() (abacusai.ApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.execute_data_query_using_llm">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.DataType.DATETIME">(abacusai.DataType attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.execute_feature_group_sql">execute_feature_group_sql() (abacusai.ApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.execute_feature_group_sql">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.FieldDescriptorType.DATETIME">(abacusai.FieldDescriptorType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ExecuteFeatureGroupOperation">ExecuteFeatureGroupOperation (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.datetime_holiday_calendars">datetime_holiday_calendars (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/execute_feature_group_operation/index.html#abacusai.execute_feature_group_operation.ExecuteFeatureGroupOperation">(class in abacusai.execute_feature_group_operation)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.datetime_holiday_calendars">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/llm_execution_result/index.html#abacusai.llm_execution_result.ExecuteFeatureGroupOperation">(class in abacusai.llm_execution_result)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.datetime_holiday_calendars">(abacusai.ForecastingTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PersonalizationTrainingMode.EXPERIMENTAL">EXPERIMENTAL (abacusai.api_class.enums.PersonalizationTrainingMode attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.AgentInterface.DEFAULT">DEFAULT (abacusai.AgentInterface attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingMode.EXPERIMENTAL">(abacusai.api_class.PersonalizationTrainingMode attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.AgentInterface.DEFAULT">(abacusai.api_class.AgentInterface attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingMode.EXPERIMENTAL">(abacusai.PersonalizationTrainingMode attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.AgentInterface.DEFAULT">(abacusai.api_class.enums.AgentInterface attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.experimentation_mode">experimentation_mode (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.experimentation_mode">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.OcrMode.DEFAULT">(abacusai.api_class.enums.OcrMode attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.experimentation_mode">(abacusai.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.OcrMode.DEFAULT">(abacusai.api_class.OcrMode attribute)</a>, <a href="autoapi/abacusai/api_class/index.html#id110">[1]</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.OcrMode.DEFAULT">(abacusai.OcrMode attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ExperimentationMode">ExperimentationMode (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DEFAULT_SERVER">DEFAULT_SERVER (in module abacusai.client)</a>
+</li>
+      <li><a href="autoapi/abacusai/api_key/index.html#abacusai.api_key.ApiKey.delete">delete() (abacusai.api_key.ApiKey method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ExperimentationMode">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/application_connector/index.html#abacusai.application_connector.ApplicationConnector.delete">(abacusai.application_connector.ApplicationConnector method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ExperimentationMode">(class in abacusai.api_class.enums)</a>
+        <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPrediction.delete">(abacusai.batch_prediction.BatchPrediction method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.ForecastingBatchPredictionArgs.explain_predictions">explain_predictions (abacusai.api_class.batch_prediction.ForecastingBatchPredictionArgs attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.explain_predictions">(abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs attribute)</a>
+        <li><a href="autoapi/abacusai/database_connector/index.html#abacusai.database_connector.DatabaseConnector.delete">(abacusai.database_connector.DatabaseConnector method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.CumulativeForecastingPredictionArguments.explain_predictions">(abacusai.api_class.CumulativeForecastingPredictionArguments attribute)</a>
+        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.Dataset.delete">(abacusai.dataset.Dataset method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.CumulativeForecastingPredictionArguments.explain_predictions">(abacusai.api_class.deployment.CumulativeForecastingPredictionArguments attribute)</a>
+        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.delete">(abacusai.deployment.Deployment method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.ForecastingPredictionArguments.explain_predictions">(abacusai.api_class.deployment.ForecastingPredictionArguments attribute)</a>
+        <li><a href="autoapi/abacusai/deployment_conversation/index.html#abacusai.deployment_conversation.DeploymentConversation.delete">(abacusai.deployment_conversation.DeploymentConversation method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.RegressionPredictionArguments.explain_predictions">(abacusai.api_class.deployment.RegressionPredictionArguments attribute)</a>
+        <li><a href="autoapi/abacusai/eda/index.html#abacusai.eda.Eda.delete">(abacusai.eda.Eda method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingBatchPredictionArgs.explain_predictions">(abacusai.api_class.ForecastingBatchPredictionArgs attribute)</a>
+        <li><a href="autoapi/abacusai/eda_version/index.html#abacusai.eda_version.EdaVersion.delete">(abacusai.eda_version.EdaVersion method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingPredictionArguments.explain_predictions">(abacusai.api_class.ForecastingPredictionArguments attribute)</a>
+        <li><a href="autoapi/abacusai/external_application/index.html#abacusai.external_application.ExternalApplication.delete">(abacusai.external_application.ExternalApplication method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PredictiveModelingBatchPredictionArgs.explain_predictions">(abacusai.api_class.PredictiveModelingBatchPredictionArgs attribute)</a>
+        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.delete">(abacusai.feature_group.FeatureGroup method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionPredictionArguments.explain_predictions">(abacusai.api_class.RegressionPredictionArguments attribute)</a>
+        <li><a href="autoapi/abacusai/feature_group_template/index.html#abacusai.feature_group_template.FeatureGroupTemplate.delete">(abacusai.feature_group_template.FeatureGroupTemplate method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.CumulativeForecastingPredictionArguments.explain_predictions">(abacusai.CumulativeForecastingPredictionArguments attribute)</a>
+        <li><a href="autoapi/abacusai/graph_dashboard/index.html#abacusai.graph_dashboard.GraphDashboard.delete">(abacusai.graph_dashboard.GraphDashboard method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingBatchPredictionArgs.explain_predictions">(abacusai.ForecastingBatchPredictionArgs attribute)</a>
+        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.Model.delete">(abacusai.model.Model method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingPredictionArguments.explain_predictions">(abacusai.ForecastingPredictionArguments attribute)</a>
+        <li><a href="autoapi/abacusai/model_monitor/index.html#abacusai.model_monitor.ModelMonitor.delete">(abacusai.model_monitor.ModelMonitor method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictiveModelingBatchPredictionArgs.explain_predictions">(abacusai.PredictiveModelingBatchPredictionArgs attribute)</a>
+        <li><a href="autoapi/abacusai/model_monitor_version/index.html#abacusai.model_monitor_version.ModelMonitorVersion.delete">(abacusai.model_monitor_version.ModelMonitorVersion method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionPredictionArguments.explain_predictions">(abacusai.RegressionPredictionArguments attribute)</a>
+        <li><a href="autoapi/abacusai/model_version/index.html#abacusai.model_version.ModelVersion.delete">(abacusai.model_version.ModelVersion method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.explainer_type">explainer_type (abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.CumulativeForecastingPredictionArguments.explainer_type">(abacusai.api_class.CumulativeForecastingPredictionArguments attribute)</a>
+        <li><a href="autoapi/abacusai/monitor_alert/index.html#abacusai.monitor_alert.MonitorAlert.delete">(abacusai.monitor_alert.MonitorAlert method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.CumulativeForecastingPredictionArguments.explainer_type">(abacusai.api_class.deployment.CumulativeForecastingPredictionArguments attribute)</a>
+        <li><a href="autoapi/abacusai/organization_group/index.html#abacusai.organization_group.OrganizationGroup.delete">(abacusai.organization_group.OrganizationGroup method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.ForecastingPredictionArguments.explainer_type">(abacusai.api_class.deployment.ForecastingPredictionArguments attribute)</a>
+        <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.Pipeline.delete">(abacusai.pipeline.Pipeline method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.RegressionPredictionArguments.explainer_type">(abacusai.api_class.deployment.RegressionPredictionArguments attribute)</a>
+        <li><a href="autoapi/abacusai/pipeline_step/index.html#abacusai.pipeline_step.PipelineStep.delete">(abacusai.pipeline_step.PipelineStep method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingPredictionArguments.explainer_type">(abacusai.api_class.ForecastingPredictionArguments attribute)</a>
+        <li><a href="autoapi/abacusai/prediction_operator/index.html#abacusai.prediction_operator.PredictionOperator.delete">(abacusai.prediction_operator.PredictionOperator method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PredictiveModelingBatchPredictionArgs.explainer_type">(abacusai.api_class.PredictiveModelingBatchPredictionArgs attribute)</a>
+        <li><a href="autoapi/abacusai/prediction_operator_version/index.html#abacusai.prediction_operator_version.PredictionOperatorVersion.delete">(abacusai.prediction_operator_version.PredictionOperatorVersion method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionPredictionArguments.explainer_type">(abacusai.api_class.RegressionPredictionArguments attribute)</a>
+        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.delete">(abacusai.project.Project method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.CumulativeForecastingPredictionArguments.explainer_type">(abacusai.CumulativeForecastingPredictionArguments attribute)</a>
+        <li><a href="autoapi/abacusai/realtime_monitor/index.html#abacusai.realtime_monitor.RealtimeMonitor.delete">(abacusai.realtime_monitor.RealtimeMonitor method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingPredictionArguments.explainer_type">(abacusai.ForecastingPredictionArguments attribute)</a>
+        <li><a href="autoapi/abacusai/refresh_policy/index.html#abacusai.refresh_policy.RefreshPolicy.delete">(abacusai.refresh_policy.RefreshPolicy method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictiveModelingBatchPredictionArgs.explainer_type">(abacusai.PredictiveModelingBatchPredictionArgs attribute)</a>
+        <li><a href="autoapi/abacusai/streaming_connector/index.html#abacusai.streaming_connector.StreamingConnector.delete">(abacusai.streaming_connector.StreamingConnector method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionPredictionArguments.explainer_type">(abacusai.RegressionPredictionArguments attribute)</a>
+        <li><a href="autoapi/abacusai/webhook/index.html#abacusai.webhook.Webhook.delete">(abacusai.webhook.Webhook method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ExplainerType">ExplainerType (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_algorithm">delete_algorithm() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ExplainerType">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ExplainerType">(class in abacusai.api_class.enums)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_algorithm">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.explanation_filter_label">explanation_filter_label (abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_api_key">delete_api_key() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PredictiveModelingBatchPredictionArgs.explanation_filter_label">(abacusai.api_class.PredictiveModelingBatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictiveModelingBatchPredictionArgs.explanation_filter_label">(abacusai.PredictiveModelingBatchPredictionArgs attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_api_key">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.explanation_filter_lower_bound">explanation_filter_lower_bound (abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_app_user_group">delete_app_user_group() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PredictiveModelingBatchPredictionArgs.explanation_filter_lower_bound">(abacusai.api_class.PredictiveModelingBatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictiveModelingBatchPredictionArgs.explanation_filter_lower_bound">(abacusai.PredictiveModelingBatchPredictionArgs attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_app_user_group">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.explanation_filter_upper_bound">explanation_filter_upper_bound (abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_application_connector">delete_application_connector() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PredictiveModelingBatchPredictionArgs.explanation_filter_upper_bound">(abacusai.api_class.PredictiveModelingBatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictiveModelingBatchPredictionArgs.explanation_filter_upper_bound">(abacusai.PredictiveModelingBatchPredictionArgs attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_application_connector">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.explicit_time_split">explicit_time_split (abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_batch_prediction">delete_batch_prediction() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.explicit_time_split">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.explicit_time_split">(abacusai.PersonalizationTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_batch_prediction">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.SentenceBoundaryDetectionBatchPredictionArgs.explode_output">explode_output (abacusai.api_class.batch_prediction.SentenceBoundaryDetectionBatchPredictionArgs attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_chat_message">delete_chat_message() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.SentenceBoundaryDetectionBatchPredictionArgs.explode_output">(abacusai.api_class.SentenceBoundaryDetectionBatchPredictionArgs attribute)</a>
+        <li><a href="autoapi/abacusai/chat_session/index.html#abacusai.chat_session.ChatSession.delete_chat_message">(abacusai.chat_session.ChatSession method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.SentenceBoundaryDetectionBatchPredictionArgs.explode_output">(abacusai.SentenceBoundaryDetectionBatchPredictionArgs attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_chat_message">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/chat_session/index.html#abacusai.chat_session.ChatSession.export">export() (abacusai.chat_session.ChatSession method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_custom_loss_function">delete_custom_loss_function() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ChatSession.export">(abacusai.client.ChatSession method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DeploymentConversation.export">(abacusai.client.DeploymentConversation method)</a>
-</li>
-        <li><a href="autoapi/abacusai/deployment_conversation/index.html#abacusai.deployment_conversation.DeploymentConversation.export">(abacusai.deployment_conversation.DeploymentConversation method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_custom_loss_function">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.export_chat_session">export_chat_session() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_custom_metric">delete_custom_metric() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.export_chat_session">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_custom_metric">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelVersion.export_custom">export_custom() (abacusai.client.ModelVersion method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_data">delete_data() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.ModelVersion.export_custom">(abacusai.model.ModelVersion method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_data">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/model_version/index.html#abacusai.model_version.ModelVersion.export_custom">(abacusai.model_version.ModelVersion method)</a>
+        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.delete_data">(abacusai.feature_group.FeatureGroup method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.export_custom_model_version">export_custom_model_version() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_database_connector">delete_database_connector() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.export_custom_model_version">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_database_connector">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.export_deployment_conversation">export_deployment_conversation() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_dataset">delete_dataset() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.export_deployment_conversation">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_dataset">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.export_feature_group_version_to_console">export_feature_group_version_to_console() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_deployment">delete_deployment() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.export_feature_group_version_to_console">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_deployment">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.export_feature_group_version_to_database_connector">export_feature_group_version_to_database_connector() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_deployment_conversation">delete_deployment_conversation() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.export_feature_group_version_to_database_connector">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_deployment_conversation">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.export_feature_group_version_to_file_connector">export_feature_group_version_to_file_connector() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_deployment_token">delete_deployment_token() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.export_feature_group_version_to_file_connector">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_deployment_token">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FileConnectorExportConfig.export_file_format">export_file_format (abacusai.api_class.FileConnectorExportConfig attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_document_retriever">delete_document_retriever() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/refresh/index.html#abacusai.api_class.refresh.FileConnectorExportConfig.export_file_format">(abacusai.api_class.refresh.FileConnectorExportConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.FileConnectorExportConfig.export_file_format">(abacusai.FileConnectorExportConfig attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_document_retriever">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.export_model_artifact_as_feature_group">export_model_artifact_as_feature_group() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_eda">delete_eda() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.export_model_artifact_as_feature_group">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelVersion.export_model_artifact_as_feature_group">(abacusai.client.ModelVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.ModelVersion.export_model_artifact_as_feature_group">(abacusai.model.ModelVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model_version/index.html#abacusai.model_version.ModelVersion.export_model_artifact_as_feature_group">(abacusai.model_version.ModelVersion method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_eda">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroupVersion.export_to_console">export_to_console() (abacusai.client.FeatureGroupVersion method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_eda_version">delete_eda_version() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroupVersion.export_to_console">(abacusai.feature_group.FeatureGroupVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group_version/index.html#abacusai.feature_group_version.FeatureGroupVersion.export_to_console">(abacusai.feature_group_version.FeatureGroupVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroupVersion.export_to_console">(abacusai.organization_search_result.FeatureGroupVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroupVersion.export_to_console">(abacusai.project_feature_group.FeatureGroupVersion method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_eda_version">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroupVersion.export_to_database_connector">export_to_database_connector() (abacusai.client.FeatureGroupVersion method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_external_application">delete_external_application() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroupVersion.export_to_database_connector">(abacusai.feature_group.FeatureGroupVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group_version/index.html#abacusai.feature_group_version.FeatureGroupVersion.export_to_database_connector">(abacusai.feature_group_version.FeatureGroupVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroupVersion.export_to_database_connector">(abacusai.organization_search_result.FeatureGroupVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroupVersion.export_to_database_connector">(abacusai.project_feature_group.FeatureGroupVersion method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_external_application">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroupVersion.export_to_file_connector">export_to_file_connector() (abacusai.client.FeatureGroupVersion method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_feature">delete_feature() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroupVersion.export_to_file_connector">(abacusai.feature_group.FeatureGroupVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group_version/index.html#abacusai.feature_group_version.FeatureGroupVersion.export_to_file_connector">(abacusai.feature_group_version.FeatureGroupVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroupVersion.export_to_file_connector">(abacusai.organization_search_result.FeatureGroupVersion method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_feature">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroupVersion.export_to_file_connector">(abacusai.project_feature_group.FeatureGroupVersion method)</a>
+        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.delete_feature">(abacusai.feature_group.FeatureGroup method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ExternalApplication">ExternalApplication (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_feature_group">delete_feature_group() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/external_application/index.html#abacusai.external_application.ExternalApplication">(class in abacusai.external_application)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_feature_group">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ExternalInvite">ExternalInvite (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_feature_group_template">delete_feature_group_template() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/external_invite/index.html#abacusai.external_invite.ExternalInvite">(class in abacusai.external_invite)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_feature_group_template">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ConfluenceDatasetConfig.extract_bounding_boxes">extract_bounding_boxes (abacusai.api_class.ConfluenceDatasetConfig attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_file_connector">delete_file_connector() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/dataset/index.html#abacusai.api_class.dataset.DocumentProcessingConfig.extract_bounding_boxes">(abacusai.api_class.dataset.DocumentProcessingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.ConfluenceDatasetConfig.extract_bounding_boxes">(abacusai.api_class.dataset_application_connector.ConfluenceDatasetConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.GoogleDriveDatasetConfig.extract_bounding_boxes">(abacusai.api_class.dataset_application_connector.GoogleDriveDatasetConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.OneDriveDatasetConfig.extract_bounding_boxes">(abacusai.api_class.dataset_application_connector.OneDriveDatasetConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.SharepointDatasetConfig.extract_bounding_boxes">(abacusai.api_class.dataset_application_connector.SharepointDatasetConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DocumentProcessingConfig.extract_bounding_boxes">(abacusai.api_class.DocumentProcessingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.GoogleDriveDatasetConfig.extract_bounding_boxes">(abacusai.api_class.GoogleDriveDatasetConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.OneDriveDatasetConfig.extract_bounding_boxes">(abacusai.api_class.OneDriveDatasetConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.SharepointDatasetConfig.extract_bounding_boxes">(abacusai.api_class.SharepointDatasetConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DocumentProcessingConfig.extract_bounding_boxes">(abacusai.client.DocumentProcessingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ConfluenceDatasetConfig.extract_bounding_boxes">(abacusai.ConfluenceDatasetConfig attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_file_connector">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.DocumentProcessingConfig.extract_bounding_boxes">(abacusai.dataset.DocumentProcessingConfig attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_graph_dashboard">delete_graph_dashboard() (abacusai.ApiClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_graph_dashboard">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.DocumentProcessingConfig.extract_bounding_boxes">(abacusai.DocumentProcessingConfig attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_graph_from_dashboard">delete_graph_from_dashboard() (abacusai.ApiClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_graph_from_dashboard">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.GoogleDriveDatasetConfig.extract_bounding_boxes">(abacusai.GoogleDriveDatasetConfig attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_item_embeddings">delete_item_embeddings() (abacusai.ApiClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_item_embeddings">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.OneDriveDatasetConfig.extract_bounding_boxes">(abacusai.OneDriveDatasetConfig attribute)</a>
+        <li><a href="autoapi/abacusai/streaming_client/index.html#abacusai.streaming_client.StreamingClient.delete_item_embeddings">(abacusai.streaming_client.StreamingClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.SharepointDatasetConfig.extract_bounding_boxes">(abacusai.SharepointDatasetConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.StreamingClient.delete_item_embeddings">(abacusai.StreamingClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.extract_data_using_llm">extract_data_using_llm() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_model">delete_model() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.extract_data_using_llm">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_model">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.extract_document_data">extract_document_data() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_model_monitor">delete_model_monitor() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.extract_document_data">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_model_monitor">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.DocstoreUtils.EXTRACTED_TEXT">EXTRACTED_TEXT (abacusai.api_client_utils.DocstoreUtils attribute)</a>
-</li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ExtractedFields">ExtractedFields (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_model_monitor_version">delete_model_monitor_version() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/extracted_fields/index.html#abacusai.extracted_fields.ExtractedFields">(class in abacusai.extracted_fields)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_model_monitor_version">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-  </ul></td>
-</tr></table>
-
-<h2 id="F">F</h2>
-<table style="width: 100%" class="indextable genindextable"><tr>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionObjective.F1_SCORE">F1_SCORE (abacusai.api_class.enums.RegressionObjective attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_model_version">delete_model_version() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionObjective.F1_SCORE">(abacusai.api_class.RegressionObjective attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionObjective.F1_SCORE">(abacusai.RegressionObjective attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_model_version">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FailedDependencyError">FailedDependencyError</a>
-</li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Feature">Feature (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_module">delete_module() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/feature/index.html#abacusai.feature.Feature">(class in abacusai.feature)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.Feature">(class in abacusai.feature_group)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group_version/index.html#abacusai.feature_group_version.Feature">(class in abacusai.feature_group_version)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.Feature">(class in abacusai.project_feature_group)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_module">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.MonitorAlertType.FEATURE_DRIFT">FEATURE_DRIFT (abacusai.api_class.enums.MonitorAlertType attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_monitor_alert">delete_monitor_alert() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MonitorAlertType.FEATURE_DRIFT">(abacusai.api_class.MonitorAlertType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.MonitorAlertType.FEATURE_DRIFT">(abacusai.MonitorAlertType attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_monitor_alert">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FeatureDriftConditionConfig.feature_drift_type">feature_drift_type (abacusai.api_class.FeatureDriftConditionConfig attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_nested_feature">delete_nested_feature() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.HistoryLengthDriftConditionConfig.feature_drift_type">(abacusai.api_class.HistoryLengthDriftConditionConfig attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_nested_feature">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.FeatureDriftConditionConfig.feature_drift_type">(abacusai.api_class.monitor_alert.FeatureDriftConditionConfig attribute)</a>
+        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.delete_nested_feature">(abacusai.feature_group.FeatureGroup method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.HistoryLengthDriftConditionConfig.feature_drift_type">(abacusai.api_class.monitor_alert.HistoryLengthDriftConditionConfig attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_organization_group">delete_organization_group() (abacusai.ApiClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_organization_group">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.TargetDriftConditionConfig.feature_drift_type">(abacusai.api_class.monitor_alert.TargetDriftConditionConfig attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_organization_secret">delete_organization_secret() (abacusai.ApiClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_organization_secret">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TargetDriftConditionConfig.feature_drift_type">(abacusai.api_class.TargetDriftConditionConfig attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_pipeline">delete_pipeline() (abacusai.ApiClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_pipeline">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.FeatureDriftConditionConfig.feature_drift_type">(abacusai.FeatureDriftConditionConfig attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_pipeline_step">delete_pipeline_step() (abacusai.ApiClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_pipeline_step">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.HistoryLengthDriftConditionConfig.feature_drift_type">(abacusai.HistoryLengthDriftConditionConfig attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_point_in_time_group">delete_point_in_time_group() (abacusai.ApiClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_point_in_time_group">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.TargetDriftConditionConfig.feature_drift_type">(abacusai.TargetDriftConditionConfig attribute)</a>
+        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.delete_point_in_time_group">(abacusai.feature_group.FeatureGroup method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionArgumentType.FEATURE_GROUP">FEATURE_GROUP (abacusai.api_class.enums.PythonFunctionArgumentType attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_prediction_operator">delete_prediction_operator() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionType.FEATURE_GROUP">(abacusai.api_class.enums.PythonFunctionType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionArgumentType.FEATURE_GROUP">(abacusai.api_class.PythonFunctionArgumentType attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_prediction_operator">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionType.FEATURE_GROUP">(abacusai.api_class.PythonFunctionType attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_prediction_operator_version">delete_prediction_operator_version() (abacusai.ApiClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_prediction_operator_version">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PythonFunctionType.FEATURE_GROUP">(abacusai.client.PythonFunctionType attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_project">delete_project() (abacusai.ApiClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_project">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionArgumentType.FEATURE_GROUP">(abacusai.PythonFunctionArgumentType attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_python_function">delete_python_function() (abacusai.ApiClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_python_function">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionType.FEATURE_GROUP">(abacusai.PythonFunctionType attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_realtime_monitor">delete_realtime_monitor() (abacusai.ApiClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_realtime_monitor">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionArgumentType.FEATURE_GROUP_ID">FEATURE_GROUP_ID (abacusai.api_class.enums.PythonFunctionArgumentType attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_refresh_policy">delete_refresh_policy() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionOutputArgumentType.FEATURE_GROUP_ID">(abacusai.api_class.enums.PythonFunctionOutputArgumentType attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_refresh_policy">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.ProjectFeatureGroupTypeMappingsConfig.feature_group_id">feature_group_id (abacusai.api_class.project.ProjectFeatureGroupTypeMappingsConfig attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_scoped_cache_key">delete_scoped_cache_key() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProjectFeatureGroupTypeMappingsConfig.feature_group_id">(abacusai.api_class.ProjectFeatureGroupTypeMappingsConfig attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_scoped_cache_key">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionArgumentType.FEATURE_GROUP_ID">FEATURE_GROUP_ID (abacusai.api_class.PythonFunctionArgumentType attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_streaming_connector">delete_streaming_connector() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionOutputArgumentType.FEATURE_GROUP_ID">(abacusai.api_class.PythonFunctionOutputArgumentType attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_streaming_connector">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ProjectFeatureGroupTypeMappingsConfig.feature_group_id">feature_group_id (abacusai.ProjectFeatureGroupTypeMappingsConfig attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_streaming_token">delete_streaming_token() (abacusai.ApiClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_streaming_token">(abacusai.client.ApiClient method)</a>
 </li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionArgumentType.FEATURE_GROUP_ID">FEATURE_GROUP_ID (abacusai.PythonFunctionArgumentType attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.delete_webhook">delete_webhook() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionOutputArgumentType.FEATURE_GROUP_ID">(abacusai.PythonFunctionOutputArgumentType attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.delete_webhook">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.ProjectFeatureGroupTypeMappingsConfig.feature_group_type">feature_group_type (abacusai.api_class.project.ProjectFeatureGroupTypeMappingsConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BiasType.DEMOGRAPHIC_PARITY">DEMOGRAPHIC_PARITY (abacusai.api_class.BiasType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProjectFeatureGroupTypeMappingsConfig.feature_group_type">(abacusai.api_class.ProjectFeatureGroupTypeMappingsConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.BiasType.DEMOGRAPHIC_PARITY">(abacusai.api_class.enums.BiasType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ProjectFeatureGroupTypeMappingsConfig.feature_group_type">(abacusai.ProjectFeatureGroupTypeMappingsConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.BiasType.DEMOGRAPHIC_PARITY">(abacusai.BiasType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FeatureMappingConfig.feature_mapping">feature_mapping (abacusai.api_class.FeatureMappingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/prediction_operator/index.html#abacusai.prediction_operator.PredictionOperator.deploy">deploy() (abacusai.prediction_operator.PredictionOperator method)</a>
+</li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.deploy_prediction_operator">deploy_prediction_operator() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.FeatureMappingConfig.feature_mapping">(abacusai.api_class.project.FeatureMappingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.FeatureMappingConfig.feature_mapping">(abacusai.FeatureMappingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.deploy_prediction_operator">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.ProjectFeatureGroupTypeMappingsConfig.feature_mappings">feature_mappings (abacusai.api_class.project.ProjectFeatureGroupTypeMappingsConfig attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.DeployableAlgorithm">DeployableAlgorithm (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProjectFeatureGroupTypeMappingsConfig.feature_mappings">(abacusai.api_class.ProjectFeatureGroupTypeMappingsConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DeployableAlgorithm">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ProjectFeatureGroupTypeMappingsConfig.feature_mappings">(abacusai.ProjectFeatureGroupTypeMappingsConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.DeployableAlgorithm">(class in abacusai.api_class.model)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.TimeWindowMergeConfig.feature_name">feature_name (abacusai.api_class.feature_group.TimeWindowMergeConfig attribute)</a>
+      <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment">Deployment (class in abacusai.deployment)</a>
+</li>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionArgumentType.DEPLOYMENT_ID">DEPLOYMENT_ID (abacusai.api_class.enums.PythonFunctionArgumentType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FeatureMappingConfig.feature_name">(abacusai.api_class.FeatureMappingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionOutputArgumentType.DEPLOYMENT_ID">(abacusai.api_class.enums.PythonFunctionOutputArgumentType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.RestrictFeatureMappings.feature_name">(abacusai.api_class.monitor.RestrictFeatureMappings attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionArgumentType.DEPLOYMENT_ID">(abacusai.api_class.PythonFunctionArgumentType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.FeatureMappingConfig.feature_name">(abacusai.api_class.project.FeatureMappingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionOutputArgumentType.DEPLOYMENT_ID">(abacusai.api_class.PythonFunctionOutputArgumentType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RestrictFeatureMappings.feature_name">(abacusai.api_class.RestrictFeatureMappings attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionArgumentType.DEPLOYMENT_ID">(abacusai.PythonFunctionArgumentType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeWindowMergeConfig.feature_name">(abacusai.api_class.TimeWindowMergeConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionOutputArgumentType.DEPLOYMENT_ID">(abacusai.PythonFunctionOutputArgumentType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.FeatureMappingConfig.feature_name">(abacusai.FeatureMappingConfig attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/deployment_auth_token/index.html#abacusai.deployment_auth_token.DeploymentAuthToken">DeploymentAuthToken (class in abacusai.deployment_auth_token)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RestrictFeatureMappings.feature_name">(abacusai.RestrictFeatureMappings attribute)</a>
+      <li><a href="autoapi/abacusai/deployment_conversation/index.html#abacusai.deployment_conversation.DeploymentConversation">DeploymentConversation (class in abacusai.deployment_conversation)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.TimeWindowMergeConfig.feature_name">(abacusai.TimeWindowMergeConfig attribute)</a>
+      <li><a href="autoapi/abacusai/deployment_conversation_event/index.html#abacusai.deployment_conversation_event.DeploymentConversationEvent">DeploymentConversationEvent (class in abacusai.deployment_conversation_event)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FeatureDriftConditionConfig.feature_names">feature_names (abacusai.api_class.FeatureDriftConditionConfig attribute)</a>
+      <li><a href="autoapi/abacusai/deployment_conversation_export/index.html#abacusai.deployment_conversation_export.DeploymentConversationExport">DeploymentConversationExport (class in abacusai.deployment_conversation_export)</a>
+</li>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.CrawlerTransformConfig.depth_column">depth_column (abacusai.api_class.CrawlerTransformConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.FeatureDriftConditionConfig.feature_names">(abacusai.api_class.monitor_alert.FeatureDriftConditionConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.CrawlerTransformConfig.depth_column">(abacusai.api_class.feature_group.CrawlerTransformConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.FeatureDriftConditionConfig.feature_names">(abacusai.FeatureDriftConditionConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.CrawlerTransformConfig.depth_column">(abacusai.CrawlerTransformConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.feature_selection_intensity">feature_selection_intensity (abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/agent/index.html#abacusai.agent.Agent.describe">describe() (abacusai.agent.Agent method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.feature_selection_intensity">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/agent_version/index.html#abacusai.agent_version.AgentVersion.describe">(abacusai.agent_version.AgentVersion method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.feature_selection_intensity">(abacusai.RegressionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPrediction.describe">(abacusai.batch_prediction.BatchPrediction method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProblemType.FEATURE_STORE">FEATURE_STORE (abacusai.api_class.enums.ProblemType attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProblemType.FEATURE_STORE">(abacusai.api_class.ProblemType attribute)</a>
+        <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.BatchPredictionVersion.describe">(abacusai.batch_prediction_version.BatchPredictionVersion method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ProblemType.FEATURE_STORE">(abacusai.ProblemType attribute)</a>
+        <li><a href="autoapi/abacusai/custom_metric_version/index.html#abacusai.custom_metric_version.CustomMetricVersion.describe">(abacusai.custom_metric_version.CustomMetricVersion method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureDistribution">FeatureDistribution (class in abacusai.client)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/drift_distribution/index.html#abacusai.drift_distribution.FeatureDistribution">(class in abacusai.drift_distribution)</a>
+        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.Dataset.describe">(abacusai.dataset.Dataset method)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_distribution/index.html#abacusai.feature_distribution.FeatureDistribution">(class in abacusai.feature_distribution)</a>
+        <li><a href="autoapi/abacusai/dataset_version/index.html#abacusai.dataset_version.DatasetVersion.describe">(abacusai.dataset_version.DatasetVersion method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.FeatureDriftConditionConfig">FeatureDriftConditionConfig (class in abacusai)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FeatureDriftConditionConfig">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.describe">(abacusai.deployment.Deployment method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.FeatureDriftConditionConfig">(class in abacusai.api_class.monitor_alert)</a>
+        <li><a href="autoapi/abacusai/document_retriever/index.html#abacusai.document_retriever.DocumentRetriever.describe">(abacusai.document_retriever.DocumentRetriever method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/feature_drift_record/index.html#abacusai.feature_drift_record.FeatureDriftRecord">FeatureDriftRecord (class in abacusai.feature_drift_record)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/forecasting_monitor_summary/index.html#abacusai.forecasting_monitor_summary.FeatureDriftRecord">(class in abacusai.forecasting_monitor_summary)</a>
+        <li><a href="autoapi/abacusai/document_retriever_version/index.html#abacusai.document_retriever_version.DocumentRetrieverVersion.describe">(abacusai.document_retriever_version.DocumentRetrieverVersion method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/feature_drift_summary/index.html#abacusai.feature_drift_summary.FeatureDriftSummary">FeatureDriftSummary (class in abacusai.feature_drift_summary)</a>
+        <li><a href="autoapi/abacusai/eda/index.html#abacusai.eda.Eda.describe">(abacusai.eda.Eda method)</a>
 </li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.FeatureDriftType">FeatureDriftType (class in abacusai)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FeatureDriftType">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/eda_version/index.html#abacusai.eda_version.EdaVersion.describe">(abacusai.eda_version.EdaVersion method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FeatureDriftType">(class in abacusai.api_class.enums)</a>
+        <li><a href="autoapi/abacusai/execute_feature_group_operation/index.html#abacusai.execute_feature_group_operation.ExecuteFeatureGroupOperation.describe">(abacusai.execute_feature_group_operation.ExecuteFeatureGroupOperation method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup">FeatureGroup (class in abacusai.client)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup">(class in abacusai.feature_group)</a>
+        <li><a href="autoapi/abacusai/external_application/index.html#abacusai.external_application.ExternalApplication.describe">(abacusai.external_application.ExternalApplication method)</a>
 </li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup">(class in abacusai.organization_search_result)</a>
+        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.describe">(abacusai.feature_group.FeatureGroup method)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup">(class in abacusai.project_feature_group)</a>
+        <li><a href="autoapi/abacusai/feature_group_export/index.html#abacusai.feature_group_export.FeatureGroupExport.describe">(abacusai.feature_group_export.FeatureGroupExport method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/feature_group_document/index.html#abacusai.feature_group_document.FeatureGroupDocument">FeatureGroupDocument (class in abacusai.feature_group_document)</a>
+        <li><a href="autoapi/abacusai/feature_group_template/index.html#abacusai.feature_group_template.FeatureGroupTemplate.describe">(abacusai.feature_group_template.FeatureGroupTemplate method)</a>
 </li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroupExport">FeatureGroupExport (class in abacusai.client)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/feature_group_export/index.html#abacusai.feature_group_export.FeatureGroupExport">(class in abacusai.feature_group_export)</a>
+        <li><a href="autoapi/abacusai/feature_group_version/index.html#abacusai.feature_group_version.FeatureGroupVersion.describe">(abacusai.feature_group_version.FeatureGroupVersion method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.FeatureGroupExportConfig">FeatureGroupExportConfig (class in abacusai)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FeatureGroupExportConfig">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/graph_dashboard/index.html#abacusai.graph_dashboard.GraphDashboard.describe">(abacusai.graph_dashboard.GraphDashboard method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/refresh/index.html#abacusai.api_class.refresh.FeatureGroupExportConfig">(class in abacusai.api_class.refresh)</a>
+        <li><a href="autoapi/abacusai/holdout_analysis/index.html#abacusai.holdout_analysis.HoldoutAnalysis.describe">(abacusai.holdout_analysis.HoldoutAnalysis method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroupExportConfig">(class in abacusai.client)</a>
+        <li><a href="autoapi/abacusai/holdout_analysis_version/index.html#abacusai.holdout_analysis_version.HoldoutAnalysisVersion.describe">(abacusai.holdout_analysis_version.HoldoutAnalysisVersion method)</a>
 </li>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.FeatureGroupExportConfig">(class in abacusai.deployment)</a>
+        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.Model.describe">(abacusai.model.Model method)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group_export_config/index.html#abacusai.feature_group_export_config.FeatureGroupExportConfig">(class in abacusai.feature_group_export_config)</a>
+        <li><a href="autoapi/abacusai/model_artifacts_export/index.html#abacusai.model_artifacts_export.ModelArtifactsExport.describe">(abacusai.model_artifacts_export.ModelArtifactsExport method)</a>
 </li>
-        <li><a href="autoapi/abacusai/refresh_policy/index.html#abacusai.refresh_policy.FeatureGroupExportConfig">(class in abacusai.refresh_policy)</a>
+        <li><a href="autoapi/abacusai/model_monitor/index.html#abacusai.model_monitor.ModelMonitor.describe">(abacusai.model_monitor.ModelMonitor method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroupExportDownloadUrl">FeatureGroupExportDownloadUrl (class in abacusai.client)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/feature_group_export_download_url/index.html#abacusai.feature_group_export_download_url.FeatureGroupExportDownloadUrl">(class in abacusai.feature_group_export_download_url)</a>
+        <li><a href="autoapi/abacusai/model_monitor_version/index.html#abacusai.model_monitor_version.ModelMonitorVersion.describe">(abacusai.model_monitor_version.ModelMonitorVersion method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/feature_group_lineage/index.html#abacusai.feature_group_lineage.FeatureGroupLineage">FeatureGroupLineage (class in abacusai.feature_group_lineage)</a>
+        <li><a href="autoapi/abacusai/model_version/index.html#abacusai.model_version.ModelVersion.describe">(abacusai.model_version.ModelVersion method)</a>
 </li>
-      <li><a href="autoapi/abacusai/feature_group_refresh_export_config/index.html#abacusai.feature_group_refresh_export_config.FeatureGroupRefreshExportConfig">FeatureGroupRefreshExportConfig (class in abacusai.feature_group_refresh_export_config)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/refresh_policy/index.html#abacusai.refresh_policy.FeatureGroupRefreshExportConfig">(class in abacusai.refresh_policy)</a>
+        <li><a href="autoapi/abacusai/monitor_alert/index.html#abacusai.monitor_alert.MonitorAlert.describe">(abacusai.monitor_alert.MonitorAlert method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroupRow">FeatureGroupRow (class in abacusai.client)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/feature_group_row/index.html#abacusai.feature_group_row.FeatureGroupRow">(class in abacusai.feature_group_row)</a>
+        <li><a href="autoapi/abacusai/monitor_alert_version/index.html#abacusai.monitor_alert_version.MonitorAlertVersion.describe">(abacusai.monitor_alert_version.MonitorAlertVersion method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroupRowProcess">FeatureGroupRowProcess (class in abacusai.client)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/feature_group_row_process/index.html#abacusai.feature_group_row_process.FeatureGroupRowProcess">(class in abacusai.feature_group_row_process)</a>
+        <li><a href="autoapi/abacusai/organization_group/index.html#abacusai.organization_group.OrganizationGroup.describe">(abacusai.organization_group.OrganizationGroup method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroupRowProcessLogs">FeatureGroupRowProcessLogs (class in abacusai.client)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/feature_group_row_process_logs/index.html#abacusai.feature_group_row_process_logs.FeatureGroupRowProcessLogs">(class in abacusai.feature_group_row_process_logs)</a>
+        <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.Pipeline.describe">(abacusai.pipeline.Pipeline method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroupRowProcessSummary">FeatureGroupRowProcessSummary (class in abacusai.client)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/feature_group_row_process_summary/index.html#abacusai.feature_group_row_process_summary.FeatureGroupRowProcessSummary">(class in abacusai.feature_group_row_process_summary)</a>
+        <li><a href="autoapi/abacusai/pipeline_step/index.html#abacusai.pipeline_step.PipelineStep.describe">(abacusai.pipeline_step.PipelineStep method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroupTemplate">FeatureGroupTemplate (class in abacusai.client)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroupTemplate">(class in abacusai.feature_group)</a>
+        <li><a href="autoapi/abacusai/pipeline_step_version/index.html#abacusai.pipeline_step_version.PipelineStepVersion.describe">(abacusai.pipeline_step_version.PipelineStepVersion method)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group_template/index.html#abacusai.feature_group_template.FeatureGroupTemplate">(class in abacusai.feature_group_template)</a>
+        <li><a href="autoapi/abacusai/pipeline_version/index.html#abacusai.pipeline_version.PipelineVersion.describe">(abacusai.pipeline_version.PipelineVersion method)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroupTemplate">(class in abacusai.project_feature_group)</a>
+        <li><a href="autoapi/abacusai/prediction_operator/index.html#abacusai.prediction_operator.PredictionOperator.describe">(abacusai.prediction_operator.PredictionOperator method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/feature_group_template_variable_options/index.html#abacusai.feature_group_template_variable_options.FeatureGroupTemplateVariableOptions">FeatureGroupTemplateVariableOptions (class in abacusai.feature_group_template_variable_options)</a>
+        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.describe">(abacusai.project.Project method)</a>
 </li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroupVersion">FeatureGroupVersion (class in abacusai.client)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroupVersion">(class in abacusai.feature_group)</a>
+        <li><a href="autoapi/abacusai/realtime_monitor/index.html#abacusai.realtime_monitor.RealtimeMonitor.describe">(abacusai.realtime_monitor.RealtimeMonitor method)</a>
+</li>
+        <li><a href="autoapi/abacusai/refresh_pipeline_run/index.html#abacusai.refresh_pipeline_run.RefreshPipelineRun.describe">(abacusai.refresh_pipeline_run.RefreshPipelineRun method)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group_version/index.html#abacusai.feature_group_version.FeatureGroupVersion">(class in abacusai.feature_group_version)</a>
+        <li><a href="autoapi/abacusai/refresh_policy/index.html#abacusai.refresh_policy.RefreshPolicy.describe">(abacusai.refresh_policy.RefreshPolicy method)</a>
 </li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroupVersion">(class in abacusai.organization_search_result)</a>
+        <li><a href="autoapi/abacusai/upload/index.html#abacusai.upload.Upload.describe">(abacusai.upload.Upload method)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroupVersion">(class in abacusai.project_feature_group)</a>
+        <li><a href="autoapi/abacusai/webhook/index.html#abacusai.webhook.Webhook.describe">(abacusai.webhook.Webhook method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroupVersionLogs">FeatureGroupVersionLogs (class in abacusai.client)</a>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_agent">describe_agent() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/feature_group_version_logs/index.html#abacusai.feature_group_version_logs.FeatureGroupVersionLogs">(class in abacusai.feature_group_version_logs)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_agent">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureImportance">FeatureImportance (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_agent_version">describe_agent_version() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/feature_importance/index.html#abacusai.feature_importance.FeatureImportance">(class in abacusai.feature_importance)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_agent_version">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/feature_mapping/index.html#abacusai.feature_mapping.FeatureMapping">FeatureMapping (class in abacusai.feature_mapping)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_algorithm">describe_algorithm() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/inferred_feature_mappings/index.html#abacusai.inferred_feature_mappings.FeatureMapping">(class in abacusai.inferred_feature_mappings)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_algorithm">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.FeatureMappingConfig">FeatureMappingConfig (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.describe_annotation">describe_annotation() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FeatureMappingConfig">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.describe_annotation">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.FeatureMappingConfig">(class in abacusai.api_class.project)</a>
+        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.describe_annotation">(abacusai.feature_group.FeatureGroup method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/feature_performance_analysis/index.html#abacusai.feature_performance_analysis.FeaturePerformanceAnalysis">FeaturePerformanceAnalysis (class in abacusai.feature_performance_analysis)</a>
-</li>
-      <li><a href="autoapi/abacusai/feature_record/index.html#abacusai.feature_record.FeatureRecord">FeatureRecord (class in abacusai.feature_record)</a>
-</li>
-      <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.features_considered_constant_for_explanations">features_considered_constant_for_explanations (abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.describe_async_feature_group_operation">describe_async_feature_group_operation() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PredictiveModelingBatchPredictionArgs.features_considered_constant_for_explanations">(abacusai.api_class.PredictiveModelingBatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictiveModelingBatchPredictionArgs.features_considered_constant_for_explanations">(abacusai.PredictiveModelingBatchPredictionArgs attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.describe_async_feature_group_operation">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.FeatureStorePredictionArguments">FeatureStorePredictionArguments (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_batch_prediction">describe_batch_prediction() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FeatureStorePredictionArguments">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.FeatureStorePredictionArguments">(class in abacusai.api_class.deployment)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_batch_prediction">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.FieldDescriptor.field">field (abacusai.api_class.ai_agents.FieldDescriptor attribute)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_batch_prediction_version">describe_batch_prediction_version() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FieldDescriptor.field">(abacusai.api_class.FieldDescriptor attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.FieldDescriptor.field">(abacusai.FieldDescriptor attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_batch_prediction_version">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.FieldDescriptor">FieldDescriptor (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_custom_loss_function">describe_custom_loss_function() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FieldDescriptor">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.FieldDescriptor">(class in abacusai.api_class.ai_agents)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_custom_loss_function">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.FieldDescriptorType">FieldDescriptorType (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_custom_metric">describe_custom_metric() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FieldDescriptorType">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_custom_metric">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FieldDescriptorType">(class in abacusai.api_class.enums)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_custom_metric_version">describe_custom_metric_version() (abacusai.client.ReadOnlyClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_custom_metric_version">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ConnectorType.FILE">FILE (abacusai.api_class.ConnectorType attribute)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_dataset">describe_dataset() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ConnectorType.FILE">(abacusai.api_class.enums.ConnectorType attribute)</a>
+        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.describe_dataset">(abacusai.feature_group.FeatureGroup method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ConnectorType.FILE">(abacusai.ConnectorType attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_dataset">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/dataset/index.html#abacusai.api_class.dataset.ParsingConfig.file_path_with_schema">file_path_with_schema (abacusai.api_class.dataset.ParsingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_dataset_version">describe_dataset_version() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ParsingConfig.file_path_with_schema">(abacusai.api_class.ParsingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ParsingConfig.file_path_with_schema">(abacusai.client.ParsingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_dataset_version">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.ParsingConfig.file_path_with_schema">(abacusai.dataset.ParsingConfig attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_deployment">describe_deployment() (abacusai.client.ReadOnlyClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_deployment">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ParsingConfig.file_path_with_schema">(abacusai.ParsingConfig attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_document_retriever">describe_document_retriever() (abacusai.client.ReadOnlyClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_document_retriever">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FileConnector">FileConnector (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_document_retriever_by_name">describe_document_retriever_by_name() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/file_connector/index.html#abacusai.file_connector.FileConnector">(class in abacusai.file_connector)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_document_retriever_by_name">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.FileConnectorExportConfig">FileConnectorExportConfig (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_document_retriever_version">describe_document_retriever_version() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FileConnectorExportConfig">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/refresh/index.html#abacusai.api_class.refresh.FileConnectorExportConfig">(class in abacusai.api_class.refresh)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_document_retriever_version">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FileConnectorInstructions">FileConnectorInstructions (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_eda">describe_eda() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/file_connector_instructions/index.html#abacusai.file_connector_instructions.FileConnectorInstructions">(class in abacusai.file_connector_instructions)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_eda">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FileConnectorVerification">FileConnectorVerification (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_eda_version">describe_eda_version() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/file_connector_verification/index.html#abacusai.file_connector_verification.FileConnectorVerification">(class in abacusai.file_connector_verification)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_eda_version">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.FileFormat">FileFormat (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_external_application">describe_external_application() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FileFormat">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FileFormat">(class in abacusai.api_class.enums)</a>
-</li>
-        <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.FileFormat">(class in abacusai.batch_prediction_version)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_external_application">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/blob_input/index.html#abacusai.api_class.blob_input.BlobInput.filename">filename (abacusai.api_class.blob_input.BlobInput attribute)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_feature_group">describe_feature_group() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BlobInput.filename">(abacusai.api_class.BlobInput attribute)</a>
+        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.Dataset.describe_feature_group">(abacusai.dataset.Dataset method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.BlobInput.filename">(abacusai.BlobInput attribute)</a>
+        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.describe_feature_group">(abacusai.project.Project method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BlobInput.filename">(abacusai.client.BlobInput attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_feature_group">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.PretrainedModelsBatchPredictionArgs.files_output_location_prefix">files_output_location_prefix (abacusai.api_class.batch_prediction.PretrainedModelsBatchPredictionArgs attribute)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_feature_group_by_table_name">describe_feature_group_by_table_name() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PretrainedModelsBatchPredictionArgs.files_output_location_prefix">(abacusai.api_class.PretrainedModelsBatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PretrainedModelsBatchPredictionArgs.files_output_location_prefix">(abacusai.PretrainedModelsBatchPredictionArgs attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_feature_group_by_table_name">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.fill_missing_values">fill_missing_values (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_feature_group_export">describe_feature_group_export() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.fill_missing_values">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.TimeseriesAnomalyTrainingConfig.fill_missing_values">(abacusai.api_class.model.TimeseriesAnomalyTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeseriesAnomalyTrainingConfig.fill_missing_values">(abacusai.api_class.TimeseriesAnomalyTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.fill_missing_values">(abacusai.ForecastingTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.TimeseriesAnomalyTrainingConfig.fill_missing_values">(abacusai.TimeseriesAnomalyTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_feature_group_export">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.FillLogic">FillLogic (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.describe_feature_group_row_process_by_key">describe_feature_group_row_process_by_key() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FillLogic">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.describe_feature_group_row_process_by_key">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FillLogic">(class in abacusai.api_class.enums)</a>
+        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.describe_feature_group_row_process_by_key">(abacusai.deployment.Deployment method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMTrainingConfig.filter_columns">filter_columns (abacusai.api_class.ChatLLMTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_feature_group_template">describe_feature_group_template() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ChatLLMTrainingConfig.filter_columns">(abacusai.api_class.model.ChatLLMTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMTrainingConfig.filter_columns">(abacusai.ChatLLMTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_feature_group_template">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.filter_history">filter_history (abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_feature_group_version">describe_feature_group_version() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.filter_history">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.filter_history">(abacusai.PersonalizationTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_feature_group_version">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.filter_items">filter_items (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_graph_dashboard">describe_graph_dashboard() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.filter_items">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.filter_items">(abacusai.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_graph_dashboard">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProblemType.FINETUNED_LLM">FINETUNED_LLM (abacusai.api_class.enums.ProblemType attribute)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_graph_for_dashboard">describe_graph_for_dashboard() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProblemType.FINETUNED_LLM">(abacusai.api_class.ProblemType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ProblemType.FINETUNED_LLM">(abacusai.ProblemType attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_graph_for_dashboard">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/finetuned_pretrained_model/index.html#abacusai.finetuned_pretrained_model.FinetunedPretrainedModel">FinetunedPretrainedModel (class in abacusai.finetuned_pretrained_model)</a>
-</li>
-      <li><a href="autoapi/abacusai/api_class/abstract/index.html#abacusai.api_class.abstract.FIRST_CAP_RE">FIRST_CAP_RE (in module abacusai.api_class.abstract)</a>
-</li>
-      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.DocstoreUtils.FIRST_PAGE">FIRST_PAGE (abacusai.api_client_utils.DocstoreUtils attribute)</a>
-</li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DataType.FLOAT">FLOAT (abacusai.api_class.DataType attribute)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_holdout_analysis">describe_holdout_analysis() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.DataType.FLOAT">(abacusai.api_class.enums.DataType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FieldDescriptorType.FLOAT">(abacusai.api_class.enums.FieldDescriptorType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionArgumentType.FLOAT">(abacusai.api_class.enums.PythonFunctionArgumentType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionOutputArgumentType.FLOAT">(abacusai.api_class.enums.PythonFunctionOutputArgumentType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.WorkflowNodeOutputType.FLOAT">(abacusai.api_class.enums.WorkflowNodeOutputType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FieldDescriptorType.FLOAT">(abacusai.api_class.FieldDescriptorType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionArgumentType.FLOAT">(abacusai.api_class.PythonFunctionArgumentType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionOutputArgumentType.FLOAT">(abacusai.api_class.PythonFunctionOutputArgumentType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowNodeOutputType.FLOAT">(abacusai.api_class.WorkflowNodeOutputType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DataType.FLOAT">(abacusai.client.DataType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.DataType.FLOAT">(abacusai.dataset.DataType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.DataType.FLOAT">(abacusai.DataType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.FieldDescriptorType.FLOAT">(abacusai.FieldDescriptorType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionArgumentType.FLOAT">(abacusai.PythonFunctionArgumentType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionOutputArgumentType.FLOAT">(abacusai.PythonFunctionOutputArgumentType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.WorkflowNodeOutputType.FLOAT">(abacusai.WorkflowNodeOutputType attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_holdout_analysis">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-  </ul></td>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionLossFunction.FOCAL_CROSS_ENTROPY">FOCAL_CROSS_ENTROPY (abacusai.api_class.enums.RegressionLossFunction attribute)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_holdout_analysis_version">describe_holdout_analysis_version() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionLossFunction.FOCAL_CROSS_ENTROPY">(abacusai.api_class.RegressionLossFunction attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionLossFunction.FOCAL_CROSS_ENTROPY">(abacusai.RegressionLossFunction attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_holdout_analysis_version">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.ChatLLMBatchPredictionArgs.for_eval">for_eval (abacusai.api_class.batch_prediction.ChatLLMBatchPredictionArgs attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.describe_image">describe_image() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.ForecastingBatchPredictionArgs.for_eval">(abacusai.api_class.batch_prediction.ForecastingBatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.NamedEntityExtractionBatchPredictionArgs.for_eval">(abacusai.api_class.batch_prediction.NamedEntityExtractionBatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.PersonalizationBatchPredictionArgs.for_eval">(abacusai.api_class.batch_prediction.PersonalizationBatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.for_eval">(abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.PretrainedModelsBatchPredictionArgs.for_eval">(abacusai.api_class.batch_prediction.PretrainedModelsBatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.SentenceBoundaryDetectionBatchPredictionArgs.for_eval">(abacusai.api_class.batch_prediction.SentenceBoundaryDetectionBatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.ThemeAnalysisBatchPredictionArgs.for_eval">(abacusai.api_class.batch_prediction.ThemeAnalysisBatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.TrainablePlugAndPlayBatchPredictionArgs.for_eval">(abacusai.api_class.batch_prediction.TrainablePlugAndPlayBatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMBatchPredictionArgs.for_eval">(abacusai.api_class.ChatLLMBatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingBatchPredictionArgs.for_eval">(abacusai.api_class.ForecastingBatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NamedEntityExtractionBatchPredictionArgs.for_eval">(abacusai.api_class.NamedEntityExtractionBatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationBatchPredictionArgs.for_eval">(abacusai.api_class.PersonalizationBatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PredictiveModelingBatchPredictionArgs.for_eval">(abacusai.api_class.PredictiveModelingBatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PretrainedModelsBatchPredictionArgs.for_eval">(abacusai.api_class.PretrainedModelsBatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.SentenceBoundaryDetectionBatchPredictionArgs.for_eval">(abacusai.api_class.SentenceBoundaryDetectionBatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ThemeAnalysisBatchPredictionArgs.for_eval">(abacusai.api_class.ThemeAnalysisBatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TrainablePlugAndPlayBatchPredictionArgs.for_eval">(abacusai.api_class.TrainablePlugAndPlayBatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMBatchPredictionArgs.for_eval">(abacusai.ChatLLMBatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingBatchPredictionArgs.for_eval">(abacusai.ForecastingBatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.NamedEntityExtractionBatchPredictionArgs.for_eval">(abacusai.NamedEntityExtractionBatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationBatchPredictionArgs.for_eval">(abacusai.PersonalizationBatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictiveModelingBatchPredictionArgs.for_eval">(abacusai.PredictiveModelingBatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PretrainedModelsBatchPredictionArgs.for_eval">(abacusai.PretrainedModelsBatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.SentenceBoundaryDetectionBatchPredictionArgs.for_eval">(abacusai.SentenceBoundaryDetectionBatchPredictionArgs attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.describe_image">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ThemeAnalysisBatchPredictionArgs.for_eval">(abacusai.ThemeAnalysisBatchPredictionArgs attribute)</a>
+        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.describe_image">(abacusai.prediction_client.PredictionClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.TrainablePlugAndPlayBatchPredictionArgs.for_eval">(abacusai.TrainablePlugAndPlayBatchPredictionArgs attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.describe_image">(abacusai.PredictionClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.force_prediction_length">force_prediction_length (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_model">describe_model() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.force_prediction_length">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.force_prediction_length">(abacusai.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_model">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.OptimizationPredictionArguments.forced_assignments">forced_assignments (abacusai.api_class.deployment.OptimizationPredictionArguments attribute)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_model_artifacts_export">describe_model_artifacts_export() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.OptimizationPredictionArguments.forced_assignments">(abacusai.api_class.OptimizationPredictionArguments attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.OptimizationPredictionArguments.forced_assignments">(abacusai.OptimizationPredictionArguments attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_model_artifacts_export">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.forecast_frequency">forecast_frequency (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_model_monitor">describe_model_monitor() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.forecast_frequency">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.forecast_frequency">(abacusai.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_model_monitor">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProblemType.FORECASTING">FORECASTING (abacusai.api_class.enums.ProblemType attribute)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_model_monitor_version">describe_model_monitor_version() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProblemType.FORECASTING">(abacusai.api_class.ProblemType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ProblemType.FORECASTING">(abacusai.ProblemType attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_model_monitor_version">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.EvalArtifactType.FORECASTING_ACCURACY">FORECASTING_ACCURACY (abacusai.api_class.enums.EvalArtifactType attribute)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_model_version">describe_model_version() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.EvalArtifactType.FORECASTING_ACCURACY">(abacusai.api_class.EvalArtifactType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.EvalArtifactType.FORECASTING_ACCURACY">(abacusai.client.EvalArtifactType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.EvalArtifactType.FORECASTING_ACCURACY">(abacusai.EvalArtifactType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/model_version/index.html#abacusai.model_version.EvalArtifactType.FORECASTING_ACCURACY">(abacusai.model_version.EvalArtifactType attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_model_version">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.EvalArtifactType.FORECASTING_HISTORY_LENGTH_ACCURACY">FORECASTING_HISTORY_LENGTH_ACCURACY (abacusai.api_class.enums.EvalArtifactType attribute)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_module">describe_module() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.EvalArtifactType.FORECASTING_HISTORY_LENGTH_ACCURACY">(abacusai.api_class.EvalArtifactType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.EvalArtifactType.FORECASTING_HISTORY_LENGTH_ACCURACY">(abacusai.client.EvalArtifactType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.EvalArtifactType.FORECASTING_HISTORY_LENGTH_ACCURACY">(abacusai.EvalArtifactType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/model_version/index.html#abacusai.model_version.EvalArtifactType.FORECASTING_HISTORY_LENGTH_ACCURACY">(abacusai.model_version.EvalArtifactType attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_module">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.ForecastingBatchPredictionArgs.forecasting_horizon">forecasting_horizon (abacusai.api_class.batch_prediction.ForecastingBatchPredictionArgs attribute)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_monitor_alert">describe_monitor_alert() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingBatchPredictionArgs.forecasting_horizon">(abacusai.api_class.ForecastingBatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingBatchPredictionArgs.forecasting_horizon">(abacusai.ForecastingBatchPredictionArgs attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_monitor_alert">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.EvalArtifactType.FORECASTING_VOLUME">FORECASTING_VOLUME (abacusai.api_class.enums.EvalArtifactType attribute)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_monitor_alert_version">describe_monitor_alert_version() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.EvalArtifactType.FORECASTING_VOLUME">(abacusai.api_class.EvalArtifactType attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_monitor_alert_version">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.EvalArtifactType.FORECASTING_VOLUME">(abacusai.client.EvalArtifactType attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_organization_group">describe_organization_group() (abacusai.client.ReadOnlyClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_organization_group">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.EvalArtifactType.FORECASTING_VOLUME">(abacusai.EvalArtifactType attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPrediction.describe_output_feature_group">describe_output_feature_group() (abacusai.batch_prediction.BatchPrediction method)</a>
 </li>
-        <li><a href="autoapi/abacusai/model_version/index.html#abacusai.model_version.EvalArtifactType.FORECASTING_VOLUME">(abacusai.model_version.EvalArtifactType attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.describe_pipeline">describe_pipeline() (abacusai.ApiClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.describe_pipeline">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/eda_forecasting_analysis/index.html#abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData">ForecastingAnalysisGraphData (class in abacusai.eda_forecasting_analysis)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.describe_pipeline_by_name">describe_pipeline_by_name() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/forecasting_analysis_graph_data/index.html#abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData">(class in abacusai.forecasting_analysis_graph_data)</a>
-</li>
-        <li><a href="autoapi/abacusai/forecasting_monitor_item_analysis/index.html#abacusai.forecasting_monitor_item_analysis.ForecastingAnalysisGraphData">(class in abacusai.forecasting_monitor_item_analysis)</a>
-</li>
-        <li><a href="autoapi/abacusai/forecasting_monitor_summary/index.html#abacusai.forecasting_monitor_summary.ForecastingAnalysisGraphData">(class in abacusai.forecasting_monitor_summary)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.describe_pipeline_by_name">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingBatchPredictionArgs">ForecastingBatchPredictionArgs (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_pipeline_step">describe_pipeline_step() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingBatchPredictionArgs">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_pipeline_step">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.ForecastingBatchPredictionArgs">(class in abacusai.api_class.batch_prediction)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_pipeline_step_by_name">describe_pipeline_step_by_name() (abacusai.client.ReadOnlyClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_pipeline_step_by_name">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingDataSplitType">ForecastingDataSplitType (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_pipeline_step_version">describe_pipeline_step_version() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingDataSplitType">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_pipeline_step_version">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingDataSplitType">(class in abacusai.api_class.enums)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_pipeline_version">describe_pipeline_version() (abacusai.client.ReadOnlyClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_pipeline_version">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingFillMethod">ForecastingFillMethod (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_prediction_operator">describe_prediction_operator() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingFillMethod">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingFillMethod">(class in abacusai.api_class.enums)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_prediction_operator">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingFrequency">ForecastingFrequency (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_problem_type">describe_problem_type() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingFrequency">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingFrequency">(class in abacusai.api_class.enums)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_problem_type">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingLocalScaling">ForecastingLocalScaling (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_project">describe_project() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingLocalScaling">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingLocalScaling">(class in abacusai.api_class.enums)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_project">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingLossFunction">ForecastingLossFunction (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_project_feature_group">describe_project_feature_group() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingLossFunction">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingLossFunction">(class in abacusai.api_class.enums)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_project_feature_group">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingMonitorConfig">ForecastingMonitorConfig (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_python_function">describe_python_function() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingMonitorConfig">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.ForecastingMonitorConfig">(class in abacusai.api_class.monitor)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ForecastingMonitorConfig">(class in abacusai.client)</a>
-</li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.ForecastingMonitorConfig">(class in abacusai.project)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_python_function">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/forecasting_monitor_item_analysis/index.html#abacusai.forecasting_monitor_item_analysis.ForecastingMonitorItemAnalysis">ForecastingMonitorItemAnalysis (class in abacusai.forecasting_monitor_item_analysis)</a>
-</li>
-      <li><a href="autoapi/abacusai/forecasting_monitor_summary/index.html#abacusai.forecasting_monitor_summary.ForecastingMonitorSummary">ForecastingMonitorSummary (class in abacusai.forecasting_monitor_summary)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_realtime_monitor">describe_realtime_monitor() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/monitor_drift_and_distributions/index.html#abacusai.monitor_drift_and_distributions.ForecastingMonitorSummary">(class in abacusai.monitor_drift_and_distributions)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_realtime_monitor">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingObjective">ForecastingObjective (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_refresh_pipeline_run">describe_refresh_pipeline_run() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingObjective">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingObjective">(class in abacusai.api_class.enums)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_refresh_pipeline_run">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingPredictionArguments">ForecastingPredictionArguments (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_refresh_policy">describe_refresh_policy() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingPredictionArguments">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.ForecastingPredictionArguments">(class in abacusai.api_class.deployment)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_refresh_policy">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingQuanitlesExtensionMethod">ForecastingQuanitlesExtensionMethod (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.Pipeline.describe_step_by_name">describe_step_by_name() (abacusai.pipeline.Pipeline method)</a>
+</li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_train_test_data_split_feature_group">describe_train_test_data_split_feature_group() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingQuanitlesExtensionMethod">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.Model.describe_train_test_data_split_feature_group">(abacusai.model.Model method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingQuanitlesExtensionMethod">(class in abacusai.api_class.enums)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_train_test_data_split_feature_group">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig">ForecastingTrainingConfig (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_train_test_data_split_feature_group_version">describe_train_test_data_split_feature_group_version() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/model_version/index.html#abacusai.model_version.ModelVersion.describe_train_test_data_split_feature_group_version">(abacusai.model_version.ModelVersion method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig">(class in abacusai.api_class.model)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_train_test_data_split_feature_group_version">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FillLogic.FORWARDFILL">FORWARDFILL (abacusai.api_class.enums.FillLogic attribute)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_upload">describe_upload() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FillLogic.FORWARDFILL">(abacusai.api_class.FillLogic attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.FillLogic.FORWARDFILL">(abacusai.FillLogic attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_upload">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApplicationConnectorType.FRESHSERVICE">FRESHSERVICE (abacusai.api_class.ApplicationConnectorType attribute)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_use_case_requirements">describe_use_case_requirements() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ApplicationConnectorType.FRESHSERVICE">(abacusai.api_class.enums.ApplicationConnectorType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ApplicationConnectorType.FRESHSERVICE">(abacusai.ApplicationConnectorType attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_use_case_requirements">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.FreshserviceDatasetConfig">FreshserviceDatasetConfig (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_user">describe_user() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FreshserviceDatasetConfig">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.FreshserviceDatasetConfig">(class in abacusai.api_class.dataset_application_connector)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_user">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/blob_input/index.html#abacusai.api_class.blob_input.BlobInput.from_contents">from_contents() (abacusai.api_class.blob_input.BlobInput class method)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.describe_webhook">describe_webhook() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BlobInput.from_contents">(abacusai.api_class.BlobInput class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.BlobInput.from_contents">(abacusai.BlobInput class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BlobInput.from_contents">(abacusai.client.BlobInput class method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.describe_webhook">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai._ApiClassFactory.from_dict">from_dict() (abacusai._ApiClassFactory class method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.AIAgentTrainingConfig.description">description (abacusai.AIAgentTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/agent/index.html#abacusai.agent.WorkflowGraph.from_dict">(abacusai.agent.WorkflowGraph class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/agent_version/index.html#abacusai.agent_version.WorkflowGraph.from_dict">(abacusai.agent_version.WorkflowGraph class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._ApiClassFactory.from_dict">(abacusai.api_class._ApiClassFactory class method)</a>, <a href="autoapi/abacusai/api_class/index.html#id126">[1]</a>, <a href="autoapi/abacusai/api_class/index.html#id145">[2]</a>, <a href="autoapi/abacusai/api_class/index.html#id182">[3]</a>, <a href="autoapi/abacusai/api_class/index.html#id201">[4]</a>, <a href="autoapi/abacusai/api_class/index.html#id234">[5]</a>, <a href="autoapi/abacusai/api_class/index.html#id60">[6]</a>, <a href="autoapi/abacusai/api_class/index.html#id81">[7]</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/abstract/index.html#abacusai.api_class.abstract._ApiClassFactory.from_dict">(abacusai.api_class.abstract._ApiClassFactory class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass.from_dict">(abacusai.api_class.abstract.ApiClass class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.ApiClass.from_dict">(abacusai.api_class.ai_agents.ApiClass class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowGraph.from_dict">(abacusai.api_class.ai_agents.WorkflowGraph class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowGraphNode.from_dict">(abacusai.api_class.ai_agents.WorkflowGraphNode class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowNodeInputMapping.from_dict">(abacusai.api_class.ai_agents.WorkflowNodeInputMapping class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowNodeInputSchema.from_dict">(abacusai.api_class.ai_agents.WorkflowNodeInputSchema class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowNodeOutputMapping.from_dict">(abacusai.api_class.ai_agents.WorkflowNodeOutputMapping class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowNodeOutputSchema.from_dict">(abacusai.api_class.ai_agents.WorkflowNodeOutputSchema class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/ai_chat/index.html#abacusai.api_class.ai_chat.ApiClass.from_dict">(abacusai.api_class.ai_chat.ApiClass class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApiClass.from_dict">(abacusai.api_class.ApiClass class method)</a>, <a href="autoapi/abacusai/api_class/index.html#id121">[1]</a>, <a href="autoapi/abacusai/api_class/index.html#id13">[2]</a>, <a href="autoapi/abacusai/api_class/index.html#id140">[3]</a>, <a href="autoapi/abacusai/api_class/index.html#id159">[4]</a>, <a href="autoapi/abacusai/api_class/index.html#id177">[5]</a>, <a href="autoapi/abacusai/api_class/index.html#id196">[6]</a>, <a href="autoapi/abacusai/api_class/index.html#id215">[7]</a>, <a href="autoapi/abacusai/api_class/index.html#id229">[8]</a>, <a href="autoapi/abacusai/api_class/index.html#id27">[9]</a>, <a href="autoapi/abacusai/api_class/index.html#id41">[10]</a>, <a href="autoapi/abacusai/api_class/index.html#id55">[11]</a>, <a href="autoapi/abacusai/api_class/index.html#id76">[12]</a>, <a href="autoapi/abacusai/api_class/index.html#id95">[13]</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction._ApiClassFactory.from_dict">(abacusai.api_class.batch_prediction._ApiClassFactory class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.ApiClass.from_dict">(abacusai.api_class.batch_prediction.ApiClass class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/blob_input/index.html#abacusai.api_class.blob_input.ApiClass.from_dict">(abacusai.api_class.blob_input.ApiClass class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/connectors/index.html#abacusai.api_class.connectors._ApiClassFactory.from_dict">(abacusai.api_class.connectors._ApiClassFactory class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/dataset/index.html#abacusai.api_class.dataset.ApiClass.from_dict">(abacusai.api_class.dataset.ApiClass class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector._ApiClassFactory.from_dict">(abacusai.api_class.dataset_application_connector._ApiClassFactory class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment._ApiClassFactory.from_dict">(abacusai.api_class.deployment._ApiClassFactory class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.ApiClass.from_dict">(abacusai.api_class.deployment.ApiClass class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/document_retriever/index.html#abacusai.api_class.document_retriever.ApiClass.from_dict">(abacusai.api_class.document_retriever.ApiClass class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group._ApiClassFactory.from_dict">(abacusai.api_class.feature_group._ApiClassFactory class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.ApiClass.from_dict">(abacusai.api_class.feature_group.ApiClass class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model._ApiClassFactory.from_dict">(abacusai.api_class.model._ApiClassFactory class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ApiClass.from_dict">(abacusai.api_class.model.ApiClass class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.ApiClass.from_dict">(abacusai.api_class.monitor.ApiClass class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert._ApiClassFactory.from_dict">(abacusai.api_class.monitor_alert._ApiClassFactory class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.ApiClass.from_dict">(abacusai.api_class.monitor_alert.ApiClass class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project._ApiClassFactory.from_dict">(abacusai.api_class.project._ApiClassFactory class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.ApiClass.from_dict">(abacusai.api_class.project.ApiClass class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.ProjectFeatureGroupTypeMappingsConfig.from_dict">(abacusai.api_class.project.ProjectFeatureGroupTypeMappingsConfig class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProjectFeatureGroupTypeMappingsConfig.from_dict">(abacusai.api_class.ProjectFeatureGroupTypeMappingsConfig class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/python_functions/index.html#abacusai.api_class.python_functions.ApiClass.from_dict">(abacusai.api_class.python_functions.ApiClass class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/refresh/index.html#abacusai.api_class.refresh._ApiClassFactory.from_dict">(abacusai.api_class.refresh._ApiClassFactory class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/refresh/index.html#abacusai.api_class.refresh.ApiClass.from_dict">(abacusai.api_class.refresh.ApiClass class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowGraph.from_dict">(abacusai.api_class.WorkflowGraph class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowGraphNode.from_dict">(abacusai.api_class.WorkflowGraphNode class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowNodeInputMapping.from_dict">(abacusai.api_class.WorkflowNodeInputMapping class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowNodeInputSchema.from_dict">(abacusai.api_class.WorkflowNodeInputSchema class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowNodeOutputMapping.from_dict">(abacusai.api_class.WorkflowNodeOutputMapping class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowNodeOutputSchema.from_dict">(abacusai.api_class.WorkflowNodeOutputSchema class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ApiClass.from_dict">(abacusai.ApiClass class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClass.from_dict">(abacusai.client.ApiClass class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.WorkflowGraph.from_dict">(abacusai.client.WorkflowGraph class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.WorkflowGraph.from_dict">(abacusai.model.WorkflowGraph class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.WorkflowGraph.from_dict">(abacusai.project.WorkflowGraph class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ProjectFeatureGroupTypeMappingsConfig.from_dict">(abacusai.ProjectFeatureGroupTypeMappingsConfig class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.WorkflowGraph.from_dict">(abacusai.WorkflowGraph class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.WorkflowGraphNode.from_dict">(abacusai.WorkflowGraphNode class method)</a>
+        <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.FieldDescriptor.description">(abacusai.api_class.ai_agents.FieldDescriptor attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.WorkflowNodeInputMapping.from_dict">(abacusai.WorkflowNodeInputMapping class method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.AIAgentTrainingConfig.description">(abacusai.api_class.AIAgentTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.WorkflowNodeInputSchema.from_dict">(abacusai.WorkflowNodeInputSchema class method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FieldDescriptor.description">(abacusai.api_class.FieldDescriptor attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.WorkflowNodeOutputMapping.from_dict">(abacusai.WorkflowNodeOutputMapping class method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.AIAgentTrainingConfig.description">(abacusai.api_class.model.AIAgentTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.WorkflowNodeOutputSchema.from_dict">(abacusai.WorkflowNodeOutputSchema class method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.FieldDescriptor.description">(abacusai.FieldDescriptor attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/blob_input/index.html#abacusai.api_class.blob_input.BlobInput.from_local_file">from_local_file() (abacusai.api_class.blob_input.BlobInput class method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.detach_feature_group_from_template">detach_feature_group_from_template() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BlobInput.from_local_file">(abacusai.api_class.BlobInput class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.BlobInput.from_local_file">(abacusai.BlobInput class method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BlobInput.from_local_file">(abacusai.client.BlobInput class method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.detach_feature_group_from_template">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client._ApiExceptionFactory.from_response">from_response() (abacusai.client._ApiExceptionFactory class method)</a>
+      <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.detach_from_template">detach_from_template() (abacusai.feature_group.FeatureGroup method)</a>
 </li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.full_data_retraining">full_data_retraining (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowGraphEdge.details">details (abacusai.api_class.ai_agents.WorkflowGraphEdge attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.full_data_retraining">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.full_data_retraining">(abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.full_data_retraining">(abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.full_data_retraining">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.full_data_retraining">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.full_data_retraining">(abacusai.ForecastingTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.full_data_retraining">(abacusai.PersonalizationTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowGraphEdge.details">(abacusai.api_class.WorkflowGraphEdge attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.full_data_retraining">(abacusai.RegressionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.WorkflowGraphEdge.details">(abacusai.WorkflowGraphEdge attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FunctionLogs">FunctionLogs (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.WorkflowNodeOutputType.DICT">DICT (abacusai.api_class.enums.WorkflowNodeOutputType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/function_logs/index.html#abacusai.function_logs.FunctionLogs">(class in abacusai.function_logs)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowNodeOutputType.DICT">(abacusai.api_class.WorkflowNodeOutputType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.WorkflowNodeOutputType.DICT">(abacusai.WorkflowNodeOutputType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingFillMethod.FUTURE">FUTURE (abacusai.api_class.enums.ForecastingFillMethod attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingQuanitlesExtensionMethod.DIRECT">DIRECT (abacusai.api_class.enums.ForecastingQuanitlesExtensionMethod attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingFillMethod.FUTURE">(abacusai.api_class.ForecastingFillMethod attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingQuanitlesExtensionMethod.DIRECT">(abacusai.api_class.ForecastingQuanitlesExtensionMethod attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingFillMethod.FUTURE">(abacusai.ForecastingFillMethod attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingQuanitlesExtensionMethod.DIRECT">(abacusai.ForecastingQuanitlesExtensionMethod attribute)</a>
 </li>
       </ul></li>
-  </ul></td>
-</tr></table>
-
-<h2 id="G">G</h2>
-<table style="width: 100%" class="indextable genindextable"><tr>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.GatewayTimeoutError">GatewayTimeoutError</a>
-</li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingLossFunction.GAUSSIAN">GAUSSIAN (abacusai.api_class.enums.ForecastingLossFunction attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.TimeseriesAnomalyUseHeuristic.DISABLE">DISABLE (abacusai.api_class.enums.TimeseriesAnomalyUseHeuristic attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingLossFunction.GAUSSIAN">(abacusai.api_class.ForecastingLossFunction attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeseriesAnomalyUseHeuristic.DISABLE">(abacusai.api_class.TimeseriesAnomalyUseHeuristic attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingLossFunction.GAUSSIAN">(abacusai.ForecastingLossFunction attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.TimeseriesAnomalyUseHeuristic.DISABLE">(abacusai.TimeseriesAnomalyUseHeuristic attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingLossFunction.GAUSSIAN_FULL_COVARIANCE">GAUSSIAN_FULL_COVARIANCE (abacusai.api_class.enums.ForecastingLossFunction attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMTrainingConfig.disable_data_summarization">disable_data_summarization (abacusai.api_class.ChatLLMTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingLossFunction.GAUSSIAN_FULL_COVARIANCE">(abacusai.api_class.ForecastingLossFunction attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ChatLLMTrainingConfig.disable_data_summarization">(abacusai.api_class.model.ChatLLMTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingLossFunction.GAUSSIAN_FULL_COVARIANCE">(abacusai.ForecastingLossFunction attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMTrainingConfig.disable_data_summarization">(abacusai.ChatLLMTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.LLMName.GEMINI_1_5_PRO">GEMINI_1_5_PRO (abacusai.api_class.enums.LLMName attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.disable_gpu">disable_gpu (abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.LLMName.GEMINI_1_5_PRO">(abacusai.api_class.LLMName attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.LLMName.GEMINI_1_5_PRO">(abacusai.client.LLMName attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.disable_gpu">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.LLMName.GEMINI_1_5_PRO">(abacusai.LLMName attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.disable_gpu">(abacusai.PersonalizationTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.LLMName.GEMINI_PRO">GEMINI_PRO (abacusai.api_class.enums.LLMName attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.CrawlerTransformConfig.disable_host_restriction">disable_host_restriction (abacusai.api_class.CrawlerTransformConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.LLMName.GEMINI_PRO">(abacusai.api_class.LLMName attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.LLMName.GEMINI_PRO">(abacusai.client.LLMName attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.CrawlerTransformConfig.disable_host_restriction">(abacusai.api_class.feature_group.CrawlerTransformConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.LLMName.GEMINI_PRO">(abacusai.LLMName attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.CrawlerTransformConfig.disable_host_restriction">(abacusai.CrawlerTransformConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.generate_code_for_data_query_using_llm">generate_code_for_data_query_using_llm() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.disable_networks_without_analytic_quantiles">disable_networks_without_analytic_quantiles (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.generate_code_for_data_query_using_llm">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.disable_networks_without_analytic_quantiles">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.disable_networks_without_analytic_quantiles">(abacusai.ForecastingTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.generate_image">generate_image() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/ai_chat/index.html#abacusai.api_class.ai_chat.HotkeyPrompt.disable_problem_type_context">disable_problem_type_context (abacusai.api_class.ai_chat.HotkeyPrompt attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.generate_image">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.generate_image">(abacusai.prediction_client.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.HotkeyPrompt.disable_problem_type_context">(abacusai.api_class.HotkeyPrompt attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.generate_image">(abacusai.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.HotkeyPrompt.disable_problem_type_context">(abacusai.HotkeyPrompt attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.generate_natural_language_explanation">generate_natural_language_explanation() (abacusai.client.FeatureGroup method)</a>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.disable_test_val_fold">disable_test_val_fold (abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.generate_natural_language_explanation">(abacusai.client.ReadOnlyClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.generate_natural_language_explanation">(abacusai.feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.generate_natural_language_explanation">(abacusai.organization_search_result.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.generate_natural_language_explanation">(abacusai.project_feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.disable_test_val_fold">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.generate_natural_language_explanation">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.disable_test_val_fold">(abacusai.RegressionTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.generate_point_in_time_features">generate_point_in_time_features() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.disable_timestamp_scalar_features">disable_timestamp_scalar_features (abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.generate_point_in_time_features">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.generate_point_in_time_features">(abacusai.client.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.generate_point_in_time_features">(abacusai.feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.generate_point_in_time_features">(abacusai.organization_search_result.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.disable_timestamp_scalar_features">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.generate_point_in_time_features">(abacusai.project_feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.disable_timestamp_scalar_features">(abacusai.PersonalizationTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.GeneratedPitFeatureConfigOption">GeneratedPitFeatureConfigOption (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.disable_transformer">disable_transformer (abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/generated_pit_feature_config_option/index.html#abacusai.generated_pit_feature_config_option.GeneratedPitFeatureConfigOption">(class in abacusai.generated_pit_feature_config_option)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Generic404Error">Generic404Error</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.disable_transformer">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
 </li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.GenericPermissionDeniedError">GenericPermissionDeniedError</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.disable_transformer">(abacusai.PersonalizationTrainingConfig attribute)</a>
 </li>
-      <li><a href="autoapi/abacusai/api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass.get">get() (abacusai.api_class.abstract.ApiClass method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.do_masked_language_model_pretraining">do_masked_language_model_pretraining (abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.ApiClass.get">(abacusai.api_class.ai_agents.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/ai_chat/index.html#abacusai.api_class.ai_chat.ApiClass.get">(abacusai.api_class.ai_chat.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApiClass.get">(abacusai.api_class.ApiClass method)</a>, <a href="autoapi/abacusai/api_class/index.html#id10">[1]</a>, <a href="autoapi/abacusai/api_class/index.html#id118">[2]</a>, <a href="autoapi/abacusai/api_class/index.html#id137">[3]</a>, <a href="autoapi/abacusai/api_class/index.html#id156">[4]</a>, <a href="autoapi/abacusai/api_class/index.html#id174">[5]</a>, <a href="autoapi/abacusai/api_class/index.html#id193">[6]</a>, <a href="autoapi/abacusai/api_class/index.html#id212">[7]</a>, <a href="autoapi/abacusai/api_class/index.html#id226">[8]</a>, <a href="autoapi/abacusai/api_class/index.html#id24">[9]</a>, <a href="autoapi/abacusai/api_class/index.html#id38">[10]</a>, <a href="autoapi/abacusai/api_class/index.html#id52">[11]</a>, <a href="autoapi/abacusai/api_class/index.html#id73">[12]</a>, <a href="autoapi/abacusai/api_class/index.html#id92">[13]</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.ApiClass.get">(abacusai.api_class.batch_prediction.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/blob_input/index.html#abacusai.api_class.blob_input.ApiClass.get">(abacusai.api_class.blob_input.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/dataset/index.html#abacusai.api_class.dataset.ApiClass.get">(abacusai.api_class.dataset.ApiClass method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.do_masked_language_model_pretraining">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.ApiClass.get">(abacusai.api_class.deployment.ApiClass method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.do_masked_language_model_pretraining">(abacusai.RegressionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/document_retriever/index.html#abacusai.api_class.document_retriever.ApiClass.get">(abacusai.api_class.document_retriever.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.ApiClass.get">(abacusai.api_class.feature_group.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ApiClass.get">(abacusai.api_class.model.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.ApiClass.get">(abacusai.api_class.monitor.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.ApiClass.get">(abacusai.api_class.monitor_alert.ApiClass method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.ApiClass.get">(abacusai.api_class.project.ApiClass method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.NLPDocumentFormat.DOC">DOC (abacusai.api_class.enums.NLPDocumentFormat attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NLPDocumentFormat.DOC">(abacusai.api_class.NLPDocumentFormat attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/python_functions/index.html#abacusai.api_class.python_functions.ApiClass.get">(abacusai.api_class.python_functions.ApiClass method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.NLPDocumentFormat.DOC">(abacusai.NLPDocumentFormat attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/refresh/index.html#abacusai.api_class.refresh.ApiClass.get">(abacusai.api_class.refresh.ApiClass method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.DocstoreUtils.DOC_ID">DOC_ID (abacusai.api_client_utils.DocstoreUtils attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ApiClass.get">(abacusai.ApiClass method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ExtractDocumentDataConfig.doc_id_column">doc_id_column (abacusai.api_class.ExtractDocumentDataConfig attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.ExtractDocumentDataConfig.doc_id_column">(abacusai.api_class.feature_group.ExtractDocumentDataConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/chat_session/index.html#abacusai.chat_session.ChatSession.get">(abacusai.chat_session.ChatSession method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ExtractDocumentDataConfig.doc_id_column">(abacusai.ExtractDocumentDataConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClass.get">(abacusai.client.ApiClass method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.CustomTrainedModelTrainingConfig.docker_image_uri">docker_image_uri (abacusai.api_class.CustomTrainedModelTrainingConfig attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.CustomTrainedModelTrainingConfig.docker_image_uri">(abacusai.api_class.model.CustomTrainedModelTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ChatSession.get">(abacusai.client.ChatSession method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.CustomTrainedModelTrainingConfig.docker_image_uri">(abacusai.CustomTrainedModelTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DeploymentConversation.get">(abacusai.client.DeploymentConversation method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.DocstoreUtils">DocstoreUtils (class in abacusai.api_client_utils)</a>
 </li>
-        <li><a href="autoapi/abacusai/deployment_conversation/index.html#abacusai.deployment_conversation.DeploymentConversation.get">(abacusai.deployment_conversation.DeploymentConversation method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProblemType.DOCUMENT_CLASSIFICATION">DOCUMENT_CLASSIFICATION (abacusai.api_class.enums.ProblemType attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProblemType.DOCUMENT_CLASSIFICATION">(abacusai.api_class.ProblemType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/global_context/index.html#abacusai.global_context.get">(in module abacusai.global_context)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ProblemType.DOCUMENT_CLASSIFICATION">(abacusai.ProblemType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_agent_context_blob_inputs">get_agent_context_blob_inputs() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ExtractDocumentDataConfig.document_column">document_column (abacusai.api_class.ExtractDocumentDataConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_agent_context_blob_inputs">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.ExtractDocumentDataConfig.document_column">(abacusai.api_class.feature_group.ExtractDocumentDataConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ExtractDocumentDataConfig.document_column">(abacusai.ExtractDocumentDataConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_agent_context_chat_history">get_agent_context_chat_history() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.NamedEntityExtractionTrainingConfig.document_format">document_format (abacusai.api_class.model.NamedEntityExtractionTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_agent_context_chat_history">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NamedEntityExtractionTrainingConfig.document_format">(abacusai.api_class.NamedEntityExtractionTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.NamedEntityExtractionTrainingConfig.document_format">(abacusai.NamedEntityExtractionTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_agent_context_conversation_id">get_agent_context_conversation_id() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ExtractDocumentDataConfig.document_processing_config">document_processing_config (abacusai.api_class.ExtractDocumentDataConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_agent_context_conversation_id">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.ExtractDocumentDataConfig.document_processing_config">(abacusai.api_class.feature_group.ExtractDocumentDataConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_agent_context_doc_ids">get_agent_context_doc_ids() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.DocstoreUtils.DOCUMENT_PROCESSING_CONFIG">DOCUMENT_PROCESSING_CONFIG (abacusai.api_client_utils.DocstoreUtils attribute)</a>
+</li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ExtractDocumentDataConfig.document_processing_config">document_processing_config (abacusai.ExtractDocumentDataConfig attribute)</a>
+</li>
+      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.DocstoreUtils.DOCUMENT_PROCESSING_VERSION">DOCUMENT_PROCESSING_VERSION (abacusai.api_client_utils.DocstoreUtils attribute)</a>
+</li>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMTrainingConfig.document_retrievers">document_retrievers (abacusai.api_class.ChatLLMTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_agent_context_doc_ids">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ChatLLMTrainingConfig.document_retrievers">(abacusai.api_class.model.ChatLLMTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMTrainingConfig.document_retrievers">(abacusai.ChatLLMTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_agent_context_doc_infos">get_agent_context_doc_infos() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProblemType.DOCUMENT_SUMMARIZATION">DOCUMENT_SUMMARIZATION (abacusai.api_class.enums.ProblemType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_agent_context_doc_infos">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProblemType.DOCUMENT_SUMMARIZATION">(abacusai.api_class.ProblemType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ProblemType.DOCUMENT_SUMMARIZATION">(abacusai.ProblemType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_agent_context_external_session_id">get_agent_context_external_session_id() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProblemType.DOCUMENT_VISUALIZATION">DOCUMENT_VISUALIZATION (abacusai.api_class.enums.ProblemType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_agent_context_external_session_id">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProblemType.DOCUMENT_VISUALIZATION">(abacusai.api_class.ProblemType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ProblemType.DOCUMENT_VISUALIZATION">(abacusai.ProblemType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.TimeseriesAnomalyPredictionArguments.get_all_item_data">get_all_item_data (abacusai.api_class.deployment.TimeseriesAnomalyPredictionArguments attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.DocumentClassificationTrainingConfig">DocumentClassificationTrainingConfig (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeseriesAnomalyPredictionArguments.get_all_item_data">(abacusai.api_class.TimeseriesAnomalyPredictionArguments attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DocumentClassificationTrainingConfig">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.TimeseriesAnomalyPredictionArguments.get_all_item_data">(abacusai.TimeseriesAnomalyPredictionArguments attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.DocumentClassificationTrainingConfig">(class in abacusai.api_class.model)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_alternative_assignments">get_alternative_assignments() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/document_data/index.html#abacusai.document_data.DocumentData">DocumentData (class in abacusai.document_data)</a>
+</li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.DocumentProcessingConfig">DocumentProcessingConfig (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_alternative_assignments">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DocumentProcessingConfig">(class in abacusai.api_class)</a>, <a href="autoapi/abacusai/api_class/index.html#id136">[1]</a>
 </li>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.get_alternative_assignments">(abacusai.prediction_client.PredictionClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.get_alternative_assignments">(abacusai.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/dataset/index.html#abacusai.api_class.dataset.DocumentProcessingConfig">(class in abacusai.api_class.dataset)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.get_annotations_status">get_annotations_status() (abacusai.client.FeatureGroup method)</a>
+      <li><a href="autoapi/abacusai/document_retriever/index.html#abacusai.document_retriever.DocumentRetriever">DocumentRetriever (class in abacusai.document_retriever)</a>
+</li>
+      <li><a href="autoapi/abacusai/document_retriever_config/index.html#abacusai.document_retriever_config.DocumentRetrieverConfig">DocumentRetrieverConfig (class in abacusai.document_retriever_config)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_annotations_status">(abacusai.client.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.DocumentRetrieverConfig">(in module abacusai)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.get_annotations_status">(abacusai.feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DocumentRetrieverConfig">(in module abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.get_annotations_status">(abacusai.organization_search_result.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/api_class/document_retriever/index.html#abacusai.api_class.document_retriever.DocumentRetrieverConfig">(in module abacusai.api_class.document_retriever)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.get_annotations_status">(abacusai.project_feature_group.FeatureGroup method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/document_retriever_lookup_result/index.html#abacusai.document_retriever_lookup_result.DocumentRetrieverLookupResult">DocumentRetrieverLookupResult (class in abacusai.document_retriever_lookup_result)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_annotations_status">(abacusai.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/document_retriever_version/index.html#abacusai.document_retriever_version.DocumentRetrieverVersion">DocumentRetrieverVersion (class in abacusai.document_retriever_version)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_anomalies">get_anomalies() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.DocumentSummarizationTrainingConfig">DocumentSummarizationTrainingConfig (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_anomalies">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.get_anomalies">(abacusai.prediction_client.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DocumentSummarizationTrainingConfig">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.get_anomalies">(abacusai.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.DocumentSummarizationTrainingConfig">(class in abacusai.api_class.model)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_api_endpoint">get_api_endpoint() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.DocumentVisualizationTrainingConfig">DocumentVisualizationTrainingConfig (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_api_endpoint">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DocumentVisualizationTrainingConfig">(class in abacusai.api_class)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.DocumentVisualizationTrainingConfig">(class in abacusai.api_class.model)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_app_user_group">get_app_user_group() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FileFormat.DOCX">DOCX (abacusai.api_class.enums.FileFormat attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_app_user_group">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FileFormat.DOCX">(abacusai.api_class.FileFormat attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.DocstoreUtils.get_archive_id">get_archive_id() (abacusai.api_client_utils.DocstoreUtils static method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.FileFormat.DOCX">(abacusai.FileFormat attribute)</a>
 </li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_assignments">get_assignments() (abacusai.ApiClient method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.download_agent_attachment">download_agent_attachment() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_assignments">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.get_assignments">(abacusai.prediction_client.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.download_agent_attachment">(abacusai.deployment.Deployment method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.get_assignments">(abacusai.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.download_agent_attachment">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPredictionVersion.get_batch_prediction_connector_errors">get_batch_prediction_connector_errors() (abacusai.batch_prediction.BatchPredictionVersion method)</a>
+      <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.BatchPredictionVersion.download_batch_prediction_result_chunk">download_batch_prediction_result_chunk() (abacusai.batch_prediction_version.BatchPredictionVersion method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.BatchPredictionVersion.get_batch_prediction_connector_errors">(abacusai.batch_prediction_version.BatchPredictionVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BatchPredictionVersion.get_batch_prediction_connector_errors">(abacusai.client.BatchPredictionVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_batch_prediction_connector_errors">(abacusai.client.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.download_batch_prediction_result_chunk">(abacusai.client.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_batch_prediction_connector_errors">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.download_batch_prediction_result_chunk">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_batch_prediction_version_logs">get_batch_prediction_version_logs() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.download_execute_feature_group_operation_result_part_chunk">download_execute_feature_group_operation_result_part_chunk() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_batch_prediction_version_logs">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.download_execute_feature_group_operation_result_part_chunk">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_chat_response">get_chat_response() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.BatchPredictionVersion.download_result_to_file">download_result_to_file() (abacusai.batch_prediction_version.BatchPredictionVersion method)</a>
+</li>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.downsample_item_popularity_percentile">downsample_item_popularity_percentile (abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_chat_response">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.get_chat_response">(abacusai.prediction_client.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.downsample_item_popularity_percentile">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.get_chat_response">(abacusai.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.downsample_item_popularity_percentile">(abacusai.PersonalizationTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_chat_response_with_binary_data">get_chat_response_with_binary_data() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.MonitorThresholdConfig.drift_type">drift_type (abacusai.api_class.monitor_alert.MonitorThresholdConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_chat_response_with_binary_data">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.get_chat_response_with_binary_data">(abacusai.prediction_client.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MonitorThresholdConfig.drift_type">(abacusai.api_class.MonitorThresholdConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.get_chat_response_with_binary_data">(abacusai.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.MonitorThresholdConfig.drift_type">(abacusai.MonitorThresholdConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_chat_session">get_chat_session() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/drift_distribution/index.html#abacusai.drift_distribution.DriftDistribution">DriftDistribution (class in abacusai.drift_distribution)</a>
+</li>
+      <li><a href="autoapi/abacusai/drift_distributions/index.html#abacusai.drift_distributions.DriftDistributions">DriftDistributions (class in abacusai.drift_distributions)</a>
+</li>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.drop_original_categoricals">drop_original_categoricals (abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_chat_session">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.drop_original_categoricals">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.drop_original_categoricals">(abacusai.RegressionTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_classification">get_classification() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DocumentClassificationTrainingConfig.dropout_rate">dropout_rate (abacusai.api_class.DocumentClassificationTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_classification">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DocumentSummarizationTrainingConfig.dropout_rate">(abacusai.api_class.DocumentSummarizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.get_classification">(abacusai.prediction_client.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DocumentVisualizationTrainingConfig.dropout_rate">(abacusai.api_class.DocumentVisualizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.get_classification">(abacusai.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.dropout_rate">(abacusai.api_class.ForecastingTrainingConfig attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.get_clean_function_source_code">get_clean_function_source_code() (in module abacusai)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.get_clean_function_source_code">(in module abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.DocumentClassificationTrainingConfig.dropout_rate">(abacusai.api_class.model.DocumentClassificationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/abstract/index.html#abacusai.api_class.abstract.get_clean_function_source_code">(in module abacusai.api_class.abstract)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.DocumentSummarizationTrainingConfig.dropout_rate">(abacusai.api_class.model.DocumentSummarizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.get_clean_function_source_code">(in module abacusai.api_class.ai_agents)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.DocumentVisualizationTrainingConfig.dropout_rate">(abacusai.api_class.model.DocumentVisualizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.get_clean_function_source_code">(in module abacusai.client)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.dropout_rate">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_cluster">get_cluster() (abacusai.ApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_cluster">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.dropout_rate">(abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.get_cluster">(abacusai.prediction_client.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.dropout_rate">(abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.get_cluster">(abacusai.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.SentenceBoundaryDetectionTrainingConfig.dropout_rate">(abacusai.api_class.model.SentenceBoundaryDetectionTrainingConfig attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.EdaVersion.get_collinearity_for_feature">get_collinearity_for_feature() (abacusai.client.EdaVersion method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_collinearity_for_feature">(abacusai.client.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.SentimentDetectionTrainingConfig.dropout_rate">(abacusai.api_class.model.SentimentDetectionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/eda/index.html#abacusai.eda.EdaVersion.get_collinearity_for_feature">(abacusai.eda.EdaVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.dropout_rate">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/eda_version/index.html#abacusai.eda_version.EdaVersion.get_collinearity_for_feature">(abacusai.eda_version.EdaVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.dropout_rate">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_collinearity_for_feature">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.SentenceBoundaryDetectionTrainingConfig.dropout_rate">(abacusai.api_class.SentenceBoundaryDetectionTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.SentimentDetectionTrainingConfig.dropout_rate">(abacusai.api_class.SentimentDetectionTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.DocumentClassificationTrainingConfig.dropout_rate">(abacusai.DocumentClassificationTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.DocumentSummarizationTrainingConfig.dropout_rate">(abacusai.DocumentSummarizationTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.DocumentVisualizationTrainingConfig.dropout_rate">(abacusai.DocumentVisualizationTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.dropout_rate">(abacusai.ForecastingTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.dropout_rate">(abacusai.PersonalizationTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.dropout_rate">(abacusai.RegressionTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.SentenceBoundaryDetectionTrainingConfig.dropout_rate">(abacusai.SentenceBoundaryDetectionTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.SentimentDetectionTrainingConfig.dropout_rate">(abacusai.SentimentDetectionTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_completion">get_completion() (abacusai.ApiClient method)</a>
+  </ul></td>
+</tr></table>
+
+<h2 id="E">E</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.VectorStoreTextEncoder.E5">E5 (abacusai.api_class.enums.VectorStoreTextEncoder attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_completion">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.VectorStoreTextEncoder.E5">(abacusai.api_class.VectorStoreTextEncoder attribute)</a>, <a href="autoapi/abacusai/api_class/index.html#id104">[1]</a>
 </li>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.get_completion">(abacusai.prediction_client.PredictionClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.get_completion">(abacusai.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.VectorStoreTextEncoder.E5">(abacusai.VectorStoreTextEncoder attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroupExport.get_connector_errors">get_connector_errors() (abacusai.client.FeatureGroupExport method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.VectorStoreTextEncoder.E5_SMALL">E5_SMALL (abacusai.api_class.enums.VectorStoreTextEncoder attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/feature_group_export/index.html#abacusai.feature_group_export.FeatureGroupExport.get_connector_errors">(abacusai.feature_group_export.FeatureGroupExport method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.VectorStoreTextEncoder.E5_SMALL">(abacusai.api_class.VectorStoreTextEncoder attribute)</a>, <a href="autoapi/abacusai/api_class/index.html#id107">[1]</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.DocstoreUtils.get_content_hash">get_content_hash() (abacusai.api_client_utils.DocstoreUtils static method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.VectorStoreTextEncoder.E5_SMALL">(abacusai.VectorStoreTextEncoder attribute)</a>
 </li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_conversation_response">get_conversation_response() (abacusai.ApiClient method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ExplainerType.EBM_EXPLAINER">EBM_EXPLAINER (abacusai.api_class.enums.ExplainerType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_conversation_response">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Deployment.get_conversation_response">(abacusai.client.Deployment method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ExplainerType.EBM_EXPLAINER">(abacusai.api_class.ExplainerType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.get_conversation_response">(abacusai.deployment.Deployment method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ExplainerType.EBM_EXPLAINER">(abacusai.ExplainerType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.get_conversation_response">(abacusai.prediction_client.PredictionClient method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/eda/index.html#abacusai.eda.Eda">Eda (class in abacusai.eda)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.get_conversation_response">(abacusai.PredictionClient method)</a>
+      <li><a href="autoapi/abacusai/eda_chart_description/index.html#abacusai.eda_chart_description.EdaChartDescription">EdaChartDescription (class in abacusai.eda_chart_description)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_conversation_response_with_binary_data">get_conversation_response_with_binary_data() (abacusai.ApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_conversation_response_with_binary_data">(abacusai.client.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/eda_collinearity/index.html#abacusai.eda_collinearity.EdaCollinearity">EdaCollinearity (class in abacusai.eda_collinearity)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Deployment.get_conversation_response_with_binary_data">(abacusai.client.Deployment method)</a>
+      <li><a href="autoapi/abacusai/eda_data_consistency/index.html#abacusai.eda_data_consistency.EdaDataConsistency">EdaDataConsistency (class in abacusai.eda_data_consistency)</a>
 </li>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.get_conversation_response_with_binary_data">(abacusai.deployment.Deployment method)</a>
+      <li><a href="autoapi/abacusai/eda_feature_association/index.html#abacusai.eda_feature_association.EdaFeatureAssociation">EdaFeatureAssociation (class in abacusai.eda_feature_association)</a>
 </li>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.get_conversation_response_with_binary_data">(abacusai.prediction_client.PredictionClient method)</a>
+      <li><a href="autoapi/abacusai/eda_feature_collinearity/index.html#abacusai.eda_feature_collinearity.EdaFeatureCollinearity">EdaFeatureCollinearity (class in abacusai.eda_feature_collinearity)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.get_conversation_response_with_binary_data">(abacusai.PredictionClient method)</a>
+      <li><a href="autoapi/abacusai/eda_forecasting_analysis/index.html#abacusai.eda_forecasting_analysis.EdaForecastingAnalysis">EdaForecastingAnalysis (class in abacusai.eda_forecasting_analysis)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_custom_train_function_info">get_custom_train_function_info() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/eda_version/index.html#abacusai.eda_version.EdaVersion">EdaVersion (class in abacusai.eda_version)</a>
+</li>
+      <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowGraph.edges">edges (abacusai.api_class.ai_agents.WorkflowGraph attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_custom_train_function_info">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Project.get_custom_train_function_info">(abacusai.client.Project method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowGraph.edges">(abacusai.api_class.WorkflowGraph attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.get_custom_train_function_info">(abacusai.project.Project method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.WorkflowGraph.edges">(abacusai.WorkflowGraph attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.get_data">get_data() (abacusai.client.FeatureGroup method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.AlertActionType.EMAIL">EMAIL (abacusai.AlertActionType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_data">(abacusai.client.ReadOnlyClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.get_data">(abacusai.feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.get_data">(abacusai.organization_search_result.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.get_data">(abacusai.project_feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.AlertActionType.EMAIL">(abacusai.api_class.AlertActionType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_data">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.AlertActionType.EMAIL">(abacusai.api_class.enums.AlertActionType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_database_connector_object_schema">get_database_connector_object_schema() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.EmailActionConfig.email_body">email_body (abacusai.api_class.EmailActionConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_database_connector_object_schema">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.EmailActionConfig.email_body">(abacusai.api_class.monitor_alert.EmailActionConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.EmailActionConfig.email_body">(abacusai.EmailActionConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_dataset_schema">get_dataset_schema() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.EmailActionConfig.email_recipients">email_recipients (abacusai.api_class.EmailActionConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_dataset_schema">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.EmailActionConfig.email_recipients">(abacusai.api_class.monitor_alert.EmailActionConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.EmailActionConfig.email_recipients">(abacusai.EmailActionConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_dataset_version_logs">get_dataset_version_logs() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.EmailActionConfig">EmailActionConfig (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_dataset_version_logs">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.EmailActionConfig">(class in abacusai.api_class)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.EmailActionConfig">(class in abacusai.api_class.monitor_alert)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_dataset_version_metrics">get_dataset_version_metrics() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/embedding_feature_drift_distribution/index.html#abacusai.embedding_feature_drift_distribution.EmbeddingFeatureDriftDistribution">EmbeddingFeatureDriftDistribution (class in abacusai.embedding_feature_drift_distribution)</a>
+</li>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.SentimentType.EMOTION">EMOTION (abacusai.api_class.enums.SentimentType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_dataset_version_metrics">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.SentimentType.EMOTION">(abacusai.api_class.SentimentType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.SentimentType.EMOTION">(abacusai.SentimentType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_deployment_conversation">get_deployment_conversation() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.TimeseriesAnomalyUseHeuristic.ENABLE">ENABLE (abacusai.api_class.enums.TimeseriesAnomalyUseHeuristic attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_deployment_conversation">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeseriesAnomalyUseHeuristic.ENABLE">(abacusai.api_class.TimeseriesAnomalyUseHeuristic attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.TimeseriesAnomalyUseHeuristic.ENABLE">(abacusai.TimeseriesAnomalyUseHeuristic attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DocumentRetriever.get_deployment_status">get_deployment_status() (abacusai.client.DocumentRetriever method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.AIAgentTrainingConfig.enable_binary_input">enable_binary_input (abacusai.AIAgentTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DocumentRetrieverVersion.get_deployment_status">(abacusai.client.DocumentRetrieverVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/document_retriever/index.html#abacusai.document_retriever.DocumentRetriever.get_deployment_status">(abacusai.document_retriever.DocumentRetriever method)</a>
-</li>
-        <li><a href="autoapi/abacusai/document_retriever/index.html#abacusai.document_retriever.DocumentRetrieverVersion.get_deployment_status">(abacusai.document_retriever.DocumentRetrieverVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.AIAgentTrainingConfig.enable_binary_input">(abacusai.api_class.AIAgentTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/document_retriever_version/index.html#abacusai.document_retriever_version.DocumentRetrieverVersion.get_deployment_status">(abacusai.document_retriever_version.DocumentRetrieverVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.AIAgentTrainingConfig.enable_binary_input">(abacusai.api_class.model.AIAgentTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_docstore_document">get_docstore_document() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.enable_clustering">enable_clustering (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_docstore_document">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.enable_clustering">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.enable_clustering">(abacusai.ForecastingTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_docstore_document_data">get_docstore_document_data() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMTrainingConfig.enable_code_execution">enable_code_execution (abacusai.api_class.ChatLLMTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_docstore_document_data">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ChatLLMTrainingConfig.enable_code_execution">(abacusai.api_class.model.ChatLLMTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMTrainingConfig.enable_code_execution">(abacusai.ChatLLMTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_docstore_image">get_docstore_image() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.enable_cold_start">enable_cold_start (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_docstore_image">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.enable_cold_start">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.enable_cold_start">(abacusai.ForecastingTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_docstore_page_data">get_docstore_page_data() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.enable_feature_selection">enable_feature_selection (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_docstore_page_data">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.enable_feature_selection">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.enable_feature_selection">(abacusai.ForecastingTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_document_snippet">get_document_snippet() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMTrainingConfig.enable_llm_rewrite">enable_llm_rewrite (abacusai.api_class.ChatLLMTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_document_snippet">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DocumentRetriever.get_document_snippet">(abacusai.client.DocumentRetriever method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ChatLLMTrainingConfig.enable_llm_rewrite">(abacusai.api_class.model.ChatLLMTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/document_retriever/index.html#abacusai.document_retriever.DocumentRetriever.get_document_snippet">(abacusai.document_retriever.DocumentRetriever method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMTrainingConfig.enable_llm_rewrite">(abacusai.ChatLLMTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_document_to_annotate">get_document_to_annotate() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.enable_multiple_backtests">enable_multiple_backtests (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_document_to_annotate">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.get_document_to_annotate">(abacusai.client.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.get_document_to_annotate">(abacusai.feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.get_document_to_annotate">(abacusai.organization_search_result.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.enable_multiple_backtests">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.get_document_to_annotate">(abacusai.project_feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.enable_multiple_backtests">(abacusai.ForecastingTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelMonitorVersion.get_drift_for_feature">get_drift_for_feature() (abacusai.client.ModelMonitorVersion method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.enable_padding">enable_padding (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_drift_for_feature">(abacusai.client.ReadOnlyClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model_monitor/index.html#abacusai.model_monitor.ModelMonitorVersion.get_drift_for_feature">(abacusai.model_monitor.ModelMonitorVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model_monitor_version/index.html#abacusai.model_monitor_version.ModelMonitorVersion.get_drift_for_feature">(abacusai.model_monitor_version.ModelMonitorVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.enable_padding">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_drift_for_feature">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.enable_padding">(abacusai.ForecastingTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.EdaVersion.get_eda_collinearity">get_eda_collinearity() (abacusai.client.EdaVersion method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMTrainingConfig.enable_web_search">enable_web_search (abacusai.api_class.ChatLLMTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_eda_collinearity">(abacusai.client.ReadOnlyClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/eda/index.html#abacusai.eda.EdaVersion.get_eda_collinearity">(abacusai.eda.EdaVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/eda_version/index.html#abacusai.eda_version.EdaVersion.get_eda_collinearity">(abacusai.eda_version.EdaVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ChatLLMTrainingConfig.enable_web_search">(abacusai.api_class.model.ChatLLMTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_eda_collinearity">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMTrainingConfig.enable_web_search">(abacusai.ChatLLMTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.EdaVersion.get_eda_data_consistency">get_eda_data_consistency() (abacusai.client.EdaVersion method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingMonitorConfig.end_time">end_time (abacusai.api_class.ForecastingMonitorConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_eda_data_consistency">(abacusai.client.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.ForecastingMonitorConfig.end_time">(abacusai.api_class.monitor.ForecastingMonitorConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/eda/index.html#abacusai.eda.EdaVersion.get_eda_data_consistency">(abacusai.eda.EdaVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.MonitorFilteringConfig.end_time">(abacusai.api_class.monitor.MonitorFilteringConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/eda_version/index.html#abacusai.eda_version.EdaVersion.get_eda_data_consistency">(abacusai.eda_version.EdaVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.RestrictFeatureMappings.end_time">(abacusai.api_class.monitor.RestrictFeatureMappings attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_eda_data_consistency">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MonitorFilteringConfig.end_time">(abacusai.api_class.MonitorFilteringConfig attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.EdaVersion.get_eda_forecasting_analysis">get_eda_forecasting_analysis() (abacusai.client.EdaVersion method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_eda_forecasting_analysis">(abacusai.client.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RestrictFeatureMappings.end_time">(abacusai.api_class.RestrictFeatureMappings attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/eda/index.html#abacusai.eda.EdaVersion.get_eda_forecasting_analysis">(abacusai.eda.EdaVersion method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingMonitorConfig.end_time">(abacusai.ForecastingMonitorConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/eda_version/index.html#abacusai.eda_version.EdaVersion.get_eda_forecasting_analysis">(abacusai.eda_version.EdaVersion method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.MonitorFilteringConfig.end_time">(abacusai.MonitorFilteringConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_eda_forecasting_analysis">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RestrictFeatureMappings.end_time">(abacusai.RestrictFeatureMappings attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_entailment">get_entailment() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.GoogleAnalyticsDatasetConfig.end_timestamp">end_timestamp (abacusai.api_class.dataset_application_connector.GoogleAnalyticsDatasetConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_entailment">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.TimeseriesAnomalyPredictionArguments.end_timestamp">(abacusai.api_class.deployment.TimeseriesAnomalyPredictionArguments attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.get_entailment">(abacusai.prediction_client.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.GoogleAnalyticsDatasetConfig.end_timestamp">(abacusai.api_class.GoogleAnalyticsDatasetConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.get_entailment">(abacusai.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeseriesAnomalyPredictionArguments.end_timestamp">(abacusai.api_class.TimeseriesAnomalyPredictionArguments attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.GoogleAnalyticsDatasetConfig.end_timestamp">(abacusai.GoogleAnalyticsDatasetConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.TimeseriesAnomalyPredictionArguments.end_timestamp">(abacusai.TimeseriesAnomalyPredictionArguments attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_entities_from_pdf">get_entities_from_pdf() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ConstraintConfig.enforcement">enforcement (abacusai.api_class.ConstraintConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_entities_from_pdf">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.get_entities_from_pdf">(abacusai.prediction_client.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.ConstraintConfig.enforcement">(abacusai.api_class.project.ConstraintConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.get_entities_from_pdf">(abacusai.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ConstraintConfig.enforcement">(abacusai.ConstraintConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_event_anomaly_score">get_event_anomaly_score() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.NamedEntityExtractionTrainingConfig.enhanced_ocr">enhanced_ocr (abacusai.api_class.model.NamedEntityExtractionTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_event_anomaly_score">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.get_event_anomaly_score">(abacusai.prediction_client.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NamedEntityExtractionTrainingConfig.enhanced_ocr">(abacusai.api_class.NamedEntityExtractionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.get_event_anomaly_score">(abacusai.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.NamedEntityExtractionTrainingConfig.enhanced_ocr">(abacusai.NamedEntityExtractionTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_execute_feature_group_operation_result_part_count">get_execute_feature_group_operation_result_part_count() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BiasType.EQUAL_OPPORTUNITY">EQUAL_OPPORTUNITY (abacusai.api_class.BiasType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_execute_feature_group_operation_result_part_count">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.BiasType.EQUAL_OPPORTUNITY">(abacusai.api_class.enums.BiasType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.BiasType.EQUAL_OPPORTUNITY">(abacusai.BiasType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.EdaVersion.get_feature_association">get_feature_association() (abacusai.client.EdaVersion method)</a>
+      <li><a href="autoapi/abacusai/api_class/dataset/index.html#abacusai.api_class.dataset.ParsingConfig.escape">escape (abacusai.api_class.dataset.ParsingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_feature_association">(abacusai.client.ReadOnlyClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/eda/index.html#abacusai.eda.EdaVersion.get_feature_association">(abacusai.eda.EdaVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/eda_version/index.html#abacusai.eda_version.EdaVersion.get_feature_association">(abacusai.eda_version.EdaVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ParsingConfig.escape">(abacusai.api_class.ParsingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_feature_association">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ParsingConfig.escape">(abacusai.ParsingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_feature_group_export_connector_errors">get_feature_group_export_connector_errors() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.EvalArtifactType">EvalArtifactType (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_feature_group_export_connector_errors">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.EvalArtifactType">(class in abacusai.api_class)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.EvalArtifactType">(class in abacusai.api_class.enums)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_feature_group_row_process_logs_by_key">get_feature_group_row_process_logs_by_key() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.evaluate_prompt">evaluate_prompt() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_feature_group_row_process_logs_by_key">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Deployment.get_feature_group_row_process_logs_by_key">(abacusai.client.Deployment method)</a>
-</li>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.get_feature_group_row_process_logs_by_key">(abacusai.deployment.Deployment method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.evaluate_prompt">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_feature_group_row_process_summary">get_feature_group_row_process_summary() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProblemType.EVENT_ANOMALY">EVENT_ANOMALY (abacusai.api_class.enums.ProblemType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_feature_group_row_process_summary">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Deployment.get_feature_group_row_process_summary">(abacusai.client.Deployment method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProblemType.EVENT_ANOMALY">(abacusai.api_class.ProblemType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.get_feature_group_row_process_summary">(abacusai.deployment.Deployment method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ProblemType.EVENT_ANOMALY">(abacusai.ProblemType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_feature_group_schema">get_feature_group_schema() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.EventAnomalyTrainingConfig">EventAnomalyTrainingConfig (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_feature_group_schema">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.EventAnomalyTrainingConfig">(class in abacusai.api_class)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.EventAnomalyTrainingConfig">(class in abacusai.api_class.model)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelVersion.get_feature_group_schemas_for">get_feature_group_schemas_for() (abacusai.client.ModelVersion method)</a>
+      <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.FieldDescriptor.example_extraction">example_extraction (abacusai.api_class.ai_agents.FieldDescriptor attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.ModelVersion.get_feature_group_schemas_for">(abacusai.model.ModelVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FieldDescriptor.example_extraction">(abacusai.api_class.FieldDescriptor attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/model_version/index.html#abacusai.model_version.ModelVersion.get_feature_group_schemas_for">(abacusai.model_version.ModelVersion method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.FieldDescriptor.example_extraction">(abacusai.FieldDescriptor attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_feature_group_schemas_for_model_version">get_feature_group_schemas_for_model_version() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.UnpivotConfig.exclude">exclude (abacusai.api_class.feature_group.UnpivotConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_feature_group_schemas_for_model_version">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.UnpivotConfig.exclude">(abacusai.api_class.UnpivotConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.UnpivotConfig.exclude">(abacusai.UnpivotConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroupExport.get_feature_group_version_export_download_url">get_feature_group_version_export_download_url() (abacusai.client.FeatureGroupExport method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.execute_agent">execute_agent() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_feature_group_version_export_download_url">(abacusai.client.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.execute_agent">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group_export/index.html#abacusai.feature_group_export.FeatureGroupExport.get_feature_group_version_export_download_url">(abacusai.feature_group_export.FeatureGroupExport method)</a>
+        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.execute_agent">(abacusai.prediction_client.PredictionClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_feature_group_version_export_download_url">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.execute_agent">(abacusai.PredictionClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_feature_group_version_logs">get_feature_group_version_logs() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.execute_agent_with_binary_data">execute_agent_with_binary_data() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_feature_group_version_logs">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.execute_agent_with_binary_data">(abacusai.client.ApiClient method)</a>
+</li>
+        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.execute_agent_with_binary_data">(abacusai.prediction_client.PredictionClient method)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.execute_agent_with_binary_data">(abacusai.PredictionClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_feature_group_version_metrics">get_feature_group_version_metrics() (abacusai.client.ReadOnlyClient method)</a>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.execute_async_feature_group_operation">execute_async_feature_group_operation() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_feature_group_version_metrics">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.execute_async_feature_group_operation">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelVersion.get_feature_importance_by">get_feature_importance_by() (abacusai.client.ModelVersion method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.execute_conversation_agent">execute_conversation_agent() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.ModelVersion.get_feature_importance_by">(abacusai.model.ModelVersion method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.execute_conversation_agent">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/model_version/index.html#abacusai.model_version.ModelVersion.get_feature_importance_by">(abacusai.model_version.ModelVersion method)</a>
+        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.execute_conversation_agent">(abacusai.prediction_client.PredictionClient method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_feature_importance_by_model_version">get_feature_importance_by_model_version() (abacusai.client.ReadOnlyClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_feature_importance_by_model_version">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.execute_conversation_agent">(abacusai.PredictionClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_file_connector_instructions">get_file_connector_instructions() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.execute_data_query_using_llm">execute_data_query_using_llm() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_file_connector_instructions">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.execute_data_query_using_llm">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_forecast">get_forecast() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.execute_feature_group_sql">execute_feature_group_sql() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_forecast">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.get_forecast">(abacusai.prediction_client.PredictionClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.get_forecast">(abacusai.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.execute_feature_group_sql">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.CumulativeForecastingPredictionArguments.get_item_data">get_item_data (abacusai.api_class.CumulativeForecastingPredictionArguments attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.CumulativeForecastingPredictionArguments.get_item_data">(abacusai.api_class.deployment.CumulativeForecastingPredictionArguments attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.ForecastingPredictionArguments.get_item_data">(abacusai.api_class.deployment.ForecastingPredictionArguments attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingPredictionArguments.get_item_data">(abacusai.api_class.ForecastingPredictionArguments attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.CumulativeForecastingPredictionArguments.get_item_data">(abacusai.CumulativeForecastingPredictionArguments attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingPredictionArguments.get_item_data">(abacusai.ForecastingPredictionArguments attribute)</a>
+      <li><a href="autoapi/abacusai/execute_feature_group_operation/index.html#abacusai.execute_feature_group_operation.ExecuteFeatureGroupOperation">ExecuteFeatureGroupOperation (class in abacusai.execute_feature_group_operation)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_k_nearest">get_k_nearest() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PersonalizationTrainingMode.EXPERIMENTAL">EXPERIMENTAL (abacusai.api_class.enums.PersonalizationTrainingMode attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_k_nearest">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.get_k_nearest">(abacusai.prediction_client.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingMode.EXPERIMENTAL">(abacusai.api_class.PersonalizationTrainingMode attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.get_k_nearest">(abacusai.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingMode.EXPERIMENTAL">(abacusai.PersonalizationTrainingMode attribute)</a>
 </li>
       </ul></li>
-  </ul></td>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_labels">get_labels() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.experimentation_mode">experimentation_mode (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_labels">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.get_labels">(abacusai.prediction_client.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.experimentation_mode">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.get_labels">(abacusai.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.experimentation_mode">(abacusai.ForecastingTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_llm_app_response">get_llm_app_response() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ExperimentationMode">ExperimentationMode (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_llm_app_response">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ExperimentationMode">(class in abacusai.api_class)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ExperimentationMode">(class in abacusai.api_class.enums)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPredictionVersion.get_logs">get_logs() (abacusai.batch_prediction.BatchPredictionVersion method)</a>
+      <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.ForecastingBatchPredictionArgs.explain_predictions">explain_predictions (abacusai.api_class.batch_prediction.ForecastingBatchPredictionArgs attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.BatchPredictionVersion.get_logs">(abacusai.batch_prediction_version.BatchPredictionVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.explain_predictions">(abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BatchPredictionVersion.get_logs">(abacusai.client.BatchPredictionVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.CumulativeForecastingPredictionArguments.explain_predictions">(abacusai.api_class.CumulativeForecastingPredictionArguments attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DatasetVersion.get_logs">(abacusai.client.DatasetVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.CumulativeForecastingPredictionArguments.explain_predictions">(abacusai.api_class.deployment.CumulativeForecastingPredictionArguments attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroupVersion.get_logs">(abacusai.client.FeatureGroupVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.ForecastingPredictionArguments.explain_predictions">(abacusai.api_class.deployment.ForecastingPredictionArguments attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.DatasetVersion.get_logs">(abacusai.dataset.DatasetVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.RegressionPredictionArguments.explain_predictions">(abacusai.api_class.deployment.RegressionPredictionArguments attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/dataset_version/index.html#abacusai.dataset_version.DatasetVersion.get_logs">(abacusai.dataset_version.DatasetVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingBatchPredictionArgs.explain_predictions">(abacusai.api_class.ForecastingBatchPredictionArgs attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroupVersion.get_logs">(abacusai.feature_group.FeatureGroupVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingPredictionArguments.explain_predictions">(abacusai.api_class.ForecastingPredictionArguments attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group_version/index.html#abacusai.feature_group_version.FeatureGroupVersion.get_logs">(abacusai.feature_group_version.FeatureGroupVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PredictiveModelingBatchPredictionArgs.explain_predictions">(abacusai.api_class.PredictiveModelingBatchPredictionArgs attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroupVersion.get_logs">(abacusai.organization_search_result.FeatureGroupVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionPredictionArguments.explain_predictions">(abacusai.api_class.RegressionPredictionArguments attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroupVersion.get_logs">(abacusai.project_feature_group.FeatureGroupVersion method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.CumulativeForecastingPredictionArguments.explain_predictions">(abacusai.CumulativeForecastingPredictionArguments attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_matching_documents">get_matching_documents() (abacusai.ApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_matching_documents">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingBatchPredictionArgs.explain_predictions">(abacusai.ForecastingBatchPredictionArgs attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DocumentRetriever.get_matching_documents">(abacusai.client.DocumentRetriever method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingPredictionArguments.explain_predictions">(abacusai.ForecastingPredictionArguments attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/document_retriever/index.html#abacusai.document_retriever.DocumentRetriever.get_matching_documents">(abacusai.document_retriever.DocumentRetriever method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictiveModelingBatchPredictionArgs.explain_predictions">(abacusai.PredictiveModelingBatchPredictionArgs attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionPredictionArguments.explain_predictions">(abacusai.RegressionPredictionArguments attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroupVersion.get_materialization_logs">get_materialization_logs() (abacusai.client.FeatureGroupVersion method)</a>
+      <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.explainer_type">explainer_type (abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_materialization_logs">(abacusai.client.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.CumulativeForecastingPredictionArguments.explainer_type">(abacusai.api_class.CumulativeForecastingPredictionArguments attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroupVersion.get_materialization_logs">(abacusai.feature_group.FeatureGroupVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.CumulativeForecastingPredictionArguments.explainer_type">(abacusai.api_class.deployment.CumulativeForecastingPredictionArguments attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group_version/index.html#abacusai.feature_group_version.FeatureGroupVersion.get_materialization_logs">(abacusai.feature_group_version.FeatureGroupVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.ForecastingPredictionArguments.explainer_type">(abacusai.api_class.deployment.ForecastingPredictionArguments attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroupVersion.get_materialization_logs">(abacusai.organization_search_result.FeatureGroupVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.RegressionPredictionArguments.explainer_type">(abacusai.api_class.deployment.RegressionPredictionArguments attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroupVersion.get_materialization_logs">(abacusai.project_feature_group.FeatureGroupVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingPredictionArguments.explainer_type">(abacusai.api_class.ForecastingPredictionArguments attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_materialization_logs">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PredictiveModelingBatchPredictionArgs.explainer_type">(abacusai.api_class.PredictiveModelingBatchPredictionArgs attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DatasetVersion.get_metrics">get_metrics() (abacusai.client.DatasetVersion method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroupVersion.get_metrics">(abacusai.client.FeatureGroupVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionPredictionArguments.explainer_type">(abacusai.api_class.RegressionPredictionArguments attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Model.get_metrics">(abacusai.client.Model method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.CumulativeForecastingPredictionArguments.explainer_type">(abacusai.CumulativeForecastingPredictionArguments attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.DatasetVersion.get_metrics">(abacusai.dataset.DatasetVersion method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingPredictionArguments.explainer_type">(abacusai.ForecastingPredictionArguments attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/dataset_version/index.html#abacusai.dataset_version.DatasetVersion.get_metrics">(abacusai.dataset_version.DatasetVersion method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictiveModelingBatchPredictionArgs.explainer_type">(abacusai.PredictiveModelingBatchPredictionArgs attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroupVersion.get_metrics">(abacusai.feature_group.FeatureGroupVersion method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionPredictionArguments.explainer_type">(abacusai.RegressionPredictionArguments attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group_version/index.html#abacusai.feature_group_version.FeatureGroupVersion.get_metrics">(abacusai.feature_group_version.FeatureGroupVersion method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ExplainerType">ExplainerType (class in abacusai)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ExplainerType">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.Model.get_metrics">(abacusai.model.Model method)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ExplainerType">(class in abacusai.api_class.enums)</a>
 </li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroupVersion.get_metrics">(abacusai.organization_search_result.FeatureGroupVersion method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.explanation_filter_label">explanation_filter_label (abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PredictiveModelingBatchPredictionArgs.explanation_filter_label">(abacusai.api_class.PredictiveModelingBatchPredictionArgs attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroupVersion.get_metrics">(abacusai.project_feature_group.FeatureGroupVersion method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictiveModelingBatchPredictionArgs.explanation_filter_label">(abacusai.PredictiveModelingBatchPredictionArgs attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_model_metrics">get_model_metrics() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.explanation_filter_lower_bound">explanation_filter_lower_bound (abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_model_metrics">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PredictiveModelingBatchPredictionArgs.explanation_filter_lower_bound">(abacusai.api_class.PredictiveModelingBatchPredictionArgs attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictiveModelingBatchPredictionArgs.explanation_filter_lower_bound">(abacusai.PredictiveModelingBatchPredictionArgs attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_model_monitor_chart_from_organization">get_model_monitor_chart_from_organization() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.explanation_filter_upper_bound">explanation_filter_upper_bound (abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_model_monitor_chart_from_organization">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PredictiveModelingBatchPredictionArgs.explanation_filter_upper_bound">(abacusai.api_class.PredictiveModelingBatchPredictionArgs attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictiveModelingBatchPredictionArgs.explanation_filter_upper_bound">(abacusai.PredictiveModelingBatchPredictionArgs attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_model_monitor_summary">get_model_monitor_summary() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.explicit_time_split">explicit_time_split (abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_model_monitor_summary">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.explicit_time_split">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.explicit_time_split">(abacusai.PersonalizationTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_model_monitor_summary_from_organization">get_model_monitor_summary_from_organization() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.SentenceBoundaryDetectionBatchPredictionArgs.explode_output">explode_output (abacusai.api_class.batch_prediction.SentenceBoundaryDetectionBatchPredictionArgs attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_model_monitor_summary_from_organization">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.SentenceBoundaryDetectionBatchPredictionArgs.explode_output">(abacusai.api_class.SentenceBoundaryDetectionBatchPredictionArgs attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.SentenceBoundaryDetectionBatchPredictionArgs.explode_output">(abacusai.SentenceBoundaryDetectionBatchPredictionArgs attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_model_training_types_for_deployment">get_model_training_types_for_deployment() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/chat_session/index.html#abacusai.chat_session.ChatSession.export">export() (abacusai.chat_session.ChatSession method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_model_training_types_for_deployment">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/deployment_conversation/index.html#abacusai.deployment_conversation.DeploymentConversation.export">(abacusai.deployment_conversation.DeploymentConversation method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.get_module_code_from_notebook">get_module_code_from_notebook() (in module abacusai.client)</a>
-</li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_multiple_k_nearest">get_multiple_k_nearest() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.export_chat_session">export_chat_session() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_multiple_k_nearest">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.export_chat_session">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.get_multiple_k_nearest">(abacusai.prediction_client.PredictionClient method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/model_version/index.html#abacusai.model_version.ModelVersion.export_custom">export_custom() (abacusai.model_version.ModelVersion method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.get_multiple_k_nearest">(abacusai.PredictionClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.export_custom_model_version">export_custom_model_version() (abacusai.ApiClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.export_custom_model_version">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.get_natural_language_explanation">get_natural_language_explanation() (abacusai.client.FeatureGroup method)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.export_deployment_conversation">export_deployment_conversation() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_natural_language_explanation">(abacusai.client.ReadOnlyClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.get_natural_language_explanation">(abacusai.feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.get_natural_language_explanation">(abacusai.organization_search_result.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.get_natural_language_explanation">(abacusai.project_feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_natural_language_explanation">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.export_deployment_conversation">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.get_non_nullable_type">get_non_nullable_type() (in module abacusai.api_client_utils)</a>
-</li>
-      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.get_object_from_context">get_object_from_context() (in module abacusai.api_client_utils)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.export_feature_group_version_to_console">export_feature_group_version_to_console() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.get_object_from_context">(in module abacusai.client)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.export_feature_group_version_to_console">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DatabaseConnector.get_object_schema">get_object_schema() (abacusai.client.DatabaseConnector method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.export_feature_group_version_to_database_connector">export_feature_group_version_to_database_connector() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/database_connector/index.html#abacusai.database_connector.DatabaseConnector.get_object_schema">(abacusai.database_connector.DatabaseConnector method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.DatabaseConnector.get_object_schema">(abacusai.model.DatabaseConnector method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.export_feature_group_version_to_database_connector">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_objects_from_image">get_objects_from_image() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.export_feature_group_version_to_file_connector">export_feature_group_version_to_file_connector() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_objects_from_image">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.get_objects_from_image">(abacusai.prediction_client.PredictionClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.get_objects_from_image">(abacusai.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.export_feature_group_version_to_file_connector">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_organization_secret">get_organization_secret() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FileConnectorExportConfig.export_file_format">export_file_format (abacusai.api_class.FileConnectorExportConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_organization_secret">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/refresh/index.html#abacusai.api_class.refresh.FileConnectorExportConfig.export_file_format">(abacusai.api_class.refresh.FileConnectorExportConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.FileConnectorExportConfig.export_file_format">(abacusai.FileConnectorExportConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelMonitorVersion.get_outliers_for_feature">get_outliers_for_feature() (abacusai.client.ModelMonitorVersion method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.export_model_artifact_as_feature_group">export_model_artifact_as_feature_group() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_outliers_for_feature">(abacusai.client.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.export_model_artifact_as_feature_group">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/model_monitor/index.html#abacusai.model_monitor.ModelMonitorVersion.get_outliers_for_feature">(abacusai.model_monitor.ModelMonitorVersion method)</a>
+        <li><a href="autoapi/abacusai/model_version/index.html#abacusai.model_version.ModelVersion.export_model_artifact_as_feature_group">(abacusai.model_version.ModelVersion method)</a>
 </li>
-        <li><a href="autoapi/abacusai/model_monitor_version/index.html#abacusai.model_monitor_version.ModelMonitorVersion.get_outliers_for_feature">(abacusai.model_monitor_version.ModelMonitorVersion method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/feature_group_version/index.html#abacusai.feature_group_version.FeatureGroupVersion.export_to_console">export_to_console() (abacusai.feature_group_version.FeatureGroupVersion method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_outliers_for_feature">(abacusai.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/feature_group_version/index.html#abacusai.feature_group_version.FeatureGroupVersion.export_to_database_connector">export_to_database_connector() (abacusai.feature_group_version.FeatureGroupVersion method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.DocstoreUtils.get_page_id">get_page_id() (abacusai.api_client_utils.DocstoreUtils static method)</a>
+      <li><a href="autoapi/abacusai/feature_group_version/index.html#abacusai.feature_group_version.FeatureGroupVersion.export_to_file_connector">export_to_file_connector() (abacusai.feature_group_version.FeatureGroupVersion method)</a>
 </li>
-      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.DocstoreUtils.get_pandas_documents_df">get_pandas_documents_df() (abacusai.api_client_utils.DocstoreUtils class method)</a>
+      <li><a href="autoapi/abacusai/external_application/index.html#abacusai.external_application.ExternalApplication">ExternalApplication (class in abacusai.external_application)</a>
 </li>
-      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.DocstoreUtils.get_pandas_pages_df">get_pandas_pages_df() (abacusai.api_client_utils.DocstoreUtils class method)</a>
+      <li><a href="autoapi/abacusai/external_invite/index.html#abacusai.external_invite.ExternalInvite">ExternalInvite (class in abacusai.external_invite)</a>
 </li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_personalized_ranking">get_personalized_ranking() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ConfluenceDatasetConfig.extract_bounding_boxes">extract_bounding_boxes (abacusai.api_class.ConfluenceDatasetConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_personalized_ranking">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/dataset/index.html#abacusai.api_class.dataset.DocumentProcessingConfig.extract_bounding_boxes">(abacusai.api_class.dataset.DocumentProcessingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.get_personalized_ranking">(abacusai.prediction_client.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.ConfluenceDatasetConfig.extract_bounding_boxes">(abacusai.api_class.dataset_application_connector.ConfluenceDatasetConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.get_personalized_ranking">(abacusai.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.GoogleDriveDatasetConfig.extract_bounding_boxes">(abacusai.api_class.dataset_application_connector.GoogleDriveDatasetConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.OneDriveDatasetConfig.extract_bounding_boxes">(abacusai.api_class.dataset_application_connector.OneDriveDatasetConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.SharepointDatasetConfig.extract_bounding_boxes">(abacusai.api_class.dataset_application_connector.SharepointDatasetConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DocumentProcessingConfig.extract_bounding_boxes">(abacusai.api_class.DocumentProcessingConfig attribute)</a>, <a href="autoapi/abacusai/api_class/index.html#id137">[1]</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.GoogleDriveDatasetConfig.extract_bounding_boxes">(abacusai.api_class.GoogleDriveDatasetConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.OneDriveDatasetConfig.extract_bounding_boxes">(abacusai.api_class.OneDriveDatasetConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.SharepointDatasetConfig.extract_bounding_boxes">(abacusai.api_class.SharepointDatasetConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ConfluenceDatasetConfig.extract_bounding_boxes">(abacusai.ConfluenceDatasetConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.DocumentProcessingConfig.extract_bounding_boxes">(abacusai.DocumentProcessingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.GoogleDriveDatasetConfig.extract_bounding_boxes">(abacusai.GoogleDriveDatasetConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.OneDriveDatasetConfig.extract_bounding_boxes">(abacusai.OneDriveDatasetConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.SharepointDatasetConfig.extract_bounding_boxes">(abacusai.SharepointDatasetConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_point_in_time_feature_group_creation_options">get_point_in_time_feature_group_creation_options() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.extract_data_using_llm">extract_data_using_llm() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_point_in_time_feature_group_creation_options">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.extract_data_using_llm">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelMonitorVersion.get_prediction_drift">get_prediction_drift() (abacusai.client.ModelMonitorVersion method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.OperatorType.EXTRACT_DOCUMENT_DATA">EXTRACT_DOCUMENT_DATA (abacusai.api_class.enums.OperatorType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_prediction_drift">(abacusai.client.ReadOnlyClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model_monitor/index.html#abacusai.model_monitor.ModelMonitorVersion.get_prediction_drift">(abacusai.model_monitor.ModelMonitorVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.OperatorType.EXTRACT_DOCUMENT_DATA">(abacusai.api_class.OperatorType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/model_monitor_version/index.html#abacusai.model_monitor_version.ModelMonitorVersion.get_prediction_drift">(abacusai.model_monitor_version.ModelMonitorVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_prediction_drift">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.OperatorType.EXTRACT_DOCUMENT_DATA">(abacusai.OperatorType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.get_project_config">get_project_config() (abacusai.client.FeatureGroup method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.extract_document_data">extract_document_data() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.get_project_config">(abacusai.feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.get_project_config">(abacusai.organization_search_result.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.get_project_config">(abacusai.project_feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.extract_document_data">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_project_feature_group_config">get_project_feature_group_config() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ExtractDocumentDataConfig">ExtractDocumentDataConfig (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_project_feature_group_config">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ExtractDocumentDataConfig">(class in abacusai.api_class)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.ExtractDocumentDataConfig">(class in abacusai.api_class.feature_group)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/cryptography/index.html#abacusai.cryptography.get_public_key">get_public_key() (in module abacusai.cryptography)</a>
+      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.DocstoreUtils.EXTRACTED_TEXT">EXTRACTED_TEXT (abacusai.api_client_utils.DocstoreUtils attribute)</a>
 </li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_ranked_items">get_ranked_items() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/extracted_fields/index.html#abacusai.extracted_fields.ExtractedFields">ExtractedFields (class in abacusai.extracted_fields)</a>
+</li>
+  </ul></td>
+</tr></table>
+
+<h2 id="F">F</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionObjective.F1_SCORE">F1_SCORE (abacusai.api_class.enums.RegressionObjective attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_ranked_items">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.get_ranked_items">(abacusai.prediction_client.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionObjective.F1_SCORE">(abacusai.api_class.RegressionObjective attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.get_ranked_items">(abacusai.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionObjective.F1_SCORE">(abacusai.RegressionObjective attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_recent_feature_group_streamed_data">get_recent_feature_group_streamed_data() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FailedDependencyError">FailedDependencyError</a>
+</li>
+      <li><a href="autoapi/abacusai/feature/index.html#abacusai.feature.Feature">Feature (class in abacusai.feature)</a>
+</li>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.MonitorAlertType.FEATURE_DRIFT">FEATURE_DRIFT (abacusai.api_class.enums.MonitorAlertType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_recent_feature_group_streamed_data">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MonitorAlertType.FEATURE_DRIFT">(abacusai.api_class.MonitorAlertType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.MonitorAlertType.FEATURE_DRIFT">(abacusai.MonitorAlertType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.get_recent_streamed_data">get_recent_streamed_data() (abacusai.client.FeatureGroup method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FeatureDriftConditionConfig.feature_drift_type">feature_drift_type (abacusai.api_class.FeatureDriftConditionConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.get_recent_streamed_data">(abacusai.feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.HistoryLengthDriftConditionConfig.feature_drift_type">(abacusai.api_class.HistoryLengthDriftConditionConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.get_recent_streamed_data">(abacusai.organization_search_result.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.FeatureDriftConditionConfig.feature_drift_type">(abacusai.api_class.monitor_alert.FeatureDriftConditionConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.get_recent_streamed_data">(abacusai.project_feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.HistoryLengthDriftConditionConfig.feature_drift_type">(abacusai.api_class.monitor_alert.HistoryLengthDriftConditionConfig attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_recommendations">get_recommendations() (abacusai.ApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_recommendations">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.TargetDriftConditionConfig.feature_drift_type">(abacusai.api_class.monitor_alert.TargetDriftConditionConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.get_recommendations">(abacusai.prediction_client.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TargetDriftConditionConfig.feature_drift_type">(abacusai.api_class.TargetDriftConditionConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.get_recommendations">(abacusai.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.FeatureDriftConditionConfig.feature_drift_type">(abacusai.FeatureDriftConditionConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.HistoryLengthDriftConditionConfig.feature_drift_type">(abacusai.HistoryLengthDriftConditionConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.TargetDriftConditionConfig.feature_drift_type">(abacusai.TargetDriftConditionConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_related_items">get_related_items() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionArgumentType.FEATURE_GROUP">FEATURE_GROUP (abacusai.api_class.enums.PythonFunctionArgumentType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_related_items">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionType.FEATURE_GROUP">(abacusai.api_class.enums.PythonFunctionType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.get_related_items">(abacusai.prediction_client.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionArgumentType.FEATURE_GROUP">(abacusai.api_class.PythonFunctionArgumentType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionType.FEATURE_GROUP">(abacusai.api_class.PythonFunctionType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionArgumentType.FEATURE_GROUP">(abacusai.PythonFunctionArgumentType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.get_related_items">(abacusai.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionType.FEATURE_GROUP">(abacusai.PythonFunctionType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_relevant_snippets">get_relevant_snippets() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionArgumentType.FEATURE_GROUP_ID">FEATURE_GROUP_ID (abacusai.api_class.enums.PythonFunctionArgumentType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_relevant_snippets">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionOutputArgumentType.FEATURE_GROUP_ID">(abacusai.api_class.enums.PythonFunctionOutputArgumentType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Dataset.get_schema">get_schema() (abacusai.client.Dataset method)</a>
+      <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.ProjectFeatureGroupTypeMappingsConfig.feature_group_id">feature_group_id (abacusai.api_class.project.ProjectFeatureGroupTypeMappingsConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.get_schema">(abacusai.client.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.Dataset.get_schema">(abacusai.dataset.Dataset method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProjectFeatureGroupTypeMappingsConfig.feature_group_id">(abacusai.api_class.ProjectFeatureGroupTypeMappingsConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.get_schema">(abacusai.feature_group.FeatureGroup method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionArgumentType.FEATURE_GROUP_ID">FEATURE_GROUP_ID (abacusai.api_class.PythonFunctionArgumentType attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionOutputArgumentType.FEATURE_GROUP_ID">(abacusai.api_class.PythonFunctionOutputArgumentType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.get_schema">(abacusai.organization_search_result.FeatureGroup method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ProjectFeatureGroupTypeMappingsConfig.feature_group_id">feature_group_id (abacusai.ProjectFeatureGroupTypeMappingsConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.get_schema">(abacusai.project_feature_group.FeatureGroup method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionArgumentType.FEATURE_GROUP_ID">FEATURE_GROUP_ID (abacusai.PythonFunctionArgumentType attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionOutputArgumentType.FEATURE_GROUP_ID">(abacusai.PythonFunctionOutputArgumentType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_scoped_cache_value">get_scoped_cache_value() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.ProjectFeatureGroupTypeMappingsConfig.feature_group_type">feature_group_type (abacusai.api_class.project.ProjectFeatureGroupTypeMappingsConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_scoped_cache_value">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProjectFeatureGroupTypeMappingsConfig.feature_group_type">(abacusai.api_class.ProjectFeatureGroupTypeMappingsConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ProjectFeatureGroupTypeMappingsConfig.feature_group_type">(abacusai.ProjectFeatureGroupTypeMappingsConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_search_results">get_search_results() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FeatureMappingConfig.feature_mapping">feature_mapping (abacusai.api_class.FeatureMappingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_search_results">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.get_search_results">(abacusai.prediction_client.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.FeatureMappingConfig.feature_mapping">(abacusai.api_class.project.FeatureMappingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.get_search_results">(abacusai.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.FeatureMappingConfig.feature_mapping">(abacusai.FeatureMappingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_sentiment">get_sentiment() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.ProjectFeatureGroupTypeMappingsConfig.feature_mappings">feature_mappings (abacusai.api_class.project.ProjectFeatureGroupTypeMappingsConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_sentiment">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.get_sentiment">(abacusai.prediction_client.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProjectFeatureGroupTypeMappingsConfig.feature_mappings">(abacusai.api_class.ProjectFeatureGroupTypeMappingsConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.get_sentiment">(abacusai.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ProjectFeatureGroupTypeMappingsConfig.feature_mappings">(abacusai.ProjectFeatureGroupTypeMappingsConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.get_source_code_info">get_source_code_info() (in module abacusai.client)</a>
-</li>
-      <li><a href="autoapi/abacusai/agent/index.html#abacusai.agent.Agent.get_status">get_status() (abacusai.agent.Agent method)</a>
+      <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.TimeWindowMergeConfig.feature_name">feature_name (abacusai.api_class.feature_group.TimeWindowMergeConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/agent/index.html#abacusai.agent.AgentVersion.get_status">(abacusai.agent.AgentVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/agent_version/index.html#abacusai.agent_version.AgentVersion.get_status">(abacusai.agent_version.AgentVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FeatureMappingConfig.feature_name">(abacusai.api_class.FeatureMappingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPrediction.get_status">(abacusai.batch_prediction.BatchPrediction method)</a>
+        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.RestrictFeatureMappings.feature_name">(abacusai.api_class.monitor.RestrictFeatureMappings attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPredictionVersion.get_status">(abacusai.batch_prediction.BatchPredictionVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.FeatureMappingConfig.feature_name">(abacusai.api_class.project.FeatureMappingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.BatchPredictionVersion.get_status">(abacusai.batch_prediction_version.BatchPredictionVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RestrictFeatureMappings.feature_name">(abacusai.api_class.RestrictFeatureMappings attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Agent.get_status">(abacusai.client.Agent method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeWindowMergeConfig.feature_name">(abacusai.api_class.TimeWindowMergeConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.AgentVersion.get_status">(abacusai.client.AgentVersion method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.FeatureMappingConfig.feature_name">(abacusai.FeatureMappingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BatchPrediction.get_status">(abacusai.client.BatchPrediction method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RestrictFeatureMappings.feature_name">(abacusai.RestrictFeatureMappings attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BatchPredictionVersion.get_status">(abacusai.client.BatchPredictionVersion method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.TimeWindowMergeConfig.feature_name">(abacusai.TimeWindowMergeConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Dataset.get_status">(abacusai.client.Dataset method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FeatureDriftConditionConfig.feature_names">feature_names (abacusai.api_class.FeatureDriftConditionConfig attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.FeatureDriftConditionConfig.feature_names">(abacusai.api_class.monitor_alert.FeatureDriftConditionConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DatasetVersion.get_status">(abacusai.client.DatasetVersion method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.FeatureDriftConditionConfig.feature_names">(abacusai.FeatureDriftConditionConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Deployment.get_status">(abacusai.client.Deployment method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.feature_selection_intensity">feature_selection_intensity (abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.feature_selection_intensity">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DocumentRetriever.get_status">(abacusai.client.DocumentRetriever method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.feature_selection_intensity">(abacusai.RegressionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DocumentRetrieverVersion.get_status">(abacusai.client.DocumentRetrieverVersion method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProblemType.FEATURE_STORE">FEATURE_STORE (abacusai.api_class.enums.ProblemType attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProblemType.FEATURE_STORE">(abacusai.api_class.ProblemType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.EdaVersion.get_status">(abacusai.client.EdaVersion method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ProblemType.FEATURE_STORE">(abacusai.ProblemType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ExecuteFeatureGroupOperation.get_status">(abacusai.client.ExecuteFeatureGroupOperation method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/feature_distribution/index.html#abacusai.feature_distribution.FeatureDistribution">FeatureDistribution (class in abacusai.feature_distribution)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.get_status">(abacusai.client.FeatureGroup method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.FeatureDriftConditionConfig">FeatureDriftConditionConfig (class in abacusai)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FeatureDriftConditionConfig">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroupExport.get_status">(abacusai.client.FeatureGroupExport method)</a>
+        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.FeatureDriftConditionConfig">(class in abacusai.api_class.monitor_alert)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroupRowProcess.get_status">(abacusai.client.FeatureGroupRowProcess method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/feature_drift_record/index.html#abacusai.feature_drift_record.FeatureDriftRecord">FeatureDriftRecord (class in abacusai.feature_drift_record)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroupVersion.get_status">(abacusai.client.FeatureGroupVersion method)</a>
+      <li><a href="autoapi/abacusai/feature_drift_summary/index.html#abacusai.feature_drift_summary.FeatureDriftSummary">FeatureDriftSummary (class in abacusai.feature_drift_summary)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.HoldoutAnalysisVersion.get_status">(abacusai.client.HoldoutAnalysisVersion method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.FeatureDriftType">FeatureDriftType (class in abacusai)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FeatureDriftType">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Model.get_status">(abacusai.client.Model method)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FeatureDriftType">(class in abacusai.api_class.enums)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelArtifactsExport.get_status">(abacusai.client.ModelArtifactsExport method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup">FeatureGroup (class in abacusai.feature_group)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelMonitorVersion.get_status">(abacusai.client.ModelMonitorVersion method)</a>
+      <li><a href="autoapi/abacusai/feature_group_document/index.html#abacusai.feature_group_document.FeatureGroupDocument">FeatureGroupDocument (class in abacusai.feature_group_document)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelVersion.get_status">(abacusai.client.ModelVersion method)</a>
+      <li><a href="autoapi/abacusai/feature_group_export/index.html#abacusai.feature_group_export.FeatureGroupExport">FeatureGroupExport (class in abacusai.feature_group_export)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.MonitorAlertVersion.get_status">(abacusai.client.MonitorAlertVersion method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.FeatureGroupExportConfig">FeatureGroupExportConfig (class in abacusai)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FeatureGroupExportConfig">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Pipeline.get_status">(abacusai.client.Pipeline method)</a>
+        <li><a href="autoapi/abacusai/api_class/refresh/index.html#abacusai.api_class.refresh.FeatureGroupExportConfig">(class in abacusai.api_class.refresh)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PipelineVersion.get_status">(abacusai.client.PipelineVersion method)</a>
+        <li><a href="autoapi/abacusai/feature_group_export_config/index.html#abacusai.feature_group_export_config.FeatureGroupExportConfig">(class in abacusai.feature_group_export_config)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.RefreshPipelineRun.get_status">(abacusai.client.RefreshPipelineRun method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/feature_group_export_download_url/index.html#abacusai.feature_group_export_download_url.FeatureGroupExportDownloadUrl">FeatureGroupExportDownloadUrl (class in abacusai.feature_group_export_download_url)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Upload.get_status">(abacusai.client.Upload method)</a>
+      <li><a href="autoapi/abacusai/feature_group_lineage/index.html#abacusai.feature_group_lineage.FeatureGroupLineage">FeatureGroupLineage (class in abacusai.feature_group_lineage)</a>
 </li>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.Dataset.get_status">(abacusai.dataset.Dataset method)</a>
+      <li><a href="autoapi/abacusai/feature_group_refresh_export_config/index.html#abacusai.feature_group_refresh_export_config.FeatureGroupRefreshExportConfig">FeatureGroupRefreshExportConfig (class in abacusai.feature_group_refresh_export_config)</a>
 </li>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.DatasetVersion.get_status">(abacusai.dataset.DatasetVersion method)</a>
+      <li><a href="autoapi/abacusai/feature_group_row/index.html#abacusai.feature_group_row.FeatureGroupRow">FeatureGroupRow (class in abacusai.feature_group_row)</a>
 </li>
-        <li><a href="autoapi/abacusai/dataset_version/index.html#abacusai.dataset_version.DatasetVersion.get_status">(abacusai.dataset_version.DatasetVersion method)</a>
+      <li><a href="autoapi/abacusai/feature_group_row_process/index.html#abacusai.feature_group_row_process.FeatureGroupRowProcess">FeatureGroupRowProcess (class in abacusai.feature_group_row_process)</a>
 </li>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.get_status">(abacusai.deployment.Deployment method)</a>
+      <li><a href="autoapi/abacusai/feature_group_row_process_logs/index.html#abacusai.feature_group_row_process_logs.FeatureGroupRowProcessLogs">FeatureGroupRowProcessLogs (class in abacusai.feature_group_row_process_logs)</a>
 </li>
-        <li><a href="autoapi/abacusai/document_retriever/index.html#abacusai.document_retriever.DocumentRetriever.get_status">(abacusai.document_retriever.DocumentRetriever method)</a>
+      <li><a href="autoapi/abacusai/feature_group_row_process_summary/index.html#abacusai.feature_group_row_process_summary.FeatureGroupRowProcessSummary">FeatureGroupRowProcessSummary (class in abacusai.feature_group_row_process_summary)</a>
 </li>
-        <li><a href="autoapi/abacusai/document_retriever/index.html#abacusai.document_retriever.DocumentRetrieverVersion.get_status">(abacusai.document_retriever.DocumentRetrieverVersion method)</a>
+      <li><a href="autoapi/abacusai/feature_group_template/index.html#abacusai.feature_group_template.FeatureGroupTemplate">FeatureGroupTemplate (class in abacusai.feature_group_template)</a>
 </li>
-        <li><a href="autoapi/abacusai/document_retriever_version/index.html#abacusai.document_retriever_version.DocumentRetrieverVersion.get_status">(abacusai.document_retriever_version.DocumentRetrieverVersion method)</a>
+      <li><a href="autoapi/abacusai/feature_group_template_variable_options/index.html#abacusai.feature_group_template_variable_options.FeatureGroupTemplateVariableOptions">FeatureGroupTemplateVariableOptions (class in abacusai.feature_group_template_variable_options)</a>
 </li>
-        <li><a href="autoapi/abacusai/eda/index.html#abacusai.eda.EdaVersion.get_status">(abacusai.eda.EdaVersion method)</a>
+      <li><a href="autoapi/abacusai/feature_group_version/index.html#abacusai.feature_group_version.FeatureGroupVersion">FeatureGroupVersion (class in abacusai.feature_group_version)</a>
 </li>
-        <li><a href="autoapi/abacusai/eda_version/index.html#abacusai.eda_version.EdaVersion.get_status">(abacusai.eda_version.EdaVersion method)</a>
+      <li><a href="autoapi/abacusai/feature_group_version_logs/index.html#abacusai.feature_group_version_logs.FeatureGroupVersionLogs">FeatureGroupVersionLogs (class in abacusai.feature_group_version_logs)</a>
 </li>
-        <li><a href="autoapi/abacusai/execute_feature_group_operation/index.html#abacusai.execute_feature_group_operation.ExecuteFeatureGroupOperation.get_status">(abacusai.execute_feature_group_operation.ExecuteFeatureGroupOperation method)</a>
+      <li><a href="autoapi/abacusai/feature_importance/index.html#abacusai.feature_importance.FeatureImportance">FeatureImportance (class in abacusai.feature_importance)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.get_status">(abacusai.feature_group.FeatureGroup method)</a>
+      <li><a href="autoapi/abacusai/feature_mapping/index.html#abacusai.feature_mapping.FeatureMapping">FeatureMapping (class in abacusai.feature_mapping)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroupVersion.get_status">(abacusai.feature_group.FeatureGroupVersion method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.FeatureMappingConfig">FeatureMappingConfig (class in abacusai)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FeatureMappingConfig">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group_export/index.html#abacusai.feature_group_export.FeatureGroupExport.get_status">(abacusai.feature_group_export.FeatureGroupExport method)</a>
+        <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.FeatureMappingConfig">(class in abacusai.api_class.project)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group_row_process/index.html#abacusai.feature_group_row_process.FeatureGroupRowProcess.get_status">(abacusai.feature_group_row_process.FeatureGroupRowProcess method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/feature_performance_analysis/index.html#abacusai.feature_performance_analysis.FeaturePerformanceAnalysis">FeaturePerformanceAnalysis (class in abacusai.feature_performance_analysis)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group_version/index.html#abacusai.feature_group_version.FeatureGroupVersion.get_status">(abacusai.feature_group_version.FeatureGroupVersion method)</a>
+      <li><a href="autoapi/abacusai/feature_record/index.html#abacusai.feature_record.FeatureRecord">FeatureRecord (class in abacusai.feature_record)</a>
 </li>
-        <li><a href="autoapi/abacusai/holdout_analysis_version/index.html#abacusai.holdout_analysis_version.HoldoutAnalysisVersion.get_status">(abacusai.holdout_analysis_version.HoldoutAnalysisVersion method)</a>
+      <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.features_considered_constant_for_explanations">features_considered_constant_for_explanations (abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PredictiveModelingBatchPredictionArgs.features_considered_constant_for_explanations">(abacusai.api_class.PredictiveModelingBatchPredictionArgs attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/llm_execution_result/index.html#abacusai.llm_execution_result.ExecuteFeatureGroupOperation.get_status">(abacusai.llm_execution_result.ExecuteFeatureGroupOperation method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictiveModelingBatchPredictionArgs.features_considered_constant_for_explanations">(abacusai.PredictiveModelingBatchPredictionArgs attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.Model.get_status">(abacusai.model.Model method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.FeatureStorePredictionArguments">FeatureStorePredictionArguments (class in abacusai)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FeatureStorePredictionArguments">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.ModelVersion.get_status">(abacusai.model.ModelVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.FeatureStorePredictionArguments">(class in abacusai.api_class.deployment)</a>
 </li>
-        <li><a href="autoapi/abacusai/model_artifacts_export/index.html#abacusai.model_artifacts_export.ModelArtifactsExport.get_status">(abacusai.model_artifacts_export.ModelArtifactsExport method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.FieldDescriptor.field">field (abacusai.api_class.ai_agents.FieldDescriptor attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FieldDescriptor.field">(abacusai.api_class.FieldDescriptor attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/model_monitor/index.html#abacusai.model_monitor.ModelMonitorVersion.get_status">(abacusai.model_monitor.ModelMonitorVersion method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.FieldDescriptor.field">(abacusai.FieldDescriptor attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/model_monitor_version/index.html#abacusai.model_monitor_version.ModelMonitorVersion.get_status">(abacusai.model_monitor_version.ModelMonitorVersion method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.FieldDescriptor">FieldDescriptor (class in abacusai)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FieldDescriptor">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/model_version/index.html#abacusai.model_version.ModelVersion.get_status">(abacusai.model_version.ModelVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.FieldDescriptor">(class in abacusai.api_class.ai_agents)</a>
 </li>
-        <li><a href="autoapi/abacusai/monitor_alert/index.html#abacusai.monitor_alert.MonitorAlertVersion.get_status">(abacusai.monitor_alert.MonitorAlertVersion method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.FieldDescriptorType">FieldDescriptorType (class in abacusai)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FieldDescriptorType">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/monitor_alert_version/index.html#abacusai.monitor_alert_version.MonitorAlertVersion.get_status">(abacusai.monitor_alert_version.MonitorAlertVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FieldDescriptorType">(class in abacusai.api_class.enums)</a>
 </li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.get_status">(abacusai.organization_search_result.FeatureGroup method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ConnectorType.FILE">FILE (abacusai.api_class.ConnectorType attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ConnectorType.FILE">(abacusai.api_class.enums.ConnectorType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroupVersion.get_status">(abacusai.organization_search_result.FeatureGroupVersion method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ConnectorType.FILE">(abacusai.ConnectorType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.Pipeline.get_status">(abacusai.pipeline.Pipeline method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/dataset/index.html#abacusai.api_class.dataset.ParsingConfig.file_path_with_schema">file_path_with_schema (abacusai.api_class.dataset.ParsingConfig attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ParsingConfig.file_path_with_schema">(abacusai.api_class.ParsingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.PipelineVersion.get_status">(abacusai.pipeline.PipelineVersion method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ParsingConfig.file_path_with_schema">(abacusai.ParsingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/pipeline_version/index.html#abacusai.pipeline_version.PipelineVersion.get_status">(abacusai.pipeline_version.PipelineVersion method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/file_connector/index.html#abacusai.file_connector.FileConnector">FileConnector (class in abacusai.file_connector)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.get_status">(abacusai.project_feature_group.FeatureGroup method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.FileConnectorExportConfig">FileConnectorExportConfig (class in abacusai)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FileConnectorExportConfig">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroupVersion.get_status">(abacusai.project_feature_group.FeatureGroupVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/refresh/index.html#abacusai.api_class.refresh.FileConnectorExportConfig">(class in abacusai.api_class.refresh)</a>
 </li>
-        <li><a href="autoapi/abacusai/refresh_pipeline_run/index.html#abacusai.refresh_pipeline_run.RefreshPipelineRun.get_status">(abacusai.refresh_pipeline_run.RefreshPipelineRun method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/file_connector_instructions/index.html#abacusai.file_connector_instructions.FileConnectorInstructions">FileConnectorInstructions (class in abacusai.file_connector_instructions)</a>
 </li>
-        <li><a href="autoapi/abacusai/upload/index.html#abacusai.upload.Upload.get_status">(abacusai.upload.Upload method)</a>
+      <li><a href="autoapi/abacusai/file_connector_verification/index.html#abacusai.file_connector_verification.FileConnectorVerification">FileConnectorVerification (class in abacusai.file_connector_verification)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PipelineStepVersion.get_step_version_logs">get_step_version_logs() (abacusai.client.PipelineStepVersion method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.FileFormat">FileFormat (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_step_version_logs">(abacusai.client.ReadOnlyClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/pipeline_step_version/index.html#abacusai.pipeline_step_version.PipelineStepVersion.get_step_version_logs">(abacusai.pipeline_step_version.PipelineStepVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/pipeline_version/index.html#abacusai.pipeline_version.PipelineStepVersion.get_step_version_logs">(abacusai.pipeline_version.PipelineStepVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FileFormat">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_step_version_logs">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FileFormat">(class in abacusai.api_class.enums)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_streaming_chat_response">get_streaming_chat_response() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.Blob.filename">filename (abacusai.api_class.Blob attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_streaming_chat_response">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/blob_input/index.html#abacusai.api_class.blob_input.Blob.filename">(abacusai.api_class.blob_input.Blob attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.Blob.filename">(abacusai.Blob attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_streaming_conversation_response">get_streaming_conversation_response() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.PretrainedModelsBatchPredictionArgs.files_output_location_prefix">files_output_location_prefix (abacusai.api_class.batch_prediction.PretrainedModelsBatchPredictionArgs attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_streaming_conversation_response">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PretrainedModelsBatchPredictionArgs.files_output_location_prefix">(abacusai.api_class.PretrainedModelsBatchPredictionArgs attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PretrainedModelsBatchPredictionArgs.files_output_location_prefix">(abacusai.PretrainedModelsBatchPredictionArgs attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_summary">get_summary() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.fill_missing_values">fill_missing_values (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_summary">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.fill_missing_values">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelMonitor.get_summary">(abacusai.client.ModelMonitor method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.TimeseriesAnomalyTrainingConfig.fill_missing_values">(abacusai.api_class.model.TimeseriesAnomalyTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/model_monitor/index.html#abacusai.model_monitor.ModelMonitor.get_summary">(abacusai.model_monitor.ModelMonitor method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeseriesAnomalyTrainingConfig.fill_missing_values">(abacusai.api_class.TimeseriesAnomalyTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.get_summary">(abacusai.prediction_client.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.fill_missing_values">(abacusai.ForecastingTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.get_summary">(abacusai.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.TimeseriesAnomalyTrainingConfig.fill_missing_values">(abacusai.TimeseriesAnomalyTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_text_from_document">get_text_from_document() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.FillLogic">FillLogic (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_text_from_document">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.get_text_from_document">(abacusai.prediction_client.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FillLogic">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.get_text_from_document">(abacusai.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FillLogic">(class in abacusai.api_class.enums)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_timeseries_anomalies">get_timeseries_anomalies() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMTrainingConfig.filter_columns">filter_columns (abacusai.api_class.ChatLLMTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_timeseries_anomalies">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.get_timeseries_anomalies">(abacusai.prediction_client.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ChatLLMTrainingConfig.filter_columns">(abacusai.api_class.model.ChatLLMTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.get_timeseries_anomalies">(abacusai.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMTrainingConfig.filter_columns">(abacusai.ChatLLMTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_train_function_input">get_train_function_input() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.filter_history">filter_history (abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_train_function_input">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.filter_history">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.filter_history">(abacusai.PersonalizationTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_train_function_input_from_model_version">get_train_function_input_from_model_version() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.filter_items">filter_items (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_train_function_input_from_model_version">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.filter_items">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.filter_items">(abacusai.ForecastingTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Model.get_train_test_feature_group_as_pandas">get_train_test_feature_group_as_pandas() (abacusai.client.Model method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProblemType.FINETUNED_LLM">FINETUNED_LLM (abacusai.api_class.enums.ProblemType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelVersion.get_train_test_feature_group_as_pandas">(abacusai.client.ModelVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProblemType.FINETUNED_LLM">(abacusai.api_class.ProblemType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ProblemType.FINETUNED_LLM">(abacusai.ProblemType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.Model.get_train_test_feature_group_as_pandas">(abacusai.model.Model method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/finetuned_pretrained_model/index.html#abacusai.finetuned_pretrained_model.FinetunedPretrainedModel">FinetunedPretrainedModel (class in abacusai.finetuned_pretrained_model)</a>
 </li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.ModelVersion.get_train_test_feature_group_as_pandas">(abacusai.model.ModelVersion method)</a>
+      <li><a href="autoapi/abacusai/api_class/abstract/index.html#abacusai.api_class.abstract.FIRST_CAP_RE">FIRST_CAP_RE (in module abacusai.api_class.abstract)</a>
 </li>
-        <li><a href="autoapi/abacusai/model_version/index.html#abacusai.model_version.ModelVersion.get_train_test_feature_group_as_pandas">(abacusai.model_version.ModelVersion method)</a>
+      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.DocstoreUtils.FIRST_PAGE">FIRST_PAGE (abacusai.api_client_utils.DocstoreUtils attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_training_config_options">get_training_config_options() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DataType.FLOAT">FLOAT (abacusai.api_class.DataType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_training_config_options">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.DataType.FLOAT">(abacusai.api_class.enums.DataType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FieldDescriptorType.FLOAT">(abacusai.api_class.enums.FieldDescriptorType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionArgumentType.FLOAT">(abacusai.api_class.enums.PythonFunctionArgumentType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionOutputArgumentType.FLOAT">(abacusai.api_class.enums.PythonFunctionOutputArgumentType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Project.get_training_config_options">(abacusai.client.Project method)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.WorkflowNodeOutputType.FLOAT">(abacusai.api_class.enums.WorkflowNodeOutputType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.get_training_config_options">(abacusai.project.Project method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FieldDescriptorType.FLOAT">(abacusai.api_class.FieldDescriptorType attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelVersion.get_training_data_logs">get_training_data_logs() (abacusai.client.ModelVersion method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_training_data_logs">(abacusai.client.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionArgumentType.FLOAT">(abacusai.api_class.PythonFunctionArgumentType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.ModelVersion.get_training_data_logs">(abacusai.model.ModelVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionOutputArgumentType.FLOAT">(abacusai.api_class.PythonFunctionOutputArgumentType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/model_version/index.html#abacusai.model_version.ModelVersion.get_training_data_logs">(abacusai.model_version.ModelVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowNodeOutputType.FLOAT">(abacusai.api_class.WorkflowNodeOutputType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_training_data_logs">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.DataType.FLOAT">(abacusai.DataType attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelVersion.get_training_logs">get_training_logs() (abacusai.client.ModelVersion method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_training_logs">(abacusai.client.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.FieldDescriptorType.FLOAT">(abacusai.FieldDescriptorType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.ModelVersion.get_training_logs">(abacusai.model.ModelVersion method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionArgumentType.FLOAT">(abacusai.PythonFunctionArgumentType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/model_version/index.html#abacusai.model_version.ModelVersion.get_training_logs">(abacusai.model_version.ModelVersion method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionOutputArgumentType.FLOAT">(abacusai.PythonFunctionOutputArgumentType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_training_logs">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.WorkflowNodeOutputType.FLOAT">(abacusai.WorkflowNodeOutputType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Model.get_training_types_for_deployment">get_training_types_for_deployment() (abacusai.client.Model method)</a>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionLossFunction.FOCAL_CROSS_ENTROPY">FOCAL_CROSS_ENTROPY (abacusai.api_class.enums.RegressionLossFunction attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.Model.get_training_types_for_deployment">(abacusai.model.Model method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionLossFunction.FOCAL_CROSS_ENTROPY">(abacusai.api_class.RegressionLossFunction attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionLossFunction.FOCAL_CROSS_ENTROPY">(abacusai.RegressionLossFunction attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApplicationConnectorType.GIT">GIT (abacusai.api_class.ApplicationConnectorType attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.ChatLLMBatchPredictionArgs.for_eval">for_eval (abacusai.api_class.batch_prediction.ChatLLMBatchPredictionArgs attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ApplicationConnectorType.GIT">(abacusai.api_class.enums.ApplicationConnectorType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.ForecastingBatchPredictionArgs.for_eval">(abacusai.api_class.batch_prediction.ForecastingBatchPredictionArgs attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ApplicationConnectorType.GIT">(abacusai.ApplicationConnectorType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.NamedEntityExtractionBatchPredictionArgs.for_eval">(abacusai.api_class.batch_prediction.NamedEntityExtractionBatchPredictionArgs attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApplicationConnectorType.GOOGLEANALYTICS">GOOGLEANALYTICS (abacusai.api_class.ApplicationConnectorType attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ApplicationConnectorType.GOOGLEANALYTICS">(abacusai.api_class.enums.ApplicationConnectorType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.PersonalizationBatchPredictionArgs.for_eval">(abacusai.api_class.batch_prediction.PersonalizationBatchPredictionArgs attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ApplicationConnectorType.GOOGLEANALYTICS">(abacusai.ApplicationConnectorType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.for_eval">(abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.GoogleAnalyticsDatasetConfig">GoogleAnalyticsDatasetConfig (class in abacusai)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.GoogleAnalyticsDatasetConfig">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.PretrainedModelsBatchPredictionArgs.for_eval">(abacusai.api_class.batch_prediction.PretrainedModelsBatchPredictionArgs attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.GoogleAnalyticsDatasetConfig">(class in abacusai.api_class.dataset_application_connector)</a>
+        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.SentenceBoundaryDetectionBatchPredictionArgs.for_eval">(abacusai.api_class.batch_prediction.SentenceBoundaryDetectionBatchPredictionArgs attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApplicationConnectorType.GOOGLEDRIVE">GOOGLEDRIVE (abacusai.api_class.ApplicationConnectorType attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ApplicationConnectorType.GOOGLEDRIVE">(abacusai.api_class.enums.ApplicationConnectorType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.ThemeAnalysisBatchPredictionArgs.for_eval">(abacusai.api_class.batch_prediction.ThemeAnalysisBatchPredictionArgs attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ApplicationConnectorType.GOOGLEDRIVE">(abacusai.ApplicationConnectorType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.TrainablePlugAndPlayBatchPredictionArgs.for_eval">(abacusai.api_class.batch_prediction.TrainablePlugAndPlayBatchPredictionArgs attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.GoogleDriveDatasetConfig">GoogleDriveDatasetConfig (class in abacusai)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.GoogleDriveDatasetConfig">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMBatchPredictionArgs.for_eval">(abacusai.api_class.ChatLLMBatchPredictionArgs attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.GoogleDriveDatasetConfig">(class in abacusai.api_class.dataset_application_connector)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingBatchPredictionArgs.for_eval">(abacusai.api_class.ForecastingBatchPredictionArgs attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.GraphDashboard">GraphDashboard (class in abacusai.client)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/graph_dashboard/index.html#abacusai.graph_dashboard.GraphDashboard">(class in abacusai.graph_dashboard)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NamedEntityExtractionBatchPredictionArgs.for_eval">(abacusai.api_class.NamedEntityExtractionBatchPredictionArgs attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.LLMName.GROQ_LLAMA3_LARGE_CHAT">GROQ_LLAMA3_LARGE_CHAT (abacusai.api_class.enums.LLMName attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.LLMName.GROQ_LLAMA3_LARGE_CHAT">(abacusai.api_class.LLMName attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationBatchPredictionArgs.for_eval">(abacusai.api_class.PersonalizationBatchPredictionArgs attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.LLMName.GROQ_LLAMA3_LARGE_CHAT">(abacusai.client.LLMName attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PredictiveModelingBatchPredictionArgs.for_eval">(abacusai.api_class.PredictiveModelingBatchPredictionArgs attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.LLMName.GROQ_LLAMA3_LARGE_CHAT">(abacusai.LLMName attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PretrainedModelsBatchPredictionArgs.for_eval">(abacusai.api_class.PretrainedModelsBatchPredictionArgs attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BiasType.GROUP_BENEFIT_EQUALITY">GROUP_BENEFIT_EQUALITY (abacusai.api_class.BiasType attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.BiasType.GROUP_BENEFIT_EQUALITY">(abacusai.api_class.enums.BiasType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.SentenceBoundaryDetectionBatchPredictionArgs.for_eval">(abacusai.api_class.SentenceBoundaryDetectionBatchPredictionArgs attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.BiasType.GROUP_BENEFIT_EQUALITY">(abacusai.BiasType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ThemeAnalysisBatchPredictionArgs.for_eval">(abacusai.api_class.ThemeAnalysisBatchPredictionArgs attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingLossFunction.GUASSIAN_EXPONENTIAL">GUASSIAN_EXPONENTIAL (abacusai.api_class.enums.ForecastingLossFunction attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingLossFunction.GUASSIAN_EXPONENTIAL">(abacusai.api_class.ForecastingLossFunction attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TrainablePlugAndPlayBatchPredictionArgs.for_eval">(abacusai.api_class.TrainablePlugAndPlayBatchPredictionArgs attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingLossFunction.GUASSIAN_EXPONENTIAL">(abacusai.ForecastingLossFunction attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMBatchPredictionArgs.for_eval">(abacusai.ChatLLMBatchPredictionArgs attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FileFormat.GZ">GZ (abacusai.api_class.enums.FileFormat attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FileFormat.GZ">(abacusai.api_class.FileFormat attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingBatchPredictionArgs.for_eval">(abacusai.ForecastingBatchPredictionArgs attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.FileFormat.GZ">(abacusai.batch_prediction_version.FileFormat attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.NamedEntityExtractionBatchPredictionArgs.for_eval">(abacusai.NamedEntityExtractionBatchPredictionArgs attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.FileFormat.GZ">(abacusai.FileFormat attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationBatchPredictionArgs.for_eval">(abacusai.PersonalizationBatchPredictionArgs attribute)</a>
 </li>
-      </ul></li>
-  </ul></td>
-</tr></table>
-
-<h2 id="H">H</h2>
-<table style="width: 100%" class="indextable genindextable"><tr>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.handle_zeros_as_missing_values">handle_zeros_as_missing_values (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.handle_zeros_as_missing_values">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictiveModelingBatchPredictionArgs.for_eval">(abacusai.PredictiveModelingBatchPredictionArgs attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.TimeseriesAnomalyTrainingConfig.handle_zeros_as_missing_values">(abacusai.api_class.model.TimeseriesAnomalyTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PretrainedModelsBatchPredictionArgs.for_eval">(abacusai.PretrainedModelsBatchPredictionArgs attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeseriesAnomalyTrainingConfig.handle_zeros_as_missing_values">(abacusai.api_class.TimeseriesAnomalyTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.SentenceBoundaryDetectionBatchPredictionArgs.for_eval">(abacusai.SentenceBoundaryDetectionBatchPredictionArgs attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.handle_zeros_as_missing_values">(abacusai.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ThemeAnalysisBatchPredictionArgs.for_eval">(abacusai.ThemeAnalysisBatchPredictionArgs attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.TimeseriesAnomalyTrainingConfig.handle_zeros_as_missing_values">(abacusai.TimeseriesAnomalyTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.TrainablePlugAndPlayBatchPredictionArgs.for_eval">(abacusai.TrainablePlugAndPlayBatchPredictionArgs attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.DocstoreUtils.HEIGHT">HEIGHT (abacusai.api_client_utils.DocstoreUtils attribute)</a>
-</li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMTrainingConfig.hide_generated_sql">hide_generated_sql (abacusai.api_class.ChatLLMTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.force_prediction_length">force_prediction_length (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ChatLLMTrainingConfig.hide_generated_sql">(abacusai.api_class.model.ChatLLMTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.force_prediction_length">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMTrainingConfig.hide_generated_sql">(abacusai.ChatLLMTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.force_prediction_length">(abacusai.ForecastingTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.TimeseriesAnomalyTypeOfAnomaly.HIGH_PEAK">HIGH_PEAK (abacusai.api_class.enums.TimeseriesAnomalyTypeOfAnomaly attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.OptimizationPredictionArguments.forced_assignments">forced_assignments (abacusai.api_class.deployment.OptimizationPredictionArguments attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeseriesAnomalyTypeOfAnomaly.HIGH_PEAK">(abacusai.api_class.TimeseriesAnomalyTypeOfAnomaly attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.OptimizationPredictionArguments.forced_assignments">(abacusai.api_class.OptimizationPredictionArguments attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.TimeseriesAnomalyTypeOfAnomaly.HIGH_PEAK">(abacusai.TimeseriesAnomalyTypeOfAnomaly attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.OptimizationPredictionArguments.forced_assignments">(abacusai.OptimizationPredictionArguments attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.CumulativeForecastingTrainingConfig.historical_frequency">historical_frequency (abacusai.api_class.CumulativeForecastingTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.forecast_frequency">forecast_frequency (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.CumulativeForecastingTrainingConfig.historical_frequency">(abacusai.api_class.model.CumulativeForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.forecast_frequency">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.CumulativeForecastingTrainingConfig.historical_frequency">(abacusai.CumulativeForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.forecast_frequency">(abacusai.ForecastingTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.history_length">history_length (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProblemType.FORECASTING">FORECASTING (abacusai.api_class.enums.ProblemType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.history_length">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProblemType.FORECASTING">(abacusai.api_class.ProblemType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.history_length">(abacusai.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ProblemType.FORECASTING">(abacusai.ProblemType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.MonitorAlertType.HISTORY_LENGTH_DRIFT">HISTORY_LENGTH_DRIFT (abacusai.api_class.enums.MonitorAlertType attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.EvalArtifactType.FORECASTING_ACCURACY">FORECASTING_ACCURACY (abacusai.api_class.enums.EvalArtifactType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MonitorAlertType.HISTORY_LENGTH_DRIFT">(abacusai.api_class.MonitorAlertType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.EvalArtifactType.FORECASTING_ACCURACY">(abacusai.api_class.EvalArtifactType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.MonitorAlertType.HISTORY_LENGTH_DRIFT">(abacusai.MonitorAlertType attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.EvalArtifactType.FORECASTING_ACCURACY">(abacusai.EvalArtifactType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.HistoryLengthDriftConditionConfig">HistoryLengthDriftConditionConfig (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.EvalArtifactType.FORECASTING_HISTORY_LENGTH_ACCURACY">FORECASTING_HISTORY_LENGTH_ACCURACY (abacusai.api_class.enums.EvalArtifactType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.HistoryLengthDriftConditionConfig">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.EvalArtifactType.FORECASTING_HISTORY_LENGTH_ACCURACY">(abacusai.api_class.EvalArtifactType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.HistoryLengthDriftConditionConfig">(class in abacusai.api_class.monitor_alert)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.EvalArtifactType.FORECASTING_HISTORY_LENGTH_ACCURACY">(abacusai.EvalArtifactType attribute)</a>
 </li>
       </ul></li>
-  </ul></td>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.HoldoutAnalysis">HoldoutAnalysis (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.ForecastingBatchPredictionArgs.forecasting_horizon">forecasting_horizon (abacusai.api_class.batch_prediction.ForecastingBatchPredictionArgs attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/holdout_analysis/index.html#abacusai.holdout_analysis.HoldoutAnalysis">(class in abacusai.holdout_analysis)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingBatchPredictionArgs.forecasting_horizon">(abacusai.api_class.ForecastingBatchPredictionArgs attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingBatchPredictionArgs.forecasting_horizon">(abacusai.ForecastingBatchPredictionArgs attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.HoldoutAnalysisVersion">HoldoutAnalysisVersion (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.EvalArtifactType.FORECASTING_VOLUME">FORECASTING_VOLUME (abacusai.api_class.enums.EvalArtifactType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/holdout_analysis_version/index.html#abacusai.holdout_analysis_version.HoldoutAnalysisVersion">(class in abacusai.holdout_analysis_version)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.EvalArtifactType.FORECASTING_VOLUME">(abacusai.api_class.EvalArtifactType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.EvalArtifactType.FORECASTING_VOLUME">(abacusai.EvalArtifactType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.HolidayCalendars">HolidayCalendars (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/forecasting_analysis_graph_data/index.html#abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData">ForecastingAnalysisGraphData (class in abacusai.forecasting_analysis_graph_data)</a>
+</li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingBatchPredictionArgs">ForecastingBatchPredictionArgs (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.HolidayCalendars">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingBatchPredictionArgs">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.HolidayCalendars">(class in abacusai.api_class.enums)</a>
+        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.ForecastingBatchPredictionArgs">(class in abacusai.api_class.batch_prediction)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/hosted_model_token/index.html#abacusai.hosted_model_token.HostedModelToken">HostedModelToken (class in abacusai.hosted_model_token)</a>
-</li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.HotkeyPrompt">HotkeyPrompt (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingDataSplitType">ForecastingDataSplitType (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.HotkeyPrompt">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingDataSplitType">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/ai_chat/index.html#abacusai.api_class.ai_chat.HotkeyPrompt">(class in abacusai.api_class.ai_chat)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingDataSplitType">(class in abacusai.api_class.enums)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingFrequency.HOURLY">HOURLY (abacusai.api_class.enums.ForecastingFrequency attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingFillMethod">ForecastingFillMethod (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingFrequency.HOURLY">(abacusai.api_class.ForecastingFrequency attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingFillMethod">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingFrequency.HOURLY">(abacusai.ForecastingFrequency attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingFillMethod">(class in abacusai.api_class.enums)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FileFormat.HTML">HTML (abacusai.api_class.enums.FileFormat attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingFrequency">ForecastingFrequency (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FileFormat.HTML">(abacusai.api_class.FileFormat attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.FileFormat.HTML">(abacusai.batch_prediction_version.FileFormat attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingFrequency">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.FileFormat.HTML">(abacusai.FileFormat attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingFrequency">(class in abacusai.api_class.enums)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionLossFunction.HUBER">HUBER (abacusai.api_class.enums.RegressionLossFunction attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingLocalScaling">ForecastingLocalScaling (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionLossFunction.HUBER">(abacusai.api_class.RegressionLossFunction attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingLocalScaling">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionLossFunction.HUBER">(abacusai.RegressionLossFunction attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingLocalScaling">(class in abacusai.api_class.enums)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.TimeseriesAnomalyTrainingConfig.hyperparameter_calculation_with_heuristics">hyperparameter_calculation_with_heuristics (abacusai.api_class.model.TimeseriesAnomalyTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingLossFunction">ForecastingLossFunction (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeseriesAnomalyTrainingConfig.hyperparameter_calculation_with_heuristics">(abacusai.api_class.TimeseriesAnomalyTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingLossFunction">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.TimeseriesAnomalyTrainingConfig.hyperparameter_calculation_with_heuristics">(abacusai.TimeseriesAnomalyTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingLossFunction">(class in abacusai.api_class.enums)</a>
 </li>
       </ul></li>
-  </ul></td>
-</tr></table>
-
-<h2 id="I">I</h2>
-<table style="width: 100%" class="indextable genindextable"><tr>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DatabaseConnectorExportConfig.id_column">id_column (abacusai.api_class.DatabaseConnectorExportConfig attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingMonitorConfig">ForecastingMonitorConfig (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingMonitorConfig.id_column">(abacusai.api_class.ForecastingMonitorConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.ForecastingMonitorConfig.id_column">(abacusai.api_class.monitor.ForecastingMonitorConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingMonitorConfig">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/refresh/index.html#abacusai.api_class.refresh.DatabaseConnectorExportConfig.id_column">(abacusai.api_class.refresh.DatabaseConnectorExportConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.ForecastingMonitorConfig">(class in abacusai.api_class.monitor)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ForecastingMonitorConfig.id_column">(abacusai.client.ForecastingMonitorConfig attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/forecasting_monitor_item_analysis/index.html#abacusai.forecasting_monitor_item_analysis.ForecastingMonitorItemAnalysis">ForecastingMonitorItemAnalysis (class in abacusai.forecasting_monitor_item_analysis)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.DatabaseConnectorExportConfig.id_column">(abacusai.DatabaseConnectorExportConfig attribute)</a>
+      <li><a href="autoapi/abacusai/forecasting_monitor_summary/index.html#abacusai.forecasting_monitor_summary.ForecastingMonitorSummary">ForecastingMonitorSummary (class in abacusai.forecasting_monitor_summary)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingMonitorConfig.id_column">(abacusai.ForecastingMonitorConfig attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingObjective">ForecastingObjective (class in abacusai)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingObjective">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.ForecastingMonitorConfig.id_column">(abacusai.project.ForecastingMonitorConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingObjective">(class in abacusai.api_class.enums)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.ignore_datetime_features">ignore_datetime_features (abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingPredictionArguments">ForecastingPredictionArguments (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.ignore_datetime_features">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingPredictionArguments">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.ignore_datetime_features">(abacusai.RegressionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.ForecastingPredictionArguments">(class in abacusai.api_class.deployment)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMPredictionArguments.ignore_documents">ignore_documents (abacusai.api_class.ChatLLMPredictionArguments attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingQuanitlesExtensionMethod">ForecastingQuanitlesExtensionMethod (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.ChatLLMPredictionArguments.ignore_documents">(abacusai.api_class.deployment.ChatLLMPredictionArguments attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.NaturalLanguageSearchPredictionArguments.ignore_documents">(abacusai.api_class.deployment.NaturalLanguageSearchPredictionArguments attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingQuanitlesExtensionMethod">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NaturalLanguageSearchPredictionArguments.ignore_documents">(abacusai.api_class.NaturalLanguageSearchPredictionArguments attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingQuanitlesExtensionMethod">(class in abacusai.api_class.enums)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMPredictionArguments.ignore_documents">(abacusai.ChatLLMPredictionArguments attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig">ForecastingTrainingConfig (class in abacusai)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.NaturalLanguageSearchPredictionArguments.ignore_documents">(abacusai.NaturalLanguageSearchPredictionArguments attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig">(class in abacusai.api_class.model)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/ai_chat/index.html#abacusai.api_class.ai_chat.HotkeyPrompt.ignore_history">ignore_history (abacusai.api_class.ai_chat.HotkeyPrompt attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FillLogic.FORWARDFILL">FORWARDFILL (abacusai.api_class.enums.FillLogic attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.HotkeyPrompt.ignore_history">(abacusai.api_class.HotkeyPrompt attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FillLogic.FORWARDFILL">(abacusai.api_class.FillLogic attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.HotkeyPrompt.ignore_history">(abacusai.HotkeyPrompt attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.FillLogic.FORWARDFILL">(abacusai.FillLogic attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProblemType.IMAGE_CLASSIFICATION">IMAGE_CLASSIFICATION (abacusai.api_class.enums.ProblemType attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApplicationConnectorType.FRESHSERVICE">FRESHSERVICE (abacusai.api_class.ApplicationConnectorType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProblemType.IMAGE_CLASSIFICATION">(abacusai.api_class.ProblemType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ApplicationConnectorType.FRESHSERVICE">(abacusai.api_class.enums.ApplicationConnectorType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ProblemType.IMAGE_CLASSIFICATION">(abacusai.ProblemType attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ApplicationConnectorType.FRESHSERVICE">(abacusai.ApplicationConnectorType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProblemType.IMAGE_VALUE_PREDICTION">IMAGE_VALUE_PREDICTION (abacusai.api_class.enums.ProblemType attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.FreshserviceDatasetConfig">FreshserviceDatasetConfig (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProblemType.IMAGE_VALUE_PREDICTION">(abacusai.api_class.ProblemType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FreshserviceDatasetConfig">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ProblemType.IMAGE_VALUE_PREDICTION">(abacusai.ProblemType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.FreshserviceDatasetConfig">(class in abacusai.api_class.dataset_application_connector)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.import_annotation_labels">import_annotation_labels() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.Blob.from_contents">from_contents() (abacusai.api_class.Blob class method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.import_annotation_labels">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.import_annotation_labels">(abacusai.client.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.import_annotation_labels">(abacusai.feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.import_annotation_labels">(abacusai.organization_search_result.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/api_class/blob_input/index.html#abacusai.api_class.blob_input.Blob.from_contents">(abacusai.api_class.blob_input.Blob class method)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.import_annotation_labels">(abacusai.project_feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.Blob.from_contents">(abacusai.Blob class method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/agent/index.html#abacusai.agent.CodeSource.import_as_cell">import_as_cell() (abacusai.agent.CodeSource method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai._ApiClassFactory.from_dict">from_dict() (abacusai._ApiClassFactory class method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/agent_version/index.html#abacusai.agent_version.CodeSource.import_as_cell">(abacusai.agent_version.CodeSource method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class._ApiClassFactory.from_dict">(abacusai.api_class._ApiClassFactory class method)</a>, <a href="autoapi/abacusai/api_class/index.html#id135">[1]</a>, <a href="autoapi/abacusai/api_class/index.html#id162">[2]</a>, <a href="autoapi/abacusai/api_class/index.html#id199">[3]</a>, <a href="autoapi/abacusai/api_class/index.html#id218">[4]</a>, <a href="autoapi/abacusai/api_class/index.html#id251">[5]</a>, <a href="autoapi/abacusai/api_class/index.html#id46">[6]</a>, <a href="autoapi/abacusai/api_class/index.html#id67">[7]</a>, <a href="autoapi/abacusai/api_class/index.html#id88">[8]</a>
 </li>
-        <li><a href="autoapi/abacusai/algorithm/index.html#abacusai.algorithm.CodeSource.import_as_cell">(abacusai.algorithm.CodeSource method)</a>
+        <li><a href="autoapi/abacusai/api_class/abstract/index.html#abacusai.api_class.abstract._ApiClassFactory.from_dict">(abacusai.api_class.abstract._ApiClassFactory class method)</a>
 </li>
-        <li><a href="autoapi/abacusai/code_source/index.html#abacusai.code_source.CodeSource.import_as_cell">(abacusai.code_source.CodeSource method)</a>
+        <li><a href="autoapi/abacusai/api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass.from_dict">(abacusai.api_class.abstract.ApiClass class method)</a>
 </li>
-        <li><a href="autoapi/abacusai/custom_loss_function/index.html#abacusai.custom_loss_function.CodeSource.import_as_cell">(abacusai.custom_loss_function.CodeSource method)</a>
+        <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowGraph.from_dict">(abacusai.api_class.ai_agents.WorkflowGraph class method)</a>
 </li>
-        <li><a href="autoapi/abacusai/custom_metric_version/index.html#abacusai.custom_metric_version.CodeSource.import_as_cell">(abacusai.custom_metric_version.CodeSource method)</a>
+        <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowGraphNode.from_dict">(abacusai.api_class.ai_agents.WorkflowGraphNode class method)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.CodeSource.import_as_cell">(abacusai.feature_group.CodeSource method)</a>
+        <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowNodeInputMapping.from_dict">(abacusai.api_class.ai_agents.WorkflowNodeInputMapping class method)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group_version/index.html#abacusai.feature_group_version.CodeSource.import_as_cell">(abacusai.feature_group_version.CodeSource method)</a>
+        <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowNodeInputSchema.from_dict">(abacusai.api_class.ai_agents.WorkflowNodeInputSchema class method)</a>
 </li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.CodeSource.import_as_cell">(abacusai.model.CodeSource method)</a>
+        <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowNodeOutputMapping.from_dict">(abacusai.api_class.ai_agents.WorkflowNodeOutputMapping class method)</a>
 </li>
-        <li><a href="autoapi/abacusai/model_version/index.html#abacusai.model_version.CodeSource.import_as_cell">(abacusai.model_version.CodeSource method)</a>
+        <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowNodeOutputSchema.from_dict">(abacusai.api_class.ai_agents.WorkflowNodeOutputSchema class method)</a>
 </li>
-        <li><a href="autoapi/abacusai/module/index.html#abacusai.module.CodeSource.import_as_cell">(abacusai.module.CodeSource method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApiClass.from_dict">(abacusai.api_class.ApiClass class method)</a>, <a href="autoapi/abacusai/api_class/index.html#id102">[1]</a>, <a href="autoapi/abacusai/api_class/index.html#id13">[2]</a>, <a href="autoapi/abacusai/api_class/index.html#id130">[3]</a>, <a href="autoapi/abacusai/api_class/index.html#id157">[4]</a>, <a href="autoapi/abacusai/api_class/index.html#id176">[5]</a>, <a href="autoapi/abacusai/api_class/index.html#id194">[6]</a>, <a href="autoapi/abacusai/api_class/index.html#id213">[7]</a>, <a href="autoapi/abacusai/api_class/index.html#id232">[8]</a>, <a href="autoapi/abacusai/api_class/index.html#id246">[9]</a>, <a href="autoapi/abacusai/api_class/index.html#id27">[10]</a>, <a href="autoapi/abacusai/api_class/index.html#id41">[11]</a>, <a href="autoapi/abacusai/api_class/index.html#id60">[12]</a>, <a href="autoapi/abacusai/api_class/index.html#id83">[13]</a>
 </li>
-        <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.CodeSource.import_as_cell">(abacusai.pipeline.CodeSource method)</a>
+        <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.ProjectFeatureGroupTypeMappingsConfig.from_dict">(abacusai.api_class.project.ProjectFeatureGroupTypeMappingsConfig class method)</a>
 </li>
-        <li><a href="autoapi/abacusai/pipeline_step/index.html#abacusai.pipeline_step.CodeSource.import_as_cell">(abacusai.pipeline_step.CodeSource method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProjectFeatureGroupTypeMappingsConfig.from_dict">(abacusai.api_class.ProjectFeatureGroupTypeMappingsConfig class method)</a>
 </li>
-        <li><a href="autoapi/abacusai/pipeline_step_version/index.html#abacusai.pipeline_step_version.CodeSource.import_as_cell">(abacusai.pipeline_step_version.CodeSource method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowGraph.from_dict">(abacusai.api_class.WorkflowGraph class method)</a>
 </li>
-        <li><a href="autoapi/abacusai/pipeline_version/index.html#abacusai.pipeline_version.CodeSource.import_as_cell">(abacusai.pipeline_version.CodeSource method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowGraphNode.from_dict">(abacusai.api_class.WorkflowGraphNode class method)</a>
 </li>
-        <li><a href="autoapi/abacusai/prediction_operator/index.html#abacusai.prediction_operator.CodeSource.import_as_cell">(abacusai.prediction_operator.CodeSource method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowNodeInputMapping.from_dict">(abacusai.api_class.WorkflowNodeInputMapping class method)</a>
 </li>
-        <li><a href="autoapi/abacusai/prediction_operator_version/index.html#abacusai.prediction_operator_version.CodeSource.import_as_cell">(abacusai.prediction_operator_version.CodeSource method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowNodeInputSchema.from_dict">(abacusai.api_class.WorkflowNodeInputSchema class method)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.CodeSource.import_as_cell">(abacusai.project_feature_group.CodeSource method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowNodeOutputMapping.from_dict">(abacusai.api_class.WorkflowNodeOutputMapping class method)</a>
 </li>
-        <li><a href="autoapi/abacusai/python_function/index.html#abacusai.python_function.CodeSource.import_as_cell">(abacusai.python_function.CodeSource method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowNodeOutputSchema.from_dict">(abacusai.api_class.WorkflowNodeOutputSchema class method)</a>
 </li>
-        <li><a href="autoapi/abacusai/python_plot_function/index.html#abacusai.python_plot_function.CodeSource.import_as_cell">(abacusai.python_plot_function.CodeSource method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ApiClass.from_dict">(abacusai.ApiClass class method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.import_module">import_module() (abacusai.ApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.import_module">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ProjectFeatureGroupTypeMappingsConfig.from_dict">(abacusai.ProjectFeatureGroupTypeMappingsConfig class method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.importance_of_records_in_nested_columns">importance_of_records_in_nested_columns (abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PredictiveModelingBatchPredictionArgs.importance_of_records_in_nested_columns">(abacusai.api_class.PredictiveModelingBatchPredictionArgs attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.WorkflowGraph.from_dict">(abacusai.WorkflowGraph class method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictiveModelingBatchPredictionArgs.importance_of_records_in_nested_columns">(abacusai.PredictiveModelingBatchPredictionArgs attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.WorkflowGraphNode.from_dict">(abacusai.WorkflowGraphNode class method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ClusteringTimeseriesTrainingConfig.imputation">imputation (abacusai.api_class.ClusteringTimeseriesTrainingConfig attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ClusteringTimeseriesTrainingConfig.imputation">(abacusai.api_class.model.ClusteringTimeseriesTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.WorkflowNodeInputMapping.from_dict">(abacusai.WorkflowNodeInputMapping class method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ClusteringTimeseriesTrainingConfig.imputation">(abacusai.ClusteringTimeseriesTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.WorkflowNodeInputSchema.from_dict">(abacusai.WorkflowNodeInputSchema class method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.OptimizationPredictionArguments.include_all_assignments">include_all_assignments (abacusai.api_class.deployment.OptimizationPredictionArguments attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.OptimizationPredictionArguments.include_all_assignments">(abacusai.api_class.OptimizationPredictionArguments attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.WorkflowNodeOutputMapping.from_dict">(abacusai.WorkflowNodeOutputMapping class method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.OptimizationPredictionArguments.include_all_assignments">(abacusai.OptimizationPredictionArguments attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.WorkflowNodeOutputSchema.from_dict">(abacusai.WorkflowNodeOutputSchema class method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.AbacusUsageMetricsDatasetConfig.include_all_feedback">include_all_feedback (abacusai.AbacusUsageMetricsDatasetConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.Blob.from_local_file">from_local_file() (abacusai.api_class.Blob class method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.AbacusUsageMetricsDatasetConfig.include_all_feedback">(abacusai.api_class.AbacusUsageMetricsDatasetConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/blob_input/index.html#abacusai.api_class.blob_input.Blob.from_local_file">(abacusai.api_class.blob_input.Blob class method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.AbacusUsageMetricsDatasetConfig.include_all_feedback">(abacusai.api_class.dataset_application_connector.AbacusUsageMetricsDatasetConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.Blob.from_local_file">(abacusai.Blob class method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.JiraDatasetConfig.include_comments">include_comments (abacusai.api_class.dataset_application_connector.JiraDatasetConfig attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.JiraDatasetConfig.include_comments">(abacusai.api_class.JiraDatasetConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.JiraDatasetConfig.include_comments">(abacusai.JiraDatasetConfig attribute)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client._ApiExceptionFactory.from_response">from_response() (abacusai.client._ApiExceptionFactory class method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.AbacusUsageMetricsDatasetConfig.include_entire_conversation_history">include_entire_conversation_history (abacusai.AbacusUsageMetricsDatasetConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.MemorySize.from_value">from_value() (abacusai.api_class.enums.MemorySize class method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.AbacusUsageMetricsDatasetConfig.include_entire_conversation_history">(abacusai.api_class.AbacusUsageMetricsDatasetConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MemorySize.from_value">(abacusai.api_class.MemorySize class method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.AbacusUsageMetricsDatasetConfig.include_entire_conversation_history">(abacusai.api_class.dataset_application_connector.AbacusUsageMetricsDatasetConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.MemorySize.from_value">(abacusai.MemorySize class method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMTrainingConfig.include_general_knowledge">include_general_knowledge (abacusai.api_class.ChatLLMTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.full_data_retraining">full_data_retraining (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ChatLLMTrainingConfig.include_general_knowledge">(abacusai.api_class.model.ChatLLMTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMTrainingConfig.include_general_knowledge">(abacusai.ChatLLMTrainingConfig attribute)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.include_modules">include_modules() (in module abacusai.client)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.full_data_retraining">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
 </li>
-      <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.include_multi_class_explanations">include_multi_class_explanations (abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PredictiveModelingBatchPredictionArgs.include_multi_class_explanations">(abacusai.api_class.PredictiveModelingBatchPredictionArgs attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.full_data_retraining">(abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictiveModelingBatchPredictionArgs.include_multi_class_explanations">(abacusai.PredictiveModelingBatchPredictionArgs attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.full_data_retraining">(abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.LastNMergeConfig.include_version_timestamp_column">include_version_timestamp_column (abacusai.api_class.feature_group.LastNMergeConfig attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.TimeWindowMergeConfig.include_version_timestamp_column">(abacusai.api_class.feature_group.TimeWindowMergeConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.full_data_retraining">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.LastNMergeConfig.include_version_timestamp_column">(abacusai.api_class.LastNMergeConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.full_data_retraining">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeWindowMergeConfig.include_version_timestamp_column">(abacusai.api_class.TimeWindowMergeConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.full_data_retraining">(abacusai.ForecastingTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.LastNMergeConfig.include_version_timestamp_column">(abacusai.LastNMergeConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.full_data_retraining">(abacusai.PersonalizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.TimeWindowMergeConfig.include_version_timestamp_column">(abacusai.TimeWindowMergeConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.full_data_retraining">(abacusai.RegressionTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.JiraDatasetConfig.include_watchers">include_watchers (abacusai.api_class.dataset_application_connector.JiraDatasetConfig attribute)</a>
+      <li><a href="autoapi/abacusai/function_logs/index.html#abacusai.function_logs.FunctionLogs">FunctionLogs (class in abacusai.function_logs)</a>
+</li>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingFillMethod.FUTURE">FUTURE (abacusai.api_class.enums.ForecastingFillMethod attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.JiraDatasetConfig.include_watchers">(abacusai.api_class.JiraDatasetConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingFillMethod.FUTURE">(abacusai.api_class.ForecastingFillMethod attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.JiraDatasetConfig.include_watchers">(abacusai.JiraDatasetConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingFillMethod.FUTURE">(abacusai.ForecastingFillMethod attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.IncrementalDatabaseConnectorConfig">IncrementalDatabaseConnectorConfig (class in abacusai)</a>
+  </ul></td>
+</tr></table>
 
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.IncrementalDatabaseConnectorConfig">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/dataset/index.html#abacusai.api_class.dataset.IncrementalDatabaseConnectorConfig">(class in abacusai.api_class.dataset)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.IncrementalDatabaseConnectorConfig">(class in abacusai.client)</a>
+<h2 id="G">G</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.GatewayTimeoutError">GatewayTimeoutError</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.NaturalLanguageSearchTrainingConfig.index_fraction">index_fraction (abacusai.api_class.model.NaturalLanguageSearchTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingLossFunction.GAUSSIAN">GAUSSIAN (abacusai.api_class.enums.ForecastingLossFunction attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NaturalLanguageSearchTrainingConfig.index_fraction">(abacusai.api_class.NaturalLanguageSearchTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingLossFunction.GAUSSIAN">(abacusai.api_class.ForecastingLossFunction attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.NaturalLanguageSearchTrainingConfig.index_fraction">(abacusai.NaturalLanguageSearchTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingLossFunction.GAUSSIAN">(abacusai.ForecastingLossFunction attribute)</a>
 </li>
       </ul></li>
-  </ul></td>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.CustomTrainedModelTrainingConfig.index_output_path">index_output_path (abacusai.api_class.CustomTrainedModelTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingLossFunction.GAUSSIAN_FULL_COVARIANCE">GAUSSIAN_FULL_COVARIANCE (abacusai.api_class.enums.ForecastingLossFunction attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.CustomTrainedModelTrainingConfig.index_output_path">(abacusai.api_class.model.CustomTrainedModelTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingLossFunction.GAUSSIAN_FULL_COVARIANCE">(abacusai.api_class.ForecastingLossFunction attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.CustomTrainedModelTrainingConfig.index_output_path">(abacusai.CustomTrainedModelTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingLossFunction.GAUSSIAN_FULL_COVARIANCE">(abacusai.ForecastingLossFunction attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.IndexingConfig">IndexingConfig (class in abacusai.feature_group)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.LLMName.GEMINI_1_5_PRO">GEMINI_1_5_PRO (abacusai.api_class.enums.LLMName attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/feature_group_version/index.html#abacusai.feature_group_version.IndexingConfig">(class in abacusai.feature_group_version)</a>
-</li>
-        <li><a href="autoapi/abacusai/indexing_config/index.html#abacusai.indexing_config.IndexingConfig">(class in abacusai.indexing_config)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.LLMName.GEMINI_1_5_PRO">(abacusai.api_class.LLMName attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.IndexingConfig">(class in abacusai.project_feature_group)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.LLMName.GEMINI_1_5_PRO">(abacusai.LLMName attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Project.infer_feature_mappings">infer_feature_mappings() (abacusai.client.Project method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.LLMName.GEMINI_PRO">GEMINI_PRO (abacusai.api_class.enums.LLMName attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.infer_feature_mappings">(abacusai.client.ReadOnlyClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.infer_feature_mappings">(abacusai.project.Project method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.LLMName.GEMINI_PRO">(abacusai.api_class.LLMName attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.infer_feature_mappings">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.LLMName.GEMINI_PRO">(abacusai.LLMName attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/inferred_database_column_to_feature_mappings/index.html#abacusai.inferred_database_column_to_feature_mappings.InferredDatabaseColumnToFeatureMappings">InferredDatabaseColumnToFeatureMappings (class in abacusai.inferred_database_column_to_feature_mappings)</a>
-</li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.InferredFeatureMappings">InferredFeatureMappings (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.generate_code_for_data_query_using_llm">generate_code_for_data_query_using_llm() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/inferred_feature_mappings/index.html#abacusai.inferred_feature_mappings.InferredFeatureMappings">(class in abacusai.inferred_feature_mappings)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.generate_code_for_data_query_using_llm">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.initial_learning_rate">initial_learning_rate (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.generate_image">generate_image() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.initial_learning_rate">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.generate_image">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.initial_learning_rate">(abacusai.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.generate_image">(abacusai.prediction_client.PredictionClient method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.InstanceNotModifiedError">InstanceNotModifiedError</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.generate_image">(abacusai.PredictionClient method)</a>
 </li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DataType.INTEGER">INTEGER (abacusai.api_class.DataType attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.generate_natural_language_explanation">generate_natural_language_explanation() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.DataType.INTEGER">(abacusai.api_class.enums.DataType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FieldDescriptorType.INTEGER">(abacusai.api_class.enums.FieldDescriptorType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionArgumentType.INTEGER">(abacusai.api_class.enums.PythonFunctionArgumentType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.WorkflowNodeOutputType.INTEGER">(abacusai.api_class.enums.WorkflowNodeOutputType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FieldDescriptorType.INTEGER">(abacusai.api_class.FieldDescriptorType attribute)</a>
+        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.generate_natural_language_explanation">(abacusai.feature_group.FeatureGroup method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionArgumentType.INTEGER">(abacusai.api_class.PythonFunctionArgumentType attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.generate_natural_language_explanation">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowNodeOutputType.INTEGER">(abacusai.api_class.WorkflowNodeOutputType attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.generate_point_in_time_features">generate_point_in_time_features() (abacusai.ApiClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.generate_point_in_time_features">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DataType.INTEGER">(abacusai.client.DataType attribute)</a>
+        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.generate_point_in_time_features">(abacusai.feature_group.FeatureGroup method)</a>
 </li>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.DataType.INTEGER">(abacusai.dataset.DataType attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/generated_pit_feature_config_option/index.html#abacusai.generated_pit_feature_config_option.GeneratedPitFeatureConfigOption">GeneratedPitFeatureConfigOption (class in abacusai.generated_pit_feature_config_option)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.DataType.INTEGER">(abacusai.DataType attribute)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Generic404Error">Generic404Error</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.FieldDescriptorType.INTEGER">(abacusai.FieldDescriptorType attribute)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.GenericPermissionDeniedError">GenericPermissionDeniedError</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionArgumentType.INTEGER">(abacusai.PythonFunctionArgumentType attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass.get">get() (abacusai.api_class.abstract.ApiClass method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApiClass.get">(abacusai.api_class.ApiClass method)</a>, <a href="autoapi/abacusai/api_class/index.html#id10">[1]</a>, <a href="autoapi/abacusai/api_class/index.html#id127">[2]</a>, <a href="autoapi/abacusai/api_class/index.html#id154">[3]</a>, <a href="autoapi/abacusai/api_class/index.html#id173">[4]</a>, <a href="autoapi/abacusai/api_class/index.html#id191">[5]</a>, <a href="autoapi/abacusai/api_class/index.html#id210">[6]</a>, <a href="autoapi/abacusai/api_class/index.html#id229">[7]</a>, <a href="autoapi/abacusai/api_class/index.html#id24">[8]</a>, <a href="autoapi/abacusai/api_class/index.html#id243">[9]</a>, <a href="autoapi/abacusai/api_class/index.html#id38">[10]</a>, <a href="autoapi/abacusai/api_class/index.html#id57">[11]</a>, <a href="autoapi/abacusai/api_class/index.html#id80">[12]</a>, <a href="autoapi/abacusai/api_class/index.html#id99">[13]</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.WorkflowNodeOutputType.INTEGER">(abacusai.WorkflowNodeOutputType attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ApiClass.get">(abacusai.ApiClass method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.InternalServerError">InternalServerError</a>
+        <li><a href="autoapi/abacusai/chat_session/index.html#abacusai.chat_session.ChatSession.get">(abacusai.chat_session.ChatSession method)</a>
 </li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ClusteringImputationMethod.INTERPOLATE">INTERPOLATE (abacusai.api_class.ClusteringImputationMethod attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ClusteringImputationMethod.INTERPOLATE">(abacusai.api_class.enums.ClusteringImputationMethod attribute)</a>
+        <li><a href="autoapi/abacusai/deployment_conversation/index.html#abacusai.deployment_conversation.DeploymentConversation.get">(abacusai.deployment_conversation.DeploymentConversation method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ClusteringImputationMethod.INTERPOLATE">(abacusai.ClusteringImputationMethod attribute)</a>
+        <li><a href="autoapi/abacusai/global_context/index.html#abacusai.global_context.get">(in module abacusai.global_context)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.INVALID_PANDAS_COLUMN_NAME_CHARACTERS">INVALID_PANDAS_COLUMN_NAME_CHARACTERS (in module abacusai.api_client_utils)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_agent_context_blob_inputs">get_agent_context_blob_inputs() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.INVALID_PANDAS_COLUMN_NAME_CHARACTERS">(in module abacusai.client)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_agent_context_blob_inputs">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.invalidate_streaming_data">invalidate_streaming_data() (abacusai.client.FeatureGroup method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_agent_context_chat_history">get_agent_context_chat_history() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.invalidate_streaming_data">(abacusai.feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.invalidate_streaming_data">(abacusai.organization_search_result.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.invalidate_streaming_data">(abacusai.project_feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_agent_context_chat_history">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.invalidate_streaming_feature_group_data">invalidate_streaming_feature_group_data() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_agent_context_conversation_id">get_agent_context_conversation_id() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.invalidate_streaming_feature_group_data">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_agent_context_conversation_id">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.InvalidEnumParameterError">InvalidEnumParameterError</a>
-</li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.InvalidParameterError">InvalidParameterError</a>
-</li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.InvalidRequest">InvalidRequest</a>
-</li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.invite_users_to_app_user_group">invite_users_to_app_user_group() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_agent_context_doc_ids">get_agent_context_doc_ids() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.invite_users_to_app_user_group">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_agent_context_doc_ids">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.is_anomaly">is_anomaly() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_agent_context_doc_infos">get_agent_context_doc_infos() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.is_anomaly">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.is_anomaly">(abacusai.prediction_client.PredictionClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.is_anomaly">(abacusai.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_agent_context_doc_infos">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/connectors/index.html#abacusai.api_class.connectors.DatasetConfig.is_documentset">is_documentset (abacusai.api_class.connectors.DatasetConfig attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_agent_context_external_session_id">get_agent_context_external_session_id() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/dataset/index.html#abacusai.api_class.dataset.DatasetConfig.is_documentset">(abacusai.api_class.dataset.DatasetConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.DatasetConfig.is_documentset">(abacusai.api_class.dataset_application_connector.DatasetConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DatasetConfig.is_documentset">(abacusai.api_class.DatasetConfig attribute)</a>, <a href="autoapi/abacusai/api_class/index.html#id62">[1]</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.DatasetConfig.is_documentset">(abacusai.DatasetConfig attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_agent_context_external_session_id">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.is_multilingual">is_multilingual (abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.TimeseriesAnomalyPredictionArguments.get_all_item_data">get_all_item_data (abacusai.api_class.deployment.TimeseriesAnomalyPredictionArguments attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.is_multilingual">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeseriesAnomalyPredictionArguments.get_all_item_data">(abacusai.api_class.TimeseriesAnomalyPredictionArguments attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.is_multilingual">(abacusai.RegressionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.TimeseriesAnomalyPredictionArguments.get_all_item_data">(abacusai.TimeseriesAnomalyPredictionArguments attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowNodeInputMapping.is_required">is_required (abacusai.api_class.ai_agents.WorkflowNodeInputMapping attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_alternative_assignments">get_alternative_assignments() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/python_functions/index.html#abacusai.api_class.python_functions.PythonFunctionArgument.is_required">(abacusai.api_class.python_functions.PythonFunctionArgument attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionArgument.is_required">(abacusai.api_class.PythonFunctionArgument attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowNodeInputMapping.is_required">(abacusai.api_class.WorkflowNodeInputMapping attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.PythonFunctionArgument.is_required">(abacusai.pipeline.PythonFunctionArgument attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/pipeline_version/index.html#abacusai.pipeline_version.PythonFunctionArgument.is_required">(abacusai.pipeline_version.PythonFunctionArgument attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_alternative_assignments">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionArgument.is_required">(abacusai.PythonFunctionArgument attribute)</a>
+        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.get_alternative_assignments">(abacusai.prediction_client.PredictionClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.WorkflowNodeInputMapping.is_required">(abacusai.WorkflowNodeInputMapping attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.get_alternative_assignments">(abacusai.PredictionClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.ReviewModeProjectFeatureGroupConfig.is_review_mode">is_review_mode (abacusai.api_class.project.ReviewModeProjectFeatureGroupConfig attribute)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_annotations_status">get_annotations_status() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ReviewModeProjectFeatureGroupConfig.is_review_mode">(abacusai.api_class.ReviewModeProjectFeatureGroupConfig attribute)</a>
+        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.get_annotations_status">(abacusai.feature_group.FeatureGroup method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReviewModeProjectFeatureGroupConfig.is_review_mode">(abacusai.ReviewModeProjectFeatureGroupConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_annotations_status">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingDataSplitType.ITEM">ITEM (abacusai.api_class.enums.ForecastingDataSplitType attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_anomalies">get_anomalies() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingLocalScaling.ITEM">(abacusai.api_class.enums.ForecastingLocalScaling attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingDataSplitType.ITEM">(abacusai.api_class.ForecastingDataSplitType attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_anomalies">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingLocalScaling.ITEM">(abacusai.api_class.ForecastingLocalScaling attribute)</a>
+        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.get_anomalies">(abacusai.prediction_client.PredictionClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingDataSplitType.ITEM">(abacusai.ForecastingDataSplitType attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.get_anomalies">(abacusai.PredictionClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingLocalScaling.ITEM">(abacusai.ForecastingLocalScaling attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_api_endpoint">get_api_endpoint() (abacusai.client.ReadOnlyClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_api_endpoint">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.ForecastingBatchPredictionArgs.item_attributes_to_include_in_the_result">item_attributes_to_include_in_the_result (abacusai.api_class.batch_prediction.ForecastingBatchPredictionArgs attribute)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_app_user_group">get_app_user_group() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.PersonalizationBatchPredictionArgs.item_attributes_to_include_in_the_result">(abacusai.api_class.batch_prediction.PersonalizationBatchPredictionArgs attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_app_user_group">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingBatchPredictionArgs.item_attributes_to_include_in_the_result">(abacusai.api_class.ForecastingBatchPredictionArgs attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.DocstoreUtils.get_archive_id">get_archive_id() (abacusai.api_client_utils.DocstoreUtils static method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationBatchPredictionArgs.item_attributes_to_include_in_the_result">(abacusai.api_class.PersonalizationBatchPredictionArgs attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_assignments">get_assignments() (abacusai.ApiClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_assignments">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingBatchPredictionArgs.item_attributes_to_include_in_the_result">(abacusai.ForecastingBatchPredictionArgs attribute)</a>
+        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.get_assignments">(abacusai.prediction_client.PredictionClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationBatchPredictionArgs.item_attributes_to_include_in_the_result">(abacusai.PersonalizationBatchPredictionArgs attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.get_assignments">(abacusai.PredictionClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.item_attributes_weight_column">item_attributes_weight_column (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.BatchPredictionVersion.get_batch_prediction_connector_errors">get_batch_prediction_connector_errors() (abacusai.batch_prediction_version.BatchPredictionVersion method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.item_attributes_weight_column">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_batch_prediction_connector_errors">(abacusai.client.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.item_attributes_weight_column">(abacusai.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_batch_prediction_connector_errors">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.item_query_column">item_query_column (abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_batch_prediction_version_logs">get_batch_prediction_version_logs() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.item_query_column">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.item_query_column">(abacusai.PersonalizationTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_batch_prediction_version_logs">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ItemAttributesStdDevThreshold">ItemAttributesStdDevThreshold (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_chat_response">get_chat_response() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ItemAttributesStdDevThreshold">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_chat_response">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.ItemAttributesStdDevThreshold">(class in abacusai.api_class.monitor)</a>
+        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.get_chat_response">(abacusai.prediction_client.PredictionClient method)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.get_chat_response">(abacusai.PredictionClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/forecasting_analysis_graph_data/index.html#abacusai.forecasting_analysis_graph_data.ItemStatistics">ItemStatistics (class in abacusai.forecasting_analysis_graph_data)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_chat_response_with_binary_data">get_chat_response_with_binary_data() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/item_statistics/index.html#abacusai.item_statistics.ItemStatistics">(class in abacusai.item_statistics)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_chat_response_with_binary_data">(abacusai.client.ApiClient method)</a>
+</li>
+        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.get_chat_response_with_binary_data">(abacusai.prediction_client.PredictionClient method)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.get_chat_response_with_binary_data">(abacusai.PredictionClient method)</a>
 </li>
       </ul></li>
-  </ul></td>
-</tr></table>
-
-<h2 id="J">J</h2>
-<table style="width: 100%" class="indextable genindextable"><tr>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApplicationConnectorType.JIRA">JIRA (abacusai.api_class.ApplicationConnectorType attribute)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_chat_session">get_chat_session() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ApplicationConnectorType.JIRA">(abacusai.api_class.enums.ApplicationConnectorType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ApplicationConnectorType.JIRA">(abacusai.ApplicationConnectorType attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_chat_session">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.JiraDatasetConfig">JiraDatasetConfig (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_classification">get_classification() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.JiraDatasetConfig">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_classification">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.JiraDatasetConfig">(class in abacusai.api_class.dataset_application_connector)</a>
+        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.get_classification">(abacusai.prediction_client.PredictionClient method)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.get_classification">(abacusai.PredictionClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FileFormat.JPEG">JPEG (abacusai.api_class.enums.FileFormat attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.get_clean_function_source_code">get_clean_function_source_code() (in module abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FileFormat.JPEG">(abacusai.api_class.FileFormat attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.FileFormat.JPEG">(abacusai.batch_prediction_version.FileFormat attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.get_clean_function_source_code">(in module abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.FileFormat.JPEG">(abacusai.FileFormat attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/abstract/index.html#abacusai.api_class.abstract.get_clean_function_source_code">(in module abacusai.api_class.abstract)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.JiraDatasetConfig.jql">jql (abacusai.api_class.dataset_application_connector.JiraDatasetConfig attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_cluster">get_cluster() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.JiraDatasetConfig.jql">(abacusai.api_class.JiraDatasetConfig attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_cluster">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.JiraDatasetConfig.jql">(abacusai.JiraDatasetConfig attribute)</a>
+        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.get_cluster">(abacusai.prediction_client.PredictionClient method)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.get_cluster">(abacusai.PredictionClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FeatureDriftType.JS">JS (abacusai.api_class.enums.FeatureDriftType attribute)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_collinearity_for_feature">get_collinearity_for_feature() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FeatureDriftType.JS">(abacusai.api_class.FeatureDriftType attribute)</a>
+        <li><a href="autoapi/abacusai/eda_version/index.html#abacusai.eda_version.EdaVersion.get_collinearity_for_feature">(abacusai.eda_version.EdaVersion method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.FeatureDriftType.JS">(abacusai.FeatureDriftType attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_collinearity_for_feature">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-  </ul></td>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FileFormat.JSON">JSON (abacusai.api_class.enums.FileFormat attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_completion">get_completion() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionArgumentType.JSON">(abacusai.api_class.enums.PythonFunctionArgumentType attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_completion">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionOutputArgumentType.JSON">(abacusai.api_class.enums.PythonFunctionOutputArgumentType attribute)</a>
+        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.get_completion">(abacusai.prediction_client.PredictionClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FileFormat.JSON">(abacusai.api_class.FileFormat attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.get_completion">(abacusai.PredictionClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionArgumentType.JSON">(abacusai.api_class.PythonFunctionArgumentType attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/feature_group_export/index.html#abacusai.feature_group_export.FeatureGroupExport.get_connector_errors">get_connector_errors() (abacusai.feature_group_export.FeatureGroupExport method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionOutputArgumentType.JSON">(abacusai.api_class.PythonFunctionOutputArgumentType attribute)</a>
+      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.DocstoreUtils.get_content_hash">get_content_hash() (abacusai.api_client_utils.DocstoreUtils static method)</a>
 </li>
-        <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.FileFormat.JSON">(abacusai.batch_prediction_version.FileFormat attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_conversation_response">get_conversation_response() (abacusai.ApiClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_conversation_response">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.FileFormat.JSON">(abacusai.FileFormat attribute)</a>
+        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.get_conversation_response">(abacusai.deployment.Deployment method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionArgumentType.JSON">(abacusai.PythonFunctionArgumentType attribute)</a>
+        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.get_conversation_response">(abacusai.prediction_client.PredictionClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionOutputArgumentType.JSON">(abacusai.PythonFunctionOutputArgumentType attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.get_conversation_response">(abacusai.PredictionClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowNodeInputSchema.json_schema">json_schema (abacusai.api_class.ai_agents.WorkflowNodeInputSchema attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_conversation_response_with_binary_data">get_conversation_response_with_binary_data() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowNodeOutputSchema.json_schema">(abacusai.api_class.ai_agents.WorkflowNodeOutputSchema attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowNodeInputSchema.json_schema">(abacusai.api_class.WorkflowNodeInputSchema attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_conversation_response_with_binary_data">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowNodeOutputSchema.json_schema">(abacusai.api_class.WorkflowNodeOutputSchema attribute)</a>
+        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.get_conversation_response_with_binary_data">(abacusai.deployment.Deployment method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.WorkflowNodeInputSchema.json_schema">(abacusai.WorkflowNodeInputSchema attribute)</a>
+        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.get_conversation_response_with_binary_data">(abacusai.prediction_client.PredictionClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.WorkflowNodeOutputSchema.json_schema">(abacusai.WorkflowNodeOutputSchema attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.get_conversation_response_with_binary_data">(abacusai.PredictionClient method)</a>
 </li>
       </ul></li>
-  </ul></td>
-</tr></table>
-
-<h2 id="K">K</h2>
-<table style="width: 100%" class="indextable genindextable"><tr>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.k_fold_cross_validation">k_fold_cross_validation (abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_custom_train_function_info">get_custom_train_function_info() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.k_fold_cross_validation">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_custom_train_function_info">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.k_fold_cross_validation">(abacusai.RegressionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.get_custom_train_function_info">(abacusai.project.Project method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.StreamingConnectorType.KAFKA">KAFKA (abacusai.api_class.enums.StreamingConnectorType attribute)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_data">get_data() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.StreamingConnectorType.KAFKA">(abacusai.api_class.StreamingConnectorType attribute)</a>
+        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.get_data">(abacusai.feature_group.FeatureGroup method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.StreamingConnectorType.KAFKA">(abacusai.StreamingConnectorType attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_data">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/connectors/index.html#abacusai.api_class.connectors.KafkaDatasetConfig">KafkaDatasetConfig (class in abacusai.api_class.connectors)</a>
-</li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ExplainerType.KERNEL_EXPLAINER">KERNEL_EXPLAINER (abacusai.api_class.enums.ExplainerType attribute)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_database_connector_object_schema">get_database_connector_object_schema() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ExplainerType.KERNEL_EXPLAINER">(abacusai.api_class.ExplainerType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ExplainerType.KERNEL_EXPLAINER">(abacusai.ExplainerType attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_database_connector_object_schema">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.NSamplingConfig.key_columns">key_columns (abacusai.api_class.feature_group.NSamplingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_dataset_schema">get_dataset_schema() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.PercentSamplingConfig.key_columns">(abacusai.api_class.feature_group.PercentSamplingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NSamplingConfig.key_columns">(abacusai.api_class.NSamplingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PercentSamplingConfig.key_columns">(abacusai.api_class.PercentSamplingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.NSamplingConfig.key_columns">(abacusai.NSamplingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PercentSamplingConfig.key_columns">(abacusai.PercentSamplingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_dataset_schema">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMTrainingConfig.keyword_requirement_instructions">keyword_requirement_instructions (abacusai.api_class.ChatLLMTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_dataset_version_logs">get_dataset_version_logs() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ChatLLMTrainingConfig.keyword_requirement_instructions">(abacusai.api_class.model.ChatLLMTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMTrainingConfig.keyword_requirement_instructions">(abacusai.ChatLLMTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_dataset_version_logs">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FeatureDriftType.KL">KL (abacusai.api_class.enums.FeatureDriftType attribute)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_dataset_version_metrics">get_dataset_version_metrics() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FeatureDriftType.KL">(abacusai.api_class.FeatureDriftType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.FeatureDriftType.KL">(abacusai.FeatureDriftType attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_dataset_version_metrics">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-  </ul></td>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FeatureDriftType.KS">KS (abacusai.api_class.enums.FeatureDriftType attribute)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_deployment_conversation">get_deployment_conversation() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FeatureDriftType.KS">(abacusai.api_class.FeatureDriftType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.FeatureDriftType.KS">(abacusai.FeatureDriftType attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_deployment_conversation">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.BatchPredictionArgs.kwargs">kwargs (abacusai.api_class.batch_prediction.BatchPredictionArgs attribute)</a>
+      <li><a href="autoapi/abacusai/document_retriever/index.html#abacusai.document_retriever.DocumentRetriever.get_deployment_status">get_deployment_status() (abacusai.document_retriever.DocumentRetriever method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BatchPredictionArgs.kwargs">(abacusai.api_class.BatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.PredictionArguments.kwargs">(abacusai.api_class.deployment.PredictionArguments attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.TrainingConfig.kwargs">(abacusai.api_class.model.TrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PredictionArguments.kwargs">(abacusai.api_class.PredictionArguments attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TrainingConfig.kwargs">(abacusai.api_class.TrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPredictionArgs.kwargs">(abacusai.batch_prediction.BatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.BatchPredictionArgs.kwargs">(abacusai.batch_prediction_version.BatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.BatchPredictionArgs.kwargs">(abacusai.BatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BatchPredictionArgs.kwargs">(abacusai.client.BatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PredictionArguments.kwargs">(abacusai.client.PredictionArguments attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.TrainingConfig.kwargs">(abacusai.client.TrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.BatchPredictionArgs.kwargs">(abacusai.deployment.BatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.PredictionArguments.kwargs">(abacusai.deployment.PredictionArguments attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.TrainingConfig.kwargs">(abacusai.model.TrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/model_version/index.html#abacusai.model_version.TrainingConfig.kwargs">(abacusai.model_version.TrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/document_retriever_version/index.html#abacusai.document_retriever_version.DocumentRetrieverVersion.get_deployment_status">(abacusai.document_retriever_version.DocumentRetrieverVersion method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionArguments.kwargs">(abacusai.PredictionArguments attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_docstore_document">get_docstore_document() (abacusai.client.ReadOnlyClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_docstore_document">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.TrainingConfig.kwargs">(abacusai.project.TrainingConfig attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_docstore_document_data">get_docstore_document_data() (abacusai.ApiClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_docstore_document_data">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.TrainingConfig.kwargs">(abacusai.TrainingConfig attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_docstore_image">get_docstore_image() (abacusai.client.ReadOnlyClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_docstore_image">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-  </ul></td>
-</tr></table>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_docstore_page_data">get_docstore_page_data() (abacusai.ApiClient method)</a>
 
-<h2 id="L">L</h2>
-<table style="width: 100%" class="indextable genindextable"><tr>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.l2_regularization_factor">l2_regularization_factor (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
+      <ul>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_docstore_page_data">(abacusai.client.ApiClient method)</a>
+</li>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_document_snippet">get_document_snippet() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.l2_regularization_factor">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_document_snippet">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.l2_regularization_factor">(abacusai.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/document_retriever/index.html#abacusai.document_retriever.DocumentRetriever.get_document_snippet">(abacusai.document_retriever.DocumentRetriever method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProblemType.LANGUAGE_DETECTION">LANGUAGE_DETECTION (abacusai.api_class.enums.ProblemType attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_document_to_annotate">get_document_to_annotate() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProblemType.LANGUAGE_DETECTION">(abacusai.api_class.ProblemType attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_document_to_annotate">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ProblemType.LANGUAGE_DETECTION">(abacusai.ProblemType attribute)</a>
+        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.get_document_to_annotate">(abacusai.feature_group.FeatureGroup method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.NaturalLanguageSearchTrainingConfig.larger_embeddings">larger_embeddings (abacusai.api_class.model.NaturalLanguageSearchTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_drift_for_feature">get_drift_for_feature() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NaturalLanguageSearchTrainingConfig.larger_embeddings">(abacusai.api_class.NaturalLanguageSearchTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/model_monitor_version/index.html#abacusai.model_monitor_version.ModelMonitorVersion.get_drift_for_feature">(abacusai.model_monitor_version.ModelMonitorVersion method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.NaturalLanguageSearchTrainingConfig.larger_embeddings">(abacusai.NaturalLanguageSearchTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_drift_for_feature">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.MergeMode.LAST_N">LAST_N (abacusai.api_class.enums.MergeMode attribute)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_eda_collinearity">get_eda_collinearity() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MergeMode.LAST_N">(abacusai.api_class.MergeMode attribute)</a>
+        <li><a href="autoapi/abacusai/eda_version/index.html#abacusai.eda_version.EdaVersion.get_eda_collinearity">(abacusai.eda_version.EdaVersion method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.MergeMode.LAST_N">(abacusai.MergeMode attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_eda_collinearity">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.DocstoreUtils.LAST_PAGE">LAST_PAGE (abacusai.api_client_utils.DocstoreUtils attribute)</a>
-</li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingLocalScaling.LAST_POINT">LAST_POINT (abacusai.api_class.enums.ForecastingLocalScaling attribute)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_eda_data_consistency">get_eda_data_consistency() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingLocalScaling.LAST_POINT">(abacusai.api_class.ForecastingLocalScaling attribute)</a>
+        <li><a href="autoapi/abacusai/eda_version/index.html#abacusai.eda_version.EdaVersion.get_eda_data_consistency">(abacusai.eda_version.EdaVersion method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingLocalScaling.LAST_POINT">(abacusai.ForecastingLocalScaling attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_eda_data_consistency">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.LastNMergeConfig">LastNMergeConfig (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_eda_forecasting_analysis">get_eda_forecasting_analysis() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.LastNMergeConfig">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/eda_version/index.html#abacusai.eda_version.EdaVersion.get_eda_forecasting_analysis">(abacusai.eda_version.EdaVersion method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.LastNMergeConfig">(class in abacusai.api_class.feature_group)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_eda_forecasting_analysis">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/dataset/index.html#abacusai.api_class.dataset.OcrMode.LAYOUT">LAYOUT (abacusai.api_class.dataset.OcrMode attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_entailment">get_entailment() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.OcrMode.LAYOUT">(abacusai.api_class.enums.OcrMode attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_entailment">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.OcrMode.LAYOUT">(abacusai.api_class.OcrMode attribute)</a>, <a href="autoapi/abacusai/api_class/index.html#id103">[1]</a>
+        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.get_entailment">(abacusai.prediction_client.PredictionClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.OcrMode.LAYOUT">(abacusai.OcrMode attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.get_entailment">(abacusai.PredictionClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.NERModelType.LEARNED">LEARNED (abacusai.api_class.enums.NERModelType attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_entities_from_pdf">get_entities_from_pdf() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NERModelType.LEARNED">(abacusai.api_class.NERModelType attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_entities_from_pdf">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.NERModelType.LEARNED">(abacusai.NERModelType attribute)</a>
+        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.get_entities_from_pdf">(abacusai.prediction_client.PredictionClient method)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.get_entities_from_pdf">(abacusai.PredictionClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ExplainerType.LIME_EXPLAINER">LIME_EXPLAINER (abacusai.api_class.enums.ExplainerType attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_event_anomaly_score">get_event_anomaly_score() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ExplainerType.LIME_EXPLAINER">(abacusai.api_class.ExplainerType attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_event_anomaly_score">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ExplainerType.LIME_EXPLAINER">(abacusai.ExplainerType attribute)</a>
+        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.get_event_anomaly_score">(abacusai.prediction_client.PredictionClient method)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.get_event_anomaly_score">(abacusai.PredictionClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.FeatureStorePredictionArguments.limit_results">limit_results (abacusai.api_class.deployment.FeatureStorePredictionArguments attribute)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_execute_feature_group_operation_result_part_count">get_execute_feature_group_operation_result_part_count() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FeatureStorePredictionArguments.limit_results">(abacusai.api_class.FeatureStorePredictionArguments attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.FeatureStorePredictionArguments.limit_results">(abacusai.FeatureStorePredictionArguments attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_execute_feature_group_operation_result_part_count">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FillLogic.LINEAR">LINEAR (abacusai.api_class.enums.FillLogic attribute)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_feature_association">get_feature_association() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FillLogic.LINEAR">(abacusai.api_class.FillLogic attribute)</a>
+        <li><a href="autoapi/abacusai/eda_version/index.html#abacusai.eda_version.EdaVersion.get_feature_association">(abacusai.eda_version.EdaVersion method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.FillLogic.LINEAR">(abacusai.FillLogic attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_feature_association">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DataType.LIST">LIST (abacusai.api_class.DataType attribute)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_feature_group_export_connector_errors">get_feature_group_export_connector_errors() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.DataType.LIST">(abacusai.api_class.enums.DataType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionArgumentType.LIST">(abacusai.api_class.enums.PythonFunctionArgumentType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionOutputArgumentType.LIST">(abacusai.api_class.enums.PythonFunctionOutputArgumentType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.WorkflowNodeOutputType.LIST">(abacusai.api_class.enums.WorkflowNodeOutputType attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_feature_group_export_connector_errors">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionArgumentType.LIST">(abacusai.api_class.PythonFunctionArgumentType attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_feature_group_row_process_logs_by_key">get_feature_group_row_process_logs_by_key() (abacusai.ApiClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_feature_group_row_process_logs_by_key">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionOutputArgumentType.LIST">(abacusai.api_class.PythonFunctionOutputArgumentType attribute)</a>
+        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.get_feature_group_row_process_logs_by_key">(abacusai.deployment.Deployment method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowNodeOutputType.LIST">(abacusai.api_class.WorkflowNodeOutputType attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_feature_group_row_process_summary">get_feature_group_row_process_summary() (abacusai.ApiClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_feature_group_row_process_summary">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DataType.LIST">(abacusai.client.DataType attribute)</a>
+        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.get_feature_group_row_process_summary">(abacusai.deployment.Deployment method)</a>
 </li>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.DataType.LIST">(abacusai.dataset.DataType attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_feature_group_schema">get_feature_group_schema() (abacusai.client.ReadOnlyClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_feature_group_schema">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.DataType.LIST">(abacusai.DataType attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/model_version/index.html#abacusai.model_version.ModelVersion.get_feature_group_schemas_for">get_feature_group_schemas_for() (abacusai.model_version.ModelVersion method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionArgumentType.LIST">(abacusai.PythonFunctionArgumentType attribute)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_feature_group_schemas_for_model_version">get_feature_group_schemas_for_model_version() (abacusai.client.ReadOnlyClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_feature_group_schemas_for_model_version">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionOutputArgumentType.LIST">(abacusai.PythonFunctionOutputArgumentType attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_feature_group_version_export_download_url">get_feature_group_version_export_download_url() (abacusai.client.ReadOnlyClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/feature_group_export/index.html#abacusai.feature_group_export.FeatureGroupExport.get_feature_group_version_export_download_url">(abacusai.feature_group_export.FeatureGroupExport method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.WorkflowNodeOutputType.LIST">(abacusai.WorkflowNodeOutputType attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_feature_group_version_export_download_url">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_agent_versions">list_agent_versions() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_feature_group_version_logs">get_feature_group_version_logs() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_agent_versions">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_feature_group_version_logs">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Project.list_agents">list_agents() (abacusai.client.Project method)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_feature_group_version_metrics">get_feature_group_version_metrics() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_agents">(abacusai.client.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_feature_group_version_metrics">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.list_agents">(abacusai.project.Project method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/model_version/index.html#abacusai.model_version.ModelVersion.get_feature_importance_by">get_feature_importance_by() (abacusai.model_version.ModelVersion method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_agents">(abacusai.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_feature_importance_by_model_version">get_feature_importance_by_model_version() (abacusai.client.ReadOnlyClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_feature_importance_by_model_version">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Deployment.list_alerts">list_alerts() (abacusai.client.Deployment method)</a>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_file_connector_instructions">get_file_connector_instructions() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.list_alerts">(abacusai.deployment.Deployment method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_file_connector_instructions">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_algorithms">list_algorithms() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_forecast">get_forecast() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_algorithms">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_forecast">(abacusai.client.ApiClient method)</a>
+</li>
+        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.get_forecast">(abacusai.prediction_client.PredictionClient method)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.get_forecast">(abacusai.PredictionClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_api_keys">list_api_keys() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.CumulativeForecastingPredictionArguments.get_item_data">get_item_data (abacusai.api_class.CumulativeForecastingPredictionArguments attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_api_keys">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.CumulativeForecastingPredictionArguments.get_item_data">(abacusai.api_class.deployment.CumulativeForecastingPredictionArguments attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.ForecastingPredictionArguments.get_item_data">(abacusai.api_class.deployment.ForecastingPredictionArguments attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingPredictionArguments.get_item_data">(abacusai.api_class.ForecastingPredictionArguments attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.CumulativeForecastingPredictionArguments.get_item_data">(abacusai.CumulativeForecastingPredictionArguments attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingPredictionArguments.get_item_data">(abacusai.ForecastingPredictionArguments attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_application_connector_objects">list_application_connector_objects() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_k_nearest">get_k_nearest() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_application_connector_objects">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_k_nearest">(abacusai.client.ApiClient method)</a>
+</li>
+        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.get_k_nearest">(abacusai.prediction_client.PredictionClient method)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.get_k_nearest">(abacusai.PredictionClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_application_connectors">list_application_connectors() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_labels">get_labels() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_application_connectors">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_labels">(abacusai.client.ApiClient method)</a>
+</li>
+        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.get_labels">(abacusai.prediction_client.PredictionClient method)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.get_labels">(abacusai.PredictionClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Model.list_artifacts_exports">list_artifacts_exports() (abacusai.client.Model method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_llm_app_response">get_llm_app_response() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.Model.list_artifacts_exports">(abacusai.model.Model method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_llm_app_response">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_batch_prediction_versions">list_batch_prediction_versions() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.BatchPredictionVersion.get_logs">get_logs() (abacusai.batch_prediction_version.BatchPredictionVersion method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_batch_prediction_versions">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/dataset_version/index.html#abacusai.dataset_version.DatasetVersion.get_logs">(abacusai.dataset_version.DatasetVersion method)</a>
+</li>
+        <li><a href="autoapi/abacusai/feature_group_version/index.html#abacusai.feature_group_version.FeatureGroupVersion.get_logs">(abacusai.feature_group_version.FeatureGroupVersion method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Project.list_batch_predictions">list_batch_predictions() (abacusai.client.Project method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_matching_documents">get_matching_documents() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_batch_predictions">(abacusai.client.ReadOnlyClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.list_batch_predictions">(abacusai.project.Project method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_matching_documents">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_batch_predictions">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/document_retriever/index.html#abacusai.document_retriever.DocumentRetriever.get_matching_documents">(abacusai.document_retriever.DocumentRetriever method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.list_builtin_algorithms">list_builtin_algorithms() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_materialization_logs">get_materialization_logs() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.list_builtin_algorithms">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/feature_group_version/index.html#abacusai.feature_group_version.FeatureGroupVersion.get_materialization_logs">(abacusai.feature_group_version.FeatureGroupVersion method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Project.list_builtin_algorithms">(abacusai.client.Project method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_materialization_logs">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.list_builtin_algorithms">(abacusai.project.Project method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/dataset_version/index.html#abacusai.dataset_version.DatasetVersion.get_metrics">get_metrics() (abacusai.dataset_version.DatasetVersion method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/feature_group_version/index.html#abacusai.feature_group_version.FeatureGroupVersion.get_metrics">(abacusai.feature_group_version.FeatureGroupVersion method)</a>
+</li>
+        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.Model.get_metrics">(abacusai.model.Model method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_chat_sessions">list_chat_sessions() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_model_metrics">get_model_metrics() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_chat_sessions">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_model_metrics">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Deployment.list_conversations">list_conversations() (abacusai.client.Deployment method)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_model_monitor_chart_from_organization">get_model_monitor_chart_from_organization() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.list_conversations">(abacusai.deployment.Deployment method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_model_monitor_chart_from_organization">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_custom_loss_functions">list_custom_loss_functions() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_model_monitor_summary">get_model_monitor_summary() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_custom_loss_functions">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_model_monitor_summary">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_custom_metrics">list_custom_metrics() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_model_monitor_summary_from_organization">get_model_monitor_summary_from_organization() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_custom_metrics">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_model_monitor_summary_from_organization">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_database_connector_objects">list_database_connector_objects() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_model_training_types_for_deployment">get_model_training_types_for_deployment() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_database_connector_objects">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_model_training_types_for_deployment">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_database_connectors">list_database_connectors() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.get_module_code_from_notebook">get_module_code_from_notebook() (in module abacusai.client)</a>
+</li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_multiple_k_nearest">get_multiple_k_nearest() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_database_connectors">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_multiple_k_nearest">(abacusai.client.ApiClient method)</a>
+</li>
+        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.get_multiple_k_nearest">(abacusai.prediction_client.PredictionClient method)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.get_multiple_k_nearest">(abacusai.PredictionClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_dataset_versions">list_dataset_versions() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_natural_language_explanation">get_natural_language_explanation() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_dataset_versions">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.get_natural_language_explanation">(abacusai.feature_group.FeatureGroup method)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_natural_language_explanation">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_datasets">list_datasets() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.get_non_nullable_type">get_non_nullable_type() (in module abacusai.api_client_utils)</a>
+</li>
+      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.get_object_from_context">get_object_from_context() (in module abacusai.api_client_utils)</a>
+</li>
+      <li><a href="autoapi/abacusai/database_connector/index.html#abacusai.database_connector.DatabaseConnector.get_object_schema">get_object_schema() (abacusai.database_connector.DatabaseConnector method)</a>
+</li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_objects_from_image">get_objects_from_image() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_datasets">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_objects_from_image">(abacusai.client.ApiClient method)</a>
+</li>
+        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.get_objects_from_image">(abacusai.prediction_client.PredictionClient method)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.get_objects_from_image">(abacusai.PredictionClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_deployment_alerts">list_deployment_alerts() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_organization_secret">get_organization_secret() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_deployment_alerts">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_organization_secret">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_deployment_conversations">list_deployment_conversations() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_outliers_for_feature">get_outliers_for_feature() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_deployment_conversations">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/model_monitor_version/index.html#abacusai.model_monitor_version.ModelMonitorVersion.get_outliers_for_feature">(abacusai.model_monitor_version.ModelMonitorVersion method)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_outliers_for_feature">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Project.list_deployment_tokens">list_deployment_tokens() (abacusai.client.Project method)</a>
+      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.DocstoreUtils.get_page_id">get_page_id() (abacusai.api_client_utils.DocstoreUtils static method)</a>
+</li>
+      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.DocstoreUtils.get_pandas_documents_df">get_pandas_documents_df() (abacusai.api_client_utils.DocstoreUtils class method)</a>
+</li>
+      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.DocstoreUtils.get_pandas_pages_df">get_pandas_pages_df() (abacusai.api_client_utils.DocstoreUtils class method)</a>
+</li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_personalized_ranking">get_personalized_ranking() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_deployment_tokens">(abacusai.client.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_personalized_ranking">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.list_deployment_tokens">(abacusai.project.Project method)</a>
+        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.get_personalized_ranking">(abacusai.prediction_client.PredictionClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_deployment_tokens">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.get_personalized_ranking">(abacusai.PredictionClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_deployment_webhooks">list_deployment_webhooks() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_point_in_time_feature_group_creation_options">get_point_in_time_feature_group_creation_options() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_deployment_webhooks">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_point_in_time_feature_group_creation_options">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Project.list_deployments">list_deployments() (abacusai.client.Project method)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_prediction_drift">get_prediction_drift() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_deployments">(abacusai.client.ReadOnlyClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.list_deployments">(abacusai.project.Project method)</a>
+        <li><a href="autoapi/abacusai/model_monitor_version/index.html#abacusai.model_monitor_version.ModelMonitorVersion.get_prediction_drift">(abacusai.model_monitor_version.ModelMonitorVersion method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_deployments">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_prediction_drift">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_document_retriever_versions">list_document_retriever_versions() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.get_project_config">get_project_config() (abacusai.feature_group.FeatureGroup method)</a>
+</li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_project_feature_group_config">get_project_feature_group_config() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_document_retriever_versions">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_project_feature_group_config">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Project.list_document_retrievers">list_document_retrievers() (abacusai.client.Project method)</a>
+      <li><a href="autoapi/abacusai/cryptography/index.html#abacusai.cryptography.get_public_key">get_public_key() (in module abacusai.cryptography)</a>
+</li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_ranked_items">get_ranked_items() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_document_retrievers">(abacusai.client.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_ranked_items">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.list_document_retrievers">(abacusai.project.Project method)</a>
+        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.get_ranked_items">(abacusai.prediction_client.PredictionClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_document_retrievers">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.get_ranked_items">(abacusai.PredictionClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Project.list_eda">list_eda() (abacusai.client.Project method)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_recent_feature_group_streamed_data">get_recent_feature_group_streamed_data() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_eda">(abacusai.client.ReadOnlyClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.list_eda">(abacusai.project.Project method)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_eda">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_recent_feature_group_streamed_data">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_eda_versions">list_eda_versions() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.get_recent_streamed_data">get_recent_streamed_data() (abacusai.feature_group.FeatureGroup method)</a>
+</li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_recommendations">get_recommendations() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_eda_versions">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_recommendations">(abacusai.client.ApiClient method)</a>
+</li>
+        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.get_recommendations">(abacusai.prediction_client.PredictionClient method)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.get_recommendations">(abacusai.PredictionClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.list_exports">list_exports() (abacusai.client.FeatureGroup method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_related_items">get_related_items() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.list_exports">(abacusai.feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_related_items">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.list_exports">(abacusai.organization_search_result.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.get_related_items">(abacusai.prediction_client.PredictionClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.list_exports">(abacusai.project_feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.get_related_items">(abacusai.PredictionClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_external_applications">list_external_applications() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_relevant_snippets">get_relevant_snippets() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_external_applications">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_relevant_snippets">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_feature_group_exports">list_feature_group_exports() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.Dataset.get_schema">get_schema() (abacusai.dataset.Dataset method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_feature_group_exports">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.get_schema">(abacusai.feature_group.FeatureGroup method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_feature_group_modifiers">list_feature_group_modifiers() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_scoped_cache_value">get_scoped_cache_value() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_feature_group_modifiers">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_scoped_cache_value">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.list_feature_group_row_processes">list_feature_group_row_processes() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_search_results">get_search_results() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.list_feature_group_row_processes">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_search_results">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Deployment.list_feature_group_row_processes">(abacusai.client.Deployment method)</a>
+        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.get_search_results">(abacusai.prediction_client.PredictionClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.list_feature_group_row_processes">(abacusai.deployment.Deployment method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.get_search_results">(abacusai.PredictionClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Project.list_feature_group_templates">list_feature_group_templates() (abacusai.client.Project method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_sentiment">get_sentiment() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_feature_group_templates">(abacusai.client.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_sentiment">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.list_feature_group_templates">(abacusai.project.Project method)</a>
+        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.get_sentiment">(abacusai.prediction_client.PredictionClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_feature_group_templates">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.get_sentiment">(abacusai.PredictionClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_feature_group_versions">list_feature_group_versions() (abacusai.client.ReadOnlyClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_feature_group_versions">(abacusai.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.get_source_code_info">get_source_code_info() (in module abacusai.client)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Project.list_feature_groups">list_feature_groups() (abacusai.client.Project method)</a>
+      <li><a href="autoapi/abacusai/agent/index.html#abacusai.agent.Agent.get_status">get_status() (abacusai.agent.Agent method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_feature_groups">(abacusai.client.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/agent_version/index.html#abacusai.agent_version.AgentVersion.get_status">(abacusai.agent_version.AgentVersion method)</a>
 </li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.list_feature_groups">(abacusai.project.Project method)</a>
+        <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPrediction.get_status">(abacusai.batch_prediction.BatchPrediction method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_feature_groups">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.BatchPredictionVersion.get_status">(abacusai.batch_prediction_version.BatchPredictionVersion method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_file_connectors">list_file_connectors() (abacusai.client.ReadOnlyClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_file_connectors">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.Dataset.get_status">(abacusai.dataset.Dataset method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Project.list_graph_dashboards">list_graph_dashboards() (abacusai.client.Project method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_graph_dashboards">(abacusai.client.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/dataset_version/index.html#abacusai.dataset_version.DatasetVersion.get_status">(abacusai.dataset_version.DatasetVersion method)</a>
 </li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.list_graph_dashboards">(abacusai.project.Project method)</a>
+        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.get_status">(abacusai.deployment.Deployment method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_graph_dashboards">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/document_retriever/index.html#abacusai.document_retriever.DocumentRetriever.get_status">(abacusai.document_retriever.DocumentRetriever method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Project.list_holdout_analysis">list_holdout_analysis() (abacusai.client.Project method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_holdout_analysis">(abacusai.client.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/document_retriever_version/index.html#abacusai.document_retriever_version.DocumentRetrieverVersion.get_status">(abacusai.document_retriever_version.DocumentRetrieverVersion method)</a>
 </li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.list_holdout_analysis">(abacusai.project.Project method)</a>
+        <li><a href="autoapi/abacusai/eda_version/index.html#abacusai.eda_version.EdaVersion.get_status">(abacusai.eda_version.EdaVersion method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_holdout_analysis">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/execute_feature_group_operation/index.html#abacusai.execute_feature_group_operation.ExecuteFeatureGroupOperation.get_status">(abacusai.execute_feature_group_operation.ExecuteFeatureGroupOperation method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_holdout_analysis_versions">list_holdout_analysis_versions() (abacusai.client.ReadOnlyClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_holdout_analysis_versions">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.get_status">(abacusai.feature_group.FeatureGroup method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_llm_apps">list_llm_apps() (abacusai.client.ReadOnlyClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_llm_apps">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/feature_group_export/index.html#abacusai.feature_group_export.FeatureGroupExport.get_status">(abacusai.feature_group_export.FeatureGroupExport method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PipelineVersion.list_logs">list_logs() (abacusai.client.PipelineVersion method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.PipelineVersion.list_logs">(abacusai.pipeline.PipelineVersion method)</a>
+        <li><a href="autoapi/abacusai/feature_group_row_process/index.html#abacusai.feature_group_row_process.FeatureGroupRowProcess.get_status">(abacusai.feature_group_row_process.FeatureGroupRowProcess method)</a>
 </li>
-        <li><a href="autoapi/abacusai/pipeline_version/index.html#abacusai.pipeline_version.PipelineVersion.list_logs">(abacusai.pipeline_version.PipelineVersion method)</a>
+        <li><a href="autoapi/abacusai/feature_group_version/index.html#abacusai.feature_group_version.FeatureGroupVersion.get_status">(abacusai.feature_group_version.FeatureGroupVersion method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_model_artifacts_exports">list_model_artifacts_exports() (abacusai.client.ReadOnlyClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_model_artifacts_exports">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/holdout_analysis_version/index.html#abacusai.holdout_analysis_version.HoldoutAnalysisVersion.get_status">(abacusai.holdout_analysis_version.HoldoutAnalysisVersion method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_model_monitor_versions">list_model_monitor_versions() (abacusai.client.ReadOnlyClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_model_monitor_versions">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.Model.get_status">(abacusai.model.Model method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Project.list_model_monitors">list_model_monitors() (abacusai.client.Project method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_model_monitors">(abacusai.client.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/model_artifacts_export/index.html#abacusai.model_artifacts_export.ModelArtifactsExport.get_status">(abacusai.model_artifacts_export.ModelArtifactsExport method)</a>
 </li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.list_model_monitors">(abacusai.project.Project method)</a>
+        <li><a href="autoapi/abacusai/model_monitor_version/index.html#abacusai.model_monitor_version.ModelMonitorVersion.get_status">(abacusai.model_monitor_version.ModelMonitorVersion method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_model_monitors">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/model_version/index.html#abacusai.model_version.ModelVersion.get_status">(abacusai.model_version.ModelVersion method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_model_versions">list_model_versions() (abacusai.client.ReadOnlyClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_model_versions">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/monitor_alert_version/index.html#abacusai.monitor_alert_version.MonitorAlertVersion.get_status">(abacusai.monitor_alert_version.MonitorAlertVersion method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Project.list_models">list_models() (abacusai.client.Project method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_models">(abacusai.client.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.Pipeline.get_status">(abacusai.pipeline.Pipeline method)</a>
 </li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.list_models">(abacusai.project.Project method)</a>
+        <li><a href="autoapi/abacusai/pipeline_version/index.html#abacusai.pipeline_version.PipelineVersion.get_status">(abacusai.pipeline_version.PipelineVersion method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_models">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/refresh_pipeline_run/index.html#abacusai.refresh_pipeline_run.RefreshPipelineRun.get_status">(abacusai.refresh_pipeline_run.RefreshPipelineRun method)</a>
+</li>
+        <li><a href="autoapi/abacusai/upload/index.html#abacusai.upload.Upload.get_status">(abacusai.upload.Upload method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.list_modifiers">list_modifiers() (abacusai.client.FeatureGroup method)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_step_version_logs">get_step_version_logs() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.list_modifiers">(abacusai.feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/pipeline_step_version/index.html#abacusai.pipeline_step_version.PipelineStepVersion.get_step_version_logs">(abacusai.pipeline_step_version.PipelineStepVersion method)</a>
 </li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.list_modifiers">(abacusai.organization_search_result.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_step_version_logs">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.list_modifiers">(abacusai.project_feature_group.FeatureGroup method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_streaming_chat_response">get_streaming_chat_response() (abacusai.ApiClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_streaming_chat_response">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_modules">list_modules() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_streaming_conversation_response">get_streaming_conversation_response() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_modules">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_streaming_conversation_response">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelMonitorVersion.list_monitor_alert_versions_for_monitor_version">list_monitor_alert_versions_for_monitor_version() (abacusai.client.ModelMonitorVersion method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_summary">get_summary() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_monitor_alert_versions_for_monitor_version">(abacusai.client.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_summary">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/model_monitor/index.html#abacusai.model_monitor.ModelMonitorVersion.list_monitor_alert_versions_for_monitor_version">(abacusai.model_monitor.ModelMonitorVersion method)</a>
+        <li><a href="autoapi/abacusai/model_monitor/index.html#abacusai.model_monitor.ModelMonitor.get_summary">(abacusai.model_monitor.ModelMonitor method)</a>
 </li>
-        <li><a href="autoapi/abacusai/model_monitor_version/index.html#abacusai.model_monitor_version.ModelMonitorVersion.list_monitor_alert_versions_for_monitor_version">(abacusai.model_monitor_version.ModelMonitorVersion method)</a>
+        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.get_summary">(abacusai.prediction_client.PredictionClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_monitor_alert_versions_for_monitor_version">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.get_summary">(abacusai.PredictionClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelMonitor.list_monitor_alerts_for_monitor">list_monitor_alerts_for_monitor() (abacusai.client.ModelMonitor method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_text_from_document">get_text_from_document() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_monitor_alerts_for_monitor">(abacusai.client.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_text_from_document">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/model_monitor/index.html#abacusai.model_monitor.ModelMonitor.list_monitor_alerts_for_monitor">(abacusai.model_monitor.ModelMonitor method)</a>
+        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.get_text_from_document">(abacusai.prediction_client.PredictionClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_monitor_alerts_for_monitor">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.get_text_from_document">(abacusai.PredictionClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/application_connector/index.html#abacusai.application_connector.ApplicationConnector.list_objects">list_objects() (abacusai.application_connector.ApplicationConnector method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_timeseries_anomalies">get_timeseries_anomalies() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApplicationConnector.list_objects">(abacusai.client.ApplicationConnector method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DatabaseConnector.list_objects">(abacusai.client.DatabaseConnector method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_timeseries_anomalies">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/database_connector/index.html#abacusai.database_connector.DatabaseConnector.list_objects">(abacusai.database_connector.DatabaseConnector method)</a>
+        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.get_timeseries_anomalies">(abacusai.prediction_client.PredictionClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.DatabaseConnector.list_objects">(abacusai.model.DatabaseConnector method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.get_timeseries_anomalies">(abacusai.PredictionClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_organization_groups">list_organization_groups() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_train_function_input">get_train_function_input() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_organization_groups">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_train_function_input">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_organization_model_monitors">list_organization_model_monitors() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_train_function_input_from_model_version">get_train_function_input_from_model_version() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_organization_model_monitors">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_train_function_input_from_model_version">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_organization_secrets">list_organization_secrets() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/model/index.html#abacusai.model.Model.get_train_test_feature_group_as_pandas">get_train_test_feature_group_as_pandas() (abacusai.model.Model method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_organization_secrets">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/model_version/index.html#abacusai.model_version.ModelVersion.get_train_test_feature_group_as_pandas">(abacusai.model_version.ModelVersion method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_organization_users">list_organization_users() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.get_training_config_options">get_training_config_options() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_organization_users">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.get_training_config_options">(abacusai.client.ApiClient method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_pipeline_version_logs">list_pipeline_version_logs() (abacusai.client.ReadOnlyClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_pipeline_version_logs">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.get_training_config_options">(abacusai.project.Project method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.list_pipeline_versions">list_pipeline_versions() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_training_data_logs">get_training_data_logs() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.list_pipeline_versions">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/model_version/index.html#abacusai.model_version.ModelVersion.get_training_data_logs">(abacusai.model_version.ModelVersion method)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_training_data_logs">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-  </ul></td>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Project.list_pipelines">list_pipelines() (abacusai.client.Project method)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.get_training_logs">get_training_logs() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_pipelines">(abacusai.client.ReadOnlyClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.list_pipelines">(abacusai.project.Project method)</a>
+        <li><a href="autoapi/abacusai/model_version/index.html#abacusai.model_version.ModelVersion.get_training_logs">(abacusai.model_version.ModelVersion method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_pipelines">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.get_training_logs">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_prediction_operator_versions">list_prediction_operator_versions() (abacusai.client.ReadOnlyClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_prediction_operator_versions">(abacusai.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/model/index.html#abacusai.model.Model.get_training_types_for_deployment">get_training_types_for_deployment() (abacusai.model.Model method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Project.list_prediction_operators">list_prediction_operators() (abacusai.client.Project method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApplicationConnectorType.GIT">GIT (abacusai.api_class.ApplicationConnectorType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_prediction_operators">(abacusai.client.ReadOnlyClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.list_prediction_operators">(abacusai.project.Project method)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ApplicationConnectorType.GIT">(abacusai.api_class.enums.ApplicationConnectorType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_prediction_operators">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ApplicationConnectorType.GIT">(abacusai.ApplicationConnectorType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_project_feature_group_templates">list_project_feature_group_templates() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApplicationConnectorType.GOOGLEANALYTICS">GOOGLEANALYTICS (abacusai.api_class.ApplicationConnectorType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_project_feature_group_templates">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ApplicationConnectorType.GOOGLEANALYTICS">(abacusai.api_class.enums.ApplicationConnectorType attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_project_feature_groups">list_project_feature_groups() (abacusai.client.ReadOnlyClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_project_feature_groups">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ApplicationConnectorType.GOOGLEANALYTICS">(abacusai.ApplicationConnectorType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_projects">list_projects() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.GoogleAnalyticsDatasetConfig">GoogleAnalyticsDatasetConfig (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_projects">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.GoogleAnalyticsDatasetConfig">(class in abacusai.api_class)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.GoogleAnalyticsDatasetConfig">(class in abacusai.api_class.dataset_application_connector)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_python_function_feature_groups">list_python_function_feature_groups() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApplicationConnectorType.GOOGLEDRIVE">GOOGLEDRIVE (abacusai.api_class.ApplicationConnectorType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_python_function_feature_groups">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ApplicationConnectorType.GOOGLEDRIVE">(abacusai.api_class.enums.ApplicationConnectorType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ApplicationConnectorType.GOOGLEDRIVE">(abacusai.ApplicationConnectorType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_python_functions">list_python_functions() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.GoogleDriveDatasetConfig">GoogleDriveDatasetConfig (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_python_functions">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.GoogleDriveDatasetConfig">(class in abacusai.api_class)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.GoogleDriveDatasetConfig">(class in abacusai.api_class.dataset_application_connector)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Project.list_realtime_monitors">list_realtime_monitors() (abacusai.client.Project method)</a>
+      <li><a href="autoapi/abacusai/graph_dashboard/index.html#abacusai.graph_dashboard.GraphDashboard">GraphDashboard (class in abacusai.graph_dashboard)</a>
+</li>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.LLMName.GROQ_LLAMA3_LARGE_CHAT">GROQ_LLAMA3_LARGE_CHAT (abacusai.api_class.enums.LLMName attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_realtime_monitors">(abacusai.client.ReadOnlyClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.list_realtime_monitors">(abacusai.project.Project method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.LLMName.GROQ_LLAMA3_LARGE_CHAT">(abacusai.api_class.LLMName attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_realtime_monitors">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.LLMName.GROQ_LLAMA3_LARGE_CHAT">(abacusai.LLMName attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_refresh_pipeline_runs">list_refresh_pipeline_runs() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BiasType.GROUP_BENEFIT_EQUALITY">GROUP_BENEFIT_EQUALITY (abacusai.api_class.BiasType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.RefreshPolicy.list_refresh_pipeline_runs">(abacusai.client.RefreshPolicy method)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.BiasType.GROUP_BENEFIT_EQUALITY">(abacusai.api_class.enums.BiasType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_refresh_pipeline_runs">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.BiasType.GROUP_BENEFIT_EQUALITY">(abacusai.BiasType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/refresh_pipeline_run/index.html#abacusai.refresh_pipeline_run.RefreshPolicy.list_refresh_pipeline_runs">(abacusai.refresh_pipeline_run.RefreshPolicy method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingLossFunction.GUASSIAN_EXPONENTIAL">GUASSIAN_EXPONENTIAL (abacusai.api_class.enums.ForecastingLossFunction attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingLossFunction.GUASSIAN_EXPONENTIAL">(abacusai.api_class.ForecastingLossFunction attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/refresh_policy/index.html#abacusai.refresh_policy.RefreshPolicy.list_refresh_pipeline_runs">(abacusai.refresh_policy.RefreshPolicy method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingLossFunction.GUASSIAN_EXPONENTIAL">(abacusai.ForecastingLossFunction attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPrediction.list_refresh_policies">list_refresh_policies() (abacusai.batch_prediction.BatchPrediction method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FileFormat.GZ">GZ (abacusai.api_class.enums.FileFormat attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BatchPrediction.list_refresh_policies">(abacusai.client.BatchPrediction method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Dataset.list_refresh_policies">(abacusai.client.Dataset method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FileFormat.GZ">(abacusai.api_class.FileFormat attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Deployment.list_refresh_policies">(abacusai.client.Deployment method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.FileFormat.GZ">(abacusai.FileFormat attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Model.list_refresh_policies">(abacusai.client.Model method)</a>
+      </ul></li>
+  </ul></td>
+</tr></table>
+
+<h2 id="H">H</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.handle_zeros_as_missing_values">handle_zeros_as_missing_values (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.handle_zeros_as_missing_values">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Project.list_refresh_policies">(abacusai.client.Project method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.TimeseriesAnomalyTrainingConfig.handle_zeros_as_missing_values">(abacusai.api_class.model.TimeseriesAnomalyTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_refresh_policies">(abacusai.client.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeseriesAnomalyTrainingConfig.handle_zeros_as_missing_values">(abacusai.api_class.TimeseriesAnomalyTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.Dataset.list_refresh_policies">(abacusai.dataset.Dataset method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.handle_zeros_as_missing_values">(abacusai.ForecastingTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.list_refresh_policies">(abacusai.deployment.Deployment method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.TimeseriesAnomalyTrainingConfig.handle_zeros_as_missing_values">(abacusai.TimeseriesAnomalyTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.Model.list_refresh_policies">(abacusai.model.Model method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.DocstoreUtils.HEIGHT">HEIGHT (abacusai.api_client_utils.DocstoreUtils attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.list_refresh_policies">(abacusai.project.Project method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMTrainingConfig.hide_generated_sql">hide_generated_sql (abacusai.api_class.ChatLLMTrainingConfig attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ChatLLMTrainingConfig.hide_generated_sql">(abacusai.api_class.model.ChatLLMTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_refresh_policies">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMTrainingConfig.hide_generated_sql">(abacusai.ChatLLMTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_streaming_connectors">list_streaming_connectors() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.TimeseriesAnomalyTypeOfAnomaly.HIGH_PEAK">HIGH_PEAK (abacusai.api_class.enums.TimeseriesAnomalyTypeOfAnomaly attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_streaming_connectors">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeseriesAnomalyTypeOfAnomaly.HIGH_PEAK">(abacusai.api_class.TimeseriesAnomalyTypeOfAnomaly attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.TimeseriesAnomalyTypeOfAnomaly.HIGH_PEAK">(abacusai.TimeseriesAnomalyTypeOfAnomaly attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_streaming_tokens">list_streaming_tokens() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.CumulativeForecastingTrainingConfig.historical_frequency">historical_frequency (abacusai.api_class.CumulativeForecastingTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_streaming_tokens">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.CumulativeForecastingTrainingConfig.historical_frequency">(abacusai.api_class.model.CumulativeForecastingTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.CumulativeForecastingTrainingConfig.historical_frequency">(abacusai.CumulativeForecastingTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_uploads">list_uploads() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.history_length">history_length (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_uploads">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.history_length">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.history_length">(abacusai.ForecastingTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_use_cases">list_use_cases() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.MonitorAlertType.HISTORY_LENGTH_DRIFT">HISTORY_LENGTH_DRIFT (abacusai.api_class.enums.MonitorAlertType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_use_cases">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MonitorAlertType.HISTORY_LENGTH_DRIFT">(abacusai.api_class.MonitorAlertType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.MonitorAlertType.HISTORY_LENGTH_DRIFT">(abacusai.MonitorAlertType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/agent/index.html#abacusai.agent.Agent.list_versions">list_versions() (abacusai.agent.Agent method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.HistoryLengthDriftConditionConfig">HistoryLengthDriftConditionConfig (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPrediction.list_versions">(abacusai.batch_prediction.BatchPrediction method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Agent.list_versions">(abacusai.client.Agent method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BatchPrediction.list_versions">(abacusai.client.BatchPrediction method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Dataset.list_versions">(abacusai.client.Dataset method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DocumentRetriever.list_versions">(abacusai.client.DocumentRetriever method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Eda.list_versions">(abacusai.client.Eda method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.HistoryLengthDriftConditionConfig">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.list_versions">(abacusai.client.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.HistoryLengthDriftConditionConfig">(class in abacusai.api_class.monitor_alert)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.HoldoutAnalysis.list_versions">(abacusai.client.HoldoutAnalysis method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/holdout_analysis/index.html#abacusai.holdout_analysis.HoldoutAnalysis">HoldoutAnalysis (class in abacusai.holdout_analysis)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Model.list_versions">(abacusai.client.Model method)</a>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="autoapi/abacusai/holdout_analysis_version/index.html#abacusai.holdout_analysis_version.HoldoutAnalysisVersion">HoldoutAnalysisVersion (class in abacusai.holdout_analysis_version)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelMonitor.list_versions">(abacusai.client.ModelMonitor method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.HolidayCalendars">HolidayCalendars (class in abacusai)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.HolidayCalendars">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Pipeline.list_versions">(abacusai.client.Pipeline method)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.HolidayCalendars">(class in abacusai.api_class.enums)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PredictionOperator.list_versions">(abacusai.client.PredictionOperator method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.CrawlerTransformConfig.honour_website_rules">honour_website_rules (abacusai.api_class.CrawlerTransformConfig attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.CrawlerTransformConfig.honour_website_rules">(abacusai.api_class.feature_group.CrawlerTransformConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.Dataset.list_versions">(abacusai.dataset.Dataset method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.CrawlerTransformConfig.honour_website_rules">(abacusai.CrawlerTransformConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/document_retriever/index.html#abacusai.document_retriever.DocumentRetriever.list_versions">(abacusai.document_retriever.DocumentRetriever method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/hosted_model_token/index.html#abacusai.hosted_model_token.HostedModelToken">HostedModelToken (class in abacusai.hosted_model_token)</a>
 </li>
-        <li><a href="autoapi/abacusai/eda/index.html#abacusai.eda.Eda.list_versions">(abacusai.eda.Eda method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.HotkeyPrompt">HotkeyPrompt (class in abacusai)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.HotkeyPrompt">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.list_versions">(abacusai.feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/api_class/ai_chat/index.html#abacusai.api_class.ai_chat.HotkeyPrompt">(class in abacusai.api_class.ai_chat)</a>
 </li>
-        <li><a href="autoapi/abacusai/holdout_analysis/index.html#abacusai.holdout_analysis.HoldoutAnalysis.list_versions">(abacusai.holdout_analysis.HoldoutAnalysis method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingFrequency.HOURLY">HOURLY (abacusai.api_class.enums.ForecastingFrequency attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingFrequency.HOURLY">(abacusai.api_class.ForecastingFrequency attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.Model.list_versions">(abacusai.model.Model method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingFrequency.HOURLY">(abacusai.ForecastingFrequency attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/model_monitor/index.html#abacusai.model_monitor.ModelMonitor.list_versions">(abacusai.model_monitor.ModelMonitor method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FileFormat.HTML">HTML (abacusai.api_class.enums.FileFormat attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.MarkdownOperatorInputType.HTML">(abacusai.api_class.enums.MarkdownOperatorInputType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.list_versions">(abacusai.organization_search_result.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FileFormat.HTML">(abacusai.api_class.FileFormat attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.Pipeline.list_versions">(abacusai.pipeline.Pipeline method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MarkdownOperatorInputType.HTML">(abacusai.api_class.MarkdownOperatorInputType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/prediction_operator/index.html#abacusai.prediction_operator.PredictionOperator.list_versions">(abacusai.prediction_operator.PredictionOperator method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.FileFormat.HTML">(abacusai.FileFormat attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.list_versions">(abacusai.project_feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.MarkdownOperatorInputType.HTML">(abacusai.MarkdownOperatorInputType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Deployment.list_webhooks">list_webhooks() (abacusai.client.Deployment method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionLossFunction.HUBER">HUBER (abacusai.api_class.enums.RegressionLossFunction attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.list_webhooks">(abacusai.deployment.Deployment method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionLossFunction.HUBER">(abacusai.api_class.RegressionLossFunction attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionLossFunction.HUBER">(abacusai.RegressionLossFunction attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.LLMName.LLAMA2_CHAT">LLAMA2_CHAT (abacusai.api_class.enums.LLMName attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.TimeseriesAnomalyTrainingConfig.hyperparameter_calculation_with_heuristics">hyperparameter_calculation_with_heuristics (abacusai.api_class.model.TimeseriesAnomalyTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.LLMName.LLAMA2_CHAT">(abacusai.api_class.LLMName attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.LLMName.LLAMA2_CHAT">(abacusai.client.LLMName attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeseriesAnomalyTrainingConfig.hyperparameter_calculation_with_heuristics">(abacusai.api_class.TimeseriesAnomalyTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.LLMName.LLAMA2_CHAT">(abacusai.LLMName attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.TimeseriesAnomalyTrainingConfig.hyperparameter_calculation_with_heuristics">(abacusai.TimeseriesAnomalyTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.LLMName.LLAMA3_LARGE_CHAT">LLAMA3_LARGE_CHAT (abacusai.api_class.enums.LLMName attribute)</a>
+  </ul></td>
+</tr></table>
+
+<h2 id="I">I</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DatabaseConnectorExportConfig.id_column">id_column (abacusai.api_class.DatabaseConnectorExportConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.LLMName.LLAMA3_LARGE_CHAT">(abacusai.api_class.LLMName attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingMonitorConfig.id_column">(abacusai.api_class.ForecastingMonitorConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.LLMName.LLAMA3_LARGE_CHAT">(abacusai.client.LLMName attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.ForecastingMonitorConfig.id_column">(abacusai.api_class.monitor.ForecastingMonitorConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.LLMName.LLAMA3_LARGE_CHAT">(abacusai.LLMName attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/refresh/index.html#abacusai.api_class.refresh.DatabaseConnectorExportConfig.id_column">(abacusai.api_class.refresh.DatabaseConnectorExportConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.DatabaseConnectorExportConfig.id_column">(abacusai.DatabaseConnectorExportConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingMonitorConfig.id_column">(abacusai.ForecastingMonitorConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.NamedEntityExtractionTrainingConfig.llm_for_ner">llm_for_ner (abacusai.api_class.model.NamedEntityExtractionTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.ignore_datetime_features">ignore_datetime_features (abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NamedEntityExtractionTrainingConfig.llm_for_ner">(abacusai.api_class.NamedEntityExtractionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.ignore_datetime_features">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.NamedEntityExtractionTrainingConfig.llm_for_ner">(abacusai.NamedEntityExtractionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.ignore_datetime_features">(abacusai.RegressionTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMPredictionArguments.llm_name">llm_name (abacusai.api_class.ChatLLMPredictionArguments attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMPredictionArguments.ignore_documents">ignore_documents (abacusai.api_class.ChatLLMPredictionArguments attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.ChatLLMPredictionArguments.llm_name">(abacusai.api_class.deployment.ChatLLMPredictionArguments attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.ChatLLMPredictionArguments.ignore_documents">(abacusai.api_class.deployment.ChatLLMPredictionArguments attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.NaturalLanguageSearchPredictionArguments.llm_name">(abacusai.api_class.deployment.NaturalLanguageSearchPredictionArguments attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.NaturalLanguageSearchPredictionArguments.ignore_documents">(abacusai.api_class.deployment.NaturalLanguageSearchPredictionArguments attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NaturalLanguageSearchPredictionArguments.llm_name">(abacusai.api_class.NaturalLanguageSearchPredictionArguments attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NaturalLanguageSearchPredictionArguments.ignore_documents">(abacusai.api_class.NaturalLanguageSearchPredictionArguments attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMPredictionArguments.llm_name">(abacusai.ChatLLMPredictionArguments attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMPredictionArguments.ignore_documents">(abacusai.ChatLLMPredictionArguments attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.NaturalLanguageSearchPredictionArguments.llm_name">(abacusai.NaturalLanguageSearchPredictionArguments attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.NaturalLanguageSearchPredictionArguments.ignore_documents">(abacusai.NaturalLanguageSearchPredictionArguments attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.LlmApp">LlmApp (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/api_class/ai_chat/index.html#abacusai.api_class.ai_chat.HotkeyPrompt.ignore_history">ignore_history (abacusai.api_class.ai_chat.HotkeyPrompt attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/llm_app/index.html#abacusai.llm_app.LlmApp">(class in abacusai.llm_app)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.HotkeyPrompt.ignore_history">(abacusai.api_class.HotkeyPrompt attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.HotkeyPrompt.ignore_history">(abacusai.HotkeyPrompt attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/llm_code_block/index.html#abacusai.llm_code_block.LlmCodeBlock">LlmCodeBlock (class in abacusai.llm_code_block)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProblemType.IMAGE_CLASSIFICATION">IMAGE_CLASSIFICATION (abacusai.api_class.enums.ProblemType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/llm_response/index.html#abacusai.llm_response.LlmCodeBlock">(class in abacusai.llm_response)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProblemType.IMAGE_CLASSIFICATION">(abacusai.api_class.ProblemType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ProblemType.IMAGE_CLASSIFICATION">(abacusai.ProblemType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/llm_execution_preview/index.html#abacusai.llm_execution_preview.LlmExecutionPreview">LlmExecutionPreview (class in abacusai.llm_execution_preview)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProblemType.IMAGE_VALUE_PREDICTION">IMAGE_VALUE_PREDICTION (abacusai.api_class.enums.ProblemType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/llm_execution_result/index.html#abacusai.llm_execution_result.LlmExecutionPreview">(class in abacusai.llm_execution_result)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProblemType.IMAGE_VALUE_PREDICTION">(abacusai.api_class.ProblemType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ProblemType.IMAGE_VALUE_PREDICTION">(abacusai.ProblemType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.LlmExecutionResult">LlmExecutionResult (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.import_annotation_labels">import_annotation_labels() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/llm_execution_result/index.html#abacusai.llm_execution_result.LlmExecutionResult">(class in abacusai.llm_execution_result)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.import_annotation_labels">(abacusai.client.ApiClient method)</a>
+</li>
+        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.import_annotation_labels">(abacusai.feature_group.FeatureGroup method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.LlmGeneratedCode">LlmGeneratedCode (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/code_source/index.html#abacusai.code_source.CodeSource.import_as_cell">import_as_cell() (abacusai.code_source.CodeSource method)</a>
+</li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.import_module">import_module() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/llm_generated_code/index.html#abacusai.llm_generated_code.LlmGeneratedCode">(class in abacusai.llm_generated_code)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.import_module">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.LlmInput">LlmInput (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.importance_of_records_in_nested_columns">importance_of_records_in_nested_columns (abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/llm_input/index.html#abacusai.llm_input.LlmInput">(class in abacusai.llm_input)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PredictiveModelingBatchPredictionArgs.importance_of_records_in_nested_columns">(abacusai.api_class.PredictiveModelingBatchPredictionArgs attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictiveModelingBatchPredictionArgs.importance_of_records_in_nested_columns">(abacusai.PredictiveModelingBatchPredictionArgs attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.LLMName">LLMName (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ClusteringTimeseriesTrainingConfig.imputation">imputation (abacusai.api_class.ClusteringTimeseriesTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.LLMName">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.LLMName">(class in abacusai.api_class.enums)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ClusteringTimeseriesTrainingConfig.imputation">(abacusai.api_class.model.ClusteringTimeseriesTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.LLMName">(class in abacusai.client)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ClusteringTimeseriesTrainingConfig.imputation">(abacusai.ClusteringTimeseriesTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/llm_parameters/index.html#abacusai.llm_parameters.LlmParameters">LlmParameters (class in abacusai.llm_parameters)</a>
-</li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.LlmResponse">LlmResponse (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.OptimizationPredictionArguments.include_all_assignments">include_all_assignments (abacusai.api_class.deployment.OptimizationPredictionArguments attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/llm_response/index.html#abacusai.llm_response.LlmResponse">(class in abacusai.llm_response)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.OptimizationPredictionArguments.include_all_assignments">(abacusai.api_class.OptimizationPredictionArguments attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.OptimizationPredictionArguments.include_all_assignments">(abacusai.OptimizationPredictionArguments attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ExecuteFeatureGroupOperation.load_as_pandas">load_as_pandas() (abacusai.client.ExecuteFeatureGroupOperation method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.AbacusUsageMetricsDatasetConfig.include_all_feedback">include_all_feedback (abacusai.AbacusUsageMetricsDatasetConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.load_as_pandas">(abacusai.client.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.AbacusUsageMetricsDatasetConfig.include_all_feedback">(abacusai.api_class.AbacusUsageMetricsDatasetConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroupVersion.load_as_pandas">(abacusai.client.FeatureGroupVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.AbacusUsageMetricsDatasetConfig.include_all_feedback">(abacusai.api_class.dataset_application_connector.AbacusUsageMetricsDatasetConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/execute_feature_group_operation/index.html#abacusai.execute_feature_group_operation.ExecuteFeatureGroupOperation.load_as_pandas">(abacusai.execute_feature_group_operation.ExecuteFeatureGroupOperation method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.JiraDatasetConfig.include_comments">include_comments (abacusai.api_class.dataset_application_connector.JiraDatasetConfig attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.JiraDatasetConfig.include_comments">(abacusai.api_class.JiraDatasetConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.load_as_pandas">(abacusai.feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.JiraDatasetConfig.include_comments">(abacusai.JiraDatasetConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroupVersion.load_as_pandas">(abacusai.feature_group.FeatureGroupVersion method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.AbacusUsageMetricsDatasetConfig.include_entire_conversation_history">include_entire_conversation_history (abacusai.AbacusUsageMetricsDatasetConfig attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.AbacusUsageMetricsDatasetConfig.include_entire_conversation_history">(abacusai.api_class.AbacusUsageMetricsDatasetConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group_version/index.html#abacusai.feature_group_version.FeatureGroupVersion.load_as_pandas">(abacusai.feature_group_version.FeatureGroupVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.AbacusUsageMetricsDatasetConfig.include_entire_conversation_history">(abacusai.api_class.dataset_application_connector.AbacusUsageMetricsDatasetConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/llm_execution_result/index.html#abacusai.llm_execution_result.ExecuteFeatureGroupOperation.load_as_pandas">(abacusai.llm_execution_result.ExecuteFeatureGroupOperation method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMTrainingConfig.include_general_knowledge">include_general_knowledge (abacusai.api_class.ChatLLMTrainingConfig attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ChatLLMTrainingConfig.include_general_knowledge">(abacusai.api_class.model.ChatLLMTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.load_as_pandas">(abacusai.organization_search_result.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMTrainingConfig.include_general_knowledge">(abacusai.ChatLLMTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroupVersion.load_as_pandas">(abacusai.organization_search_result.FeatureGroupVersion method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.include_modules">include_modules() (in module abacusai.client)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.load_as_pandas">(abacusai.project_feature_group.FeatureGroup method)</a>
+      <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.include_multi_class_explanations">include_multi_class_explanations (abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PredictiveModelingBatchPredictionArgs.include_multi_class_explanations">(abacusai.api_class.PredictiveModelingBatchPredictionArgs attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroupVersion.load_as_pandas">(abacusai.project_feature_group.FeatureGroupVersion method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictiveModelingBatchPredictionArgs.include_multi_class_explanations">(abacusai.PredictiveModelingBatchPredictionArgs attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.load_as_pandas_documents">load_as_pandas_documents() (abacusai.client.FeatureGroup method)</a>
+      <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.LastNMergeConfig.include_version_timestamp_column">include_version_timestamp_column (abacusai.api_class.feature_group.LastNMergeConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroupVersion.load_as_pandas_documents">(abacusai.client.FeatureGroupVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.load_as_pandas_documents">(abacusai.feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroupVersion.load_as_pandas_documents">(abacusai.feature_group.FeatureGroupVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group_version/index.html#abacusai.feature_group_version.FeatureGroupVersion.load_as_pandas_documents">(abacusai.feature_group_version.FeatureGroupVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.TimeWindowMergeConfig.include_version_timestamp_column">(abacusai.api_class.feature_group.TimeWindowMergeConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.load_as_pandas_documents">(abacusai.organization_search_result.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.LastNMergeConfig.include_version_timestamp_column">(abacusai.api_class.LastNMergeConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroupVersion.load_as_pandas_documents">(abacusai.organization_search_result.FeatureGroupVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeWindowMergeConfig.include_version_timestamp_column">(abacusai.api_class.TimeWindowMergeConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.load_as_pandas_documents">(abacusai.project_feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.LastNMergeConfig.include_version_timestamp_column">(abacusai.LastNMergeConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroupVersion.load_as_pandas_documents">(abacusai.project_feature_group.FeatureGroupVersion method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.TimeWindowMergeConfig.include_version_timestamp_column">(abacusai.TimeWindowMergeConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.load_as_pandas_from_avro_fd">load_as_pandas_from_avro_fd() (in module abacusai.api_client_utils)</a>
+      <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.JiraDatasetConfig.include_watchers">include_watchers (abacusai.api_class.dataset_application_connector.JiraDatasetConfig attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.JiraDatasetConfig.include_watchers">(abacusai.api_class.JiraDatasetConfig attribute)</a>
 </li>
-      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.load_as_pandas_from_avro_files">load_as_pandas_from_avro_files() (in module abacusai.api_client_utils)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.JiraDatasetConfig.include_watchers">(abacusai.JiraDatasetConfig attribute)</a>
 </li>
-      <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPrediction.load_results_as_pandas">load_results_as_pandas() (abacusai.batch_prediction.BatchPrediction method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.IncrementalDatabaseConnectorConfig">IncrementalDatabaseConnectorConfig (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPredictionVersion.load_results_as_pandas">(abacusai.batch_prediction.BatchPredictionVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.BatchPredictionVersion.load_results_as_pandas">(abacusai.batch_prediction_version.BatchPredictionVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BatchPrediction.load_results_as_pandas">(abacusai.client.BatchPrediction method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.IncrementalDatabaseConnectorConfig">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BatchPredictionVersion.load_results_as_pandas">(abacusai.client.BatchPredictionVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/dataset/index.html#abacusai.api_class.dataset.IncrementalDatabaseConnectorConfig">(class in abacusai.api_class.dataset)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.local_scale_target">local_scale_target (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.UnpivotConfig.index_column">index_column (abacusai.api_class.feature_group.UnpivotConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.local_scale_target">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.UnpivotConfig.index_column">(abacusai.api_class.UnpivotConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.local_scale_target">(abacusai.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.UnpivotConfig.index_column">(abacusai.UnpivotConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.local_scaling_mode">local_scaling_mode (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.NaturalLanguageSearchTrainingConfig.index_fraction">index_fraction (abacusai.api_class.model.NaturalLanguageSearchTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.local_scaling_mode">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NaturalLanguageSearchTrainingConfig.index_fraction">(abacusai.api_class.NaturalLanguageSearchTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.local_scaling_mode">(abacusai.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.NaturalLanguageSearchTrainingConfig.index_fraction">(abacusai.NaturalLanguageSearchTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ConfluenceDatasetConfig.location">location (abacusai.api_class.ConfluenceDatasetConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.CustomTrainedModelTrainingConfig.index_output_path">index_output_path (abacusai.api_class.CustomTrainedModelTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.ConfluenceDatasetConfig.location">(abacusai.api_class.dataset_application_connector.ConfluenceDatasetConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.GoogleAnalyticsDatasetConfig.location">(abacusai.api_class.dataset_application_connector.GoogleAnalyticsDatasetConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.CustomTrainedModelTrainingConfig.index_output_path">(abacusai.api_class.model.CustomTrainedModelTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.GoogleDriveDatasetConfig.location">(abacusai.api_class.dataset_application_connector.GoogleDriveDatasetConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.CustomTrainedModelTrainingConfig.index_output_path">(abacusai.CustomTrainedModelTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.OneDriveDatasetConfig.location">(abacusai.api_class.dataset_application_connector.OneDriveDatasetConfig attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/indexing_config/index.html#abacusai.indexing_config.IndexingConfig">IndexingConfig (class in abacusai.indexing_config)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.SharepointDatasetConfig.location">(abacusai.api_class.dataset_application_connector.SharepointDatasetConfig attribute)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.infer_feature_mappings">infer_feature_mappings() (abacusai.client.ReadOnlyClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.infer_feature_mappings">(abacusai.project.Project method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.ZendeskDatasetConfig.location">(abacusai.api_class.dataset_application_connector.ZendeskDatasetConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.infer_feature_mappings">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FileConnectorExportConfig.location">(abacusai.api_class.FileConnectorExportConfig attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/inferred_database_column_to_feature_mappings/index.html#abacusai.inferred_database_column_to_feature_mappings.InferredDatabaseColumnToFeatureMappings">InferredDatabaseColumnToFeatureMappings (class in abacusai.inferred_database_column_to_feature_mappings)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.GoogleAnalyticsDatasetConfig.location">(abacusai.api_class.GoogleAnalyticsDatasetConfig attribute)</a>
+      <li><a href="autoapi/abacusai/inferred_feature_mappings/index.html#abacusai.inferred_feature_mappings.InferredFeatureMappings">InferredFeatureMappings (class in abacusai.inferred_feature_mappings)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.GoogleDriveDatasetConfig.location">(abacusai.api_class.GoogleDriveDatasetConfig attribute)</a>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.initial_learning_rate">initial_learning_rate (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.initial_learning_rate">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.OneDriveDatasetConfig.location">(abacusai.api_class.OneDriveDatasetConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.initial_learning_rate">(abacusai.ForecastingTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/refresh/index.html#abacusai.api_class.refresh.FileConnectorExportConfig.location">(abacusai.api_class.refresh.FileConnectorExportConfig attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.CrawlerTransformConfig.input_column">input_column (abacusai.api_class.CrawlerTransformConfig attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.CrawlerTransformConfig.input_column">(abacusai.api_class.feature_group.CrawlerTransformConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.SharepointDatasetConfig.location">(abacusai.api_class.SharepointDatasetConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.MarkdownConfig.input_column">(abacusai.api_class.feature_group.MarkdownConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ZendeskDatasetConfig.location">(abacusai.api_class.ZendeskDatasetConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MarkdownConfig.input_column">(abacusai.api_class.MarkdownConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ConfluenceDatasetConfig.location">(abacusai.ConfluenceDatasetConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.CrawlerTransformConfig.input_column">(abacusai.CrawlerTransformConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.FileConnectorExportConfig.location">(abacusai.FileConnectorExportConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.MarkdownConfig.input_column">(abacusai.MarkdownConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.GoogleAnalyticsDatasetConfig.location">(abacusai.GoogleAnalyticsDatasetConfig attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.CrawlerTransformConfig.input_column_type">input_column_type (abacusai.api_class.CrawlerTransformConfig attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.CrawlerTransformConfig.input_column_type">(abacusai.api_class.feature_group.CrawlerTransformConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.GoogleDriveDatasetConfig.location">(abacusai.GoogleDriveDatasetConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.MarkdownConfig.input_column_type">(abacusai.api_class.feature_group.MarkdownConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.OneDriveDatasetConfig.location">(abacusai.OneDriveDatasetConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MarkdownConfig.input_column_type">(abacusai.api_class.MarkdownConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.SharepointDatasetConfig.location">(abacusai.SharepointDatasetConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.CrawlerTransformConfig.input_column_type">(abacusai.CrawlerTransformConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ZendeskDatasetConfig.location">(abacusai.ZendeskDatasetConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.MarkdownConfig.input_column_type">(abacusai.MarkdownConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/global_context/index.html#abacusai.global_context.lock">lock (in module abacusai.global_context)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.InstanceNotModifiedError">InstanceNotModifiedError</a>
 </li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionTargetTransform.LOG">LOG (abacusai.api_class.enums.RegressionTargetTransform attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DataType.INTEGER">INTEGER (abacusai.api_class.DataType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTargetTransform.LOG">(abacusai.api_class.RegressionTargetTransform attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTargetTransform.LOG">(abacusai.RegressionTargetTransform attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.DataType.INTEGER">(abacusai.api_class.enums.DataType attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.NERObjective.LOG_LOSS">LOG_LOSS (abacusai.api_class.enums.NERObjective attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionObjective.LOG_LOSS">(abacusai.api_class.enums.RegressionObjective attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FieldDescriptorType.INTEGER">(abacusai.api_class.enums.FieldDescriptorType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NERObjective.LOG_LOSS">(abacusai.api_class.NERObjective attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionArgumentType.INTEGER">(abacusai.api_class.enums.PythonFunctionArgumentType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionObjective.LOG_LOSS">(abacusai.api_class.RegressionObjective attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.WorkflowNodeOutputType.INTEGER">(abacusai.api_class.enums.WorkflowNodeOutputType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.NERObjective.LOG_LOSS">(abacusai.NERObjective attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FieldDescriptorType.INTEGER">(abacusai.api_class.FieldDescriptorType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionObjective.LOG_LOSS">(abacusai.RegressionObjective attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionArgumentType.INTEGER">(abacusai.api_class.PythonFunctionArgumentType attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingLossFunction.LOG_ROOT_MEAN_SQUARE_ERROR">LOG_ROOT_MEAN_SQUARE_ERROR (abacusai.api_class.enums.ForecastingLossFunction attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingLossFunction.LOG_ROOT_MEAN_SQUARE_ERROR">(abacusai.api_class.ForecastingLossFunction attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowNodeOutputType.INTEGER">(abacusai.api_class.WorkflowNodeOutputType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingLossFunction.LOG_ROOT_MEAN_SQUARE_ERROR">(abacusai.ForecastingLossFunction attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.DataType.INTEGER">(abacusai.DataType attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.lookup_features">lookup_features() (abacusai.ApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.lookup_features">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.FieldDescriptorType.INTEGER">(abacusai.FieldDescriptorType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.lookup_features">(abacusai.prediction_client.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionArgumentType.INTEGER">(abacusai.PythonFunctionArgumentType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.lookup_features">(abacusai.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.WorkflowNodeOutputType.INTEGER">(abacusai.WorkflowNodeOutputType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.lookup_matches">lookup_matches() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.InternalServerError">InternalServerError</a>
+</li>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ClusteringImputationMethod.INTERPOLATE">INTERPOLATE (abacusai.api_class.ClusteringImputationMethod attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.lookup_matches">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.lookup_matches">(abacusai.prediction_client.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ClusteringImputationMethod.INTERPOLATE">(abacusai.api_class.enums.ClusteringImputationMethod attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.lookup_matches">(abacusai.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ClusteringImputationMethod.INTERPOLATE">(abacusai.ClusteringImputationMethod attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMTrainingConfig.lookup_rewrite_instructions">lookup_rewrite_instructions (abacusai.api_class.ChatLLMTrainingConfig attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ChatLLMTrainingConfig.lookup_rewrite_instructions">(abacusai.api_class.model.ChatLLMTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.INVALID_PANDAS_COLUMN_NAME_CHARACTERS">INVALID_PANDAS_COLUMN_NAME_CHARACTERS (in module abacusai.api_client_utils)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMTrainingConfig.lookup_rewrite_instructions">(abacusai.ChatLLMTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.invalidate_streaming_data">invalidate_streaming_data() (abacusai.feature_group.FeatureGroup method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.loss_function">loss_function (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.invalidate_streaming_feature_group_data">invalidate_streaming_feature_group_data() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.loss_function">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.invalidate_streaming_feature_group_data">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.loss_function">(abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.InvalidEnumParameterError">InvalidEnumParameterError</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.loss_function">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.InvalidParameterError">InvalidParameterError</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.loss_function">(abacusai.ForecastingTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.InvalidRequest">InvalidRequest</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.loss_function">(abacusai.RegressionTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.invite_users_to_app_user_group">invite_users_to_app_user_group() (abacusai.ApiClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.invite_users_to_app_user_group">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.loss_parameters">loss_parameters (abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.is_anomaly">is_anomaly() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.loss_parameters">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.is_anomaly">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.loss_parameters">(abacusai.RegressionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.is_anomaly">(abacusai.prediction_client.PredictionClient method)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.is_anomaly">(abacusai.PredictionClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.TimeseriesAnomalyTypeOfAnomaly.LOW_PEAK">LOW_PEAK (abacusai.api_class.enums.TimeseriesAnomalyTypeOfAnomaly attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/dataset/index.html#abacusai.api_class.dataset.DatasetConfig.is_documentset">is_documentset (abacusai.api_class.dataset.DatasetConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeseriesAnomalyTypeOfAnomaly.LOW_PEAK">(abacusai.api_class.TimeseriesAnomalyTypeOfAnomaly attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DatasetConfig.is_documentset">(abacusai.api_class.DatasetConfig attribute)</a>, <a href="autoapi/abacusai/api_class/index.html#id62">[1]</a>, <a href="autoapi/abacusai/api_class/index.html#id69">[2]</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.TimeseriesAnomalyTypeOfAnomaly.LOW_PEAK">(abacusai.TimeseriesAnomalyTypeOfAnomaly attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.DatasetConfig.is_documentset">(abacusai.DatasetConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ItemAttributesStdDevThreshold.lower_bound">lower_bound (abacusai.api_class.ItemAttributesStdDevThreshold attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.is_multilingual">is_multilingual (abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.ItemAttributesStdDevThreshold.lower_bound">(abacusai.api_class.monitor.ItemAttributesStdDevThreshold attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.is_multilingual">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ItemAttributesStdDevThreshold.lower_bound">(abacusai.ItemAttributesStdDevThreshold attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.is_multilingual">(abacusai.RegressionTrainingConfig attribute)</a>
 </li>
       </ul></li>
-  </ul></td>
-</tr></table>
-
-<h2 id="M">M</h2>
-<table style="width: 100%" class="indextable genindextable"><tr>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionLossFunction.MAE">MAE (abacusai.api_class.enums.RegressionLossFunction attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowNodeInputMapping.is_required">is_required (abacusai.api_class.ai_agents.WorkflowNodeInputMapping attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionObjective.MAE">(abacusai.api_class.enums.RegressionObjective attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/python_functions/index.html#abacusai.api_class.python_functions.PythonFunctionArgument.is_required">(abacusai.api_class.python_functions.PythonFunctionArgument attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionLossFunction.MAE">(abacusai.api_class.RegressionLossFunction attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionArgument.is_required">(abacusai.api_class.PythonFunctionArgument attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionObjective.MAE">(abacusai.api_class.RegressionObjective attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowNodeInputMapping.is_required">(abacusai.api_class.WorkflowNodeInputMapping attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionLossFunction.MAE">(abacusai.RegressionLossFunction attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionArgument.is_required">(abacusai.PythonFunctionArgument attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionObjective.MAE">(abacusai.RegressionObjective attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.WorkflowNodeInputMapping.is_required">(abacusai.WorkflowNodeInputMapping attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PersonalizationObjective.MAP">MAP (abacusai.api_class.enums.PersonalizationObjective attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.ReviewModeProjectFeatureGroupConfig.is_review_mode">is_review_mode (abacusai.api_class.project.ReviewModeProjectFeatureGroupConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationObjective.MAP">(abacusai.api_class.PersonalizationObjective attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ReviewModeProjectFeatureGroupConfig.is_review_mode">(abacusai.api_class.ReviewModeProjectFeatureGroupConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationObjective.MAP">(abacusai.PersonalizationObjective attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReviewModeProjectFeatureGroupConfig.is_review_mode">(abacusai.ReviewModeProjectFeatureGroupConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PersonalizationObjective.MAP_10">MAP_10 (abacusai.api_class.enums.PersonalizationObjective attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingDataSplitType.ITEM">ITEM (abacusai.api_class.enums.ForecastingDataSplitType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationObjective.MAP_10">(abacusai.api_class.PersonalizationObjective attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingLocalScaling.ITEM">(abacusai.api_class.enums.ForecastingLocalScaling attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationObjective.MAP_10">(abacusai.PersonalizationObjective attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingDataSplitType.ITEM">(abacusai.api_class.ForecastingDataSplitType attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PersonalizationObjective.MAP_5">MAP_5 (abacusai.api_class.enums.PersonalizationObjective attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationObjective.MAP_5">(abacusai.api_class.PersonalizationObjective attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingLocalScaling.ITEM">(abacusai.api_class.ForecastingLocalScaling attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationObjective.MAP_5">(abacusai.PersonalizationObjective attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingDataSplitType.ITEM">(abacusai.ForecastingDataSplitType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingLocalScaling.ITEM">(abacusai.ForecastingLocalScaling attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingObjective.MAPE">MAPE (abacusai.api_class.enums.ForecastingObjective attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.ForecastingBatchPredictionArgs.item_attributes_to_include_in_the_result">item_attributes_to_include_in_the_result (abacusai.api_class.batch_prediction.ForecastingBatchPredictionArgs attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionLossFunction.MAPE">(abacusai.api_class.enums.RegressionLossFunction attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionObjective.MAPE">(abacusai.api_class.enums.RegressionObjective attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingObjective.MAPE">(abacusai.api_class.ForecastingObjective attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionLossFunction.MAPE">(abacusai.api_class.RegressionLossFunction attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.PersonalizationBatchPredictionArgs.item_attributes_to_include_in_the_result">(abacusai.api_class.batch_prediction.PersonalizationBatchPredictionArgs attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionObjective.MAPE">(abacusai.api_class.RegressionObjective attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingBatchPredictionArgs.item_attributes_to_include_in_the_result">(abacusai.api_class.ForecastingBatchPredictionArgs attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingObjective.MAPE">(abacusai.ForecastingObjective attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationBatchPredictionArgs.item_attributes_to_include_in_the_result">(abacusai.api_class.PersonalizationBatchPredictionArgs attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionLossFunction.MAPE">(abacusai.RegressionLossFunction attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingBatchPredictionArgs.item_attributes_to_include_in_the_result">(abacusai.ForecastingBatchPredictionArgs attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionObjective.MAPE">(abacusai.RegressionObjective attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationBatchPredictionArgs.item_attributes_to_include_in_the_result">(abacusai.PersonalizationBatchPredictionArgs attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Upload.mark_complete">mark_complete() (abacusai.client.Upload method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.item_attributes_weight_column">item_attributes_weight_column (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/upload/index.html#abacusai.upload.Upload.mark_complete">(abacusai.upload.Upload method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.item_attributes_weight_column">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.mark_upload_complete">mark_upload_complete() (abacusai.ApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.mark_upload_complete">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.item_attributes_weight_column">(abacusai.ForecastingTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.materialize">materialize() (abacusai.client.FeatureGroup method)</a>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.item_query_column">item_query_column (abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.materialize">(abacusai.feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.materialize">(abacusai.organization_search_result.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.item_query_column">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.materialize">(abacusai.project_feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.item_query_column">(abacusai.PersonalizationTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FillLogic.MAX">MAX (abacusai.api_class.enums.FillLogic attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ItemAttributesStdDevThreshold">ItemAttributesStdDevThreshold (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FillLogic.MAX">(abacusai.api_class.FillLogic attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ItemAttributesStdDevThreshold">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.FillLogic.MAX">(abacusai.FillLogic attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.ItemAttributesStdDevThreshold">(class in abacusai.api_class.monitor)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.CustomTrainedModelTrainingConfig.max_catalog_size">max_catalog_size (abacusai.api_class.CustomTrainedModelTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/item_statistics/index.html#abacusai.item_statistics.ItemStatistics">ItemStatistics (class in abacusai.item_statistics)</a>
+</li>
+  </ul></td>
+</tr></table>
+
+<h2 id="J">J</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApplicationConnectorType.JIRA">JIRA (abacusai.api_class.ApplicationConnectorType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.CustomTrainedModelTrainingConfig.max_catalog_size">(abacusai.api_class.model.CustomTrainedModelTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ApplicationConnectorType.JIRA">(abacusai.api_class.enums.ApplicationConnectorType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.CustomTrainedModelTrainingConfig.max_catalog_size">(abacusai.CustomTrainedModelTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ApplicationConnectorType.JIRA">(abacusai.ApplicationConnectorType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.CustomTrainedModelTrainingConfig.max_dimension">max_dimension (abacusai.api_class.CustomTrainedModelTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.JiraDatasetConfig">JiraDatasetConfig (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.CustomTrainedModelTrainingConfig.max_dimension">(abacusai.api_class.model.CustomTrainedModelTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.JiraDatasetConfig">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.CustomTrainedModelTrainingConfig.max_dimension">(abacusai.CustomTrainedModelTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.JiraDatasetConfig">(class in abacusai.api_class.dataset_application_connector)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.max_history_length">max_history_length (abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FileFormat.JPEG">JPEG (abacusai.api_class.enums.FileFormat attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.max_history_length">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FileFormat.JPEG">(abacusai.api_class.FileFormat attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.max_history_length">(abacusai.PersonalizationTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.FileFormat.JPEG">(abacusai.FileFormat attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.max_scale_context">max_scale_context (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.JiraDatasetConfig.jql">jql (abacusai.api_class.dataset_application_connector.JiraDatasetConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.max_scale_context">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.JiraDatasetConfig.jql">(abacusai.api_class.JiraDatasetConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.max_scale_context">(abacusai.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.JiraDatasetConfig.jql">(abacusai.JiraDatasetConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMTrainingConfig.max_search_results">max_search_results (abacusai.api_class.ChatLLMTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FeatureDriftType.JS">JS (abacusai.api_class.enums.FeatureDriftType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ChatLLMTrainingConfig.max_search_results">(abacusai.api_class.model.ChatLLMTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FeatureDriftType.JS">(abacusai.api_class.FeatureDriftType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMTrainingConfig.max_search_results">(abacusai.ChatLLMTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.FeatureDriftType.JS">(abacusai.FeatureDriftType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.max_text_words">max_text_words (abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FileFormat.JSON">JSON (abacusai.api_class.enums.FileFormat attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.max_text_words">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionArgumentType.JSON">(abacusai.api_class.enums.PythonFunctionArgumentType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.max_text_words">(abacusai.RegressionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionOutputArgumentType.JSON">(abacusai.api_class.enums.PythonFunctionOutputArgumentType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FileFormat.JSON">(abacusai.api_class.FileFormat attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionArgumentType.JSON">(abacusai.api_class.PythonFunctionArgumentType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionOutputArgumentType.JSON">(abacusai.api_class.PythonFunctionOutputArgumentType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.FileFormat.JSON">(abacusai.FileFormat attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionArgumentType.JSON">(abacusai.PythonFunctionArgumentType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionOutputArgumentType.JSON">(abacusai.PythonFunctionOutputArgumentType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.max_user_history_len_percentile">max_user_history_len_percentile (abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowNodeInputSchema.json_schema">json_schema (abacusai.api_class.ai_agents.WorkflowNodeInputSchema attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.max_user_history_len_percentile">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowNodeOutputSchema.json_schema">(abacusai.api_class.ai_agents.WorkflowNodeOutputSchema attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.max_user_history_len_percentile">(abacusai.PersonalizationTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowNodeInputSchema.json_schema">(abacusai.api_class.WorkflowNodeInputSchema attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowNodeOutputSchema.json_schema">(abacusai.api_class.WorkflowNodeOutputSchema attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.WorkflowNodeInputSchema.json_schema">(abacusai.WorkflowNodeInputSchema attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.WorkflowNodeOutputSchema.json_schema">(abacusai.WorkflowNodeOutputSchema attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.RestrictFeatureMappings.max_value">max_value (abacusai.api_class.monitor.RestrictFeatureMappings attribute)</a>
+  </ul></td>
+</tr></table>
+
+<h2 id="K">K</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.k_fold_cross_validation">k_fold_cross_validation (abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RestrictFeatureMappings.max_value">(abacusai.api_class.RestrictFeatureMappings attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.k_fold_cross_validation">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RestrictFeatureMappings.max_value">(abacusai.RestrictFeatureMappings attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.k_fold_cross_validation">(abacusai.RegressionTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingLossFunction.MEAN_ABSOLUTE_ERROR">MEAN_ABSOLUTE_ERROR (abacusai.api_class.enums.ForecastingLossFunction attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.StreamingConnectorType.KAFKA">KAFKA (abacusai.api_class.enums.StreamingConnectorType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingLossFunction.MEAN_ABSOLUTE_ERROR">(abacusai.api_class.ForecastingLossFunction attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.StreamingConnectorType.KAFKA">(abacusai.api_class.StreamingConnectorType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingLossFunction.MEAN_ABSOLUTE_ERROR">(abacusai.ForecastingLossFunction attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.StreamingConnectorType.KAFKA">(abacusai.StreamingConnectorType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingLossFunction.MEAN_ABSOLUTE_PERCENTAGE_ERROR">MEAN_ABSOLUTE_PERCENTAGE_ERROR (abacusai.api_class.enums.ForecastingLossFunction attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.KafkaDatasetConfig">KafkaDatasetConfig (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingLossFunction.MEAN_ABSOLUTE_PERCENTAGE_ERROR">(abacusai.api_class.ForecastingLossFunction attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.KafkaDatasetConfig">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingLossFunction.MEAN_ABSOLUTE_PERCENTAGE_ERROR">(abacusai.ForecastingLossFunction attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/connectors/index.html#abacusai.api_class.connectors.KafkaDatasetConfig">(class in abacusai.api_class.connectors)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FillLogic.MEDIAN">MEDIAN (abacusai.api_class.enums.FillLogic attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ExplainerType.KERNEL_EXPLAINER">KERNEL_EXPLAINER (abacusai.api_class.enums.ExplainerType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FillLogic.MEDIAN">(abacusai.api_class.FillLogic attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ExplainerType.KERNEL_EXPLAINER">(abacusai.api_class.ExplainerType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.FillLogic.MEDIAN">(abacusai.FillLogic attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ExplainerType.KERNEL_EXPLAINER">(abacusai.ExplainerType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/memory_options/index.html#abacusai.memory_options.MemoryOptions">MemoryOptions (class in abacusai.memory_options)</a>
-</li>
-      <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.GoogleDriveDatasetConfig.merge_file_schemas">merge_file_schemas (abacusai.api_class.dataset_application_connector.GoogleDriveDatasetConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.NSamplingConfig.key_columns">key_columns (abacusai.api_class.feature_group.NSamplingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.OneDriveDatasetConfig.merge_file_schemas">(abacusai.api_class.dataset_application_connector.OneDriveDatasetConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.SharepointDatasetConfig.merge_file_schemas">(abacusai.api_class.dataset_application_connector.SharepointDatasetConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.GoogleDriveDatasetConfig.merge_file_schemas">(abacusai.api_class.GoogleDriveDatasetConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.OneDriveDatasetConfig.merge_file_schemas">(abacusai.api_class.OneDriveDatasetConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.PercentSamplingConfig.key_columns">(abacusai.api_class.feature_group.PercentSamplingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.SharepointDatasetConfig.merge_file_schemas">(abacusai.api_class.SharepointDatasetConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NSamplingConfig.key_columns">(abacusai.api_class.NSamplingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.GoogleDriveDatasetConfig.merge_file_schemas">(abacusai.GoogleDriveDatasetConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PercentSamplingConfig.key_columns">(abacusai.api_class.PercentSamplingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.OneDriveDatasetConfig.merge_file_schemas">(abacusai.OneDriveDatasetConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.NSamplingConfig.key_columns">(abacusai.NSamplingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.SharepointDatasetConfig.merge_file_schemas">(abacusai.SharepointDatasetConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PercentSamplingConfig.key_columns">(abacusai.PercentSamplingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.MergeConfig.merge_mode">merge_mode (abacusai.api_class.feature_group.MergeConfig attribute)</a>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMTrainingConfig.keyword_requirement_instructions">keyword_requirement_instructions (abacusai.api_class.ChatLLMTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MergeConfig.merge_mode">(abacusai.api_class.MergeConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.MergeConfig.merge_mode">(abacusai.client.MergeConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.MergeConfig.merge_mode">(abacusai.feature_group.MergeConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ChatLLMTrainingConfig.keyword_requirement_instructions">(abacusai.api_class.model.ChatLLMTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.MergeConfig.merge_mode">(abacusai.MergeConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMTrainingConfig.keyword_requirement_instructions">(abacusai.ChatLLMTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.MergeConfig">MergeConfig (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FeatureDriftType.KL">KL (abacusai.api_class.enums.FeatureDriftType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MergeConfig">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.MergeConfig">(class in abacusai.api_class.feature_group)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.MergeConfig">(class in abacusai.client)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FeatureDriftType.KL">(abacusai.api_class.FeatureDriftType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.MergeConfig">(class in abacusai.feature_group)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.FeatureDriftType.KL">(abacusai.FeatureDriftType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.MergeMode">MergeMode (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FeatureDriftType.KS">KS (abacusai.api_class.enums.FeatureDriftType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MergeMode">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FeatureDriftType.KS">(abacusai.api_class.FeatureDriftType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.MergeMode">(class in abacusai.api_class.enums)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.FeatureDriftType.KS">(abacusai.FeatureDriftType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.StreamType.MESSAGE">MESSAGE (abacusai.api_client_utils.StreamType attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.BatchPredictionArgs.kwargs">kwargs (abacusai.api_class.batch_prediction.BatchPredictionArgs attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.StreamType.MESSAGE">(abacusai.client.StreamType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BatchPredictionArgs.kwargs">(abacusai.api_class.BatchPredictionArgs attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/messaging_connector_response/index.html#abacusai.messaging_connector_response.MessagingConnectorResponse">MessagingConnectorResponse (class in abacusai.messaging_connector_response)</a>
+        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.PredictionArguments.kwargs">(abacusai.api_class.deployment.PredictionArguments attribute)</a>
 </li>
-      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.DocstoreUtils.METADATA">METADATA (abacusai.api_client_utils.DocstoreUtils attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.TrainingConfig.kwargs">(abacusai.api_class.model.TrainingConfig attribute)</a>
 </li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMTrainingConfig.metadata_columns">metadata_columns (abacusai.api_class.ChatLLMTrainingConfig attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ChatLLMTrainingConfig.metadata_columns">(abacusai.api_class.model.ChatLLMTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PredictionArguments.kwargs">(abacusai.api_class.PredictionArguments attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMTrainingConfig.metadata_columns">(abacusai.ChatLLMTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TrainingConfig.kwargs">(abacusai.api_class.TrainingConfig attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.MethodNotAllowed">MethodNotAllowed</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.BatchPredictionArgs.kwargs">(abacusai.BatchPredictionArgs attribute)</a>
 </li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelMonitorVersion.metric_data">metric_data() (abacusai.client.ModelMonitorVersion method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/model_monitor/index.html#abacusai.model_monitor.ModelMonitorVersion.metric_data">(abacusai.model_monitor.ModelMonitorVersion method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionArguments.kwargs">(abacusai.PredictionArguments attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/model_monitor_version/index.html#abacusai.model_monitor_version.ModelMonitorVersion.metric_data">(abacusai.model_monitor_version.ModelMonitorVersion method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.TrainingConfig.kwargs">(abacusai.TrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApplicationConnectorType.MICROSOFTAUTH">MICROSOFTAUTH (abacusai.api_class.ApplicationConnectorType attribute)</a>
+  </ul></td>
+</tr></table>
+
+<h2 id="L">L</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.l2_regularization_factor">l2_regularization_factor (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ApplicationConnectorType.MICROSOFTAUTH">(abacusai.api_class.enums.ApplicationConnectorType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.l2_regularization_factor">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ApplicationConnectorType.MICROSOFTAUTH">(abacusai.ApplicationConnectorType attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.l2_regularization_factor">(abacusai.ForecastingTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingFillMethod.MIDDLE">MIDDLE (abacusai.api_class.enums.ForecastingFillMethod attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProblemType.LANGUAGE_DETECTION">LANGUAGE_DETECTION (abacusai.api_class.enums.ProblemType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingFillMethod.MIDDLE">(abacusai.api_class.ForecastingFillMethod attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProblemType.LANGUAGE_DETECTION">(abacusai.api_class.ProblemType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingFillMethod.MIDDLE">(abacusai.ForecastingFillMethod attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ProblemType.LANGUAGE_DETECTION">(abacusai.ProblemType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/blob_input/index.html#abacusai.api_class.blob_input.BlobInput.mime_type">mime_type (abacusai.api_class.blob_input.BlobInput attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.CPUSize.LARGE">LARGE (abacusai.api_class.CPUSize attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BlobInput.mime_type">(abacusai.api_class.BlobInput attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.CPUSize.LARGE">(abacusai.api_class.enums.CPUSize attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.MemorySize.LARGE">(abacusai.api_class.enums.MemorySize attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.BlobInput.mime_type">(abacusai.BlobInput attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MemorySize.LARGE">(abacusai.api_class.MemorySize attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BlobInput.mime_type">(abacusai.client.BlobInput attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.CPUSize.LARGE">(abacusai.CPUSize attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.MemorySize.LARGE">(abacusai.MemorySize attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FillLogic.MIN">MIN (abacusai.api_class.enums.FillLogic attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.NaturalLanguageSearchTrainingConfig.larger_embeddings">larger_embeddings (abacusai.api_class.model.NaturalLanguageSearchTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FillLogic.MIN">(abacusai.api_class.FillLogic attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NaturalLanguageSearchTrainingConfig.larger_embeddings">(abacusai.api_class.NaturalLanguageSearchTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.FillLogic.MIN">(abacusai.FillLogic attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.NaturalLanguageSearchTrainingConfig.larger_embeddings">(abacusai.NaturalLanguageSearchTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.min_categorical_count">min_categorical_count (abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.MergeMode.LAST_N">LAST_N (abacusai.api_class.enums.MergeMode attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.min_categorical_count">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MergeMode.LAST_N">(abacusai.api_class.MergeMode attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.min_categorical_count">(abacusai.RegressionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.MergeMode.LAST_N">(abacusai.MergeMode attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.min_item_history">min_item_history (abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.DocstoreUtils.LAST_PAGE">LAST_PAGE (abacusai.api_client_utils.DocstoreUtils attribute)</a>
+</li>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingLocalScaling.LAST_POINT">LAST_POINT (abacusai.api_class.enums.ForecastingLocalScaling attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.min_item_history">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingLocalScaling.LAST_POINT">(abacusai.api_class.ForecastingLocalScaling attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.min_item_history">(abacusai.PersonalizationTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingLocalScaling.LAST_POINT">(abacusai.ForecastingLocalScaling attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingLocalScaling.MIN_MAX">MIN_MAX (abacusai.api_class.enums.ForecastingLocalScaling attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.LastNMergeConfig">LastNMergeConfig (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingLocalScaling.MIN_MAX">(abacusai.api_class.ForecastingLocalScaling attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.LastNMergeConfig">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingLocalScaling.MIN_MAX">(abacusai.ForecastingLocalScaling attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.LastNMergeConfig">(class in abacusai.api_class.feature_group)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.TimeseriesAnomalyTrainingConfig.min_samples_in_normal_region">min_samples_in_normal_region (abacusai.api_class.model.TimeseriesAnomalyTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.OcrMode.LAYOUT">LAYOUT (abacusai.api_class.enums.OcrMode attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeseriesAnomalyTrainingConfig.min_samples_in_normal_region">(abacusai.api_class.TimeseriesAnomalyTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.OcrMode.LAYOUT">(abacusai.api_class.OcrMode attribute)</a>, <a href="autoapi/abacusai/api_class/index.html#id111">[1]</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.TimeseriesAnomalyTrainingConfig.min_samples_in_normal_region">(abacusai.TimeseriesAnomalyTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.OcrMode.LAYOUT">(abacusai.OcrMode attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingLocalScaling.MIN_STD">MIN_STD (abacusai.api_class.enums.ForecastingLocalScaling attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.NERModelType.LEARNED">LEARNED (abacusai.api_class.enums.NERModelType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingLocalScaling.MIN_STD">(abacusai.api_class.ForecastingLocalScaling attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NERModelType.LEARNED">(abacusai.api_class.NERModelType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingLocalScaling.MIN_STD">(abacusai.ForecastingLocalScaling attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.NERModelType.LEARNED">(abacusai.NERModelType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.RestrictFeatureMappings.min_value">min_value (abacusai.api_class.monitor.RestrictFeatureMappings attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ExplainerType.LIME_EXPLAINER">LIME_EXPLAINER (abacusai.api_class.enums.ExplainerType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RestrictFeatureMappings.min_value">(abacusai.api_class.RestrictFeatureMappings attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ExplainerType.LIME_EXPLAINER">(abacusai.api_class.ExplainerType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RestrictFeatureMappings.min_value">(abacusai.RestrictFeatureMappings attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ExplainerType.LIME_EXPLAINER">(abacusai.ExplainerType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.NamedEntityExtractionTrainingConfig.minimum_bounding_box_overlap_ratio">minimum_bounding_box_overlap_ratio (abacusai.api_class.model.NamedEntityExtractionTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.FeatureStorePredictionArguments.limit_results">limit_results (abacusai.api_class.deployment.FeatureStorePredictionArguments attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NamedEntityExtractionTrainingConfig.minimum_bounding_box_overlap_ratio">(abacusai.api_class.NamedEntityExtractionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FeatureStorePredictionArguments.limit_results">(abacusai.api_class.FeatureStorePredictionArguments attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.NamedEntityExtractionTrainingConfig.minimum_bounding_box_overlap_ratio">(abacusai.NamedEntityExtractionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.FeatureStorePredictionArguments.limit_results">(abacusai.FeatureStorePredictionArguments attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BiasViolationConditionConfig.minimum_violations">minimum_violations (abacusai.api_class.BiasViolationConditionConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FillLogic.LINEAR">LINEAR (abacusai.api_class.enums.FillLogic attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DataIntegrityViolationConditionConfig.minimum_violations">(abacusai.api_class.DataIntegrityViolationConditionConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FeatureDriftConditionConfig.minimum_violations">(abacusai.api_class.FeatureDriftConditionConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FillLogic.LINEAR">(abacusai.api_class.FillLogic attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.BiasViolationConditionConfig.minimum_violations">(abacusai.api_class.monitor_alert.BiasViolationConditionConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.FillLogic.LINEAR">(abacusai.FillLogic attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.DataIntegrityViolationConditionConfig.minimum_violations">(abacusai.api_class.monitor_alert.DataIntegrityViolationConditionConfig attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DataType.LIST">LIST (abacusai.api_class.DataType attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.DataType.LIST">(abacusai.api_class.enums.DataType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.FeatureDriftConditionConfig.minimum_violations">(abacusai.api_class.monitor_alert.FeatureDriftConditionConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionArgumentType.LIST">(abacusai.api_class.enums.PythonFunctionArgumentType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.BiasViolationConditionConfig.minimum_violations">(abacusai.BiasViolationConditionConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionOutputArgumentType.LIST">(abacusai.api_class.enums.PythonFunctionOutputArgumentType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.DataIntegrityViolationConditionConfig.minimum_violations">(abacusai.DataIntegrityViolationConditionConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.WorkflowNodeOutputType.LIST">(abacusai.api_class.enums.WorkflowNodeOutputType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.FeatureDriftConditionConfig.minimum_violations">(abacusai.FeatureDriftConditionConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionArgumentType.LIST">(abacusai.api_class.PythonFunctionArgumentType attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.MissingParameterError">MissingParameterError</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionOutputArgumentType.LIST">(abacusai.api_class.PythonFunctionOutputArgumentType attribute)</a>
 </li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.LLMName.MISTRAL_MEDIUM">MISTRAL_MEDIUM (abacusai.api_class.enums.LLMName attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.LLMName.MISTRAL_MEDIUM">(abacusai.api_class.LLMName attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowNodeOutputType.LIST">(abacusai.api_class.WorkflowNodeOutputType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.LLMName.MISTRAL_MEDIUM">(abacusai.client.LLMName attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.DataType.LIST">(abacusai.DataType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.LLMName.MISTRAL_MEDIUM">(abacusai.LLMName attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionArgumentType.LIST">(abacusai.PythonFunctionArgumentType attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingLossFunction.MIX_GAUSSIANS">MIX_GAUSSIANS (abacusai.api_class.enums.ForecastingLossFunction attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingLossFunction.MIX_GAUSSIANS">(abacusai.api_class.ForecastingLossFunction attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionOutputArgumentType.LIST">(abacusai.PythonFunctionOutputArgumentType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingLossFunction.MIX_GAUSSIANS">(abacusai.ForecastingLossFunction attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.WorkflowNodeOutputType.LIST">(abacusai.WorkflowNodeOutputType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.LLMName.MIXTRAL_CHAT">MIXTRAL_CHAT (abacusai.api_class.enums.LLMName attribute)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_agent_versions">list_agent_versions() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.LLMName.MIXTRAL_CHAT">(abacusai.api_class.LLMName attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.LLMName.MIXTRAL_CHAT">(abacusai.client.LLMName attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.LLMName.MIXTRAL_CHAT">(abacusai.LLMName attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_agent_versions">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DatabaseConnectorExportConfig.mode">mode (abacusai.api_class.DatabaseConnectorExportConfig attribute)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_agents">list_agents() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/refresh/index.html#abacusai.api_class.refresh.DatabaseConnectorExportConfig.mode">(abacusai.api_class.refresh.DatabaseConnectorExportConfig attribute)</a>
+        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.list_agents">(abacusai.project.Project method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.DatabaseConnectorExportConfig.mode">(abacusai.DatabaseConnectorExportConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_agents">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Model">Model (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.list_alerts">list_alerts() (abacusai.deployment.Deployment method)</a>
+</li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_algorithms">list_algorithms() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.Model">(class in abacusai.model)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_algorithms">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionArgumentType.MODEL_ID">MODEL_ID (abacusai.api_class.enums.PythonFunctionArgumentType attribute)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_api_keys">list_api_keys() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionOutputArgumentType.MODEL_ID">(abacusai.api_class.enums.PythonFunctionOutputArgumentType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionArgumentType.MODEL_ID">(abacusai.api_class.PythonFunctionArgumentType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionOutputArgumentType.MODEL_ID">(abacusai.api_class.PythonFunctionOutputArgumentType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionArgumentType.MODEL_ID">(abacusai.PythonFunctionArgumentType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionOutputArgumentType.MODEL_ID">(abacusai.PythonFunctionOutputArgumentType attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_api_keys">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.model_monitor_version_metric_data">model_monitor_version_metric_data() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_application_connector_objects">list_application_connector_objects() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.model_monitor_version_metric_data">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_application_connector_objects">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProblemType.MODEL_MONITORING">MODEL_MONITORING (abacusai.api_class.enums.ProblemType attribute)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_application_connectors">list_application_connectors() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProblemType.MODEL_MONITORING">(abacusai.api_class.ProblemType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ProblemType.MODEL_MONITORING">(abacusai.ProblemType attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_application_connectors">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelArtifactsExport">ModelArtifactsExport (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/model/index.html#abacusai.model.Model.list_artifacts_exports">list_artifacts_exports() (abacusai.model.Model method)</a>
+</li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_batch_prediction_versions">list_batch_prediction_versions() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/model_artifacts_export/index.html#abacusai.model_artifacts_export.ModelArtifactsExport">(class in abacusai.model_artifacts_export)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_batch_prediction_versions">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/model_blueprint_export/index.html#abacusai.model_blueprint_export.ModelBlueprintExport">ModelBlueprintExport (class in abacusai.model_blueprint_export)</a>
-</li>
-      <li><a href="autoapi/abacusai/model_blueprint_export/index.html#abacusai.model_blueprint_export.ModelBlueprintStage">ModelBlueprintStage (class in abacusai.model_blueprint_export)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_batch_predictions">list_batch_predictions() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/model_blueprint_stage/index.html#abacusai.model_blueprint_stage.ModelBlueprintStage">(class in abacusai.model_blueprint_stage)</a>
+        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.list_batch_predictions">(abacusai.project.Project method)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_batch_predictions">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/model/index.html#abacusai.model.ModelLocation">ModelLocation (class in abacusai.model)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.list_builtin_algorithms">list_builtin_algorithms() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/model_location/index.html#abacusai.model_location.ModelLocation">(class in abacusai.model_location)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.list_builtin_algorithms">(abacusai.client.ApiClient method)</a>
+</li>
+        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.list_builtin_algorithms">(abacusai.project.Project method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelMetrics">ModelMetrics (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_chat_sessions">list_chat_sessions() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/model_metrics/index.html#abacusai.model_metrics.ModelMetrics">(class in abacusai.model_metrics)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_chat_sessions">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelMonitor">ModelMonitor (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.list_conversations">list_conversations() (abacusai.deployment.Deployment method)</a>
+</li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_custom_loss_functions">list_custom_loss_functions() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/model_monitor/index.html#abacusai.model_monitor.ModelMonitor">(class in abacusai.model_monitor)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_custom_loss_functions">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelMonitorOrgSummary">ModelMonitorOrgSummary (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_custom_metrics">list_custom_metrics() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/model_monitor_org_summary/index.html#abacusai.model_monitor_org_summary.ModelMonitorOrgSummary">(class in abacusai.model_monitor_org_summary)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_custom_metrics">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelMonitorSummary">ModelMonitorSummary (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_database_connector_objects">list_database_connector_objects() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/model_monitor_summary/index.html#abacusai.model_monitor_summary.ModelMonitorSummary">(class in abacusai.model_monitor_summary)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_database_connector_objects">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelMonitorSummaryFromOrg">ModelMonitorSummaryFromOrg (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_database_connectors">list_database_connectors() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/model_monitor_summary_from_org/index.html#abacusai.model_monitor_summary_from_org.ModelMonitorSummaryFromOrg">(class in abacusai.model_monitor_summary_from_org)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_database_connectors">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelMonitorVersion">ModelMonitorVersion (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_dataset_versions">list_dataset_versions() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/model_monitor/index.html#abacusai.model_monitor.ModelMonitorVersion">(class in abacusai.model_monitor)</a>
-</li>
-        <li><a href="autoapi/abacusai/model_monitor_version/index.html#abacusai.model_monitor_version.ModelMonitorVersion">(class in abacusai.model_monitor_version)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_dataset_versions">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelMonitorVersionMetricData">ModelMonitorVersionMetricData (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_datasets">list_datasets() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/model_monitor_version_metric_data/index.html#abacusai.model_monitor_version_metric_data.ModelMonitorVersionMetricData">(class in abacusai.model_monitor_version_metric_data)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_datasets">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelTrainingTypeForDeployment">ModelTrainingTypeForDeployment (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_deployment_alerts">list_deployment_alerts() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/model_training_type_for_deployment/index.html#abacusai.model_training_type_for_deployment.ModelTrainingTypeForDeployment">(class in abacusai.model_training_type_for_deployment)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_deployment_alerts">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelUpload">ModelUpload (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_deployment_conversations">list_deployment_conversations() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/model_upload/index.html#abacusai.model_upload.ModelUpload">(class in abacusai.model_upload)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_deployment_conversations">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelVersion">ModelVersion (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_deployment_tokens">list_deployment_tokens() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.ModelVersion">(class in abacusai.model)</a>
+        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.list_deployment_tokens">(abacusai.project.Project method)</a>
 </li>
-        <li><a href="autoapi/abacusai/model_version/index.html#abacusai.model_version.ModelVersion">(class in abacusai.model_version)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_deployment_tokens">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelVersionFeatureGroupSchema">ModelVersionFeatureGroupSchema (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_deployment_webhooks">list_deployment_webhooks() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/model_version_feature_group_schema/index.html#abacusai.model_version_feature_group_schema.ModelVersionFeatureGroupSchema">(class in abacusai.model_version_feature_group_schema)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_deployment_webhooks">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModificationLockInfo">ModificationLockInfo (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_deployments">list_deployments() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/modification_lock_info/index.html#abacusai.modification_lock_info.ModificationLockInfo">(class in abacusai.modification_lock_info)</a>
+        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.list_deployments">(abacusai.project.Project method)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_deployments">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li>
-    module
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_document_retriever_versions">list_document_retriever_versions() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#module-abacusai">abacusai</a>
-</li>
-        <li><a href="autoapi/abacusai/abacus_api/index.html#module-abacusai.abacus_api">abacusai.abacus_api</a>
-</li>
-        <li><a href="autoapi/abacusai/agent/index.html#module-abacusai.agent">abacusai.agent</a>
-</li>
-        <li><a href="autoapi/abacusai/agent_data_document_info/index.html#module-abacusai.agent_data_document_info">abacusai.agent_data_document_info</a>
-</li>
-        <li><a href="autoapi/abacusai/agent_data_execution_result/index.html#module-abacusai.agent_data_execution_result">abacusai.agent_data_execution_result</a>
-</li>
-        <li><a href="autoapi/abacusai/agent_version/index.html#module-abacusai.agent_version">abacusai.agent_version</a>
-</li>
-        <li><a href="autoapi/abacusai/ai_building_task/index.html#module-abacusai.ai_building_task">abacusai.ai_building_task</a>
-</li>
-        <li><a href="autoapi/abacusai/algorithm/index.html#module-abacusai.algorithm">abacusai.algorithm</a>
-</li>
-        <li><a href="autoapi/abacusai/annotation/index.html#module-abacusai.annotation">abacusai.annotation</a>
-</li>
-        <li><a href="autoapi/abacusai/annotation_config/index.html#module-abacusai.annotation_config">abacusai.annotation_config</a>
-</li>
-        <li><a href="autoapi/abacusai/annotation_document/index.html#module-abacusai.annotation_document">abacusai.annotation_document</a>
-</li>
-        <li><a href="autoapi/abacusai/annotation_entry/index.html#module-abacusai.annotation_entry">abacusai.annotation_entry</a>
-</li>
-        <li><a href="autoapi/abacusai/annotations_status/index.html#module-abacusai.annotations_status">abacusai.annotations_status</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#module-abacusai.api_class">abacusai.api_class</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/abstract/index.html#module-abacusai.api_class.abstract">abacusai.api_class.abstract</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#module-abacusai.api_class.ai_agents">abacusai.api_class.ai_agents</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/ai_chat/index.html#module-abacusai.api_class.ai_chat">abacusai.api_class.ai_chat</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#module-abacusai.api_class.batch_prediction">abacusai.api_class.batch_prediction</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/blob_input/index.html#module-abacusai.api_class.blob_input">abacusai.api_class.blob_input</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/connectors/index.html#module-abacusai.api_class.connectors">abacusai.api_class.connectors</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/dataset/index.html#module-abacusai.api_class.dataset">abacusai.api_class.dataset</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#module-abacusai.api_class.dataset_application_connector">abacusai.api_class.dataset_application_connector</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#module-abacusai.api_class.deployment">abacusai.api_class.deployment</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/document_retriever/index.html#module-abacusai.api_class.document_retriever">abacusai.api_class.document_retriever</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#module-abacusai.api_class.enums">abacusai.api_class.enums</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#module-abacusai.api_class.feature_group">abacusai.api_class.feature_group</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#module-abacusai.api_class.model">abacusai.api_class.model</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/monitor/index.html#module-abacusai.api_class.monitor">abacusai.api_class.monitor</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#module-abacusai.api_class.monitor_alert">abacusai.api_class.monitor_alert</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/project/index.html#module-abacusai.api_class.project">abacusai.api_class.project</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/python_functions/index.html#module-abacusai.api_class.python_functions">abacusai.api_class.python_functions</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/refresh/index.html#module-abacusai.api_class.refresh">abacusai.api_class.refresh</a>
-</li>
-        <li><a href="autoapi/abacusai/api_client_utils/index.html#module-abacusai.api_client_utils">abacusai.api_client_utils</a>
-</li>
-        <li><a href="autoapi/abacusai/api_endpoint/index.html#module-abacusai.api_endpoint">abacusai.api_endpoint</a>
-</li>
-        <li><a href="autoapi/abacusai/api_key/index.html#module-abacusai.api_key">abacusai.api_key</a>
-</li>
-        <li><a href="autoapi/abacusai/app_user_group/index.html#module-abacusai.app_user_group">abacusai.app_user_group</a>
-</li>
-        <li><a href="autoapi/abacusai/application_connector/index.html#module-abacusai.application_connector">abacusai.application_connector</a>
-</li>
-        <li><a href="autoapi/abacusai/batch_prediction/index.html#module-abacusai.batch_prediction">abacusai.batch_prediction</a>
-</li>
-        <li><a href="autoapi/abacusai/batch_prediction_version/index.html#module-abacusai.batch_prediction_version">abacusai.batch_prediction_version</a>
-</li>
-        <li><a href="autoapi/abacusai/batch_prediction_version_logs/index.html#module-abacusai.batch_prediction_version_logs">abacusai.batch_prediction_version_logs</a>
-</li>
-        <li><a href="autoapi/abacusai/categorical_range_violation/index.html#module-abacusai.categorical_range_violation">abacusai.categorical_range_violation</a>
-</li>
-        <li><a href="autoapi/abacusai/chat_message/index.html#module-abacusai.chat_message">abacusai.chat_message</a>
-</li>
-        <li><a href="autoapi/abacusai/chat_session/index.html#module-abacusai.chat_session">abacusai.chat_session</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#module-abacusai.client">abacusai.client</a>
-</li>
-        <li><a href="autoapi/abacusai/code_source/index.html#module-abacusai.code_source">abacusai.code_source</a>
-</li>
-        <li><a href="autoapi/abacusai/concatenation_config/index.html#module-abacusai.concatenation_config">abacusai.concatenation_config</a>
-</li>
-        <li><a href="autoapi/abacusai/cpu_gpu_memory_specs/index.html#module-abacusai.cpu_gpu_memory_specs">abacusai.cpu_gpu_memory_specs</a>
-</li>
-        <li><a href="autoapi/abacusai/cryptography/index.html#module-abacusai.cryptography">abacusai.cryptography</a>
-</li>
-        <li><a href="autoapi/abacusai/custom_loss_function/index.html#module-abacusai.custom_loss_function">abacusai.custom_loss_function</a>
-</li>
-        <li><a href="autoapi/abacusai/custom_metric/index.html#module-abacusai.custom_metric">abacusai.custom_metric</a>
-</li>
-        <li><a href="autoapi/abacusai/custom_metric_version/index.html#module-abacusai.custom_metric_version">abacusai.custom_metric_version</a>
-</li>
-        <li><a href="autoapi/abacusai/custom_train_function_info/index.html#module-abacusai.custom_train_function_info">abacusai.custom_train_function_info</a>
-</li>
-        <li><a href="autoapi/abacusai/data_consistency_duplication/index.html#module-abacusai.data_consistency_duplication">abacusai.data_consistency_duplication</a>
-</li>
-        <li><a href="autoapi/abacusai/data_metrics/index.html#module-abacusai.data_metrics">abacusai.data_metrics</a>
-</li>
-        <li><a href="autoapi/abacusai/data_prep_logs/index.html#module-abacusai.data_prep_logs">abacusai.data_prep_logs</a>
-</li>
-        <li><a href="autoapi/abacusai/data_quality_results/index.html#module-abacusai.data_quality_results">abacusai.data_quality_results</a>
-</li>
-        <li><a href="autoapi/abacusai/data_upload_result/index.html#module-abacusai.data_upload_result">abacusai.data_upload_result</a>
-</li>
-        <li><a href="autoapi/abacusai/database_column_feature_mapping/index.html#module-abacusai.database_column_feature_mapping">abacusai.database_column_feature_mapping</a>
-</li>
-        <li><a href="autoapi/abacusai/database_connector/index.html#module-abacusai.database_connector">abacusai.database_connector</a>
-</li>
-        <li><a href="autoapi/abacusai/database_connector_column/index.html#module-abacusai.database_connector_column">abacusai.database_connector_column</a>
-</li>
-        <li><a href="autoapi/abacusai/database_connector_schema/index.html#module-abacusai.database_connector_schema">abacusai.database_connector_schema</a>
-</li>
-        <li><a href="autoapi/abacusai/dataset/index.html#module-abacusai.dataset">abacusai.dataset</a>
-</li>
-        <li><a href="autoapi/abacusai/dataset_column/index.html#module-abacusai.dataset_column">abacusai.dataset_column</a>
-</li>
-        <li><a href="autoapi/abacusai/dataset_version/index.html#module-abacusai.dataset_version">abacusai.dataset_version</a>
-</li>
-        <li><a href="autoapi/abacusai/dataset_version_logs/index.html#module-abacusai.dataset_version_logs">abacusai.dataset_version_logs</a>
-</li>
-        <li><a href="autoapi/abacusai/deployment/index.html#module-abacusai.deployment">abacusai.deployment</a>
-</li>
-        <li><a href="autoapi/abacusai/deployment_auth_token/index.html#module-abacusai.deployment_auth_token">abacusai.deployment_auth_token</a>
-</li>
-        <li><a href="autoapi/abacusai/deployment_conversation/index.html#module-abacusai.deployment_conversation">abacusai.deployment_conversation</a>
-</li>
-        <li><a href="autoapi/abacusai/deployment_conversation_event/index.html#module-abacusai.deployment_conversation_event">abacusai.deployment_conversation_event</a>
-</li>
-        <li><a href="autoapi/abacusai/deployment_conversation_export/index.html#module-abacusai.deployment_conversation_export">abacusai.deployment_conversation_export</a>
-</li>
-        <li><a href="autoapi/abacusai/document_data/index.html#module-abacusai.document_data">abacusai.document_data</a>
-</li>
-        <li><a href="autoapi/abacusai/document_retriever/index.html#module-abacusai.document_retriever">abacusai.document_retriever</a>
-</li>
-        <li><a href="autoapi/abacusai/document_retriever_config/index.html#module-abacusai.document_retriever_config">abacusai.document_retriever_config</a>
-</li>
-        <li><a href="autoapi/abacusai/document_retriever_lookup_result/index.html#module-abacusai.document_retriever_lookup_result">abacusai.document_retriever_lookup_result</a>
-</li>
-        <li><a href="autoapi/abacusai/document_retriever_version/index.html#module-abacusai.document_retriever_version">abacusai.document_retriever_version</a>
-</li>
-        <li><a href="autoapi/abacusai/drift_distribution/index.html#module-abacusai.drift_distribution">abacusai.drift_distribution</a>
-</li>
-        <li><a href="autoapi/abacusai/drift_distributions/index.html#module-abacusai.drift_distributions">abacusai.drift_distributions</a>
-</li>
-        <li><a href="autoapi/abacusai/eda/index.html#module-abacusai.eda">abacusai.eda</a>
-</li>
-        <li><a href="autoapi/abacusai/eda_chart_description/index.html#module-abacusai.eda_chart_description">abacusai.eda_chart_description</a>
-</li>
-        <li><a href="autoapi/abacusai/eda_collinearity/index.html#module-abacusai.eda_collinearity">abacusai.eda_collinearity</a>
-</li>
-        <li><a href="autoapi/abacusai/eda_data_consistency/index.html#module-abacusai.eda_data_consistency">abacusai.eda_data_consistency</a>
-</li>
-        <li><a href="autoapi/abacusai/eda_feature_association/index.html#module-abacusai.eda_feature_association">abacusai.eda_feature_association</a>
-</li>
-        <li><a href="autoapi/abacusai/eda_feature_collinearity/index.html#module-abacusai.eda_feature_collinearity">abacusai.eda_feature_collinearity</a>
-</li>
-        <li><a href="autoapi/abacusai/eda_forecasting_analysis/index.html#module-abacusai.eda_forecasting_analysis">abacusai.eda_forecasting_analysis</a>
-</li>
-        <li><a href="autoapi/abacusai/eda_version/index.html#module-abacusai.eda_version">abacusai.eda_version</a>
-</li>
-        <li><a href="autoapi/abacusai/embedding_feature_drift_distribution/index.html#module-abacusai.embedding_feature_drift_distribution">abacusai.embedding_feature_drift_distribution</a>
-</li>
-        <li><a href="autoapi/abacusai/execute_feature_group_operation/index.html#module-abacusai.execute_feature_group_operation">abacusai.execute_feature_group_operation</a>
-</li>
-        <li><a href="autoapi/abacusai/external_application/index.html#module-abacusai.external_application">abacusai.external_application</a>
-</li>
-        <li><a href="autoapi/abacusai/external_invite/index.html#module-abacusai.external_invite">abacusai.external_invite</a>
-</li>
-        <li><a href="autoapi/abacusai/extracted_fields/index.html#module-abacusai.extracted_fields">abacusai.extracted_fields</a>
-</li>
-        <li><a href="autoapi/abacusai/feature/index.html#module-abacusai.feature">abacusai.feature</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_distribution/index.html#module-abacusai.feature_distribution">abacusai.feature_distribution</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_drift_record/index.html#module-abacusai.feature_drift_record">abacusai.feature_drift_record</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_document_retriever_versions">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_drift_summary/index.html#module-abacusai.feature_drift_summary">abacusai.feature_drift_summary</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_document_retrievers">list_document_retrievers() (abacusai.client.ReadOnlyClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.list_document_retrievers">(abacusai.project.Project method)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#module-abacusai.feature_group">abacusai.feature_group</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_document_retrievers">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group_document/index.html#module-abacusai.feature_group_document">abacusai.feature_group_document</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_eda">list_eda() (abacusai.client.ReadOnlyClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.list_eda">(abacusai.project.Project method)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group_export/index.html#module-abacusai.feature_group_export">abacusai.feature_group_export</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_eda">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group_export_config/index.html#module-abacusai.feature_group_export_config">abacusai.feature_group_export_config</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_eda_versions">list_eda_versions() (abacusai.client.ReadOnlyClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_eda_versions">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group_export_download_url/index.html#module-abacusai.feature_group_export_download_url">abacusai.feature_group_export_download_url</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.list_exports">list_exports() (abacusai.feature_group.FeatureGroup method)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group_lineage/index.html#module-abacusai.feature_group_lineage">abacusai.feature_group_lineage</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_external_applications">list_external_applications() (abacusai.client.ReadOnlyClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_external_applications">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group_refresh_export_config/index.html#module-abacusai.feature_group_refresh_export_config">abacusai.feature_group_refresh_export_config</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_feature_group_exports">list_feature_group_exports() (abacusai.client.ReadOnlyClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_feature_group_exports">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group_row/index.html#module-abacusai.feature_group_row">abacusai.feature_group_row</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_feature_group_modifiers">list_feature_group_modifiers() (abacusai.client.ReadOnlyClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_feature_group_modifiers">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group_row_process/index.html#module-abacusai.feature_group_row_process">abacusai.feature_group_row_process</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.list_feature_group_row_processes">list_feature_group_row_processes() (abacusai.ApiClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.list_feature_group_row_processes">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group_row_process_logs/index.html#module-abacusai.feature_group_row_process_logs">abacusai.feature_group_row_process_logs</a>
+        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.list_feature_group_row_processes">(abacusai.deployment.Deployment method)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group_row_process_summary/index.html#module-abacusai.feature_group_row_process_summary">abacusai.feature_group_row_process_summary</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_feature_group_templates">list_feature_group_templates() (abacusai.client.ReadOnlyClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.list_feature_group_templates">(abacusai.project.Project method)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group_template/index.html#module-abacusai.feature_group_template">abacusai.feature_group_template</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_feature_group_templates">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group_template_variable_options/index.html#module-abacusai.feature_group_template_variable_options">abacusai.feature_group_template_variable_options</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_feature_group_versions">list_feature_group_versions() (abacusai.client.ReadOnlyClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_feature_group_versions">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group_version/index.html#module-abacusai.feature_group_version">abacusai.feature_group_version</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_feature_groups">list_feature_groups() (abacusai.client.ReadOnlyClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.list_feature_groups">(abacusai.project.Project method)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group_version_logs/index.html#module-abacusai.feature_group_version_logs">abacusai.feature_group_version_logs</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_feature_groups">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_importance/index.html#module-abacusai.feature_importance">abacusai.feature_importance</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_file_connectors">list_file_connectors() (abacusai.client.ReadOnlyClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_file_connectors">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_mapping/index.html#module-abacusai.feature_mapping">abacusai.feature_mapping</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_graph_dashboards">list_graph_dashboards() (abacusai.client.ReadOnlyClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.list_graph_dashboards">(abacusai.project.Project method)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_performance_analysis/index.html#module-abacusai.feature_performance_analysis">abacusai.feature_performance_analysis</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_graph_dashboards">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_record/index.html#module-abacusai.feature_record">abacusai.feature_record</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_holdout_analysis">list_holdout_analysis() (abacusai.client.ReadOnlyClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.list_holdout_analysis">(abacusai.project.Project method)</a>
 </li>
-        <li><a href="autoapi/abacusai/file_connector/index.html#module-abacusai.file_connector">abacusai.file_connector</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_holdout_analysis">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/file_connector_instructions/index.html#module-abacusai.file_connector_instructions">abacusai.file_connector_instructions</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_holdout_analysis_versions">list_holdout_analysis_versions() (abacusai.client.ReadOnlyClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_holdout_analysis_versions">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/file_connector_verification/index.html#module-abacusai.file_connector_verification">abacusai.file_connector_verification</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_llm_apps">list_llm_apps() (abacusai.client.ReadOnlyClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_llm_apps">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/finetuned_pretrained_model/index.html#module-abacusai.finetuned_pretrained_model">abacusai.finetuned_pretrained_model</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/pipeline_version/index.html#abacusai.pipeline_version.PipelineVersion.list_logs">list_logs() (abacusai.pipeline_version.PipelineVersion method)</a>
 </li>
-        <li><a href="autoapi/abacusai/forecasting_analysis_graph_data/index.html#module-abacusai.forecasting_analysis_graph_data">abacusai.forecasting_analysis_graph_data</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_model_artifacts_exports">list_model_artifacts_exports() (abacusai.client.ReadOnlyClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_model_artifacts_exports">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/forecasting_monitor_item_analysis/index.html#module-abacusai.forecasting_monitor_item_analysis">abacusai.forecasting_monitor_item_analysis</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_model_monitor_versions">list_model_monitor_versions() (abacusai.client.ReadOnlyClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_model_monitor_versions">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/forecasting_monitor_summary/index.html#module-abacusai.forecasting_monitor_summary">abacusai.forecasting_monitor_summary</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_model_monitors">list_model_monitors() (abacusai.client.ReadOnlyClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.list_model_monitors">(abacusai.project.Project method)</a>
 </li>
-        <li><a href="autoapi/abacusai/function_logs/index.html#module-abacusai.function_logs">abacusai.function_logs</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_model_monitors">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/generated_pit_feature_config_option/index.html#module-abacusai.generated_pit_feature_config_option">abacusai.generated_pit_feature_config_option</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_model_versions">list_model_versions() (abacusai.client.ReadOnlyClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_model_versions">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/global_context/index.html#module-abacusai.global_context">abacusai.global_context</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_models">list_models() (abacusai.client.ReadOnlyClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.list_models">(abacusai.project.Project method)</a>
 </li>
-        <li><a href="autoapi/abacusai/graph_dashboard/index.html#module-abacusai.graph_dashboard">abacusai.graph_dashboard</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_models">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/holdout_analysis/index.html#module-abacusai.holdout_analysis">abacusai.holdout_analysis</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.list_modifiers">list_modifiers() (abacusai.feature_group.FeatureGroup method)</a>
 </li>
-        <li><a href="autoapi/abacusai/holdout_analysis_version/index.html#module-abacusai.holdout_analysis_version">abacusai.holdout_analysis_version</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_modules">list_modules() (abacusai.client.ReadOnlyClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_modules">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/hosted_model_token/index.html#module-abacusai.hosted_model_token">abacusai.hosted_model_token</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_monitor_alert_versions_for_monitor_version">list_monitor_alert_versions_for_monitor_version() (abacusai.client.ReadOnlyClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/model_monitor_version/index.html#abacusai.model_monitor_version.ModelMonitorVersion.list_monitor_alert_versions_for_monitor_version">(abacusai.model_monitor_version.ModelMonitorVersion method)</a>
 </li>
-        <li><a href="autoapi/abacusai/indexing_config/index.html#module-abacusai.indexing_config">abacusai.indexing_config</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_monitor_alert_versions_for_monitor_version">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/inferred_database_column_to_feature_mappings/index.html#module-abacusai.inferred_database_column_to_feature_mappings">abacusai.inferred_database_column_to_feature_mappings</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_monitor_alerts_for_monitor">list_monitor_alerts_for_monitor() (abacusai.client.ReadOnlyClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/model_monitor/index.html#abacusai.model_monitor.ModelMonitor.list_monitor_alerts_for_monitor">(abacusai.model_monitor.ModelMonitor method)</a>
 </li>
-        <li><a href="autoapi/abacusai/inferred_feature_mappings/index.html#module-abacusai.inferred_feature_mappings">abacusai.inferred_feature_mappings</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_monitor_alerts_for_monitor">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/item_statistics/index.html#module-abacusai.item_statistics">abacusai.item_statistics</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/application_connector/index.html#abacusai.application_connector.ApplicationConnector.list_objects">list_objects() (abacusai.application_connector.ApplicationConnector method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/database_connector/index.html#abacusai.database_connector.DatabaseConnector.list_objects">(abacusai.database_connector.DatabaseConnector method)</a>
 </li>
-        <li><a href="autoapi/abacusai/llm_app/index.html#module-abacusai.llm_app">abacusai.llm_app</a>
+      </ul></li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_organization_groups">list_organization_groups() (abacusai.client.ReadOnlyClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_organization_groups">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/llm_code_block/index.html#module-abacusai.llm_code_block">abacusai.llm_code_block</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_organization_model_monitors">list_organization_model_monitors() (abacusai.client.ReadOnlyClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_organization_model_monitors">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/llm_execution_preview/index.html#module-abacusai.llm_execution_preview">abacusai.llm_execution_preview</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_organization_secrets">list_organization_secrets() (abacusai.client.ReadOnlyClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_organization_secrets">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/llm_execution_result/index.html#module-abacusai.llm_execution_result">abacusai.llm_execution_result</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_organization_users">list_organization_users() (abacusai.client.ReadOnlyClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_organization_users">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/llm_generated_code/index.html#module-abacusai.llm_generated_code">abacusai.llm_generated_code</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_pipeline_version_logs">list_pipeline_version_logs() (abacusai.client.ReadOnlyClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_pipeline_version_logs">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/llm_input/index.html#module-abacusai.llm_input">abacusai.llm_input</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.list_pipeline_versions">list_pipeline_versions() (abacusai.ApiClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.list_pipeline_versions">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/llm_parameters/index.html#module-abacusai.llm_parameters">abacusai.llm_parameters</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_pipelines">list_pipelines() (abacusai.client.ReadOnlyClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.list_pipelines">(abacusai.project.Project method)</a>
 </li>
-        <li><a href="autoapi/abacusai/llm_response/index.html#module-abacusai.llm_response">abacusai.llm_response</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_pipelines">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/memory_options/index.html#module-abacusai.memory_options">abacusai.memory_options</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_prediction_operator_versions">list_prediction_operator_versions() (abacusai.client.ReadOnlyClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_prediction_operator_versions">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/messaging_connector_response/index.html#module-abacusai.messaging_connector_response">abacusai.messaging_connector_response</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_prediction_operators">list_prediction_operators() (abacusai.client.ReadOnlyClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.list_prediction_operators">(abacusai.project.Project method)</a>
 </li>
-        <li><a href="autoapi/abacusai/model/index.html#module-abacusai.model">abacusai.model</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_prediction_operators">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/model_artifacts_export/index.html#module-abacusai.model_artifacts_export">abacusai.model_artifacts_export</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_project_feature_group_templates">list_project_feature_group_templates() (abacusai.client.ReadOnlyClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_project_feature_group_templates">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/model_blueprint_export/index.html#module-abacusai.model_blueprint_export">abacusai.model_blueprint_export</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_project_feature_groups">list_project_feature_groups() (abacusai.client.ReadOnlyClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_project_feature_groups">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/model_blueprint_stage/index.html#module-abacusai.model_blueprint_stage">abacusai.model_blueprint_stage</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_projects">list_projects() (abacusai.client.ReadOnlyClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_projects">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/model_location/index.html#module-abacusai.model_location">abacusai.model_location</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_python_function_feature_groups">list_python_function_feature_groups() (abacusai.client.ReadOnlyClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_python_function_feature_groups">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/model_metrics/index.html#module-abacusai.model_metrics">abacusai.model_metrics</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_python_functions">list_python_functions() (abacusai.client.ReadOnlyClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_python_functions">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/model_monitor/index.html#module-abacusai.model_monitor">abacusai.model_monitor</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_realtime_monitors">list_realtime_monitors() (abacusai.client.ReadOnlyClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.list_realtime_monitors">(abacusai.project.Project method)</a>
 </li>
-        <li><a href="autoapi/abacusai/model_monitor_org_summary/index.html#module-abacusai.model_monitor_org_summary">abacusai.model_monitor_org_summary</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_realtime_monitors">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/model_monitor_summary/index.html#module-abacusai.model_monitor_summary">abacusai.model_monitor_summary</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_refresh_pipeline_runs">list_refresh_pipeline_runs() (abacusai.client.ReadOnlyClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_refresh_pipeline_runs">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/model_monitor_summary_from_org/index.html#module-abacusai.model_monitor_summary_from_org">abacusai.model_monitor_summary_from_org</a>
+        <li><a href="autoapi/abacusai/refresh_policy/index.html#abacusai.refresh_policy.RefreshPolicy.list_refresh_pipeline_runs">(abacusai.refresh_policy.RefreshPolicy method)</a>
 </li>
-        <li><a href="autoapi/abacusai/model_monitor_version/index.html#module-abacusai.model_monitor_version">abacusai.model_monitor_version</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPrediction.list_refresh_policies">list_refresh_policies() (abacusai.batch_prediction.BatchPrediction method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_refresh_policies">(abacusai.client.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/model_monitor_version_metric_data/index.html#module-abacusai.model_monitor_version_metric_data">abacusai.model_monitor_version_metric_data</a>
+        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.Dataset.list_refresh_policies">(abacusai.dataset.Dataset method)</a>
 </li>
-        <li><a href="autoapi/abacusai/model_training_type_for_deployment/index.html#module-abacusai.model_training_type_for_deployment">abacusai.model_training_type_for_deployment</a>
+        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.list_refresh_policies">(abacusai.deployment.Deployment method)</a>
 </li>
-        <li><a href="autoapi/abacusai/model_upload/index.html#module-abacusai.model_upload">abacusai.model_upload</a>
+        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.Model.list_refresh_policies">(abacusai.model.Model method)</a>
 </li>
-        <li><a href="autoapi/abacusai/model_version/index.html#module-abacusai.model_version">abacusai.model_version</a>
+        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.list_refresh_policies">(abacusai.project.Project method)</a>
 </li>
-        <li><a href="autoapi/abacusai/model_version_feature_group_schema/index.html#module-abacusai.model_version_feature_group_schema">abacusai.model_version_feature_group_schema</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_refresh_policies">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/modification_lock_info/index.html#module-abacusai.modification_lock_info">abacusai.modification_lock_info</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_streaming_connectors">list_streaming_connectors() (abacusai.client.ReadOnlyClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_streaming_connectors">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/module/index.html#module-abacusai.module">abacusai.module</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_streaming_tokens">list_streaming_tokens() (abacusai.client.ReadOnlyClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_streaming_tokens">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/monitor_alert/index.html#module-abacusai.monitor_alert">abacusai.monitor_alert</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_uploads">list_uploads() (abacusai.client.ReadOnlyClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_uploads">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/monitor_alert_version/index.html#module-abacusai.monitor_alert_version">abacusai.monitor_alert_version</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.list_use_cases">list_use_cases() (abacusai.client.ReadOnlyClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.list_use_cases">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/monitor_drift_and_distributions/index.html#module-abacusai.monitor_drift_and_distributions">abacusai.monitor_drift_and_distributions</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/agent/index.html#abacusai.agent.Agent.list_versions">list_versions() (abacusai.agent.Agent method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPrediction.list_versions">(abacusai.batch_prediction.BatchPrediction method)</a>
 </li>
-        <li><a href="autoapi/abacusai/natural_language_explanation/index.html#module-abacusai.natural_language_explanation">abacusai.natural_language_explanation</a>
+        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.Dataset.list_versions">(abacusai.dataset.Dataset method)</a>
 </li>
-        <li><a href="autoapi/abacusai/nested_feature/index.html#module-abacusai.nested_feature">abacusai.nested_feature</a>
+        <li><a href="autoapi/abacusai/document_retriever/index.html#abacusai.document_retriever.DocumentRetriever.list_versions">(abacusai.document_retriever.DocumentRetriever method)</a>
 </li>
-        <li><a href="autoapi/abacusai/nested_feature_schema/index.html#module-abacusai.nested_feature_schema">abacusai.nested_feature_schema</a>
+        <li><a href="autoapi/abacusai/eda/index.html#abacusai.eda.Eda.list_versions">(abacusai.eda.Eda method)</a>
 </li>
-        <li><a href="autoapi/abacusai/null_violation/index.html#module-abacusai.null_violation">abacusai.null_violation</a>
+        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.list_versions">(abacusai.feature_group.FeatureGroup method)</a>
 </li>
-        <li><a href="autoapi/abacusai/organization_external_application_settings/index.html#module-abacusai.organization_external_application_settings">abacusai.organization_external_application_settings</a>
+        <li><a href="autoapi/abacusai/holdout_analysis/index.html#abacusai.holdout_analysis.HoldoutAnalysis.list_versions">(abacusai.holdout_analysis.HoldoutAnalysis method)</a>
 </li>
-        <li><a href="autoapi/abacusai/organization_group/index.html#module-abacusai.organization_group">abacusai.organization_group</a>
+        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.Model.list_versions">(abacusai.model.Model method)</a>
 </li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#module-abacusai.organization_search_result">abacusai.organization_search_result</a>
+        <li><a href="autoapi/abacusai/model_monitor/index.html#abacusai.model_monitor.ModelMonitor.list_versions">(abacusai.model_monitor.ModelMonitor method)</a>
 </li>
-        <li><a href="autoapi/abacusai/organization_secret/index.html#module-abacusai.organization_secret">abacusai.organization_secret</a>
+        <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.Pipeline.list_versions">(abacusai.pipeline.Pipeline method)</a>
 </li>
-        <li><a href="autoapi/abacusai/page_data/index.html#module-abacusai.page_data">abacusai.page_data</a>
+        <li><a href="autoapi/abacusai/prediction_operator/index.html#abacusai.prediction_operator.PredictionOperator.list_versions">(abacusai.prediction_operator.PredictionOperator method)</a>
 </li>
-        <li><a href="autoapi/abacusai/pipeline/index.html#module-abacusai.pipeline">abacusai.pipeline</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.list_webhooks">list_webhooks() (abacusai.deployment.Deployment method)</a>
 </li>
-        <li><a href="autoapi/abacusai/pipeline_reference/index.html#module-abacusai.pipeline_reference">abacusai.pipeline_reference</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.LLMName.LLAMA2_CHAT">LLAMA2_CHAT (abacusai.api_class.enums.LLMName attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.LLMName.LLAMA2_CHAT">(abacusai.api_class.LLMName attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/pipeline_step/index.html#module-abacusai.pipeline_step">abacusai.pipeline_step</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.LLMName.LLAMA2_CHAT">(abacusai.LLMName attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/pipeline_step_version/index.html#module-abacusai.pipeline_step_version">abacusai.pipeline_step_version</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.LLMName.LLAMA3_LARGE_CHAT">LLAMA3_LARGE_CHAT (abacusai.api_class.enums.LLMName attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.LLMName.LLAMA3_LARGE_CHAT">(abacusai.api_class.LLMName attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/pipeline_step_version_logs/index.html#module-abacusai.pipeline_step_version_logs">abacusai.pipeline_step_version_logs</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.LLMName.LLAMA3_LARGE_CHAT">(abacusai.LLMName attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/pipeline_step_version_reference/index.html#module-abacusai.pipeline_step_version_reference">abacusai.pipeline_step_version_reference</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.NamedEntityExtractionTrainingConfig.llm_for_ner">llm_for_ner (abacusai.api_class.model.NamedEntityExtractionTrainingConfig attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NamedEntityExtractionTrainingConfig.llm_for_ner">(abacusai.api_class.NamedEntityExtractionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/pipeline_version/index.html#module-abacusai.pipeline_version">abacusai.pipeline_version</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.NamedEntityExtractionTrainingConfig.llm_for_ner">(abacusai.NamedEntityExtractionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/pipeline_version_logs/index.html#module-abacusai.pipeline_version_logs">abacusai.pipeline_version_logs</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMPredictionArguments.llm_name">llm_name (abacusai.api_class.ChatLLMPredictionArguments attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.ChatLLMPredictionArguments.llm_name">(abacusai.api_class.deployment.ChatLLMPredictionArguments attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/point_in_time_feature/index.html#module-abacusai.point_in_time_feature">abacusai.point_in_time_feature</a>
+        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.NaturalLanguageSearchPredictionArguments.llm_name">(abacusai.api_class.deployment.NaturalLanguageSearchPredictionArguments attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/point_in_time_feature_info/index.html#module-abacusai.point_in_time_feature_info">abacusai.point_in_time_feature_info</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NaturalLanguageSearchPredictionArguments.llm_name">(abacusai.api_class.NaturalLanguageSearchPredictionArguments attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/point_in_time_group/index.html#module-abacusai.point_in_time_group">abacusai.point_in_time_group</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMPredictionArguments.llm_name">(abacusai.ChatLLMPredictionArguments attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/point_in_time_group_feature/index.html#module-abacusai.point_in_time_group_feature">abacusai.point_in_time_group_feature</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.NaturalLanguageSearchPredictionArguments.llm_name">(abacusai.NaturalLanguageSearchPredictionArguments attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#module-abacusai.prediction_client">abacusai.prediction_client</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/llm_app/index.html#abacusai.llm_app.LlmApp">LlmApp (class in abacusai.llm_app)</a>
 </li>
-        <li><a href="autoapi/abacusai/prediction_dataset/index.html#module-abacusai.prediction_dataset">abacusai.prediction_dataset</a>
+      <li><a href="autoapi/abacusai/llm_code_block/index.html#abacusai.llm_code_block.LlmCodeBlock">LlmCodeBlock (class in abacusai.llm_code_block)</a>
 </li>
-        <li><a href="autoapi/abacusai/prediction_feature_group/index.html#module-abacusai.prediction_feature_group">abacusai.prediction_feature_group</a>
+      <li><a href="autoapi/abacusai/llm_execution_preview/index.html#abacusai.llm_execution_preview.LlmExecutionPreview">LlmExecutionPreview (class in abacusai.llm_execution_preview)</a>
 </li>
-        <li><a href="autoapi/abacusai/prediction_input/index.html#module-abacusai.prediction_input">abacusai.prediction_input</a>
+      <li><a href="autoapi/abacusai/llm_execution_result/index.html#abacusai.llm_execution_result.LlmExecutionResult">LlmExecutionResult (class in abacusai.llm_execution_result)</a>
 </li>
-        <li><a href="autoapi/abacusai/prediction_operator/index.html#module-abacusai.prediction_operator">abacusai.prediction_operator</a>
+      <li><a href="autoapi/abacusai/llm_generated_code/index.html#abacusai.llm_generated_code.LlmGeneratedCode">LlmGeneratedCode (class in abacusai.llm_generated_code)</a>
 </li>
-        <li><a href="autoapi/abacusai/prediction_operator_version/index.html#module-abacusai.prediction_operator_version">abacusai.prediction_operator_version</a>
+      <li><a href="autoapi/abacusai/llm_input/index.html#abacusai.llm_input.LlmInput">LlmInput (class in abacusai.llm_input)</a>
 </li>
-        <li><a href="autoapi/abacusai/problem_type/index.html#module-abacusai.problem_type">abacusai.problem_type</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.LLMName">LLMName (class in abacusai)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.LLMName">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/project/index.html#module-abacusai.project">abacusai.project</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.LLMName">(class in abacusai.api_class.enums)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_config/index.html#module-abacusai.project_config">abacusai.project_config</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/llm_parameters/index.html#abacusai.llm_parameters.LlmParameters">LlmParameters (class in abacusai.llm_parameters)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#module-abacusai.project_feature_group">abacusai.project_feature_group</a>
+      <li><a href="autoapi/abacusai/llm_response/index.html#abacusai.llm_response.LlmResponse">LlmResponse (class in abacusai.llm_response)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group_schema/index.html#module-abacusai.project_feature_group_schema">abacusai.project_feature_group_schema</a>
+      <li><a href="autoapi/abacusai/execute_feature_group_operation/index.html#abacusai.execute_feature_group_operation.ExecuteFeatureGroupOperation.load_as_pandas">load_as_pandas() (abacusai.execute_feature_group_operation.ExecuteFeatureGroupOperation method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.load_as_pandas">(abacusai.feature_group.FeatureGroup method)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group_schema_version/index.html#module-abacusai.project_feature_group_schema_version">abacusai.project_feature_group_schema_version</a>
+        <li><a href="autoapi/abacusai/feature_group_version/index.html#abacusai.feature_group_version.FeatureGroupVersion.load_as_pandas">(abacusai.feature_group_version.FeatureGroupVersion method)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_validation/index.html#module-abacusai.project_validation">abacusai.project_validation</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.load_as_pandas_documents">load_as_pandas_documents() (abacusai.feature_group.FeatureGroup method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/feature_group_version/index.html#abacusai.feature_group_version.FeatureGroupVersion.load_as_pandas_documents">(abacusai.feature_group_version.FeatureGroupVersion method)</a>
 </li>
-        <li><a href="autoapi/abacusai/python_function/index.html#module-abacusai.python_function">abacusai.python_function</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.load_as_pandas_from_avro_fd">load_as_pandas_from_avro_fd() (in module abacusai.api_client_utils)</a>
 </li>
-        <li><a href="autoapi/abacusai/python_function_validator/index.html#module-abacusai.python_function_validator">abacusai.python_function_validator</a>
+      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.load_as_pandas_from_avro_files">load_as_pandas_from_avro_files() (in module abacusai.api_client_utils)</a>
 </li>
-        <li><a href="autoapi/abacusai/python_plot_function/index.html#module-abacusai.python_plot_function">abacusai.python_plot_function</a>
+      <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPrediction.load_results_as_pandas">load_results_as_pandas() (abacusai.batch_prediction.BatchPrediction method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.BatchPredictionVersion.load_results_as_pandas">(abacusai.batch_prediction_version.BatchPredictionVersion method)</a>
 </li>
-        <li><a href="autoapi/abacusai/range_violation/index.html#module-abacusai.range_violation">abacusai.range_violation</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.local_scale_target">local_scale_target (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.local_scale_target">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/realtime_monitor/index.html#module-abacusai.realtime_monitor">abacusai.realtime_monitor</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.local_scale_target">(abacusai.ForecastingTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/refresh_pipeline_run/index.html#module-abacusai.refresh_pipeline_run">abacusai.refresh_pipeline_run</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.local_scaling_mode">local_scaling_mode (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.local_scaling_mode">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/refresh_policy/index.html#module-abacusai.refresh_policy">abacusai.refresh_policy</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.local_scaling_mode">(abacusai.ForecastingTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/refresh_schedule/index.html#module-abacusai.refresh_schedule">abacusai.refresh_schedule</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ConfluenceDatasetConfig.location">location (abacusai.api_class.ConfluenceDatasetConfig attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.ConfluenceDatasetConfig.location">(abacusai.api_class.dataset_application_connector.ConfluenceDatasetConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/resolved_feature_group_template/index.html#module-abacusai.resolved_feature_group_template">abacusai.resolved_feature_group_template</a>
+        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.GoogleAnalyticsDatasetConfig.location">(abacusai.api_class.dataset_application_connector.GoogleAnalyticsDatasetConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/return_class/index.html#module-abacusai.return_class">abacusai.return_class</a>
+        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.GoogleDriveDatasetConfig.location">(abacusai.api_class.dataset_application_connector.GoogleDriveDatasetConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/schema/index.html#module-abacusai.schema">abacusai.schema</a>
+        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.OneDriveDatasetConfig.location">(abacusai.api_class.dataset_application_connector.OneDriveDatasetConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/streaming_auth_token/index.html#module-abacusai.streaming_auth_token">abacusai.streaming_auth_token</a>
+        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.SharepointDatasetConfig.location">(abacusai.api_class.dataset_application_connector.SharepointDatasetConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/streaming_client/index.html#module-abacusai.streaming_client">abacusai.streaming_client</a>
+        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.ZendeskDatasetConfig.location">(abacusai.api_class.dataset_application_connector.ZendeskDatasetConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/streaming_connector/index.html#module-abacusai.streaming_connector">abacusai.streaming_connector</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FileConnectorExportConfig.location">(abacusai.api_class.FileConnectorExportConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/streaming_row_count/index.html#module-abacusai.streaming_row_count">abacusai.streaming_row_count</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.GoogleAnalyticsDatasetConfig.location">(abacusai.api_class.GoogleAnalyticsDatasetConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/streaming_sample_code/index.html#module-abacusai.streaming_sample_code">abacusai.streaming_sample_code</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.GoogleDriveDatasetConfig.location">(abacusai.api_class.GoogleDriveDatasetConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/test_point_predictions/index.html#module-abacusai.test_point_predictions">abacusai.test_point_predictions</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.OneDriveDatasetConfig.location">(abacusai.api_class.OneDriveDatasetConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/training_config_options/index.html#module-abacusai.training_config_options">abacusai.training_config_options</a>
+        <li><a href="autoapi/abacusai/api_class/refresh/index.html#abacusai.api_class.refresh.FileConnectorExportConfig.location">(abacusai.api_class.refresh.FileConnectorExportConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/upload/index.html#module-abacusai.upload">abacusai.upload</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.SharepointDatasetConfig.location">(abacusai.api_class.SharepointDatasetConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/upload_part/index.html#module-abacusai.upload_part">abacusai.upload_part</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ZendeskDatasetConfig.location">(abacusai.api_class.ZendeskDatasetConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/use_case/index.html#module-abacusai.use_case">abacusai.use_case</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ConfluenceDatasetConfig.location">(abacusai.ConfluenceDatasetConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/use_case_requirements/index.html#module-abacusai.use_case_requirements">abacusai.use_case_requirements</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.FileConnectorExportConfig.location">(abacusai.FileConnectorExportConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/user/index.html#module-abacusai.user">abacusai.user</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.GoogleAnalyticsDatasetConfig.location">(abacusai.GoogleAnalyticsDatasetConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/user_exception/index.html#module-abacusai.user_exception">abacusai.user_exception</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.GoogleDriveDatasetConfig.location">(abacusai.GoogleDriveDatasetConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/web_search_response/index.html#module-abacusai.web_search_response">abacusai.web_search_response</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.OneDriveDatasetConfig.location">(abacusai.OneDriveDatasetConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/web_search_result/index.html#module-abacusai.web_search_result">abacusai.web_search_result</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.SharepointDatasetConfig.location">(abacusai.SharepointDatasetConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/webhook/index.html#module-abacusai.webhook">abacusai.webhook</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ZendeskDatasetConfig.location">(abacusai.ZendeskDatasetConfig attribute)</a>
 </li>
       </ul></li>
-  </ul></td>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Module">Module (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/global_context/index.html#abacusai.global_context.lock">lock (in module abacusai.global_context)</a>
+</li>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionTargetTransform.LOG">LOG (abacusai.api_class.enums.RegressionTargetTransform attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/module/index.html#abacusai.module.Module">(class in abacusai.module)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTargetTransform.LOG">(abacusai.api_class.RegressionTargetTransform attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTargetTransform.LOG">(abacusai.RegressionTargetTransform attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionArgumentType.MONITOR_ID">MONITOR_ID (abacusai.api_class.enums.PythonFunctionArgumentType attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.NERObjective.LOG_LOSS">LOG_LOSS (abacusai.api_class.enums.NERObjective attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionOutputArgumentType.MONITOR_ID">(abacusai.api_class.enums.PythonFunctionOutputArgumentType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionArgumentType.MONITOR_ID">(abacusai.api_class.PythonFunctionArgumentType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionObjective.LOG_LOSS">(abacusai.api_class.enums.RegressionObjective attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionOutputArgumentType.MONITOR_ID">(abacusai.api_class.PythonFunctionOutputArgumentType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NERObjective.LOG_LOSS">(abacusai.api_class.NERObjective attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionArgumentType.MONITOR_ID">(abacusai.PythonFunctionArgumentType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionObjective.LOG_LOSS">(abacusai.api_class.RegressionObjective attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionOutputArgumentType.MONITOR_ID">(abacusai.PythonFunctionOutputArgumentType attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.NERObjective.LOG_LOSS">(abacusai.NERObjective attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.MonitorAlert">MonitorAlert (class in abacusai.client)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/monitor_alert/index.html#abacusai.monitor_alert.MonitorAlert">(class in abacusai.monitor_alert)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionObjective.LOG_LOSS">(abacusai.RegressionObjective attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.MonitorAlertType">MonitorAlertType (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingLossFunction.LOG_ROOT_MEAN_SQUARE_ERROR">LOG_ROOT_MEAN_SQUARE_ERROR (abacusai.api_class.enums.ForecastingLossFunction attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MonitorAlertType">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingLossFunction.LOG_ROOT_MEAN_SQUARE_ERROR">(abacusai.api_class.ForecastingLossFunction attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.MonitorAlertType">(class in abacusai.api_class.enums)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingLossFunction.LOG_ROOT_MEAN_SQUARE_ERROR">(abacusai.ForecastingLossFunction attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.MonitorAlertVersion">MonitorAlertVersion (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.lookup_features">lookup_features() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/monitor_alert/index.html#abacusai.monitor_alert.MonitorAlertVersion">(class in abacusai.monitor_alert)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.lookup_features">(abacusai.client.ApiClient method)</a>
+</li>
+        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.lookup_features">(abacusai.prediction_client.PredictionClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/monitor_alert_version/index.html#abacusai.monitor_alert_version.MonitorAlertVersion">(class in abacusai.monitor_alert_version)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.lookup_features">(abacusai.PredictionClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/monitor_drift_and_distributions/index.html#abacusai.monitor_drift_and_distributions.MonitorDriftAndDistributions">MonitorDriftAndDistributions (class in abacusai.monitor_drift_and_distributions)</a>
-</li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.MonitorFilteringConfig">MonitorFilteringConfig (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.lookup_matches">lookup_matches() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MonitorFilteringConfig">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.lookup_matches">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.MonitorFilteringConfig">(class in abacusai.api_class.monitor)</a>
+        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.lookup_matches">(abacusai.prediction_client.PredictionClient method)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.lookup_matches">(abacusai.PredictionClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.MonitorThresholdConfig">MonitorThresholdConfig (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMTrainingConfig.lookup_rewrite_instructions">lookup_rewrite_instructions (abacusai.api_class.ChatLLMTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MonitorThresholdConfig">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ChatLLMTrainingConfig.lookup_rewrite_instructions">(abacusai.api_class.model.ChatLLMTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.MonitorThresholdConfig">(class in abacusai.api_class.monitor_alert)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMTrainingConfig.lookup_rewrite_instructions">(abacusai.ChatLLMTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.monotonically_decreasing_features">monotonically_decreasing_features (abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.loss_function">loss_function (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.monotonically_decreasing_features">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.loss_function">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.monotonically_decreasing_features">(abacusai.RegressionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.loss_function">(abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.loss_function">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.loss_function">(abacusai.ForecastingTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.loss_function">(abacusai.RegressionTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.monotonically_increasing_features">monotonically_increasing_features (abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.loss_parameters">loss_parameters (abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.monotonically_increasing_features">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.loss_parameters">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.monotonically_increasing_features">(abacusai.RegressionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.loss_parameters">(abacusai.RegressionTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingFrequency.MONTH_END">MONTH_END (abacusai.api_class.enums.ForecastingFrequency attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.TimeseriesAnomalyTypeOfAnomaly.LOW_PEAK">LOW_PEAK (abacusai.api_class.enums.TimeseriesAnomalyTypeOfAnomaly attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingFrequency.MONTH_END">(abacusai.api_class.ForecastingFrequency attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeseriesAnomalyTypeOfAnomaly.LOW_PEAK">(abacusai.api_class.TimeseriesAnomalyTypeOfAnomaly attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingFrequency.MONTH_END">(abacusai.ForecastingFrequency attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.TimeseriesAnomalyTypeOfAnomaly.LOW_PEAK">(abacusai.TimeseriesAnomalyTypeOfAnomaly attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingFrequency.MONTH_START">MONTH_START (abacusai.api_class.enums.ForecastingFrequency attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ItemAttributesStdDevThreshold.lower_bound">lower_bound (abacusai.api_class.ItemAttributesStdDevThreshold attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingFrequency.MONTH_START">(abacusai.api_class.ForecastingFrequency attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.ItemAttributesStdDevThreshold.lower_bound">(abacusai.api_class.monitor.ItemAttributesStdDevThreshold attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingFrequency.MONTH_START">(abacusai.ForecastingFrequency attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ItemAttributesStdDevThreshold.lower_bound">(abacusai.ItemAttributesStdDevThreshold attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PersonalizationObjective.MRR">MRR (abacusai.api_class.enums.PersonalizationObjective attribute)</a>
+  </ul></td>
+</tr></table>
+
+<h2 id="M">M</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionLossFunction.MAE">MAE (abacusai.api_class.enums.RegressionLossFunction attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationObjective.MRR">(abacusai.api_class.PersonalizationObjective attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionObjective.MAE">(abacusai.api_class.enums.RegressionObjective attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationObjective.MRR">(abacusai.PersonalizationObjective attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionLossFunction.MAE">(abacusai.api_class.RegressionLossFunction attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionObjective.MAE">(abacusai.api_class.RegressionObjective attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionLossFunction.MAE">(abacusai.RegressionLossFunction attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionObjective.MAE">(abacusai.RegressionObjective attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionLossFunction.MSE">MSE (abacusai.api_class.enums.RegressionLossFunction attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PersonalizationObjective.MAP">MAP (abacusai.api_class.enums.PersonalizationObjective attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionLossFunction.MSE">(abacusai.api_class.RegressionLossFunction attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationObjective.MAP">(abacusai.api_class.PersonalizationObjective attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionLossFunction.MSE">(abacusai.RegressionLossFunction attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationObjective.MAP">(abacusai.PersonalizationObjective attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionLossFunction.MSLE">MSLE (abacusai.api_class.enums.RegressionLossFunction attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PersonalizationObjective.MAP_10">MAP_10 (abacusai.api_class.enums.PersonalizationObjective attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionLossFunction.MSLE">(abacusai.api_class.RegressionLossFunction attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationObjective.MAP_10">(abacusai.api_class.PersonalizationObjective attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionLossFunction.MSLE">(abacusai.RegressionLossFunction attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationObjective.MAP_10">(abacusai.PersonalizationObjective attribute)</a>
 </li>
       </ul></li>
-  </ul></td>
-</tr></table>
-
-<h2 id="N">N</h2>
-<table style="width: 100%" class="indextable genindextable"><tr>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.SamplingMethodType.N_SAMPLING">N_SAMPLING (abacusai.api_class.enums.SamplingMethodType attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PersonalizationObjective.MAP_5">MAP_5 (abacusai.api_class.enums.PersonalizationObjective attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.SamplingMethodType.N_SAMPLING">(abacusai.api_class.SamplingMethodType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationObjective.MAP_5">(abacusai.api_class.PersonalizationObjective attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.SamplingMethodType.N_SAMPLING">(abacusai.SamplingMethodType attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationObjective.MAP_5">(abacusai.PersonalizationObjective attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowNodeInputMapping.name">name (abacusai.api_class.ai_agents.WorkflowNodeInputMapping attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingObjective.MAPE">MAPE (abacusai.api_class.enums.ForecastingObjective attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowNodeOutputMapping.name">(abacusai.api_class.ai_agents.WorkflowNodeOutputMapping attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DeployableAlgorithm.name">(abacusai.api_class.DeployableAlgorithm attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionLossFunction.MAPE">(abacusai.api_class.enums.RegressionLossFunction attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.DeployableAlgorithm.name">(abacusai.api_class.model.DeployableAlgorithm attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionObjective.MAPE">(abacusai.api_class.enums.RegressionObjective attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.OutputVariableMapping.name">(abacusai.api_class.OutputVariableMapping attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingObjective.MAPE">(abacusai.api_class.ForecastingObjective attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/python_functions/index.html#abacusai.api_class.python_functions.OutputVariableMapping.name">(abacusai.api_class.python_functions.OutputVariableMapping attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionLossFunction.MAPE">(abacusai.api_class.RegressionLossFunction attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/python_functions/index.html#abacusai.api_class.python_functions.PythonFunctionArgument.name">(abacusai.api_class.python_functions.PythonFunctionArgument attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionObjective.MAPE">(abacusai.api_class.RegressionObjective attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionArgument.name">(abacusai.api_class.PythonFunctionArgument attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingObjective.MAPE">(abacusai.ForecastingObjective attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowNodeInputMapping.name">(abacusai.api_class.WorkflowNodeInputMapping attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionLossFunction.MAPE">(abacusai.RegressionLossFunction attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowNodeOutputMapping.name">(abacusai.api_class.WorkflowNodeOutputMapping attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionObjective.MAPE">(abacusai.RegressionObjective attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.DeployableAlgorithm.name">(abacusai.DeployableAlgorithm attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/upload/index.html#abacusai.upload.Upload.mark_complete">mark_complete() (abacusai.upload.Upload method)</a>
 </li>
-        <li><a href="autoapi/abacusai/model_version/index.html#abacusai.model_version.DeployableAlgorithm.name">(abacusai.model_version.DeployableAlgorithm attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.mark_upload_complete">mark_upload_complete() (abacusai.ApiClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.mark_upload_complete">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.OutputVariableMapping.name">(abacusai.OutputVariableMapping attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.OperatorType.MARKDOWN">MARKDOWN (abacusai.api_class.enums.OperatorType attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.OperatorType.MARKDOWN">(abacusai.api_class.OperatorType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.PythonFunctionArgument.name">(abacusai.pipeline.PythonFunctionArgument attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.OperatorType.MARKDOWN">(abacusai.OperatorType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/pipeline_version/index.html#abacusai.pipeline_version.PythonFunctionArgument.name">(abacusai.pipeline_version.PythonFunctionArgument attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.MarkdownConfig">MarkdownConfig (class in abacusai)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MarkdownConfig">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionArgument.name">(abacusai.PythonFunctionArgument attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.MarkdownConfig">(class in abacusai.api_class.feature_group)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.WorkflowNodeInputMapping.name">(abacusai.WorkflowNodeInputMapping attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.MarkdownOperatorInputType">MarkdownOperatorInputType (class in abacusai)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MarkdownOperatorInputType">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.WorkflowNodeOutputMapping.name">(abacusai.WorkflowNodeOutputMapping attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.MarkdownOperatorInputType">(class in abacusai.api_class.enums)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProblemType.NAMED_ENTITY_EXTRACTION">NAMED_ENTITY_EXTRACTION (abacusai.api_class.enums.ProblemType attribute)</a>
+      <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.materialize">materialize() (abacusai.feature_group.FeatureGroup method)</a>
+</li>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FillLogic.MAX">MAX (abacusai.api_class.enums.FillLogic attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProblemType.NAMED_ENTITY_EXTRACTION">(abacusai.api_class.ProblemType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FillLogic.MAX">(abacusai.api_class.FillLogic attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ProblemType.NAMED_ENTITY_EXTRACTION">(abacusai.ProblemType attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.FillLogic.MAX">(abacusai.FillLogic attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.NamedEntityExtractionBatchPredictionArgs">NamedEntityExtractionBatchPredictionArgs (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.CustomTrainedModelTrainingConfig.max_catalog_size">max_catalog_size (abacusai.api_class.CustomTrainedModelTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NamedEntityExtractionBatchPredictionArgs">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.CustomTrainedModelTrainingConfig.max_catalog_size">(abacusai.api_class.model.CustomTrainedModelTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.NamedEntityExtractionBatchPredictionArgs">(class in abacusai.api_class.batch_prediction)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.CustomTrainedModelTrainingConfig.max_catalog_size">(abacusai.CustomTrainedModelTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.NamedEntityExtractionTrainingConfig">NamedEntityExtractionTrainingConfig (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.CustomTrainedModelTrainingConfig.max_dimension">max_dimension (abacusai.api_class.CustomTrainedModelTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NamedEntityExtractionTrainingConfig">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.CustomTrainedModelTrainingConfig.max_dimension">(abacusai.api_class.model.CustomTrainedModelTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.NamedEntityExtractionTrainingConfig">(class in abacusai.api_class.model)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.CustomTrainedModelTrainingConfig.max_dimension">(abacusai.CustomTrainedModelTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProblemType.NATURAL_LANGUAGE_SEARCH">NATURAL_LANGUAGE_SEARCH (abacusai.api_class.enums.ProblemType attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.max_history_length">max_history_length (abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProblemType.NATURAL_LANGUAGE_SEARCH">(abacusai.api_class.ProblemType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.max_history_length">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ProblemType.NATURAL_LANGUAGE_SEARCH">(abacusai.ProblemType attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.max_history_length">(abacusai.PersonalizationTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.NaturalLanguageExplanation">NaturalLanguageExplanation (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.max_scale_context">max_scale_context (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.NaturalLanguageExplanation">(class in abacusai.feature_group)</a>
-</li>
-        <li><a href="autoapi/abacusai/natural_language_explanation/index.html#abacusai.natural_language_explanation.NaturalLanguageExplanation">(class in abacusai.natural_language_explanation)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.max_scale_context">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.NaturalLanguageExplanation">(class in abacusai.project_feature_group)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.max_scale_context">(abacusai.ForecastingTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.NaturalLanguageSearchPredictionArguments">NaturalLanguageSearchPredictionArguments (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMTrainingConfig.max_search_results">max_search_results (abacusai.api_class.ChatLLMTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NaturalLanguageSearchPredictionArguments">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ChatLLMTrainingConfig.max_search_results">(abacusai.api_class.model.ChatLLMTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.NaturalLanguageSearchPredictionArguments">(class in abacusai.api_class.deployment)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMTrainingConfig.max_search_results">(abacusai.ChatLLMTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.NaturalLanguageSearchTrainingConfig">NaturalLanguageSearchTrainingConfig (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.max_text_words">max_text_words (abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NaturalLanguageSearchTrainingConfig">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.max_text_words">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.NaturalLanguageSearchTrainingConfig">(class in abacusai.api_class.model)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.max_text_words">(abacusai.RegressionTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PersonalizationObjective.NDCG">NDCG (abacusai.api_class.enums.PersonalizationObjective attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.max_user_history_len_percentile">max_user_history_len_percentile (abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationObjective.NDCG">(abacusai.api_class.PersonalizationObjective attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.max_user_history_len_percentile">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationObjective.NDCG">(abacusai.PersonalizationObjective attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.max_user_history_len_percentile">(abacusai.PersonalizationTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PersonalizationObjective.NDCG_10">NDCG_10 (abacusai.api_class.enums.PersonalizationObjective attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.RestrictFeatureMappings.max_value">max_value (abacusai.api_class.monitor.RestrictFeatureMappings attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationObjective.NDCG_10">(abacusai.api_class.PersonalizationObjective attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RestrictFeatureMappings.max_value">(abacusai.api_class.RestrictFeatureMappings attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationObjective.NDCG_10">(abacusai.PersonalizationObjective attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RestrictFeatureMappings.max_value">(abacusai.RestrictFeatureMappings attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PersonalizationObjective.NDCG_5">NDCG_5 (abacusai.api_class.enums.PersonalizationObjective attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingLossFunction.MEAN_ABSOLUTE_ERROR">MEAN_ABSOLUTE_ERROR (abacusai.api_class.enums.ForecastingLossFunction attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationObjective.NDCG_5">(abacusai.api_class.PersonalizationObjective attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingLossFunction.MEAN_ABSOLUTE_ERROR">(abacusai.api_class.ForecastingLossFunction attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationObjective.NDCG_5">(abacusai.PersonalizationObjective attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingLossFunction.MEAN_ABSOLUTE_ERROR">(abacusai.ForecastingLossFunction attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FillLogic.NEAREST">NEAREST (abacusai.api_class.enums.FillLogic attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingLossFunction.MEAN_ABSOLUTE_PERCENTAGE_ERROR">MEAN_ABSOLUTE_PERCENTAGE_ERROR (abacusai.api_class.enums.ForecastingLossFunction attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FillLogic.NEAREST">(abacusai.api_class.FillLogic attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingLossFunction.MEAN_ABSOLUTE_PERCENTAGE_ERROR">(abacusai.api_class.ForecastingLossFunction attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.FillLogic.NEAREST">(abacusai.FillLogic attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingLossFunction.MEAN_ABSOLUTE_PERCENTAGE_ERROR">(abacusai.ForecastingLossFunction attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingLossFunction.NEGATIVE_BINOMIAL">NEGATIVE_BINOMIAL (abacusai.api_class.enums.ForecastingLossFunction attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FillLogic.MEDIAN">MEDIAN (abacusai.api_class.enums.FillLogic attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingLossFunction.NEGATIVE_BINOMIAL">(abacusai.api_class.ForecastingLossFunction attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FillLogic.MEDIAN">(abacusai.api_class.FillLogic attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingLossFunction.NEGATIVE_BINOMIAL">(abacusai.ForecastingLossFunction attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.FillLogic.MEDIAN">(abacusai.FillLogic attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.NERModelType">NERModelType (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.CPUSize.MEDIUM">MEDIUM (abacusai.api_class.CPUSize attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NERModelType">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.CPUSize.MEDIUM">(abacusai.api_class.enums.CPUSize attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.NERModelType">(class in abacusai.api_class.enums)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.MemorySize.MEDIUM">(abacusai.api_class.enums.MemorySize attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MemorySize.MEDIUM">(abacusai.api_class.MemorySize attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.CPUSize.MEDIUM">(abacusai.CPUSize attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.MemorySize.MEDIUM">(abacusai.MemorySize attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.NERObjective">NERObjective (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/memory_options/index.html#abacusai.memory_options.MemoryOptions">MemoryOptions (class in abacusai.memory_options)</a>
+</li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.MemorySize">MemorySize (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NERObjective">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MemorySize">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.NERObjective">(class in abacusai.api_class.enums)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.MemorySize">(class in abacusai.api_class.enums)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FeatureMappingConfig.nested_feature_name">nested_feature_name (abacusai.api_class.FeatureMappingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.GoogleDriveDatasetConfig.merge_file_schemas">merge_file_schemas (abacusai.api_class.dataset_application_connector.GoogleDriveDatasetConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.FeatureMappingConfig.nested_feature_name">(abacusai.api_class.project.FeatureMappingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.OneDriveDatasetConfig.merge_file_schemas">(abacusai.api_class.dataset_application_connector.OneDriveDatasetConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.FeatureMappingConfig.nested_feature_name">(abacusai.FeatureMappingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.SharepointDatasetConfig.merge_file_schemas">(abacusai.api_class.dataset_application_connector.SharepointDatasetConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.GoogleDriveDatasetConfig.merge_file_schemas">(abacusai.api_class.GoogleDriveDatasetConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.OneDriveDatasetConfig.merge_file_schemas">(abacusai.api_class.OneDriveDatasetConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.SharepointDatasetConfig.merge_file_schemas">(abacusai.api_class.SharepointDatasetConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.GoogleDriveDatasetConfig.merge_file_schemas">(abacusai.GoogleDriveDatasetConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.OneDriveDatasetConfig.merge_file_schemas">(abacusai.OneDriveDatasetConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.SharepointDatasetConfig.merge_file_schemas">(abacusai.SharepointDatasetConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/feature/index.html#abacusai.feature.NestedFeature">NestedFeature (class in abacusai.feature)</a>
+      <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.MergeConfig.merge_mode">merge_mode (abacusai.api_class.feature_group.MergeConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/nested_feature/index.html#abacusai.nested_feature.NestedFeature">(class in abacusai.nested_feature)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MergeConfig.merge_mode">(abacusai.api_class.MergeConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.MergeConfig.merge_mode">(abacusai.MergeConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/nested_feature_schema/index.html#abacusai.nested_feature_schema.NestedFeatureSchema">NestedFeatureSchema (class in abacusai.nested_feature_schema)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.MergeConfig">MergeConfig (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/schema/index.html#abacusai.schema.NestedFeatureSchema">(class in abacusai.schema)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MergeConfig">(class in abacusai.api_class)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.MergeConfig">(class in abacusai.api_class.feature_group)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.NLPDocumentFormat">NLPDocumentFormat (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.MergeMode">MergeMode (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NLPDocumentFormat">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MergeMode">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.NLPDocumentFormat">(class in abacusai.api_class.enums)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.MergeMode">(class in abacusai.api_class.enums)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/agent/index.html#abacusai.agent.WorkflowGraph.nodes">nodes (abacusai.agent.WorkflowGraph attribute)</a>
+      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.StreamType.MESSAGE">MESSAGE (abacusai.api_client_utils.StreamType attribute)</a>
+</li>
+      <li><a href="autoapi/abacusai/messaging_connector_response/index.html#abacusai.messaging_connector_response.MessagingConnectorResponse">MessagingConnectorResponse (class in abacusai.messaging_connector_response)</a>
+</li>
+      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.DocstoreUtils.METADATA">METADATA (abacusai.api_client_utils.DocstoreUtils attribute)</a>
+</li>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMTrainingConfig.metadata_columns">metadata_columns (abacusai.api_class.ChatLLMTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/agent_version/index.html#abacusai.agent_version.WorkflowGraph.nodes">(abacusai.agent_version.WorkflowGraph attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ChatLLMTrainingConfig.metadata_columns">(abacusai.api_class.model.ChatLLMTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowGraph.nodes">(abacusai.api_class.ai_agents.WorkflowGraph attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMTrainingConfig.metadata_columns">(abacusai.ChatLLMTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowGraph.nodes">(abacusai.api_class.WorkflowGraph attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.MethodNotAllowed">MethodNotAllowed</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.WorkflowGraph.nodes">(abacusai.client.WorkflowGraph attribute)</a>
+      <li><a href="autoapi/abacusai/model_monitor_version/index.html#abacusai.model_monitor_version.ModelMonitorVersion.metric_data">metric_data() (abacusai.model_monitor_version.ModelMonitorVersion method)</a>
 </li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.WorkflowGraph.nodes">(abacusai.model.WorkflowGraph attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApplicationConnectorType.MICROSOFTAUTH">MICROSOFTAUTH (abacusai.api_class.ApplicationConnectorType attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ApplicationConnectorType.MICROSOFTAUTH">(abacusai.api_class.enums.ApplicationConnectorType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.WorkflowGraph.nodes">(abacusai.project.WorkflowGraph attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ApplicationConnectorType.MICROSOFTAUTH">(abacusai.ApplicationConnectorType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.WorkflowGraph.nodes">(abacusai.WorkflowGraph attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingFillMethod.MIDDLE">MIDDLE (abacusai.api_class.enums.ForecastingFillMethod attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingFillMethod.MIDDLE">(abacusai.api_class.ForecastingFillMethod attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingFillMethod.MIDDLE">(abacusai.ForecastingFillMethod attribute)</a>
 </li>
       </ul></li>
-  </ul></td>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingLossFunction.NORMALIZED_MEAN_ABSOLUTE_ERROR">NORMALIZED_MEAN_ABSOLUTE_ERROR (abacusai.api_class.enums.ForecastingLossFunction attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.Blob.mime_type">mime_type (abacusai.api_class.Blob attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingLossFunction.NORMALIZED_MEAN_ABSOLUTE_ERROR">(abacusai.api_class.ForecastingLossFunction attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/blob_input/index.html#abacusai.api_class.blob_input.Blob.mime_type">(abacusai.api_class.blob_input.Blob attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingLossFunction.NORMALIZED_MEAN_ABSOLUTE_ERROR">(abacusai.ForecastingLossFunction attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.Blob.mime_type">(abacusai.Blob attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingLossFunction.NORMALIZED_ROOT_MEAN_SQUARE_ERROR">NORMALIZED_ROOT_MEAN_SQUARE_ERROR (abacusai.api_class.enums.ForecastingLossFunction attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FillLogic.MIN">MIN (abacusai.api_class.enums.FillLogic attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingLossFunction.NORMALIZED_ROOT_MEAN_SQUARE_ERROR">(abacusai.api_class.ForecastingLossFunction attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FillLogic.MIN">(abacusai.api_class.FillLogic attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingLossFunction.NORMALIZED_ROOT_MEAN_SQUARE_ERROR">(abacusai.ForecastingLossFunction attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.FillLogic.MIN">(abacusai.FillLogic attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.NotReadyError">NotReadyError</a>
-</li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.NSamplingConfig">NSamplingConfig (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.min_categorical_count">min_categorical_count (abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NSamplingConfig">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.min_categorical_count">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.NSamplingConfig">(class in abacusai.api_class.feature_group)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.min_categorical_count">(abacusai.RegressionTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionOutputArgumentType.NTEGER">NTEGER (abacusai.api_class.enums.PythonFunctionOutputArgumentType attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.min_item_history">min_item_history (abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionOutputArgumentType.NTEGER">(abacusai.api_class.PythonFunctionOutputArgumentType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.min_item_history">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionOutputArgumentType.NTEGER">(abacusai.PythonFunctionOutputArgumentType attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.min_item_history">(abacusai.PersonalizationTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DataType.NULL">NULL (abacusai.api_class.DataType attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingLocalScaling.MIN_MAX">MIN_MAX (abacusai.api_class.enums.ForecastingLocalScaling attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.DataType.NULL">(abacusai.api_class.enums.DataType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DataType.NULL">(abacusai.client.DataType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.DataType.NULL">(abacusai.dataset.DataType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingLocalScaling.MIN_MAX">(abacusai.api_class.ForecastingLocalScaling attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.DataType.NULL">(abacusai.DataType attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingLocalScaling.MIN_MAX">(abacusai.ForecastingLocalScaling attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DataIntegrityViolationType.NULL_VIOLATIONS">NULL_VIOLATIONS (abacusai.api_class.DataIntegrityViolationType attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.TimeseriesAnomalyTrainingConfig.min_samples_in_normal_region">min_samples_in_normal_region (abacusai.api_class.model.TimeseriesAnomalyTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.DataIntegrityViolationType.NULL_VIOLATIONS">(abacusai.api_class.enums.DataIntegrityViolationType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeseriesAnomalyTrainingConfig.min_samples_in_normal_region">(abacusai.api_class.TimeseriesAnomalyTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.DataIntegrityViolationType.NULL_VIOLATIONS">(abacusai.DataIntegrityViolationType attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.TimeseriesAnomalyTrainingConfig.min_samples_in_normal_region">(abacusai.TimeseriesAnomalyTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/feature_drift_summary/index.html#abacusai.feature_drift_summary.NullViolation">NullViolation (class in abacusai.feature_drift_summary)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingLocalScaling.MIN_STD">MIN_STD (abacusai.api_class.enums.ForecastingLocalScaling attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/null_violation/index.html#abacusai.null_violation.NullViolation">(class in abacusai.null_violation)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingLocalScaling.MIN_STD">(abacusai.api_class.ForecastingLocalScaling attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingLocalScaling.MIN_STD">(abacusai.ForecastingLocalScaling attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.num_backtesting_windows">num_backtesting_windows (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.RestrictFeatureMappings.min_value">min_value (abacusai.api_class.monitor.RestrictFeatureMappings attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.num_backtesting_windows">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RestrictFeatureMappings.min_value">(abacusai.api_class.RestrictFeatureMappings attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.num_backtesting_windows">(abacusai.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RestrictFeatureMappings.min_value">(abacusai.RestrictFeatureMappings attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ClusteringTimeseriesTrainingConfig.num_clusters_selection">num_clusters_selection (abacusai.api_class.ClusteringTimeseriesTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.NamedEntityExtractionTrainingConfig.minimum_bounding_box_overlap_ratio">minimum_bounding_box_overlap_ratio (abacusai.api_class.model.NamedEntityExtractionTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ClusteringTrainingConfig.num_clusters_selection">(abacusai.api_class.ClusteringTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ClusteringTimeseriesTrainingConfig.num_clusters_selection">(abacusai.api_class.model.ClusteringTimeseriesTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ClusteringTrainingConfig.num_clusters_selection">(abacusai.api_class.model.ClusteringTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ClusteringTimeseriesTrainingConfig.num_clusters_selection">(abacusai.ClusteringTimeseriesTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NamedEntityExtractionTrainingConfig.minimum_bounding_box_overlap_ratio">(abacusai.api_class.NamedEntityExtractionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ClusteringTrainingConfig.num_clusters_selection">(abacusai.ClusteringTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.NamedEntityExtractionTrainingConfig.minimum_bounding_box_overlap_ratio">(abacusai.NamedEntityExtractionTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMPredictionArguments.num_completion_tokens">num_completion_tokens (abacusai.api_class.ChatLLMPredictionArguments attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BiasViolationConditionConfig.minimum_violations">minimum_violations (abacusai.api_class.BiasViolationConditionConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMTrainingConfig.num_completion_tokens">(abacusai.api_class.ChatLLMTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.ChatLLMPredictionArguments.num_completion_tokens">(abacusai.api_class.deployment.ChatLLMPredictionArguments attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.NaturalLanguageSearchPredictionArguments.num_completion_tokens">(abacusai.api_class.deployment.NaturalLanguageSearchPredictionArguments attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ChatLLMTrainingConfig.num_completion_tokens">(abacusai.api_class.model.ChatLLMTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DataIntegrityViolationConditionConfig.minimum_violations">(abacusai.api_class.DataIntegrityViolationConditionConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.NaturalLanguageSearchTrainingConfig.num_completion_tokens">(abacusai.api_class.model.NaturalLanguageSearchTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FeatureDriftConditionConfig.minimum_violations">(abacusai.api_class.FeatureDriftConditionConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NaturalLanguageSearchPredictionArguments.num_completion_tokens">(abacusai.api_class.NaturalLanguageSearchPredictionArguments attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.BiasViolationConditionConfig.minimum_violations">(abacusai.api_class.monitor_alert.BiasViolationConditionConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NaturalLanguageSearchTrainingConfig.num_completion_tokens">(abacusai.api_class.NaturalLanguageSearchTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.DataIntegrityViolationConditionConfig.minimum_violations">(abacusai.api_class.monitor_alert.DataIntegrityViolationConditionConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMPredictionArguments.num_completion_tokens">(abacusai.ChatLLMPredictionArguments attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.FeatureDriftConditionConfig.minimum_violations">(abacusai.api_class.monitor_alert.FeatureDriftConditionConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMTrainingConfig.num_completion_tokens">(abacusai.ChatLLMTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.BiasViolationConditionConfig.minimum_violations">(abacusai.BiasViolationConditionConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.NaturalLanguageSearchPredictionArguments.num_completion_tokens">(abacusai.NaturalLanguageSearchPredictionArguments attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.DataIntegrityViolationConditionConfig.minimum_violations">(abacusai.DataIntegrityViolationConditionConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.NaturalLanguageSearchTrainingConfig.num_completion_tokens">(abacusai.NaturalLanguageSearchTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.FeatureDriftConditionConfig.minimum_violations">(abacusai.FeatureDriftConditionConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.num_cv_folds">num_cv_folds (abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.num_cv_folds">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.num_cv_folds">(abacusai.RegressionTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.MissingParameterError">MissingParameterError</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.CumulativeForecastingPredictionArguments.num_predictions">num_predictions (abacusai.api_class.CumulativeForecastingPredictionArguments attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.LLMName.MISTRAL_MEDIUM">MISTRAL_MEDIUM (abacusai.api_class.enums.LLMName attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.CumulativeForecastingPredictionArguments.num_predictions">(abacusai.api_class.deployment.CumulativeForecastingPredictionArguments attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.ForecastingPredictionArguments.num_predictions">(abacusai.api_class.deployment.ForecastingPredictionArguments attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingPredictionArguments.num_predictions">(abacusai.api_class.ForecastingPredictionArguments attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.CumulativeForecastingPredictionArguments.num_predictions">(abacusai.CumulativeForecastingPredictionArguments attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.LLMName.MISTRAL_MEDIUM">(abacusai.api_class.LLMName attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingPredictionArguments.num_predictions">(abacusai.ForecastingPredictionArguments attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.LLMName.MISTRAL_MEDIUM">(abacusai.LLMName attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.LastNMergeConfig.num_versions">num_versions (abacusai.api_class.feature_group.LastNMergeConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingLossFunction.MIX_GAUSSIANS">MIX_GAUSSIANS (abacusai.api_class.enums.ForecastingLossFunction attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.LastNMergeConfig.num_versions">(abacusai.api_class.LastNMergeConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingLossFunction.MIX_GAUSSIANS">(abacusai.api_class.ForecastingLossFunction attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.LastNMergeConfig.num_versions">(abacusai.LastNMergeConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingLossFunction.MIX_GAUSSIANS">(abacusai.ForecastingLossFunction attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.PersonalizationBatchPredictionArgs.number_of_items">number_of_items (abacusai.api_class.batch_prediction.PersonalizationBatchPredictionArgs attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.LLMName.MIXTRAL_CHAT">MIXTRAL_CHAT (abacusai.api_class.enums.LLMName attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationBatchPredictionArgs.number_of_items">(abacusai.api_class.PersonalizationBatchPredictionArgs attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.LLMName.MIXTRAL_CHAT">(abacusai.api_class.LLMName attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationBatchPredictionArgs.number_of_items">(abacusai.PersonalizationBatchPredictionArgs attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.LLMName.MIXTRAL_CHAT">(abacusai.LLMName attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.number_of_samples">number_of_samples (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DatabaseConnectorExportConfig.mode">mode (abacusai.api_class.DatabaseConnectorExportConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.number_of_samples">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/refresh/index.html#abacusai.api_class.refresh.DatabaseConnectorExportConfig.mode">(abacusai.api_class.refresh.DatabaseConnectorExportConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.number_of_samples">(abacusai.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.DatabaseConnectorExportConfig.mode">(abacusai.DatabaseConnectorExportConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.number_of_samples_to_use_for_explainer">number_of_samples_to_use_for_explainer (abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs attribute)</a>
+      <li><a href="autoapi/abacusai/model/index.html#abacusai.model.Model">Model (class in abacusai.model)</a>
+</li>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionArgumentType.MODEL_ID">MODEL_ID (abacusai.api_class.enums.PythonFunctionArgumentType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PredictiveModelingBatchPredictionArgs.number_of_samples_to_use_for_explainer">(abacusai.api_class.PredictiveModelingBatchPredictionArgs attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionOutputArgumentType.MODEL_ID">(abacusai.api_class.enums.PythonFunctionOutputArgumentType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictiveModelingBatchPredictionArgs.number_of_samples_to_use_for_explainer">(abacusai.PredictiveModelingBatchPredictionArgs attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionArgumentType.MODEL_ID">(abacusai.api_class.PythonFunctionArgumentType attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FileFormat.NUMBERS">NUMBERS (abacusai.api_class.enums.FileFormat attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FileFormat.NUMBERS">(abacusai.api_class.FileFormat attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionOutputArgumentType.MODEL_ID">(abacusai.api_class.PythonFunctionOutputArgumentType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.FileFormat.NUMBERS">(abacusai.batch_prediction_version.FileFormat attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionArgumentType.MODEL_ID">(abacusai.PythonFunctionArgumentType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.FileFormat.NUMBERS">(abacusai.FileFormat attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionOutputArgumentType.MODEL_ID">(abacusai.PythonFunctionOutputArgumentType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.numeric_clipping_percentile">numeric_clipping_percentile (abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.model_monitor_version_metric_data">model_monitor_version_metric_data() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.numeric_clipping_percentile">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.numeric_clipping_percentile">(abacusai.RegressionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.model_monitor_version_metric_data">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-  </ul></td>
-</tr></table>
-
-<h2 id="O">O</h2>
-<table style="width: 100%" class="indextable genindextable"><tr>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProblemType.OBJECT_DETECTION">OBJECT_DETECTION (abacusai.api_class.enums.ProblemType attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProblemType.MODEL_MONITORING">MODEL_MONITORING (abacusai.api_class.enums.ProblemType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProblemType.OBJECT_DETECTION">(abacusai.api_class.ProblemType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProblemType.MODEL_MONITORING">(abacusai.api_class.ProblemType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ProblemType.OBJECT_DETECTION">(abacusai.ProblemType attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ProblemType.MODEL_MONITORING">(abacusai.ProblemType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DatabaseConnectorExportConfig.object_name">object_name (abacusai.api_class.DatabaseConnectorExportConfig attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/refresh/index.html#abacusai.api_class.refresh.DatabaseConnectorExportConfig.object_name">(abacusai.api_class.refresh.DatabaseConnectorExportConfig attribute)</a>
+      <li><a href="autoapi/abacusai/model_artifacts_export/index.html#abacusai.model_artifacts_export.ModelArtifactsExport">ModelArtifactsExport (class in abacusai.model_artifacts_export)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.DatabaseConnectorExportConfig.object_name">(abacusai.DatabaseConnectorExportConfig attribute)</a>
+      <li><a href="autoapi/abacusai/model_blueprint_export/index.html#abacusai.model_blueprint_export.ModelBlueprintExport">ModelBlueprintExport (class in abacusai.model_blueprint_export)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.objective">objective (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.objective">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/model_blueprint_stage/index.html#abacusai.model_blueprint_stage.ModelBlueprintStage">ModelBlueprintStage (class in abacusai.model_blueprint_stage)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.objective">(abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/model_location/index.html#abacusai.model_location.ModelLocation">ModelLocation (class in abacusai.model_location)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.objective">(abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/model_metrics/index.html#abacusai.model_metrics.ModelMetrics">ModelMetrics (class in abacusai.model_metrics)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.objective">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/model_monitor/index.html#abacusai.model_monitor.ModelMonitor">ModelMonitor (class in abacusai.model_monitor)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.objective">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/model_monitor_org_summary/index.html#abacusai.model_monitor_org_summary.ModelMonitorOrgSummary">ModelMonitorOrgSummary (class in abacusai.model_monitor_org_summary)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.objective">(abacusai.ForecastingTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/model_monitor_summary/index.html#abacusai.model_monitor_summary.ModelMonitorSummary">ModelMonitorSummary (class in abacusai.model_monitor_summary)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.objective">(abacusai.PersonalizationTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/model_monitor_summary_from_org/index.html#abacusai.model_monitor_summary_from_org.ModelMonitorSummaryFromOrg">ModelMonitorSummaryFromOrg (class in abacusai.model_monitor_summary_from_org)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.objective">(abacusai.RegressionTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/model_monitor_version/index.html#abacusai.model_monitor_version.ModelMonitorVersion">ModelMonitorVersion (class in abacusai.model_monitor_version)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/dataset/index.html#abacusai.api_class.dataset.DocumentProcessingConfig.ocr_mode">ocr_mode (abacusai.api_class.dataset.DocumentProcessingConfig attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DocumentProcessingConfig.ocr_mode">(abacusai.api_class.DocumentProcessingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/model_monitor_version_metric_data/index.html#abacusai.model_monitor_version_metric_data.ModelMonitorVersionMetricData">ModelMonitorVersionMetricData (class in abacusai.model_monitor_version_metric_data)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DocumentProcessingConfig.ocr_mode">(abacusai.client.DocumentProcessingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/model_training_type_for_deployment/index.html#abacusai.model_training_type_for_deployment.ModelTrainingTypeForDeployment">ModelTrainingTypeForDeployment (class in abacusai.model_training_type_for_deployment)</a>
 </li>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.DocumentProcessingConfig.ocr_mode">(abacusai.dataset.DocumentProcessingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/model_upload/index.html#abacusai.model_upload.ModelUpload">ModelUpload (class in abacusai.model_upload)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.DocumentProcessingConfig.ocr_mode">(abacusai.DocumentProcessingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/model_version/index.html#abacusai.model_version.ModelVersion">ModelVersion (class in abacusai.model_version)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.OcrMode">OcrMode (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/model_version_feature_group_schema/index.html#abacusai.model_version_feature_group_schema.ModelVersionFeatureGroupSchema">ModelVersionFeatureGroupSchema (class in abacusai.model_version_feature_group_schema)</a>
+</li>
+      <li><a href="autoapi/abacusai/modification_lock_info/index.html#abacusai.modification_lock_info.ModificationLockInfo">ModificationLockInfo (class in abacusai.modification_lock_info)</a>
+</li>
+      <li>
+    module
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.OcrMode">(class in abacusai.api_class)</a>, <a href="autoapi/abacusai/api_class/index.html#id101">[1]</a>
+        <li><a href="autoapi/abacusai/index.html#module-abacusai">abacusai</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/dataset/index.html#abacusai.api_class.dataset.OcrMode">(class in abacusai.api_class.dataset)</a>
+        <li><a href="autoapi/abacusai/abacus_api/index.html#module-abacusai.abacus_api">abacusai.abacus_api</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.OcrMode">(class in abacusai.api_class.enums)</a>
+        <li><a href="autoapi/abacusai/agent/index.html#module-abacusai.agent">abacusai.agent</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FileFormat.ODS">ODS (abacusai.api_class.enums.FileFormat attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FileFormat.ODS">(abacusai.api_class.FileFormat attribute)</a>
+        <li><a href="autoapi/abacusai/agent_data_document_info/index.html#module-abacusai.agent_data_document_info">abacusai.agent_data_document_info</a>
 </li>
-        <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.FileFormat.ODS">(abacusai.batch_prediction_version.FileFormat attribute)</a>
+        <li><a href="autoapi/abacusai/agent_data_execution_result/index.html#module-abacusai.agent_data_execution_result">abacusai.agent_data_execution_result</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.FileFormat.ODS">(abacusai.FileFormat attribute)</a>
+        <li><a href="autoapi/abacusai/agent_version/index.html#module-abacusai.agent_version">abacusai.agent_version</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApplicationConnectorType.ONEDRIVE">ONEDRIVE (abacusai.api_class.ApplicationConnectorType attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ApplicationConnectorType.ONEDRIVE">(abacusai.api_class.enums.ApplicationConnectorType attribute)</a>
+        <li><a href="autoapi/abacusai/ai_building_task/index.html#module-abacusai.ai_building_task">abacusai.ai_building_task</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ApplicationConnectorType.ONEDRIVE">(abacusai.ApplicationConnectorType attribute)</a>
+        <li><a href="autoapi/abacusai/algorithm/index.html#module-abacusai.algorithm">abacusai.algorithm</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.OneDriveDatasetConfig">OneDriveDatasetConfig (class in abacusai)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.OneDriveDatasetConfig">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/annotation/index.html#module-abacusai.annotation">abacusai.annotation</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.OneDriveDatasetConfig">(class in abacusai.api_class.dataset_application_connector)</a>
+        <li><a href="autoapi/abacusai/annotation_config/index.html#module-abacusai.annotation_config">abacusai.annotation_config</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DeployableAlgorithm.only_offline_deployable">only_offline_deployable (abacusai.api_class.DeployableAlgorithm attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.DeployableAlgorithm.only_offline_deployable">(abacusai.api_class.model.DeployableAlgorithm attribute)</a>
+        <li><a href="autoapi/abacusai/annotation_document/index.html#module-abacusai.annotation_document">abacusai.annotation_document</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.DeployableAlgorithm.only_offline_deployable">(abacusai.DeployableAlgorithm attribute)</a>
+        <li><a href="autoapi/abacusai/annotation_entry/index.html#module-abacusai.annotation_entry">abacusai.annotation_entry</a>
 </li>
-        <li><a href="autoapi/abacusai/model_version/index.html#abacusai.model_version.DeployableAlgorithm.only_offline_deployable">(abacusai.model_version.DeployableAlgorithm attribute)</a>
+        <li><a href="autoapi/abacusai/annotations_status/index.html#module-abacusai.annotations_status">abacusai.annotations_status</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/document_retriever/index.html#abacusai.api_class.document_retriever.VectorStoreTextEncoder.OPENAI">OPENAI (abacusai.api_class.document_retriever.VectorStoreTextEncoder attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.VectorStoreTextEncoder.OPENAI">(abacusai.api_class.enums.VectorStoreTextEncoder attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#module-abacusai.api_class">abacusai.api_class</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.VectorStoreTextEncoder.OPENAI">(abacusai.api_class.VectorStoreTextEncoder attribute)</a>, <a href="autoapi/abacusai/api_class/index.html#id98">[1]</a>
+        <li><a href="autoapi/abacusai/api_class/abstract/index.html#module-abacusai.api_class.abstract">abacusai.api_class.abstract</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.VectorStoreTextEncoder.OPENAI">(abacusai.VectorStoreTextEncoder attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#module-abacusai.api_class.ai_agents">abacusai.api_class.ai_agents</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.LLMName.OPENAI_GPT3_5">OPENAI_GPT3_5 (abacusai.api_class.enums.LLMName attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.LLMName.OPENAI_GPT3_5">(abacusai.api_class.LLMName attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/ai_chat/index.html#module-abacusai.api_class.ai_chat">abacusai.api_class.ai_chat</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#module-abacusai.api_class.batch_prediction">abacusai.api_class.batch_prediction</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/blob_input/index.html#module-abacusai.api_class.blob_input">abacusai.api_class.blob_input</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/connectors/index.html#module-abacusai.api_class.connectors">abacusai.api_class.connectors</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/dataset/index.html#module-abacusai.api_class.dataset">abacusai.api_class.dataset</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#module-abacusai.api_class.dataset_application_connector">abacusai.api_class.dataset_application_connector</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/deployment/index.html#module-abacusai.api_class.deployment">abacusai.api_class.deployment</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/document_retriever/index.html#module-abacusai.api_class.document_retriever">abacusai.api_class.document_retriever</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#module-abacusai.api_class.enums">abacusai.api_class.enums</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#module-abacusai.api_class.feature_group">abacusai.api_class.feature_group</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#module-abacusai.api_class.model">abacusai.api_class.model</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/monitor/index.html#module-abacusai.api_class.monitor">abacusai.api_class.monitor</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.LLMName.OPENAI_GPT3_5">(abacusai.client.LLMName attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#module-abacusai.api_class.monitor_alert">abacusai.api_class.monitor_alert</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.LLMName.OPENAI_GPT3_5">(abacusai.LLMName attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/project/index.html#module-abacusai.api_class.project">abacusai.api_class.project</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.LLMName.OPENAI_GPT3_5_TEXT">OPENAI_GPT3_5_TEXT (abacusai.api_class.enums.LLMName attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.LLMName.OPENAI_GPT3_5_TEXT">(abacusai.api_class.LLMName attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/python_functions/index.html#module-abacusai.api_class.python_functions">abacusai.api_class.python_functions</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.LLMName.OPENAI_GPT3_5_TEXT">(abacusai.client.LLMName attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/refresh/index.html#module-abacusai.api_class.refresh">abacusai.api_class.refresh</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.LLMName.OPENAI_GPT3_5_TEXT">(abacusai.LLMName attribute)</a>
+        <li><a href="autoapi/abacusai/api_client_utils/index.html#module-abacusai.api_client_utils">abacusai.api_client_utils</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.LLMName.OPENAI_GPT4">OPENAI_GPT4 (abacusai.api_class.enums.LLMName attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.LLMName.OPENAI_GPT4">(abacusai.api_class.LLMName attribute)</a>
+        <li><a href="autoapi/abacusai/api_endpoint/index.html#module-abacusai.api_endpoint">abacusai.api_endpoint</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.LLMName.OPENAI_GPT4">(abacusai.client.LLMName attribute)</a>
+        <li><a href="autoapi/abacusai/api_key/index.html#module-abacusai.api_key">abacusai.api_key</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.LLMName.OPENAI_GPT4">(abacusai.LLMName attribute)</a>
+        <li><a href="autoapi/abacusai/app_user_group/index.html#module-abacusai.app_user_group">abacusai.app_user_group</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.LLMName.OPENAI_GPT4_128K">OPENAI_GPT4_128K (abacusai.api_class.enums.LLMName attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.LLMName.OPENAI_GPT4_128K">(abacusai.api_class.LLMName attribute)</a>
+        <li><a href="autoapi/abacusai/application_connector/index.html#module-abacusai.application_connector">abacusai.application_connector</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.LLMName.OPENAI_GPT4_128K">(abacusai.client.LLMName attribute)</a>
+        <li><a href="autoapi/abacusai/batch_prediction/index.html#module-abacusai.batch_prediction">abacusai.batch_prediction</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.LLMName.OPENAI_GPT4_128K">(abacusai.LLMName attribute)</a>
+        <li><a href="autoapi/abacusai/batch_prediction_version/index.html#module-abacusai.batch_prediction_version">abacusai.batch_prediction_version</a>
 </li>
-      </ul></li>
-  </ul></td>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.LLMName.OPENAI_GPT4_128K_LATEST">OPENAI_GPT4_128K_LATEST (abacusai.api_class.enums.LLMName attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.LLMName.OPENAI_GPT4_128K_LATEST">(abacusai.api_class.LLMName attribute)</a>
+        <li><a href="autoapi/abacusai/batch_prediction_version_logs/index.html#module-abacusai.batch_prediction_version_logs">abacusai.batch_prediction_version_logs</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.LLMName.OPENAI_GPT4_128K_LATEST">(abacusai.client.LLMName attribute)</a>
+        <li><a href="autoapi/abacusai/categorical_range_violation/index.html#module-abacusai.categorical_range_violation">abacusai.categorical_range_violation</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.LLMName.OPENAI_GPT4_128K_LATEST">(abacusai.LLMName attribute)</a>
+        <li><a href="autoapi/abacusai/chat_message/index.html#module-abacusai.chat_message">abacusai.chat_message</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.LLMName.OPENAI_GPT4_32K">OPENAI_GPT4_32K (abacusai.api_class.enums.LLMName attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.LLMName.OPENAI_GPT4_32K">(abacusai.api_class.LLMName attribute)</a>
+        <li><a href="autoapi/abacusai/chat_session/index.html#module-abacusai.chat_session">abacusai.chat_session</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.LLMName.OPENAI_GPT4_32K">(abacusai.client.LLMName attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#module-abacusai.client">abacusai.client</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.LLMName.OPENAI_GPT4_32K">(abacusai.LLMName attribute)</a>
+        <li><a href="autoapi/abacusai/code_source/index.html#module-abacusai.code_source">abacusai.code_source</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.LLMName.OPENAI_GPT4_VISION">OPENAI_GPT4_VISION (abacusai.api_class.enums.LLMName attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.LLMName.OPENAI_GPT4_VISION">(abacusai.api_class.LLMName attribute)</a>
+        <li><a href="autoapi/abacusai/concatenation_config/index.html#module-abacusai.concatenation_config">abacusai.concatenation_config</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.LLMName.OPENAI_GPT4_VISION">(abacusai.client.LLMName attribute)</a>
+        <li><a href="autoapi/abacusai/cpu_gpu_memory_specs/index.html#module-abacusai.cpu_gpu_memory_specs">abacusai.cpu_gpu_memory_specs</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.LLMName.OPENAI_GPT4_VISION">(abacusai.LLMName attribute)</a>
+        <li><a href="autoapi/abacusai/cryptography/index.html#module-abacusai.cryptography">abacusai.cryptography</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.LLMName.OPENAI_GPT4O">OPENAI_GPT4O (abacusai.api_class.enums.LLMName attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.LLMName.OPENAI_GPT4O">(abacusai.api_class.LLMName attribute)</a>
+        <li><a href="autoapi/abacusai/custom_loss_function/index.html#module-abacusai.custom_loss_function">abacusai.custom_loss_function</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.LLMName.OPENAI_GPT4O">(abacusai.client.LLMName attribute)</a>
+        <li><a href="autoapi/abacusai/custom_metric/index.html#module-abacusai.custom_metric">abacusai.custom_metric</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.LLMName.OPENAI_GPT4O">(abacusai.LLMName attribute)</a>
+        <li><a href="autoapi/abacusai/custom_metric_version/index.html#module-abacusai.custom_metric_version">abacusai.custom_metric_version</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ConstraintConfig.operator">operator (abacusai.api_class.ConstraintConfig attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.ConstraintConfig.operator">(abacusai.api_class.project.ConstraintConfig attribute)</a>
+        <li><a href="autoapi/abacusai/custom_train_function_info/index.html#module-abacusai.custom_train_function_info">abacusai.custom_train_function_info</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ConstraintConfig.operator">(abacusai.ConstraintConfig attribute)</a>
+        <li><a href="autoapi/abacusai/data_consistency_duplication/index.html#module-abacusai.data_consistency_duplication">abacusai.data_consistency_duplication</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.OptimizationTrainingConfig.optimality_gap_limit">optimality_gap_limit (abacusai.api_class.model.OptimizationTrainingConfig attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.OptimizationTrainingConfig.optimality_gap_limit">(abacusai.api_class.OptimizationTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/data_metrics/index.html#module-abacusai.data_metrics">abacusai.data_metrics</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.OptimizationTrainingConfig.optimality_gap_limit">(abacusai.OptimizationTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/data_prep_logs/index.html#module-abacusai.data_prep_logs">abacusai.data_prep_logs</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProblemType.OPTIMIZATION">OPTIMIZATION (abacusai.api_class.enums.ProblemType attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProblemType.OPTIMIZATION">(abacusai.api_class.ProblemType attribute)</a>
+        <li><a href="autoapi/abacusai/data_quality_results/index.html#module-abacusai.data_quality_results">abacusai.data_quality_results</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ProblemType.OPTIMIZATION">(abacusai.ProblemType attribute)</a>
+        <li><a href="autoapi/abacusai/data_upload_result/index.html#module-abacusai.data_upload_result">abacusai.data_upload_result</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.OptimizationPredictionArguments">OptimizationPredictionArguments (class in abacusai)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.OptimizationPredictionArguments">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/database_column_feature_mapping/index.html#module-abacusai.database_column_feature_mapping">abacusai.database_column_feature_mapping</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.OptimizationPredictionArguments">(class in abacusai.api_class.deployment)</a>
+        <li><a href="autoapi/abacusai/database_connector/index.html#module-abacusai.database_connector">abacusai.database_connector</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.OptimizationTrainingConfig">OptimizationTrainingConfig (class in abacusai)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.OptimizationTrainingConfig">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/database_connector_column/index.html#module-abacusai.database_connector_column">abacusai.database_connector_column</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.OptimizationTrainingConfig">(class in abacusai.api_class.model)</a>
+        <li><a href="autoapi/abacusai/database_connector_schema/index.html#module-abacusai.database_connector_schema">abacusai.database_connector_schema</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.optimized_event_type">optimized_event_type (abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.optimized_event_type">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/dataset/index.html#module-abacusai.dataset">abacusai.dataset</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.optimized_event_type">(abacusai.PersonalizationTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/dataset_column/index.html#module-abacusai.dataset_column">abacusai.dataset_column</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FileFormat.ORC">ORC (abacusai.api_class.enums.FileFormat attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FileFormat.ORC">(abacusai.api_class.FileFormat attribute)</a>
+        <li><a href="autoapi/abacusai/dataset_version/index.html#module-abacusai.dataset_version">abacusai.dataset_version</a>
 </li>
-        <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.FileFormat.ORC">(abacusai.batch_prediction_version.FileFormat attribute)</a>
+        <li><a href="autoapi/abacusai/dataset_version_logs/index.html#module-abacusai.dataset_version_logs">abacusai.dataset_version_logs</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.FileFormat.ORC">(abacusai.FileFormat attribute)</a>
+        <li><a href="autoapi/abacusai/deployment/index.html#module-abacusai.deployment">abacusai.deployment</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/organization_external_application_settings/index.html#abacusai.organization_external_application_settings.OrganizationExternalApplicationSettings">OrganizationExternalApplicationSettings (class in abacusai.organization_external_application_settings)</a>
+        <li><a href="autoapi/abacusai/deployment_auth_token/index.html#module-abacusai.deployment_auth_token">abacusai.deployment_auth_token</a>
 </li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.OrganizationGroup">OrganizationGroup (class in abacusai.client)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/organization_group/index.html#abacusai.organization_group.OrganizationGroup">(class in abacusai.organization_group)</a>
+        <li><a href="autoapi/abacusai/deployment_conversation/index.html#module-abacusai.deployment_conversation">abacusai.deployment_conversation</a>
 </li>
-        <li><a href="autoapi/abacusai/user/index.html#abacusai.user.OrganizationGroup">(class in abacusai.user)</a>
+        <li><a href="autoapi/abacusai/deployment_conversation_event/index.html#module-abacusai.deployment_conversation_event">abacusai.deployment_conversation_event</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.OrganizationSearchResult">OrganizationSearchResult (class in abacusai.client)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.OrganizationSearchResult">(class in abacusai.organization_search_result)</a>
+        <li><a href="autoapi/abacusai/deployment_conversation_export/index.html#module-abacusai.deployment_conversation_export">abacusai.deployment_conversation_export</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.OrganizationSecret">OrganizationSecret (class in abacusai.client)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/organization_secret/index.html#abacusai.organization_secret.OrganizationSecret">(class in abacusai.organization_secret)</a>
+        <li><a href="autoapi/abacusai/document_data/index.html#module-abacusai.document_data">abacusai.document_data</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.output_columns">output_columns (abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PredictiveModelingBatchPredictionArgs.output_columns">(abacusai.api_class.PredictiveModelingBatchPredictionArgs attribute)</a>
+        <li><a href="autoapi/abacusai/document_retriever/index.html#module-abacusai.document_retriever">abacusai.document_retriever</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictiveModelingBatchPredictionArgs.output_columns">(abacusai.PredictiveModelingBatchPredictionArgs attribute)</a>
+        <li><a href="autoapi/abacusai/document_retriever_config/index.html#module-abacusai.document_retriever_config">abacusai.document_retriever_config</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.OutputVariableMapping">OutputVariableMapping (class in abacusai)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.OutputVariableMapping">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/document_retriever_lookup_result/index.html#module-abacusai.document_retriever_lookup_result">abacusai.document_retriever_lookup_result</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/python_functions/index.html#abacusai.api_class.python_functions.OutputVariableMapping">(class in abacusai.api_class.python_functions)</a>
+        <li><a href="autoapi/abacusai/document_retriever_version/index.html#module-abacusai.document_retriever_version">abacusai.document_retriever_version</a>
 </li>
-      </ul></li>
-  </ul></td>
-</tr></table>
-
-<h2 id="P">P</h2>
-<table style="width: 100%" class="indextable genindextable"><tr>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.DocstoreUtils.PAGE_DATA">PAGE_DATA (abacusai.api_client_utils.DocstoreUtils attribute)</a>
+        <li><a href="autoapi/abacusai/drift_distribution/index.html#module-abacusai.drift_distribution">abacusai.drift_distribution</a>
 </li>
-      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.DocstoreUtils.PAGE_TEXT">PAGE_TEXT (abacusai.api_client_utils.DocstoreUtils attribute)</a>
+        <li><a href="autoapi/abacusai/drift_distributions/index.html#module-abacusai.drift_distributions">abacusai.drift_distributions</a>
 </li>
-      <li><a href="autoapi/abacusai/api_class/dataset/index.html#abacusai.api_class.dataset.DatasetDocumentProcessingConfig.page_text_column">page_text_column (abacusai.api_class.dataset.DatasetDocumentProcessingConfig attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DatasetDocumentProcessingConfig.page_text_column">(abacusai.api_class.DatasetDocumentProcessingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/eda/index.html#module-abacusai.eda">abacusai.eda</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DatasetDocumentProcessingConfig.page_text_column">(abacusai.client.DatasetDocumentProcessingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/eda_chart_description/index.html#module-abacusai.eda_chart_description">abacusai.eda_chart_description</a>
 </li>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.DatasetDocumentProcessingConfig.page_text_column">(abacusai.dataset.DatasetDocumentProcessingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/eda_collinearity/index.html#module-abacusai.eda_collinearity">abacusai.eda_collinearity</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.DatasetDocumentProcessingConfig.page_text_column">(abacusai.DatasetDocumentProcessingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/eda_data_consistency/index.html#module-abacusai.eda_data_consistency">abacusai.eda_data_consistency</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PageData">PageData (class in abacusai.client)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/page_data/index.html#abacusai.page_data.PageData">(class in abacusai.page_data)</a>
+        <li><a href="autoapi/abacusai/eda_feature_association/index.html#module-abacusai.eda_feature_association">abacusai.eda_feature_association</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.DocstoreUtils.PAGES">PAGES (abacusai.api_client_utils.DocstoreUtils attribute)</a>
+        <li><a href="autoapi/abacusai/eda_feature_collinearity/index.html#module-abacusai.eda_feature_collinearity">abacusai.eda_feature_collinearity</a>
 </li>
-      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.DocstoreUtils.PAGES_ZIP_METADATA">PAGES_ZIP_METADATA (abacusai.api_client_utils.DocstoreUtils attribute)</a>
+        <li><a href="autoapi/abacusai/eda_forecasting_analysis/index.html#module-abacusai.eda_forecasting_analysis">abacusai.eda_forecasting_analysis</a>
 </li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PaidPlanRequired">PaidPlanRequired</a>
+        <li><a href="autoapi/abacusai/eda_version/index.html#module-abacusai.eda_version">abacusai.eda_version</a>
 </li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.LLMName.PALM">PALM (abacusai.api_class.enums.LLMName attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.LLMName.PALM">(abacusai.api_class.LLMName attribute)</a>
+        <li><a href="autoapi/abacusai/embedding_feature_drift_distribution/index.html#module-abacusai.embedding_feature_drift_distribution">abacusai.embedding_feature_drift_distribution</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.LLMName.PALM">(abacusai.client.LLMName attribute)</a>
+        <li><a href="autoapi/abacusai/execute_feature_group_operation/index.html#module-abacusai.execute_feature_group_operation">abacusai.execute_feature_group_operation</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.LLMName.PALM">(abacusai.LLMName attribute)</a>
+        <li><a href="autoapi/abacusai/external_application/index.html#module-abacusai.external_application">abacusai.external_application</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.LLMName.PALM_TEXT">PALM_TEXT (abacusai.api_class.enums.LLMName attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.LLMName.PALM_TEXT">(abacusai.api_class.LLMName attribute)</a>
+        <li><a href="autoapi/abacusai/external_invite/index.html#module-abacusai.external_invite">abacusai.external_invite</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.LLMName.PALM_TEXT">(abacusai.client.LLMName attribute)</a>
+        <li><a href="autoapi/abacusai/extracted_fields/index.html#module-abacusai.extracted_fields">abacusai.extracted_fields</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.LLMName.PALM_TEXT">(abacusai.LLMName attribute)</a>
+        <li><a href="autoapi/abacusai/feature/index.html#module-abacusai.feature">abacusai.feature</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FileFormat.PARQUET">PARQUET (abacusai.api_class.enums.FileFormat attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FileFormat.PARQUET">(abacusai.api_class.FileFormat attribute)</a>
+        <li><a href="autoapi/abacusai/feature_distribution/index.html#module-abacusai.feature_distribution">abacusai.feature_distribution</a>
 </li>
-        <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.FileFormat.PARQUET">(abacusai.batch_prediction_version.FileFormat attribute)</a>
+        <li><a href="autoapi/abacusai/feature_drift_record/index.html#module-abacusai.feature_drift_record">abacusai.feature_drift_record</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.FileFormat.PARQUET">(abacusai.FileFormat attribute)</a>
+        <li><a href="autoapi/abacusai/feature_drift_summary/index.html#module-abacusai.feature_drift_summary">abacusai.feature_drift_summary</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ParsingConfig">ParsingConfig (class in abacusai)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ParsingConfig">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/feature_group/index.html#module-abacusai.feature_group">abacusai.feature_group</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/dataset/index.html#abacusai.api_class.dataset.ParsingConfig">(class in abacusai.api_class.dataset)</a>
+        <li><a href="autoapi/abacusai/feature_group_document/index.html#module-abacusai.feature_group_document">abacusai.feature_group_document</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ParsingConfig">(class in abacusai.client)</a>
+        <li><a href="autoapi/abacusai/feature_group_export/index.html#module-abacusai.feature_group_export">abacusai.feature_group_export</a>
 </li>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.ParsingConfig">(class in abacusai.dataset)</a>
+        <li><a href="autoapi/abacusai/feature_group_export_config/index.html#module-abacusai.feature_group_export_config">abacusai.feature_group_export_config</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Upload.part">part() (abacusai.client.Upload method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/upload/index.html#abacusai.upload.Upload.part">(abacusai.upload.Upload method)</a>
+        <li><a href="autoapi/abacusai/feature_group_export_download_url/index.html#module-abacusai.feature_group_export_download_url">abacusai.feature_group_export_download_url</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.partial_dependence_analysis">partial_dependence_analysis (abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.partial_dependence_analysis">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/feature_group_lineage/index.html#module-abacusai.feature_group_lineage">abacusai.feature_group_lineage</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.partial_dependence_analysis">(abacusai.RegressionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/feature_group_refresh_export_config/index.html#module-abacusai.feature_group_refresh_export_config">abacusai.feature_group_refresh_export_config</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.PartialDependenceAnalysis">PartialDependenceAnalysis (class in abacusai)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PartialDependenceAnalysis">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/feature_group_row/index.html#module-abacusai.feature_group_row">abacusai.feature_group_row</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PartialDependenceAnalysis">(class in abacusai.api_class.enums)</a>
+        <li><a href="autoapi/abacusai/feature_group_row_process/index.html#module-abacusai.feature_group_row_process">abacusai.feature_group_row_process</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.RefreshPolicy.pause">pause() (abacusai.client.RefreshPolicy method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/refresh_pipeline_run/index.html#abacusai.refresh_pipeline_run.RefreshPolicy.pause">(abacusai.refresh_pipeline_run.RefreshPolicy method)</a>
+        <li><a href="autoapi/abacusai/feature_group_row_process_logs/index.html#module-abacusai.feature_group_row_process_logs">abacusai.feature_group_row_process_logs</a>
+</li>
+        <li><a href="autoapi/abacusai/feature_group_row_process_summary/index.html#module-abacusai.feature_group_row_process_summary">abacusai.feature_group_row_process_summary</a>
 </li>
-        <li><a href="autoapi/abacusai/refresh_policy/index.html#abacusai.refresh_policy.RefreshPolicy.pause">(abacusai.refresh_policy.RefreshPolicy method)</a>
+        <li><a href="autoapi/abacusai/feature_group_template/index.html#module-abacusai.feature_group_template">abacusai.feature_group_template</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.pause_pipeline_refresh_schedule">pause_pipeline_refresh_schedule() (abacusai.ApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.pause_pipeline_refresh_schedule">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/feature_group_template_variable_options/index.html#module-abacusai.feature_group_template_variable_options">abacusai.feature_group_template_variable_options</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.pause_refresh_policy">pause_refresh_policy() (abacusai.ApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.pause_refresh_policy">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/feature_group_version/index.html#module-abacusai.feature_group_version">abacusai.feature_group_version</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Pipeline.pause_refresh_schedule">pause_refresh_schedule() (abacusai.client.Pipeline method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.Pipeline.pause_refresh_schedule">(abacusai.pipeline.Pipeline method)</a>
+        <li><a href="autoapi/abacusai/feature_group_version_logs/index.html#module-abacusai.feature_group_version_logs">abacusai.feature_group_version_logs</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PaymentMethodRequired">PaymentMethodRequired</a>
+        <li><a href="autoapi/abacusai/feature_importance/index.html#module-abacusai.feature_importance">abacusai.feature_importance</a>
 </li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FileFormat.PDF">PDF (abacusai.api_class.enums.FileFormat attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FileFormat.PDF">(abacusai.api_class.FileFormat attribute)</a>
+        <li><a href="autoapi/abacusai/feature_mapping/index.html#module-abacusai.feature_mapping">abacusai.feature_mapping</a>
 </li>
-        <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.FileFormat.PDF">(abacusai.batch_prediction_version.FileFormat attribute)</a>
+        <li><a href="autoapi/abacusai/feature_performance_analysis/index.html#module-abacusai.feature_performance_analysis">abacusai.feature_performance_analysis</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.FileFormat.PDF">(abacusai.FileFormat attribute)</a>
+        <li><a href="autoapi/abacusai/feature_record/index.html#module-abacusai.feature_record">abacusai.feature_record</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingLossFunction.PEAKS_MEAN_ABSOLUTE_ERROR">PEAKS_MEAN_ABSOLUTE_ERROR (abacusai.api_class.enums.ForecastingLossFunction attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingLossFunction.PEAKS_MEAN_ABSOLUTE_ERROR">(abacusai.api_class.ForecastingLossFunction attribute)</a>
+        <li><a href="autoapi/abacusai/file_connector/index.html#module-abacusai.file_connector">abacusai.file_connector</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingLossFunction.PEAKS_MEAN_ABSOLUTE_ERROR">(abacusai.ForecastingLossFunction attribute)</a>
+        <li><a href="autoapi/abacusai/file_connector_instructions/index.html#module-abacusai.file_connector_instructions">abacusai.file_connector_instructions</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ConstraintConfig.penalty">penalty (abacusai.api_class.ConstraintConfig attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.ConstraintConfig.penalty">(abacusai.api_class.project.ConstraintConfig attribute)</a>
+        <li><a href="autoapi/abacusai/file_connector_verification/index.html#module-abacusai.file_connector_verification">abacusai.file_connector_verification</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ConstraintConfig.penalty">(abacusai.ConstraintConfig attribute)</a>
+        <li><a href="autoapi/abacusai/finetuned_pretrained_model/index.html#module-abacusai.finetuned_pretrained_model">abacusai.finetuned_pretrained_model</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.SamplingMethodType.PERCENT_SAMPLING">PERCENT_SAMPLING (abacusai.api_class.enums.SamplingMethodType attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.SamplingMethodType.PERCENT_SAMPLING">(abacusai.api_class.SamplingMethodType attribute)</a>
+        <li><a href="autoapi/abacusai/forecasting_analysis_graph_data/index.html#module-abacusai.forecasting_analysis_graph_data">abacusai.forecasting_analysis_graph_data</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.SamplingMethodType.PERCENT_SAMPLING">(abacusai.SamplingMethodType attribute)</a>
+        <li><a href="autoapi/abacusai/forecasting_monitor_item_analysis/index.html#module-abacusai.forecasting_monitor_item_analysis">abacusai.forecasting_monitor_item_analysis</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.StdDevThresholdType.PERCENTILE">PERCENTILE (abacusai.api_class.enums.StdDevThresholdType attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.StdDevThresholdType.PERCENTILE">(abacusai.api_class.monitor.StdDevThresholdType attribute)</a>
+        <li><a href="autoapi/abacusai/forecasting_monitor_summary/index.html#module-abacusai.forecasting_monitor_summary">abacusai.forecasting_monitor_summary</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.StdDevThresholdType.PERCENTILE">(abacusai.api_class.StdDevThresholdType attribute)</a>, <a href="autoapi/abacusai/api_class/index.html#id162">[1]</a>
+        <li><a href="autoapi/abacusai/function_logs/index.html#module-abacusai.function_logs">abacusai.function_logs</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.StdDevThresholdType.PERCENTILE">(abacusai.StdDevThresholdType attribute)</a>
+        <li><a href="autoapi/abacusai/generated_pit_feature_config_option/index.html#module-abacusai.generated_pit_feature_config_option">abacusai.generated_pit_feature_config_option</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.PercentSamplingConfig">PercentSamplingConfig (class in abacusai)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PercentSamplingConfig">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/global_context/index.html#module-abacusai.global_context">abacusai.global_context</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.PercentSamplingConfig">(class in abacusai.api_class.feature_group)</a>
+        <li><a href="autoapi/abacusai/graph_dashboard/index.html#module-abacusai.graph_dashboard">abacusai.graph_dashboard</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.perform_feature_selection">perform_feature_selection (abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.perform_feature_selection">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/holdout_analysis/index.html#module-abacusai.holdout_analysis">abacusai.holdout_analysis</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.perform_feature_selection">(abacusai.RegressionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/holdout_analysis_version/index.html#module-abacusai.holdout_analysis_version">abacusai.holdout_analysis_version</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PermissionDeniedError">PermissionDeniedError</a>
+        <li><a href="autoapi/abacusai/hosted_model_token/index.html#module-abacusai.hosted_model_token">abacusai.hosted_model_token</a>
 </li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PersonalizationObjective.PERSONALIZATION">PERSONALIZATION (abacusai.api_class.enums.PersonalizationObjective attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProblemType.PERSONALIZATION">(abacusai.api_class.enums.ProblemType attribute)</a>
+        <li><a href="autoapi/abacusai/indexing_config/index.html#module-abacusai.indexing_config">abacusai.indexing_config</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationObjective.PERSONALIZATION">(abacusai.api_class.PersonalizationObjective attribute)</a>
+        <li><a href="autoapi/abacusai/inferred_database_column_to_feature_mappings/index.html#module-abacusai.inferred_database_column_to_feature_mappings">abacusai.inferred_database_column_to_feature_mappings</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProblemType.PERSONALIZATION">(abacusai.api_class.ProblemType attribute)</a>
+        <li><a href="autoapi/abacusai/inferred_feature_mappings/index.html#module-abacusai.inferred_feature_mappings">abacusai.inferred_feature_mappings</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationObjective.PERSONALIZATION">(abacusai.PersonalizationObjective attribute)</a>
+        <li><a href="autoapi/abacusai/item_statistics/index.html#module-abacusai.item_statistics">abacusai.item_statistics</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ProblemType.PERSONALIZATION">(abacusai.ProblemType attribute)</a>
+        <li><a href="autoapi/abacusai/llm_app/index.html#module-abacusai.llm_app">abacusai.llm_app</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationBatchPredictionArgs">PersonalizationBatchPredictionArgs (class in abacusai)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationBatchPredictionArgs">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/llm_code_block/index.html#module-abacusai.llm_code_block">abacusai.llm_code_block</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.PersonalizationBatchPredictionArgs">(class in abacusai.api_class.batch_prediction)</a>
+        <li><a href="autoapi/abacusai/llm_execution_preview/index.html#module-abacusai.llm_execution_preview">abacusai.llm_execution_preview</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationObjective">PersonalizationObjective (class in abacusai)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationObjective">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/llm_execution_result/index.html#module-abacusai.llm_execution_result">abacusai.llm_execution_result</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PersonalizationObjective">(class in abacusai.api_class.enums)</a>
+        <li><a href="autoapi/abacusai/llm_generated_code/index.html#module-abacusai.llm_generated_code">abacusai.llm_generated_code</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig">PersonalizationTrainingConfig (class in abacusai)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/llm_input/index.html#module-abacusai.llm_input">abacusai.llm_input</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig">(class in abacusai.api_class.model)</a>
+        <li><a href="autoapi/abacusai/llm_parameters/index.html#module-abacusai.llm_parameters">abacusai.llm_parameters</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingMode">PersonalizationTrainingMode (class in abacusai)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingMode">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/llm_response/index.html#module-abacusai.llm_response">abacusai.llm_response</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PersonalizationTrainingMode">(class in abacusai.api_class.enums)</a>
+        <li><a href="autoapi/abacusai/memory_options/index.html#module-abacusai.memory_options">abacusai.memory_options</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Pipeline">Pipeline (class in abacusai.client)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.Pipeline">(class in abacusai.pipeline)</a>
+        <li><a href="autoapi/abacusai/messaging_connector_response/index.html#module-abacusai.messaging_connector_response">abacusai.messaging_connector_response</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/python_functions/index.html#abacusai.api_class.python_functions.PythonFunctionArgument.pipeline_variable">pipeline_variable (abacusai.api_class.python_functions.PythonFunctionArgument attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionArgument.pipeline_variable">(abacusai.api_class.PythonFunctionArgument attribute)</a>
+        <li><a href="autoapi/abacusai/model/index.html#module-abacusai.model">abacusai.model</a>
+</li>
+        <li><a href="autoapi/abacusai/model_artifacts_export/index.html#module-abacusai.model_artifacts_export">abacusai.model_artifacts_export</a>
 </li>
-        <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.PythonFunctionArgument.pipeline_variable">(abacusai.pipeline.PythonFunctionArgument attribute)</a>
+        <li><a href="autoapi/abacusai/model_blueprint_export/index.html#module-abacusai.model_blueprint_export">abacusai.model_blueprint_export</a>
 </li>
-        <li><a href="autoapi/abacusai/pipeline_version/index.html#abacusai.pipeline_version.PythonFunctionArgument.pipeline_variable">(abacusai.pipeline_version.PythonFunctionArgument attribute)</a>
+        <li><a href="autoapi/abacusai/model_blueprint_stage/index.html#module-abacusai.model_blueprint_stage">abacusai.model_blueprint_stage</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionArgument.pipeline_variable">(abacusai.PythonFunctionArgument attribute)</a>
+        <li><a href="autoapi/abacusai/model_location/index.html#module-abacusai.model_location">abacusai.model_location</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.PipelineReference">PipelineReference (class in abacusai.pipeline)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/pipeline_reference/index.html#abacusai.pipeline_reference.PipelineReference">(class in abacusai.pipeline_reference)</a>
+        <li><a href="autoapi/abacusai/model_metrics/index.html#module-abacusai.model_metrics">abacusai.model_metrics</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PipelineStep">PipelineStep (class in abacusai.client)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.PipelineStep">(class in abacusai.pipeline)</a>
+        <li><a href="autoapi/abacusai/model_monitor/index.html#module-abacusai.model_monitor">abacusai.model_monitor</a>
 </li>
-        <li><a href="autoapi/abacusai/pipeline_step/index.html#abacusai.pipeline_step.PipelineStep">(class in abacusai.pipeline_step)</a>
+        <li><a href="autoapi/abacusai/model_monitor_org_summary/index.html#module-abacusai.model_monitor_org_summary">abacusai.model_monitor_org_summary</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PipelineStepVersion">PipelineStepVersion (class in abacusai.client)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/pipeline_step_version/index.html#abacusai.pipeline_step_version.PipelineStepVersion">(class in abacusai.pipeline_step_version)</a>
+        <li><a href="autoapi/abacusai/model_monitor_summary/index.html#module-abacusai.model_monitor_summary">abacusai.model_monitor_summary</a>
 </li>
-        <li><a href="autoapi/abacusai/pipeline_version/index.html#abacusai.pipeline_version.PipelineStepVersion">(class in abacusai.pipeline_version)</a>
+        <li><a href="autoapi/abacusai/model_monitor_summary_from_org/index.html#module-abacusai.model_monitor_summary_from_org">abacusai.model_monitor_summary_from_org</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PipelineStepVersionLogs">PipelineStepVersionLogs (class in abacusai.client)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/pipeline_step_version_logs/index.html#abacusai.pipeline_step_version_logs.PipelineStepVersionLogs">(class in abacusai.pipeline_step_version_logs)</a>
+        <li><a href="autoapi/abacusai/model_monitor_version/index.html#module-abacusai.model_monitor_version">abacusai.model_monitor_version</a>
 </li>
-        <li><a href="autoapi/abacusai/pipeline_version_logs/index.html#abacusai.pipeline_version_logs.PipelineStepVersionLogs">(class in abacusai.pipeline_version_logs)</a>
+        <li><a href="autoapi/abacusai/model_monitor_version_metric_data/index.html#module-abacusai.model_monitor_version_metric_data">abacusai.model_monitor_version_metric_data</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/pipeline_step_version/index.html#abacusai.pipeline_step_version.PipelineStepVersionReference">PipelineStepVersionReference (class in abacusai.pipeline_step_version)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/pipeline_step_version_reference/index.html#abacusai.pipeline_step_version_reference.PipelineStepVersionReference">(class in abacusai.pipeline_step_version_reference)</a>
+        <li><a href="autoapi/abacusai/model_training_type_for_deployment/index.html#module-abacusai.model_training_type_for_deployment">abacusai.model_training_type_for_deployment</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PipelineVersion">PipelineVersion (class in abacusai.client)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.PipelineVersion">(class in abacusai.pipeline)</a>
+        <li><a href="autoapi/abacusai/model_upload/index.html#module-abacusai.model_upload">abacusai.model_upload</a>
 </li>
-        <li><a href="autoapi/abacusai/pipeline_version/index.html#abacusai.pipeline_version.PipelineVersion">(class in abacusai.pipeline_version)</a>
+        <li><a href="autoapi/abacusai/model_version/index.html#module-abacusai.model_version">abacusai.model_version</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PipelineVersionLogs">PipelineVersionLogs (class in abacusai.client)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/pipeline_version_logs/index.html#abacusai.pipeline_version_logs.PipelineVersionLogs">(class in abacusai.pipeline_version_logs)</a>
+        <li><a href="autoapi/abacusai/model_version_feature_group_schema/index.html#module-abacusai.model_version_feature_group_schema">abacusai.model_version_feature_group_schema</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionType.PLOTLY_FIG">PLOTLY_FIG (abacusai.api_class.enums.PythonFunctionType attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionType.PLOTLY_FIG">(abacusai.api_class.PythonFunctionType attribute)</a>
+        <li><a href="autoapi/abacusai/modification_lock_info/index.html#module-abacusai.modification_lock_info">abacusai.modification_lock_info</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PythonFunctionType.PLOTLY_FIG">(abacusai.client.PythonFunctionType attribute)</a>
+        <li><a href="autoapi/abacusai/module/index.html#module-abacusai.module">abacusai.module</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionType.PLOTLY_FIG">(abacusai.PythonFunctionType attribute)</a>
+        <li><a href="autoapi/abacusai/monitor_alert/index.html#module-abacusai.monitor_alert">abacusai.monitor_alert</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FileFormat.PNG">PNG (abacusai.api_class.enums.FileFormat attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FileFormat.PNG">(abacusai.api_class.FileFormat attribute)</a>
+        <li><a href="autoapi/abacusai/monitor_alert_version/index.html#module-abacusai.monitor_alert_version">abacusai.monitor_alert_version</a>
 </li>
-        <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.FileFormat.PNG">(abacusai.batch_prediction_version.FileFormat attribute)</a>
+        <li><a href="autoapi/abacusai/monitor_drift_and_distributions/index.html#module-abacusai.monitor_drift_and_distributions">abacusai.monitor_drift_and_distributions</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.FileFormat.PNG">(abacusai.FileFormat attribute)</a>
+        <li><a href="autoapi/abacusai/natural_language_explanation/index.html#module-abacusai.natural_language_explanation">abacusai.natural_language_explanation</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/feature/index.html#abacusai.feature.PointInTimeFeature">PointInTimeFeature (class in abacusai.feature)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/point_in_time_feature/index.html#abacusai.point_in_time_feature.PointInTimeFeature">(class in abacusai.point_in_time_feature)</a>
+        <li><a href="autoapi/abacusai/nested_feature/index.html#module-abacusai.nested_feature">abacusai.nested_feature</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/nested_feature_schema/index.html#abacusai.nested_feature_schema.PointInTimeFeatureInfo">PointInTimeFeatureInfo (class in abacusai.nested_feature_schema)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/point_in_time_feature_info/index.html#abacusai.point_in_time_feature_info.PointInTimeFeatureInfo">(class in abacusai.point_in_time_feature_info)</a>
+        <li><a href="autoapi/abacusai/nested_feature_schema/index.html#module-abacusai.nested_feature_schema">abacusai.nested_feature_schema</a>
 </li>
-        <li><a href="autoapi/abacusai/schema/index.html#abacusai.schema.PointInTimeFeatureInfo">(class in abacusai.schema)</a>
+        <li><a href="autoapi/abacusai/null_violation/index.html#module-abacusai.null_violation">abacusai.null_violation</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.PointInTimeGroup">PointInTimeGroup (class in abacusai.feature_group)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/feature_group_version/index.html#abacusai.feature_group_version.PointInTimeGroup">(class in abacusai.feature_group_version)</a>
+        <li><a href="autoapi/abacusai/organization_external_application_settings/index.html#module-abacusai.organization_external_application_settings">abacusai.organization_external_application_settings</a>
 </li>
-        <li><a href="autoapi/abacusai/point_in_time_group/index.html#abacusai.point_in_time_group.PointInTimeGroup">(class in abacusai.point_in_time_group)</a>
+        <li><a href="autoapi/abacusai/organization_group/index.html#module-abacusai.organization_group">abacusai.organization_group</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.PointInTimeGroup">(class in abacusai.project_feature_group)</a>
+        <li><a href="autoapi/abacusai/organization_search_result/index.html#module-abacusai.organization_search_result">abacusai.organization_search_result</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/point_in_time_group/index.html#abacusai.point_in_time_group.PointInTimeGroupFeature">PointInTimeGroupFeature (class in abacusai.point_in_time_group)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/point_in_time_group_feature/index.html#abacusai.point_in_time_group_feature.PointInTimeGroupFeature">(class in abacusai.point_in_time_group_feature)</a>
+        <li><a href="autoapi/abacusai/organization_secret/index.html#module-abacusai.organization_secret">abacusai.organization_secret</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingLossFunction.POINTWISE_ACCURACY">POINTWISE_ACCURACY (abacusai.api_class.enums.ForecastingLossFunction attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingLossFunction.POINTWISE_ACCURACY">(abacusai.api_class.ForecastingLossFunction attribute)</a>
+        <li><a href="autoapi/abacusai/page_data/index.html#module-abacusai.page_data">abacusai.page_data</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingLossFunction.POINTWISE_ACCURACY">(abacusai.ForecastingLossFunction attribute)</a>
+        <li><a href="autoapi/abacusai/pipeline/index.html#module-abacusai.pipeline">abacusai.pipeline</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass.pop">pop() (abacusai.api_class.abstract.ApiClass method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.ApiClass.pop">(abacusai.api_class.ai_agents.ApiClass method)</a>
+        <li><a href="autoapi/abacusai/pipeline_reference/index.html#module-abacusai.pipeline_reference">abacusai.pipeline_reference</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/ai_chat/index.html#abacusai.api_class.ai_chat.ApiClass.pop">(abacusai.api_class.ai_chat.ApiClass method)</a>
+        <li><a href="autoapi/abacusai/pipeline_step/index.html#module-abacusai.pipeline_step">abacusai.pipeline_step</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApiClass.pop">(abacusai.api_class.ApiClass method)</a>, <a href="autoapi/abacusai/api_class/index.html#id11">[1]</a>, <a href="autoapi/abacusai/api_class/index.html#id119">[2]</a>, <a href="autoapi/abacusai/api_class/index.html#id138">[3]</a>, <a href="autoapi/abacusai/api_class/index.html#id157">[4]</a>, <a href="autoapi/abacusai/api_class/index.html#id175">[5]</a>, <a href="autoapi/abacusai/api_class/index.html#id194">[6]</a>, <a href="autoapi/abacusai/api_class/index.html#id213">[7]</a>, <a href="autoapi/abacusai/api_class/index.html#id227">[8]</a>, <a href="autoapi/abacusai/api_class/index.html#id25">[9]</a>, <a href="autoapi/abacusai/api_class/index.html#id39">[10]</a>, <a href="autoapi/abacusai/api_class/index.html#id53">[11]</a>, <a href="autoapi/abacusai/api_class/index.html#id74">[12]</a>, <a href="autoapi/abacusai/api_class/index.html#id93">[13]</a>
+        <li><a href="autoapi/abacusai/pipeline_step_version/index.html#module-abacusai.pipeline_step_version">abacusai.pipeline_step_version</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.ApiClass.pop">(abacusai.api_class.batch_prediction.ApiClass method)</a>
+        <li><a href="autoapi/abacusai/pipeline_step_version_logs/index.html#module-abacusai.pipeline_step_version_logs">abacusai.pipeline_step_version_logs</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/blob_input/index.html#abacusai.api_class.blob_input.ApiClass.pop">(abacusai.api_class.blob_input.ApiClass method)</a>
+        <li><a href="autoapi/abacusai/pipeline_step_version_reference/index.html#module-abacusai.pipeline_step_version_reference">abacusai.pipeline_step_version_reference</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/dataset/index.html#abacusai.api_class.dataset.ApiClass.pop">(abacusai.api_class.dataset.ApiClass method)</a>
+        <li><a href="autoapi/abacusai/pipeline_version/index.html#module-abacusai.pipeline_version">abacusai.pipeline_version</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.ApiClass.pop">(abacusai.api_class.deployment.ApiClass method)</a>
+        <li><a href="autoapi/abacusai/pipeline_version_logs/index.html#module-abacusai.pipeline_version_logs">abacusai.pipeline_version_logs</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/document_retriever/index.html#abacusai.api_class.document_retriever.ApiClass.pop">(abacusai.api_class.document_retriever.ApiClass method)</a>
+        <li><a href="autoapi/abacusai/point_in_time_feature/index.html#module-abacusai.point_in_time_feature">abacusai.point_in_time_feature</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.ApiClass.pop">(abacusai.api_class.feature_group.ApiClass method)</a>
+        <li><a href="autoapi/abacusai/point_in_time_feature_info/index.html#module-abacusai.point_in_time_feature_info">abacusai.point_in_time_feature_info</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ApiClass.pop">(abacusai.api_class.model.ApiClass method)</a>
+        <li><a href="autoapi/abacusai/point_in_time_group/index.html#module-abacusai.point_in_time_group">abacusai.point_in_time_group</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.ApiClass.pop">(abacusai.api_class.monitor.ApiClass method)</a>
+        <li><a href="autoapi/abacusai/point_in_time_group_feature/index.html#module-abacusai.point_in_time_group_feature">abacusai.point_in_time_group_feature</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.ApiClass.pop">(abacusai.api_class.monitor_alert.ApiClass method)</a>
+        <li><a href="autoapi/abacusai/prediction_client/index.html#module-abacusai.prediction_client">abacusai.prediction_client</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.ApiClass.pop">(abacusai.api_class.project.ApiClass method)</a>
+        <li><a href="autoapi/abacusai/prediction_dataset/index.html#module-abacusai.prediction_dataset">abacusai.prediction_dataset</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/python_functions/index.html#abacusai.api_class.python_functions.ApiClass.pop">(abacusai.api_class.python_functions.ApiClass method)</a>
+        <li><a href="autoapi/abacusai/prediction_feature_group/index.html#module-abacusai.prediction_feature_group">abacusai.prediction_feature_group</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/refresh/index.html#abacusai.api_class.refresh.ApiClass.pop">(abacusai.api_class.refresh.ApiClass method)</a>
+        <li><a href="autoapi/abacusai/prediction_input/index.html#module-abacusai.prediction_input">abacusai.prediction_input</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ApiClass.pop">(abacusai.ApiClass method)</a>
+        <li><a href="autoapi/abacusai/prediction_operator/index.html#module-abacusai.prediction_operator">abacusai.prediction_operator</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClass.pop">(abacusai.client.ApiClass method)</a>
+        <li><a href="autoapi/abacusai/prediction_operator_version/index.html#module-abacusai.prediction_operator_version">abacusai.prediction_operator_version</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FileFormat.PPT">PPT (abacusai.api_class.enums.FileFormat attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FileFormat.PPT">(abacusai.api_class.FileFormat attribute)</a>
+        <li><a href="autoapi/abacusai/problem_type/index.html#module-abacusai.problem_type">abacusai.problem_type</a>
 </li>
-        <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.FileFormat.PPT">(abacusai.batch_prediction_version.FileFormat attribute)</a>
+        <li><a href="autoapi/abacusai/project/index.html#module-abacusai.project">abacusai.project</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.FileFormat.PPT">(abacusai.FileFormat attribute)</a>
+        <li><a href="autoapi/abacusai/project_config/index.html#module-abacusai.project_config">abacusai.project_config</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FileFormat.PPTX">PPTX (abacusai.api_class.enums.FileFormat attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FileFormat.PPTX">(abacusai.api_class.FileFormat attribute)</a>
+        <li><a href="autoapi/abacusai/project_feature_group/index.html#module-abacusai.project_feature_group">abacusai.project_feature_group</a>
 </li>
-        <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.FileFormat.PPTX">(abacusai.batch_prediction_version.FileFormat attribute)</a>
+        <li><a href="autoapi/abacusai/project_feature_group_schema/index.html#module-abacusai.project_feature_group_schema">abacusai.project_feature_group_schema</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.FileFormat.PPTX">(abacusai.FileFormat attribute)</a>
+        <li><a href="autoapi/abacusai/project_feature_group_schema_version/index.html#module-abacusai.project_feature_group_schema_version">abacusai.project_feature_group_schema_version</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.NERObjective.PRECISION">PRECISION (abacusai.api_class.enums.NERObjective attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionObjective.PRECISION">(abacusai.api_class.enums.RegressionObjective attribute)</a>
+        <li><a href="autoapi/abacusai/project_validation/index.html#module-abacusai.project_validation">abacusai.project_validation</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NERObjective.PRECISION">(abacusai.api_class.NERObjective attribute)</a>
+        <li><a href="autoapi/abacusai/python_function/index.html#module-abacusai.python_function">abacusai.python_function</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionObjective.PRECISION">(abacusai.api_class.RegressionObjective attribute)</a>
+        <li><a href="autoapi/abacusai/python_function_validator/index.html#module-abacusai.python_function_validator">abacusai.python_function_validator</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.NERObjective.PRECISION">(abacusai.NERObjective attribute)</a>
+        <li><a href="autoapi/abacusai/python_plot_function/index.html#module-abacusai.python_plot_function">abacusai.python_plot_function</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionObjective.PRECISION">(abacusai.RegressionObjective attribute)</a>
+        <li><a href="autoapi/abacusai/range_violation/index.html#module-abacusai.range_violation">abacusai.range_violation</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.predict">predict() (abacusai.ApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.predict">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/realtime_monitor/index.html#module-abacusai.realtime_monitor">abacusai.realtime_monitor</a>
 </li>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.predict">(abacusai.prediction_client.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/refresh_pipeline_run/index.html#module-abacusai.refresh_pipeline_run">abacusai.refresh_pipeline_run</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.predict">(abacusai.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/refresh_policy/index.html#module-abacusai.refresh_policy">abacusai.refresh_policy</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.predict_churn">predict_churn() (abacusai.ApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.predict_churn">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/refresh_schedule/index.html#module-abacusai.refresh_schedule">abacusai.refresh_schedule</a>
 </li>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.predict_churn">(abacusai.prediction_client.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/resolved_feature_group_template/index.html#module-abacusai.resolved_feature_group_template">abacusai.resolved_feature_group_template</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.predict_churn">(abacusai.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/return_class/index.html#module-abacusai.return_class">abacusai.return_class</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.predict_class">predict_class() (abacusai.ApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.predict_class">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/schema/index.html#module-abacusai.schema">abacusai.schema</a>
 </li>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.predict_class">(abacusai.prediction_client.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/streaming_auth_token/index.html#module-abacusai.streaming_auth_token">abacusai.streaming_auth_token</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.predict_class">(abacusai.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/streaming_client/index.html#module-abacusai.streaming_client">abacusai.streaming_client</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.predict_fraud">predict_fraud() (abacusai.ApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.predict_fraud">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/streaming_connector/index.html#module-abacusai.streaming_connector">abacusai.streaming_connector</a>
 </li>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.predict_fraud">(abacusai.prediction_client.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/streaming_row_count/index.html#module-abacusai.streaming_row_count">abacusai.streaming_row_count</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.predict_fraud">(abacusai.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/streaming_sample_code/index.html#module-abacusai.streaming_sample_code">abacusai.streaming_sample_code</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.predict_from_datasets">predict_from_datasets() (abacusai.ApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.predict_from_datasets">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/test_point_predictions/index.html#module-abacusai.test_point_predictions">abacusai.test_point_predictions</a>
 </li>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.predict_from_datasets">(abacusai.prediction_client.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/training_config_options/index.html#module-abacusai.training_config_options">abacusai.training_config_options</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.predict_from_datasets">(abacusai.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/upload/index.html#module-abacusai.upload">abacusai.upload</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.predict_language">predict_language() (abacusai.ApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.predict_language">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/upload_part/index.html#module-abacusai.upload_part">abacusai.upload_part</a>
 </li>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.predict_language">(abacusai.prediction_client.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/use_case/index.html#module-abacusai.use_case">abacusai.use_case</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.predict_language">(abacusai.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/use_case_requirements/index.html#module-abacusai.use_case_requirements">abacusai.use_case_requirements</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.predict_lead">predict_lead() (abacusai.ApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.predict_lead">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/user/index.html#module-abacusai.user">abacusai.user</a>
 </li>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.predict_lead">(abacusai.prediction_client.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/user_exception/index.html#module-abacusai.user_exception">abacusai.user_exception</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.predict_lead">(abacusai.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/web_search_response/index.html#module-abacusai.web_search_response">abacusai.web_search_response</a>
+</li>
+        <li><a href="autoapi/abacusai/web_search_result/index.html#module-abacusai.web_search_result">abacusai.web_search_result</a>
+</li>
+        <li><a href="autoapi/abacusai/webhook/index.html#module-abacusai.webhook">abacusai.webhook</a>
 </li>
       </ul></li>
   </ul></td>
   <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.predict_multiple">predict_multiple() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/module/index.html#abacusai.module.Module">Module (class in abacusai.module)</a>
+</li>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionArgumentType.MONITOR_ID">MONITOR_ID (abacusai.api_class.enums.PythonFunctionArgumentType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.predict_multiple">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionOutputArgumentType.MONITOR_ID">(abacusai.api_class.enums.PythonFunctionOutputArgumentType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.predict_multiple">(abacusai.prediction_client.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionArgumentType.MONITOR_ID">(abacusai.api_class.PythonFunctionArgumentType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.predict_multiple">(abacusai.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionOutputArgumentType.MONITOR_ID">(abacusai.api_class.PythonFunctionOutputArgumentType attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.predict_raw">predict_raw() (abacusai.prediction_client.PredictionClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.predict_raw">(abacusai.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionArgumentType.MONITOR_ID">(abacusai.PythonFunctionArgumentType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionOutputArgumentType.MONITOR_ID">(abacusai.PythonFunctionOutputArgumentType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.CumulativeForecastingTrainingConfig.predict_residuals">predict_residuals (abacusai.api_class.CumulativeForecastingTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/monitor_alert/index.html#abacusai.monitor_alert.MonitorAlert">MonitorAlert (class in abacusai.monitor_alert)</a>
+</li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.MonitorAlertType">MonitorAlertType (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.CumulativeForecastingTrainingConfig.predict_residuals">(abacusai.api_class.model.CumulativeForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MonitorAlertType">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.CumulativeForecastingTrainingConfig.predict_residuals">(abacusai.CumulativeForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.MonitorAlertType">(class in abacusai.api_class.enums)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.predict_takeover">predict_takeover() (abacusai.ApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.predict_takeover">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.predict_takeover">(abacusai.prediction_client.PredictionClient method)</a>
+      <li><a href="autoapi/abacusai/monitor_alert_version/index.html#abacusai.monitor_alert_version.MonitorAlertVersion">MonitorAlertVersion (class in abacusai.monitor_alert_version)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.predict_takeover">(abacusai.PredictionClient method)</a>
+      <li><a href="autoapi/abacusai/monitor_drift_and_distributions/index.html#abacusai.monitor_drift_and_distributions.MonitorDriftAndDistributions">MonitorDriftAndDistributions (class in abacusai.monitor_drift_and_distributions)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.predict_target">predict_target() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.MonitorFilteringConfig">MonitorFilteringConfig (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.predict_target">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.predict_target">(abacusai.prediction_client.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MonitorFilteringConfig">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.predict_target">(abacusai.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.MonitorFilteringConfig">(class in abacusai.api_class.monitor)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.predict_with_binary_data">predict_with_binary_data() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.MonitorThresholdConfig">MonitorThresholdConfig (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.predict_with_binary_data">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.predict_with_binary_data">(abacusai.prediction_client.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MonitorThresholdConfig">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.predict_with_binary_data">(abacusai.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.MonitorThresholdConfig">(class in abacusai.api_class.monitor_alert)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.MonitorAlertType.PREDICTION_COUNT">PREDICTION_COUNT (abacusai.api_class.enums.MonitorAlertType attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.monotonically_decreasing_features">monotonically_decreasing_features (abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MonitorAlertType.PREDICTION_COUNT">(abacusai.api_class.MonitorAlertType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.monotonically_decreasing_features">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.MonitorAlertType.PREDICTION_COUNT">(abacusai.MonitorAlertType attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.monotonically_decreasing_features">(abacusai.RegressionTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingDataSplitType.PREDICTION_LENGTH">PREDICTION_LENGTH (abacusai.api_class.enums.ForecastingDataSplitType attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.monotonically_increasing_features">monotonically_increasing_features (abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingDataSplitType.PREDICTION_LENGTH">(abacusai.api_class.ForecastingDataSplitType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.monotonically_increasing_features">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.prediction_length">prediction_length (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.prediction_length">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.monotonically_increasing_features">(abacusai.RegressionTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingDataSplitType.PREDICTION_LENGTH">PREDICTION_LENGTH (abacusai.ForecastingDataSplitType attribute)</a>
-</li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.prediction_length">prediction_length (abacusai.ForecastingTrainingConfig attribute)</a>
-</li>
-      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.DocstoreUtils.PREDICTION_PREFIX">PREDICTION_PREFIX (abacusai.api_client_utils.DocstoreUtils attribute)</a>
-</li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.CumulativeForecastingPredictionArguments.prediction_start">prediction_start (abacusai.api_class.CumulativeForecastingPredictionArguments attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingFrequency.MONTH_END">MONTH_END (abacusai.api_class.enums.ForecastingFrequency attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.CumulativeForecastingPredictionArguments.prediction_start">(abacusai.api_class.deployment.CumulativeForecastingPredictionArguments attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.ForecastingPredictionArguments.prediction_start">(abacusai.api_class.deployment.ForecastingPredictionArguments attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingPredictionArguments.prediction_start">(abacusai.api_class.ForecastingPredictionArguments attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.CumulativeForecastingPredictionArguments.prediction_start">(abacusai.CumulativeForecastingPredictionArguments attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingFrequency.MONTH_END">(abacusai.api_class.ForecastingFrequency attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingPredictionArguments.prediction_start">(abacusai.ForecastingPredictionArguments attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingFrequency.MONTH_END">(abacusai.ForecastingFrequency attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.prediction_step_size">prediction_step_size (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingFrequency.MONTH_START">MONTH_START (abacusai.api_class.enums.ForecastingFrequency attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.prediction_step_size">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingFrequency.MONTH_START">(abacusai.api_class.ForecastingFrequency attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.prediction_step_size">(abacusai.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingFrequency.MONTH_START">(abacusai.ForecastingFrequency attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.MonitorFilteringConfig.prediction_target_feature">prediction_target_feature (abacusai.api_class.monitor.MonitorFilteringConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PersonalizationObjective.MRR">MRR (abacusai.api_class.enums.PersonalizationObjective attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MonitorFilteringConfig.prediction_target_feature">(abacusai.api_class.MonitorFilteringConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationObjective.MRR">(abacusai.api_class.PersonalizationObjective attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.MonitorFilteringConfig.prediction_target_feature">(abacusai.MonitorFilteringConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationObjective.MRR">(abacusai.PersonalizationObjective attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.PredictionArguments">PredictionArguments (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionLossFunction.MSE">MSE (abacusai.api_class.enums.RegressionLossFunction attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PredictionArguments">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.PredictionArguments">(class in abacusai.api_class.deployment)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PredictionArguments">(class in abacusai.client)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionLossFunction.MSE">(abacusai.api_class.RegressionLossFunction attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.PredictionArguments">(class in abacusai.deployment)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionLossFunction.MSE">(abacusai.RegressionLossFunction attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient">PredictionClient (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionLossFunction.MSLE">MSLE (abacusai.api_class.enums.RegressionLossFunction attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient">(class in abacusai.prediction_client)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionLossFunction.MSLE">(abacusai.api_class.RegressionLossFunction attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionLossFunction.MSLE">(abacusai.RegressionLossFunction attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.PredictionCountConditionConfig">PredictionCountConditionConfig (class in abacusai)</a>
+  </ul></td>
+</tr></table>
+
+<h2 id="N">N</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.SamplingMethodType.N_SAMPLING">N_SAMPLING (abacusai.api_class.enums.SamplingMethodType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PredictionCountConditionConfig">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.SamplingMethodType.N_SAMPLING">(abacusai.api_class.SamplingMethodType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.PredictionCountConditionConfig">(class in abacusai.api_class.monitor_alert)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.SamplingMethodType.N_SAMPLING">(abacusai.SamplingMethodType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/prediction_dataset/index.html#abacusai.prediction_dataset.PredictionDataset">PredictionDataset (class in abacusai.prediction_dataset)</a>
+      <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowNodeInputMapping.name">name (abacusai.api_class.ai_agents.WorkflowNodeInputMapping attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/prediction_input/index.html#abacusai.prediction_input.PredictionDataset">(class in abacusai.prediction_input)</a>
+        <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowNodeOutputMapping.name">(abacusai.api_class.ai_agents.WorkflowNodeOutputMapping attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.PredictionFeatureGroup">PredictionFeatureGroup (class in abacusai.batch_prediction)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.PredictionFeatureGroup">(class in abacusai.batch_prediction_version)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DeployableAlgorithm.name">(abacusai.api_class.DeployableAlgorithm attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/prediction_feature_group/index.html#abacusai.prediction_feature_group.PredictionFeatureGroup">(class in abacusai.prediction_feature_group)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.DeployableAlgorithm.name">(abacusai.api_class.model.DeployableAlgorithm attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/prediction_input/index.html#abacusai.prediction_input.PredictionFeatureGroup">(class in abacusai.prediction_input)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.OutputVariableMapping.name">(abacusai.api_class.OutputVariableMapping attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.PredictionInput">PredictionInput (class in abacusai.batch_prediction)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.PredictionInput">(class in abacusai.batch_prediction_version)</a>
+        <li><a href="autoapi/abacusai/api_class/python_functions/index.html#abacusai.api_class.python_functions.OutputVariableMapping.name">(abacusai.api_class.python_functions.OutputVariableMapping attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/prediction_input/index.html#abacusai.prediction_input.PredictionInput">(class in abacusai.prediction_input)</a>
+        <li><a href="autoapi/abacusai/api_class/python_functions/index.html#abacusai.api_class.python_functions.PythonFunctionArgument.name">(abacusai.api_class.python_functions.PythonFunctionArgument attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PredictionOperator">PredictionOperator (class in abacusai.client)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/prediction_operator/index.html#abacusai.prediction_operator.PredictionOperator">(class in abacusai.prediction_operator)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionArgument.name">(abacusai.api_class.PythonFunctionArgument attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PredictionOperatorVersion">PredictionOperatorVersion (class in abacusai.client)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/prediction_operator/index.html#abacusai.prediction_operator.PredictionOperatorVersion">(class in abacusai.prediction_operator)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowNodeInputMapping.name">(abacusai.api_class.WorkflowNodeInputMapping attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowNodeOutputMapping.name">(abacusai.api_class.WorkflowNodeOutputMapping attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.DeployableAlgorithm.name">(abacusai.DeployableAlgorithm attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.OutputVariableMapping.name">(abacusai.OutputVariableMapping attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionArgument.name">(abacusai.PythonFunctionArgument attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.WorkflowNodeInputMapping.name">(abacusai.WorkflowNodeInputMapping attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/prediction_operator_version/index.html#abacusai.prediction_operator_version.PredictionOperatorVersion">(class in abacusai.prediction_operator_version)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.WorkflowNodeOutputMapping.name">(abacusai.WorkflowNodeOutputMapping attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.ForecastingBatchPredictionArgs.predictions_start_date">predictions_start_date (abacusai.api_class.batch_prediction.ForecastingBatchPredictionArgs attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProblemType.NAMED_ENTITY_EXTRACTION">NAMED_ENTITY_EXTRACTION (abacusai.api_class.enums.ProblemType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingBatchPredictionArgs.predictions_start_date">(abacusai.api_class.ForecastingBatchPredictionArgs attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProblemType.NAMED_ENTITY_EXTRACTION">(abacusai.api_class.ProblemType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingBatchPredictionArgs.predictions_start_date">(abacusai.ForecastingBatchPredictionArgs attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ProblemType.NAMED_ENTITY_EXTRACTION">(abacusai.ProblemType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProblemType.PREDICTIVE_MODELING">PREDICTIVE_MODELING (abacusai.api_class.enums.ProblemType attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.NamedEntityExtractionBatchPredictionArgs">NamedEntityExtractionBatchPredictionArgs (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProblemType.PREDICTIVE_MODELING">(abacusai.api_class.ProblemType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NamedEntityExtractionBatchPredictionArgs">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ProblemType.PREDICTIVE_MODELING">(abacusai.ProblemType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.NamedEntityExtractionBatchPredictionArgs">(class in abacusai.api_class.batch_prediction)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.PredictiveModelingBatchPredictionArgs">PredictiveModelingBatchPredictionArgs (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.NamedEntityExtractionTrainingConfig">NamedEntityExtractionTrainingConfig (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PredictiveModelingBatchPredictionArgs">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NamedEntityExtractionTrainingConfig">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs">(class in abacusai.api_class.batch_prediction)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.NamedEntityExtractionTrainingConfig">(class in abacusai.api_class.model)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.NERModelType.PRETRAINED_BERT">PRETRAINED_BERT (abacusai.api_class.enums.NERModelType attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProblemType.NATURAL_LANGUAGE_SEARCH">NATURAL_LANGUAGE_SEARCH (abacusai.api_class.enums.ProblemType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NERModelType.PRETRAINED_BERT">(abacusai.api_class.NERModelType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProblemType.NATURAL_LANGUAGE_SEARCH">(abacusai.api_class.ProblemType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.NERModelType.PRETRAINED_BERT">(abacusai.NERModelType attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ProblemType.NATURAL_LANGUAGE_SEARCH">(abacusai.ProblemType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.pretrained_model_name">pretrained_model_name (abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/natural_language_explanation/index.html#abacusai.natural_language_explanation.NaturalLanguageExplanation">NaturalLanguageExplanation (class in abacusai.natural_language_explanation)</a>
+</li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.NaturalLanguageSearchPredictionArguments">NaturalLanguageSearchPredictionArguments (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.pretrained_model_name">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NaturalLanguageSearchPredictionArguments">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.pretrained_model_name">(abacusai.RegressionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.NaturalLanguageSearchPredictionArguments">(class in abacusai.api_class.deployment)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProblemType.PRETRAINED_MODELS">PRETRAINED_MODELS (abacusai.api_class.enums.ProblemType attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.NaturalLanguageSearchTrainingConfig">NaturalLanguageSearchTrainingConfig (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProblemType.PRETRAINED_MODELS">(abacusai.api_class.ProblemType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NaturalLanguageSearchTrainingConfig">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ProblemType.PRETRAINED_MODELS">(abacusai.ProblemType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.NaturalLanguageSearchTrainingConfig">(class in abacusai.api_class.model)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.NERModelType.PRETRAINED_MULTILINGUAL">PRETRAINED_MULTILINGUAL (abacusai.api_class.enums.NERModelType attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PersonalizationObjective.NDCG">NDCG (abacusai.api_class.enums.PersonalizationObjective attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NERModelType.PRETRAINED_MULTILINGUAL">(abacusai.api_class.NERModelType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationObjective.NDCG">(abacusai.api_class.PersonalizationObjective attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.NERModelType.PRETRAINED_MULTILINGUAL">(abacusai.NERModelType attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationObjective.NDCG">(abacusai.PersonalizationObjective attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.NERModelType.PRETRAINED_ROBERTA_27">PRETRAINED_ROBERTA_27 (abacusai.api_class.enums.NERModelType attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PersonalizationObjective.NDCG_10">NDCG_10 (abacusai.api_class.enums.PersonalizationObjective attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NERModelType.PRETRAINED_ROBERTA_27">(abacusai.api_class.NERModelType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationObjective.NDCG_10">(abacusai.api_class.PersonalizationObjective attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.NERModelType.PRETRAINED_ROBERTA_27">(abacusai.NERModelType attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationObjective.NDCG_10">(abacusai.PersonalizationObjective attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.NERModelType.PRETRAINED_ROBERTA_43">PRETRAINED_ROBERTA_43 (abacusai.api_class.enums.NERModelType attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PersonalizationObjective.NDCG_5">NDCG_5 (abacusai.api_class.enums.PersonalizationObjective attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NERModelType.PRETRAINED_ROBERTA_43">(abacusai.api_class.NERModelType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationObjective.NDCG_5">(abacusai.api_class.PersonalizationObjective attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.NERModelType.PRETRAINED_ROBERTA_43">(abacusai.NERModelType attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationObjective.NDCG_5">(abacusai.PersonalizationObjective attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.PretrainedModelsBatchPredictionArgs">PretrainedModelsBatchPredictionArgs (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FillLogic.NEAREST">NEAREST (abacusai.api_class.enums.FillLogic attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PretrainedModelsBatchPredictionArgs">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FillLogic.NEAREST">(abacusai.api_class.FillLogic attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.PretrainedModelsBatchPredictionArgs">(class in abacusai.api_class.batch_prediction)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.FillLogic.NEAREST">(abacusai.FillLogic attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.preview_feature_group_template_resolution">preview_feature_group_template_resolution() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingLossFunction.NEGATIVE_BINOMIAL">NEGATIVE_BINOMIAL (abacusai.api_class.enums.ForecastingLossFunction attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.preview_feature_group_template_resolution">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingLossFunction.NEGATIVE_BINOMIAL">(abacusai.api_class.ForecastingLossFunction attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingLossFunction.NEGATIVE_BINOMIAL">(abacusai.ForecastingLossFunction attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroupTemplate.preview_resolution">preview_resolution() (abacusai.client.FeatureGroupTemplate method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.NERModelType">NERModelType (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroupTemplate.preview_resolution">(abacusai.feature_group.FeatureGroupTemplate method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group_template/index.html#abacusai.feature_group_template.FeatureGroupTemplate.preview_resolution">(abacusai.feature_group_template.FeatureGroupTemplate method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NERModelType">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroupTemplate.preview_resolution">(abacusai.project_feature_group.FeatureGroupTemplate method)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.NERModelType">(class in abacusai.api_class.enums)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.probability_quantiles">probability_quantiles (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.NERObjective">NERObjective (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.probability_quantiles">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NERObjective">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.probability_quantiles">(abacusai.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.NERObjective">(class in abacusai.api_class.enums)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.BatchPredictionArgs.problem_type">problem_type (abacusai.api_class.batch_prediction.BatchPredictionArgs attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FeatureMappingConfig.nested_feature_name">nested_feature_name (abacusai.api_class.FeatureMappingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BatchPredictionArgs.problem_type">(abacusai.api_class.BatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.PredictionArguments.problem_type">(abacusai.api_class.deployment.PredictionArguments attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.TrainingConfig.problem_type">(abacusai.api_class.model.TrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PredictionArguments.problem_type">(abacusai.api_class.PredictionArguments attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TrainingConfig.problem_type">(abacusai.api_class.TrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPredictionArgs.problem_type">(abacusai.batch_prediction.BatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.BatchPredictionArgs.problem_type">(abacusai.batch_prediction_version.BatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.BatchPredictionArgs.problem_type">(abacusai.BatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BatchPredictionArgs.problem_type">(abacusai.client.BatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PredictionArguments.problem_type">(abacusai.client.PredictionArguments attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.TrainingConfig.problem_type">(abacusai.client.TrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.BatchPredictionArgs.problem_type">(abacusai.deployment.BatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.PredictionArguments.problem_type">(abacusai.deployment.PredictionArguments attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.FeatureMappingConfig.nested_feature_name">(abacusai.api_class.project.FeatureMappingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.TrainingConfig.problem_type">(abacusai.model.TrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.FeatureMappingConfig.nested_feature_name">(abacusai.FeatureMappingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/model_version/index.html#abacusai.model_version.TrainingConfig.problem_type">(abacusai.model_version.TrainingConfig attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/nested_feature/index.html#abacusai.nested_feature.NestedFeature">NestedFeature (class in abacusai.nested_feature)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionArguments.problem_type">(abacusai.PredictionArguments attribute)</a>
+      <li><a href="autoapi/abacusai/nested_feature_schema/index.html#abacusai.nested_feature_schema.NestedFeatureSchema">NestedFeatureSchema (class in abacusai.nested_feature_schema)</a>
 </li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.TrainingConfig.problem_type">(abacusai.project.TrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.NLPDocumentFormat">NLPDocumentFormat (class in abacusai)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NLPDocumentFormat">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.TrainingConfig.problem_type">(abacusai.TrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.NLPDocumentFormat">(class in abacusai.api_class.enums)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ProblemType">ProblemType (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowGraph.nodes">nodes (abacusai.api_class.ai_agents.WorkflowGraph attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProblemType">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProblemType">(class in abacusai.api_class.enums)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ProblemType">(class in abacusai.client)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowGraph.nodes">(abacusai.api_class.WorkflowGraph attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/problem_type/index.html#abacusai.problem_type.ProblemType">(class in abacusai.problem_type)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.WorkflowGraph.nodes">(abacusai.WorkflowGraph attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.StreamingHandler.process_streaming_data">process_streaming_data() (abacusai.api_client_utils.StreamingHandler class method)</a>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingLossFunction.NORMALIZED_MEAN_ABSOLUTE_ERROR">NORMALIZED_MEAN_ABSOLUTE_ERROR (abacusai.api_class.enums.ForecastingLossFunction attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.StreamingHandler.process_streaming_data">(abacusai.client.StreamingHandler class method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingLossFunction.NORMALIZED_MEAN_ABSOLUTE_ERROR">(abacusai.api_class.ForecastingLossFunction attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingLossFunction.NORMALIZED_MEAN_ABSOLUTE_ERROR">(abacusai.ForecastingLossFunction attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PersonalizationTrainingMode.PRODUCTION">PRODUCTION (abacusai.api_class.enums.PersonalizationTrainingMode attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingLossFunction.NORMALIZED_ROOT_MEAN_SQUARE_ERROR">NORMALIZED_ROOT_MEAN_SQUARE_ERROR (abacusai.api_class.enums.ForecastingLossFunction attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingMode.PRODUCTION">(abacusai.api_class.PersonalizationTrainingMode attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingLossFunction.NORMALIZED_ROOT_MEAN_SQUARE_ERROR">(abacusai.api_class.ForecastingLossFunction attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingMode.PRODUCTION">(abacusai.PersonalizationTrainingMode attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingLossFunction.NORMALIZED_ROOT_MEAN_SQUARE_ERROR">(abacusai.ForecastingLossFunction attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Project">Project (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.NotReadyError">NotReadyError</a>
+</li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.NSamplingConfig">NSamplingConfig (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project">(class in abacusai.project)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NSamplingConfig">(class in abacusai.api_class)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.NSamplingConfig">(class in abacusai.api_class.feature_group)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ProjectConfig">ProjectConfig (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionOutputArgumentType.NTEGER">NTEGER (abacusai.api_class.enums.PythonFunctionOutputArgumentType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/feature_group_export/index.html#abacusai.feature_group_export.ProjectConfig">(class in abacusai.feature_group_export)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionOutputArgumentType.NTEGER">(abacusai.api_class.PythonFunctionOutputArgumentType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_config/index.html#abacusai.project_config.ProjectConfig">(class in abacusai.project_config)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionOutputArgumentType.NTEGER">(abacusai.PythonFunctionOutputArgumentType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.ProjectConfig">(class in abacusai.project_feature_group)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DataType.NULL">NULL (abacusai.api_class.DataType attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.DataType.NULL">(abacusai.api_class.enums.DataType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group_schema/index.html#abacusai.project_feature_group_schema.ProjectConfig">(class in abacusai.project_feature_group_schema)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.DataType.NULL">(abacusai.DataType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ProjectConfigType">ProjectConfigType (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DataIntegrityViolationType.NULL_VIOLATIONS">NULL_VIOLATIONS (abacusai.api_class.DataIntegrityViolationType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProjectConfigType">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.DataIntegrityViolationType.NULL_VIOLATIONS">(abacusai.api_class.enums.DataIntegrityViolationType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProjectConfigType">(class in abacusai.api_class.enums)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.DataIntegrityViolationType.NULL_VIOLATIONS">(abacusai.DataIntegrityViolationType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ProjectFeatureGroup">ProjectFeatureGroup (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/null_violation/index.html#abacusai.null_violation.NullViolation">NullViolation (class in abacusai.null_violation)</a>
+</li>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.num_backtesting_windows">num_backtesting_windows (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.ProjectFeatureGroup">(class in abacusai.project_feature_group)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.num_backtesting_windows">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.num_backtesting_windows">(abacusai.ForecastingTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ProjectFeatureGroupConfig">ProjectFeatureGroupConfig (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ClusteringTimeseriesTrainingConfig.num_clusters_selection">num_clusters_selection (abacusai.api_class.ClusteringTimeseriesTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProjectFeatureGroupConfig">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ClusteringTrainingConfig.num_clusters_selection">(abacusai.api_class.ClusteringTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.ProjectFeatureGroupConfig">(class in abacusai.api_class.project)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ClusteringTimeseriesTrainingConfig.num_clusters_selection">(abacusai.api_class.model.ClusteringTimeseriesTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ProjectFeatureGroupConfig">(class in abacusai.client)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ClusteringTrainingConfig.num_clusters_selection">(abacusai.api_class.model.ClusteringTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.ProjectFeatureGroupConfig">(class in abacusai.feature_group)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ClusteringTimeseriesTrainingConfig.num_clusters_selection">(abacusai.ClusteringTimeseriesTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_config/index.html#abacusai.project_config.ProjectFeatureGroupConfig">(class in abacusai.project_config)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ClusteringTrainingConfig.num_clusters_selection">(abacusai.ClusteringTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.ProjectFeatureGroupSchema">ProjectFeatureGroupSchema (class in abacusai.project_feature_group)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMPredictionArguments.num_completion_tokens">num_completion_tokens (abacusai.api_class.ChatLLMPredictionArguments attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/project_feature_group_schema/index.html#abacusai.project_feature_group_schema.ProjectFeatureGroupSchema">(class in abacusai.project_feature_group_schema)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMTrainingConfig.num_completion_tokens">(abacusai.api_class.ChatLLMTrainingConfig attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/project_feature_group_schema_version/index.html#abacusai.project_feature_group_schema_version.ProjectFeatureGroupSchemaVersion">ProjectFeatureGroupSchemaVersion (class in abacusai.project_feature_group_schema_version)</a>
+        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.ChatLLMPredictionArguments.num_completion_tokens">(abacusai.api_class.deployment.ChatLLMPredictionArguments attribute)</a>
 </li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ProjectFeatureGroupTypeMappingsConfig">ProjectFeatureGroupTypeMappingsConfig (class in abacusai)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProjectFeatureGroupTypeMappingsConfig">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.NaturalLanguageSearchPredictionArguments.num_completion_tokens">(abacusai.api_class.deployment.NaturalLanguageSearchPredictionArguments attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.ProjectFeatureGroupTypeMappingsConfig">(class in abacusai.api_class.project)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ChatLLMTrainingConfig.num_completion_tokens">(abacusai.api_class.model.ChatLLMTrainingConfig attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ProjectValidation">ProjectValidation (class in abacusai.client)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/project_validation/index.html#abacusai.project_validation.ProjectValidation">(class in abacusai.project_validation)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.NaturalLanguageSearchTrainingConfig.num_completion_tokens">(abacusai.api_class.model.NaturalLanguageSearchTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NaturalLanguageSearchPredictionArguments.num_completion_tokens">(abacusai.api_class.NaturalLanguageSearchPredictionArguments attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NaturalLanguageSearchTrainingConfig.num_completion_tokens">(abacusai.api_class.NaturalLanguageSearchTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMPredictionArguments.num_completion_tokens">(abacusai.ChatLLMPredictionArguments attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMTrainingConfig.num_completion_tokens">(abacusai.ChatLLMTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.NaturalLanguageSearchPredictionArguments.num_completion_tokens">(abacusai.NaturalLanguageSearchPredictionArguments attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.NaturalLanguageSearchTrainingConfig.num_completion_tokens">(abacusai.NaturalLanguageSearchTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/ai_chat/index.html#abacusai.api_class.ai_chat.HotkeyPrompt.prompt">prompt (abacusai.api_class.ai_chat.HotkeyPrompt attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.num_cv_folds">num_cv_folds (abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.HotkeyPrompt.prompt">(abacusai.api_class.HotkeyPrompt attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.num_cv_folds">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.HotkeyPrompt.prompt">(abacusai.HotkeyPrompt attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.num_cv_folds">(abacusai.RegressionTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/document_retriever/index.html#abacusai.api_class.document_retriever.VectorStoreConfig.prune_vectors">prune_vectors (abacusai.api_class.document_retriever.VectorStoreConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.CumulativeForecastingPredictionArguments.num_predictions">num_predictions (abacusai.api_class.CumulativeForecastingPredictionArguments attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.VectorStoreConfig.prune_vectors">(abacusai.api_class.VectorStoreConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.CumulativeForecastingPredictionArguments.num_predictions">(abacusai.api_class.deployment.CumulativeForecastingPredictionArguments attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.VectorStoreConfig.prune_vectors">(abacusai.client.VectorStoreConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.ForecastingPredictionArguments.num_predictions">(abacusai.api_class.deployment.ForecastingPredictionArguments attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/document_retriever/index.html#abacusai.document_retriever.VectorStoreConfig.prune_vectors">(abacusai.document_retriever.VectorStoreConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingPredictionArguments.num_predictions">(abacusai.api_class.ForecastingPredictionArguments attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.VectorStoreConfig.prune_vectors">(abacusai.project.VectorStoreConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.CumulativeForecastingPredictionArguments.num_predictions">(abacusai.CumulativeForecastingPredictionArguments attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.VectorStoreConfig.prune_vectors">(abacusai.VectorStoreConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingPredictionArguments.num_predictions">(abacusai.ForecastingPredictionArguments attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FeatureDriftType.PSI">PSI (abacusai.api_class.enums.FeatureDriftType attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.LastNMergeConfig.num_versions">num_versions (abacusai.api_class.feature_group.LastNMergeConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FeatureDriftType.PSI">(abacusai.api_class.FeatureDriftType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.LastNMergeConfig.num_versions">(abacusai.api_class.LastNMergeConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.FeatureDriftType.PSI">(abacusai.FeatureDriftType attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.LastNMergeConfig.num_versions">(abacusai.LastNMergeConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ConfluenceDatasetConfig.pull_attachments">pull_attachments (abacusai.api_class.ConfluenceDatasetConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.PersonalizationBatchPredictionArgs.number_of_items">number_of_items (abacusai.api_class.batch_prediction.PersonalizationBatchPredictionArgs attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.ConfluenceDatasetConfig.pull_attachments">(abacusai.api_class.dataset_application_connector.ConfluenceDatasetConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationBatchPredictionArgs.number_of_items">(abacusai.api_class.PersonalizationBatchPredictionArgs attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ConfluenceDatasetConfig.pull_attachments">(abacusai.ConfluenceDatasetConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationBatchPredictionArgs.number_of_items">(abacusai.PersonalizationBatchPredictionArgs attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PythonFunction">PythonFunction (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.number_of_samples">number_of_samples (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/pipeline_step/index.html#abacusai.pipeline_step.PythonFunction">(class in abacusai.pipeline_step)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.number_of_samples">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/python_function/index.html#abacusai.python_function.PythonFunction">(class in abacusai.python_function)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.number_of_samples">(abacusai.ForecastingTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionArgument">PythonFunctionArgument (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.number_of_samples_to_use_for_explainer">number_of_samples_to_use_for_explainer (abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionArgument">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/python_functions/index.html#abacusai.api_class.python_functions.PythonFunctionArgument">(class in abacusai.api_class.python_functions)</a>
-</li>
-        <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.PythonFunctionArgument">(class in abacusai.pipeline)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PredictiveModelingBatchPredictionArgs.number_of_samples_to_use_for_explainer">(abacusai.api_class.PredictiveModelingBatchPredictionArgs attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/pipeline_version/index.html#abacusai.pipeline_version.PythonFunctionArgument">(class in abacusai.pipeline_version)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictiveModelingBatchPredictionArgs.number_of_samples_to_use_for_explainer">(abacusai.PredictiveModelingBatchPredictionArgs attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionArgumentType">PythonFunctionArgumentType (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FileFormat.NUMBERS">NUMBERS (abacusai.api_class.enums.FileFormat attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionArgumentType">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FileFormat.NUMBERS">(abacusai.api_class.FileFormat attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionArgumentType">(class in abacusai.api_class.enums)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.FileFormat.NUMBERS">(abacusai.FileFormat attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionOutputArgumentType">PythonFunctionOutputArgumentType (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.numeric_clipping_percentile">numeric_clipping_percentile (abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionOutputArgumentType">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.numeric_clipping_percentile">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionOutputArgumentType">(class in abacusai.api_class.enums)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.numeric_clipping_percentile">(abacusai.RegressionTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionType">PythonFunctionType (class in abacusai)</a>
+  </ul></td>
+</tr></table>
+
+<h2 id="O">O</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProblemType.OBJECT_DETECTION">OBJECT_DETECTION (abacusai.api_class.enums.ProblemType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionType">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionType">(class in abacusai.api_class.enums)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProblemType.OBJECT_DETECTION">(abacusai.api_class.ProblemType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PythonFunctionType">(class in abacusai.client)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ProblemType.OBJECT_DETECTION">(abacusai.ProblemType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PythonPlotFunction">PythonPlotFunction (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DatabaseConnectorExportConfig.object_name">object_name (abacusai.api_class.DatabaseConnectorExportConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/python_plot_function/index.html#abacusai.python_plot_function.PythonPlotFunction">(class in abacusai.python_plot_function)</a>
+        <li><a href="autoapi/abacusai/api_class/refresh/index.html#abacusai.api_class.refresh.DatabaseConnectorExportConfig.object_name">(abacusai.api_class.refresh.DatabaseConnectorExportConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.DatabaseConnectorExportConfig.object_name">(abacusai.DatabaseConnectorExportConfig attribute)</a>
 </li>
       </ul></li>
-  </ul></td>
-</tr></table>
-
-<h2 id="Q">Q</h2>
-<table style="width: 100%" class="indextable genindextable"><tr>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingQuanitlesExtensionMethod.QUADRATIC">QUADRATIC (abacusai.api_class.enums.ForecastingQuanitlesExtensionMethod attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.objective">objective (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingQuanitlesExtensionMethod.QUADRATIC">(abacusai.api_class.ForecastingQuanitlesExtensionMethod attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.objective">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.objective">(abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.objective">(abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.objective">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.objective">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingQuanitlesExtensionMethod.QUADRATIC">(abacusai.ForecastingQuanitlesExtensionMethod attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.objective">(abacusai.ForecastingTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.objective">(abacusai.PersonalizationTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.objective">(abacusai.RegressionTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionTargetTransform.QUANTILE">QUANTILE (abacusai.api_class.enums.RegressionTargetTransform attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/dataset/index.html#abacusai.api_class.dataset.DocumentProcessingConfig.ocr_mode">ocr_mode (abacusai.api_class.dataset.DocumentProcessingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTargetTransform.QUANTILE">(abacusai.api_class.RegressionTargetTransform attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DocumentProcessingConfig.ocr_mode">(abacusai.api_class.DocumentProcessingConfig attribute)</a>, <a href="autoapi/abacusai/api_class/index.html#id138">[1]</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTargetTransform.QUANTILE">(abacusai.RegressionTargetTransform attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.DocumentProcessingConfig.ocr_mode">(abacusai.DocumentProcessingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.quantiles_extension_method">quantiles_extension_method (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.OcrMode">OcrMode (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.quantiles_extension_method">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.OcrMode">(class in abacusai.api_class)</a>, <a href="autoapi/abacusai/api_class/index.html#id109">[1]</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.quantiles_extension_method">(abacusai.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.OcrMode">(class in abacusai.api_class.enums)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingFrequency.QUARTER_END">QUARTER_END (abacusai.api_class.enums.ForecastingFrequency attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FileFormat.ODS">ODS (abacusai.api_class.enums.FileFormat attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingFrequency.QUARTER_END">(abacusai.api_class.ForecastingFrequency attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FileFormat.ODS">(abacusai.api_class.FileFormat attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingFrequency.QUARTER_END">(abacusai.ForecastingFrequency attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.FileFormat.ODS">(abacusai.FileFormat attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingFrequency.QUARTER_START">QUARTER_START (abacusai.api_class.enums.ForecastingFrequency attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApplicationConnectorType.ONEDRIVE">ONEDRIVE (abacusai.api_class.ApplicationConnectorType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingFrequency.QUARTER_START">(abacusai.api_class.ForecastingFrequency attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ApplicationConnectorType.ONEDRIVE">(abacusai.api_class.enums.ApplicationConnectorType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingFrequency.QUARTER_START">(abacusai.ForecastingFrequency attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ApplicationConnectorType.ONEDRIVE">(abacusai.ApplicationConnectorType attribute)</a>
 </li>
       </ul></li>
-  </ul></td>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DatabaseConnector.query">query() (abacusai.client.DatabaseConnector method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.OneDriveDatasetConfig">OneDriveDatasetConfig (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/database_connector/index.html#abacusai.database_connector.DatabaseConnector.query">(abacusai.database_connector.DatabaseConnector method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.OneDriveDatasetConfig">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.DatabaseConnector.query">(abacusai.model.DatabaseConnector method)</a>
+        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.OneDriveDatasetConfig">(class in abacusai.api_class.dataset_application_connector)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.query_column">query_column (abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DeployableAlgorithm.only_offline_deployable">only_offline_deployable (abacusai.api_class.DeployableAlgorithm attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.query_column">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.DeployableAlgorithm.only_offline_deployable">(abacusai.api_class.model.DeployableAlgorithm attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.query_column">(abacusai.PersonalizationTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.DeployableAlgorithm.only_offline_deployable">(abacusai.DeployableAlgorithm attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.query_database_connector">query_database_connector() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.VectorStoreTextEncoder.OPENAI">OPENAI (abacusai.api_class.enums.VectorStoreTextEncoder attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.query_database_connector">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.VectorStoreTextEncoder.OPENAI">(abacusai.api_class.VectorStoreTextEncoder attribute)</a>, <a href="autoapi/abacusai/api_class/index.html#id105">[1]</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.VectorStoreTextEncoder.OPENAI">(abacusai.VectorStoreTextEncoder attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.query_feature_group_code_generator">query_feature_group_code_generator() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.LLMName.OPENAI_GPT3_5">OPENAI_GPT3_5 (abacusai.api_class.enums.LLMName attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.query_feature_group_code_generator">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.LLMName.OPENAI_GPT3_5">(abacusai.api_class.LLMName attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.LLMName.OPENAI_GPT3_5">(abacusai.LLMName attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMTrainingConfig.query_rewrite_instructions">query_rewrite_instructions (abacusai.api_class.ChatLLMTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.LLMName.OPENAI_GPT3_5_TEXT">OPENAI_GPT3_5_TEXT (abacusai.api_class.enums.LLMName attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ChatLLMTrainingConfig.query_rewrite_instructions">(abacusai.api_class.model.ChatLLMTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.LLMName.OPENAI_GPT3_5_TEXT">(abacusai.api_class.LLMName attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMTrainingConfig.query_rewrite_instructions">(abacusai.ChatLLMTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.LLMName.OPENAI_GPT3_5_TEXT">(abacusai.LLMName attribute)</a>
 </li>
       </ul></li>
-  </ul></td>
-</tr></table>
-
-<h2 id="R">R</h2>
-<table style="width: 100%" class="indextable genindextable"><tr>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionObjective.R_SQUARED_COEFFICIENT_OF_DETERMINATION">R_SQUARED_COEFFICIENT_OF_DETERMINATION (abacusai.api_class.enums.RegressionObjective attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.LLMName.OPENAI_GPT4">OPENAI_GPT4 (abacusai.api_class.enums.LLMName attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionObjective.R_SQUARED_COEFFICIENT_OF_DETERMINATION">(abacusai.api_class.RegressionObjective attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.LLMName.OPENAI_GPT4">(abacusai.api_class.LLMName attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionObjective.R_SQUARED_COEFFICIENT_OF_DETERMINATION">(abacusai.RegressionObjective attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.LLMName.OPENAI_GPT4">(abacusai.LLMName attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionTypeOfSplit.RANDOM">RANDOM (abacusai.api_class.enums.RegressionTypeOfSplit attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.LLMName.OPENAI_GPT4_128K">OPENAI_GPT4_128K (abacusai.api_class.enums.LLMName attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTypeOfSplit.RANDOM">(abacusai.api_class.RegressionTypeOfSplit attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.LLMName.OPENAI_GPT4_128K">(abacusai.api_class.LLMName attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTypeOfSplit.RANDOM">(abacusai.RegressionTypeOfSplit attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.LLMName.OPENAI_GPT4_128K">(abacusai.LLMName attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DataIntegrityViolationType.RANGE_VIOLATIONS">RANGE_VIOLATIONS (abacusai.api_class.DataIntegrityViolationType attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.LLMName.OPENAI_GPT4_128K_LATEST">OPENAI_GPT4_128K_LATEST (abacusai.api_class.enums.LLMName attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.DataIntegrityViolationType.RANGE_VIOLATIONS">(abacusai.api_class.enums.DataIntegrityViolationType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.LLMName.OPENAI_GPT4_128K_LATEST">(abacusai.api_class.LLMName attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.DataIntegrityViolationType.RANGE_VIOLATIONS">(abacusai.DataIntegrityViolationType attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.LLMName.OPENAI_GPT4_128K_LATEST">(abacusai.LLMName attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/feature_drift_summary/index.html#abacusai.feature_drift_summary.RangeViolation">RangeViolation (class in abacusai.feature_drift_summary)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.LLMName.OPENAI_GPT4_32K">OPENAI_GPT4_32K (abacusai.api_class.enums.LLMName attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/range_violation/index.html#abacusai.range_violation.RangeViolation">(class in abacusai.range_violation)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.LLMName.OPENAI_GPT4_32K">(abacusai.api_class.LLMName attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.LLMName.OPENAI_GPT4_32K">(abacusai.LLMName attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ExperimentationMode.RAPID">RAPID (abacusai.api_class.enums.ExperimentationMode attribute)</a>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.LLMName.OPENAI_GPT4_VISION">OPENAI_GPT4_VISION (abacusai.api_class.enums.LLMName attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PartialDependenceAnalysis.RAPID">(abacusai.api_class.enums.PartialDependenceAnalysis attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionTreeHPOMode.RAPID">(abacusai.api_class.enums.RegressionTreeHPOMode attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ExperimentationMode.RAPID">(abacusai.api_class.ExperimentationMode attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PartialDependenceAnalysis.RAPID">(abacusai.api_class.PartialDependenceAnalysis attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTreeHPOMode.RAPID">(abacusai.api_class.RegressionTreeHPOMode attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ExperimentationMode.RAPID">(abacusai.ExperimentationMode attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PartialDependenceAnalysis.RAPID">(abacusai.PartialDependenceAnalysis attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.LLMName.OPENAI_GPT4_VISION">(abacusai.api_class.LLMName attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTreeHPOMode.RAPID">(abacusai.RegressionTreeHPOMode attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.LLMName.OPENAI_GPT4_VISION">(abacusai.LLMName attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FileFormat.RAR">RAR (abacusai.api_class.enums.FileFormat attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.LLMName.OPENAI_GPT4O">OPENAI_GPT4O (abacusai.api_class.enums.LLMName attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FileFormat.RAR">(abacusai.api_class.FileFormat attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.FileFormat.RAR">(abacusai.batch_prediction_version.FileFormat attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.LLMName.OPENAI_GPT4O">(abacusai.api_class.LLMName attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.FileFormat.RAR">(abacusai.FileFormat attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.LLMName.OPENAI_GPT4O">(abacusai.LLMName attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.rare_class_augmentation_threshold">rare_class_augmentation_threshold (abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ConstraintConfig.operator">operator (abacusai.api_class.ConstraintConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.rare_class_augmentation_threshold">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.ConstraintConfig.operator">(abacusai.api_class.project.ConstraintConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.rare_class_augmentation_threshold">(abacusai.RegressionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ConstraintConfig.operator">(abacusai.ConstraintConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient">ReadOnlyClient (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.OperatorConfig.operator_type">operator_type (abacusai.api_class.feature_group.OperatorConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient">(class in abacusai.client)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.OperatorConfig.operator_type">(abacusai.api_class.OperatorConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.OperatorConfig.operator_type">(abacusai.OperatorConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.RealtimeMonitor">RealtimeMonitor (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.OperatorConfig">OperatorConfig (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/realtime_monitor/index.html#abacusai.realtime_monitor.RealtimeMonitor">(class in abacusai.realtime_monitor)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.OperatorConfig">(class in abacusai.api_class)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.OperatorConfig">(class in abacusai.api_class.feature_group)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.rebalance_classes">rebalance_classes (abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.OperatorType">OperatorType (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.rebalance_classes">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.OperatorType">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.rebalance_classes">(abacusai.RegressionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.OperatorType">(class in abacusai.api_class.enums)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.NERObjective.RECALL">RECALL (abacusai.api_class.enums.NERObjective attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.OptimizationTrainingConfig.optimality_gap_limit">optimality_gap_limit (abacusai.api_class.model.OptimizationTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionObjective.RECALL">(abacusai.api_class.enums.RegressionObjective attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NERObjective.RECALL">(abacusai.api_class.NERObjective attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionObjective.RECALL">(abacusai.api_class.RegressionObjective attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.NERObjective.RECALL">(abacusai.NERObjective attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.OptimizationTrainingConfig.optimality_gap_limit">(abacusai.api_class.OptimizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionObjective.RECALL">(abacusai.RegressionObjective attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.OptimizationTrainingConfig.optimality_gap_limit">(abacusai.OptimizationTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.recent_days_for_training">recent_days_for_training (abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProblemType.OPTIMIZATION">OPTIMIZATION (abacusai.api_class.enums.ProblemType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.recent_days_for_training">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProblemType.OPTIMIZATION">(abacusai.api_class.ProblemType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.recent_days_for_training">(abacusai.PersonalizationTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ProblemType.OPTIMIZATION">(abacusai.ProblemType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.recurrent_layers">recurrent_layers (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.OptimizationPredictionArguments">OptimizationPredictionArguments (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.recurrent_layers">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.OptimizationPredictionArguments">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.recurrent_layers">(abacusai.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.OptimizationPredictionArguments">(class in abacusai.api_class.deployment)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.recurrent_units">recurrent_units (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.OptimizationTrainingConfig">OptimizationTrainingConfig (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.recurrent_units">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.OptimizationTrainingConfig">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.recurrent_units">(abacusai.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.OptimizationTrainingConfig">(class in abacusai.api_class.model)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/agent/index.html#abacusai.agent.Agent.refresh">refresh() (abacusai.agent.Agent method)</a>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.optimized_event_type">optimized_event_type (abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/agent/index.html#abacusai.agent.AgentVersion.refresh">(abacusai.agent.AgentVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/agent_version/index.html#abacusai.agent_version.AgentVersion.refresh">(abacusai.agent_version.AgentVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPrediction.refresh">(abacusai.batch_prediction.BatchPrediction method)</a>
-</li>
-        <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPredictionVersion.refresh">(abacusai.batch_prediction.BatchPredictionVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.BatchPredictionVersion.refresh">(abacusai.batch_prediction_version.BatchPredictionVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Agent.refresh">(abacusai.client.Agent method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.AgentVersion.refresh">(abacusai.client.AgentVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BatchPrediction.refresh">(abacusai.client.BatchPrediction method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BatchPredictionVersion.refresh">(abacusai.client.BatchPredictionVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.CustomMetricVersion.refresh">(abacusai.client.CustomMetricVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Dataset.refresh">(abacusai.client.Dataset method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DatasetVersion.refresh">(abacusai.client.DatasetVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Deployment.refresh">(abacusai.client.Deployment method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DocumentRetriever.refresh">(abacusai.client.DocumentRetriever method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DocumentRetrieverVersion.refresh">(abacusai.client.DocumentRetrieverVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Eda.refresh">(abacusai.client.Eda method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.EdaVersion.refresh">(abacusai.client.EdaVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ExecuteFeatureGroupOperation.refresh">(abacusai.client.ExecuteFeatureGroupOperation method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ExternalApplication.refresh">(abacusai.client.ExternalApplication method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.refresh">(abacusai.client.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroupExport.refresh">(abacusai.client.FeatureGroupExport method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroupTemplate.refresh">(abacusai.client.FeatureGroupTemplate method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroupVersion.refresh">(abacusai.client.FeatureGroupVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.GraphDashboard.refresh">(abacusai.client.GraphDashboard method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.HoldoutAnalysis.refresh">(abacusai.client.HoldoutAnalysis method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.HoldoutAnalysisVersion.refresh">(abacusai.client.HoldoutAnalysisVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Model.refresh">(abacusai.client.Model method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelArtifactsExport.refresh">(abacusai.client.ModelArtifactsExport method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelMonitor.refresh">(abacusai.client.ModelMonitor method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelMonitorVersion.refresh">(abacusai.client.ModelMonitorVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelVersion.refresh">(abacusai.client.ModelVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.MonitorAlert.refresh">(abacusai.client.MonitorAlert method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.MonitorAlertVersion.refresh">(abacusai.client.MonitorAlertVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.OrganizationGroup.refresh">(abacusai.client.OrganizationGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Pipeline.refresh">(abacusai.client.Pipeline method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PipelineStep.refresh">(abacusai.client.PipelineStep method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PipelineStepVersion.refresh">(abacusai.client.PipelineStepVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PipelineVersion.refresh">(abacusai.client.PipelineVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PredictionOperator.refresh">(abacusai.client.PredictionOperator method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Project.refresh">(abacusai.client.Project method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.RealtimeMonitor.refresh">(abacusai.client.RealtimeMonitor method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.RefreshPipelineRun.refresh">(abacusai.client.RefreshPipelineRun method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.RefreshPolicy.refresh">(abacusai.client.RefreshPolicy method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Upload.refresh">(abacusai.client.Upload method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Webhook.refresh">(abacusai.client.Webhook method)</a>
-</li>
-        <li><a href="autoapi/abacusai/custom_metric/index.html#abacusai.custom_metric.CustomMetricVersion.refresh">(abacusai.custom_metric.CustomMetricVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/custom_metric_version/index.html#abacusai.custom_metric_version.CustomMetricVersion.refresh">(abacusai.custom_metric_version.CustomMetricVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.Dataset.refresh">(abacusai.dataset.Dataset method)</a>
-</li>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.DatasetVersion.refresh">(abacusai.dataset.DatasetVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/dataset_version/index.html#abacusai.dataset_version.DatasetVersion.refresh">(abacusai.dataset_version.DatasetVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.refresh">(abacusai.deployment.Deployment method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.optimized_event_type">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/document_retriever/index.html#abacusai.document_retriever.DocumentRetriever.refresh">(abacusai.document_retriever.DocumentRetriever method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.optimized_event_type">(abacusai.PersonalizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/document_retriever/index.html#abacusai.document_retriever.DocumentRetrieverVersion.refresh">(abacusai.document_retriever.DocumentRetrieverVersion method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FileFormat.ORC">ORC (abacusai.api_class.enums.FileFormat attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FileFormat.ORC">(abacusai.api_class.FileFormat attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/document_retriever_version/index.html#abacusai.document_retriever_version.DocumentRetrieverVersion.refresh">(abacusai.document_retriever_version.DocumentRetrieverVersion method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.FileFormat.ORC">(abacusai.FileFormat attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/eda/index.html#abacusai.eda.Eda.refresh">(abacusai.eda.Eda method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/organization_external_application_settings/index.html#abacusai.organization_external_application_settings.OrganizationExternalApplicationSettings">OrganizationExternalApplicationSettings (class in abacusai.organization_external_application_settings)</a>
 </li>
-        <li><a href="autoapi/abacusai/eda/index.html#abacusai.eda.EdaVersion.refresh">(abacusai.eda.EdaVersion method)</a>
+      <li><a href="autoapi/abacusai/organization_group/index.html#abacusai.organization_group.OrganizationGroup">OrganizationGroup (class in abacusai.organization_group)</a>
 </li>
-        <li><a href="autoapi/abacusai/eda_version/index.html#abacusai.eda_version.EdaVersion.refresh">(abacusai.eda_version.EdaVersion method)</a>
+      <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.OrganizationSearchResult">OrganizationSearchResult (class in abacusai.organization_search_result)</a>
 </li>
-        <li><a href="autoapi/abacusai/execute_feature_group_operation/index.html#abacusai.execute_feature_group_operation.ExecuteFeatureGroupOperation.refresh">(abacusai.execute_feature_group_operation.ExecuteFeatureGroupOperation method)</a>
+      <li><a href="autoapi/abacusai/organization_secret/index.html#abacusai.organization_secret.OrganizationSecret">OrganizationSecret (class in abacusai.organization_secret)</a>
 </li>
-        <li><a href="autoapi/abacusai/external_application/index.html#abacusai.external_application.ExternalApplication.refresh">(abacusai.external_application.ExternalApplication method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.CrawlerTransformConfig.output_column">output_column (abacusai.api_class.CrawlerTransformConfig attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.CrawlerTransformConfig.output_column">(abacusai.api_class.feature_group.CrawlerTransformConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.refresh">(abacusai.feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.MarkdownConfig.output_column">(abacusai.api_class.feature_group.MarkdownConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroupTemplate.refresh">(abacusai.feature_group.FeatureGroupTemplate method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MarkdownConfig.output_column">(abacusai.api_class.MarkdownConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroupVersion.refresh">(abacusai.feature_group.FeatureGroupVersion method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.CrawlerTransformConfig.output_column">(abacusai.CrawlerTransformConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group_export/index.html#abacusai.feature_group_export.FeatureGroupExport.refresh">(abacusai.feature_group_export.FeatureGroupExport method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.MarkdownConfig.output_column">(abacusai.MarkdownConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group_template/index.html#abacusai.feature_group_template.FeatureGroupTemplate.refresh">(abacusai.feature_group_template.FeatureGroupTemplate method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs.output_columns">output_columns (abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PredictiveModelingBatchPredictionArgs.output_columns">(abacusai.api_class.PredictiveModelingBatchPredictionArgs attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group_version/index.html#abacusai.feature_group_version.FeatureGroupVersion.refresh">(abacusai.feature_group_version.FeatureGroupVersion method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictiveModelingBatchPredictionArgs.output_columns">(abacusai.PredictiveModelingBatchPredictionArgs attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/graph_dashboard/index.html#abacusai.graph_dashboard.GraphDashboard.refresh">(abacusai.graph_dashboard.GraphDashboard method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.OutputVariableMapping">OutputVariableMapping (class in abacusai)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.OutputVariableMapping">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/holdout_analysis/index.html#abacusai.holdout_analysis.HoldoutAnalysis.refresh">(abacusai.holdout_analysis.HoldoutAnalysis method)</a>
+        <li><a href="autoapi/abacusai/api_class/python_functions/index.html#abacusai.api_class.python_functions.OutputVariableMapping">(class in abacusai.api_class.python_functions)</a>
 </li>
-        <li><a href="autoapi/abacusai/holdout_analysis_version/index.html#abacusai.holdout_analysis_version.HoldoutAnalysisVersion.refresh">(abacusai.holdout_analysis_version.HoldoutAnalysisVersion method)</a>
+      </ul></li>
+  </ul></td>
+</tr></table>
+
+<h2 id="P">P</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.DocstoreUtils.PAGE_DATA">PAGE_DATA (abacusai.api_client_utils.DocstoreUtils attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/llm_execution_result/index.html#abacusai.llm_execution_result.ExecuteFeatureGroupOperation.refresh">(abacusai.llm_execution_result.ExecuteFeatureGroupOperation method)</a>
+      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.DocstoreUtils.PAGE_TEXT">PAGE_TEXT (abacusai.api_client_utils.DocstoreUtils attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.Model.refresh">(abacusai.model.Model method)</a>
+      <li><a href="autoapi/abacusai/api_class/dataset/index.html#abacusai.api_class.dataset.DatasetDocumentProcessingConfig.page_text_column">page_text_column (abacusai.api_class.dataset.DatasetDocumentProcessingConfig attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DatasetDocumentProcessingConfig.page_text_column">(abacusai.api_class.DatasetDocumentProcessingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.ModelVersion.refresh">(abacusai.model.ModelVersion method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.DatasetDocumentProcessingConfig.page_text_column">(abacusai.DatasetDocumentProcessingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/model_artifacts_export/index.html#abacusai.model_artifacts_export.ModelArtifactsExport.refresh">(abacusai.model_artifacts_export.ModelArtifactsExport method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/page_data/index.html#abacusai.page_data.PageData">PageData (class in abacusai.page_data)</a>
 </li>
-        <li><a href="autoapi/abacusai/model_monitor/index.html#abacusai.model_monitor.ModelMonitor.refresh">(abacusai.model_monitor.ModelMonitor method)</a>
+      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.DocstoreUtils.PAGES">PAGES (abacusai.api_client_utils.DocstoreUtils attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/model_monitor/index.html#abacusai.model_monitor.ModelMonitorVersion.refresh">(abacusai.model_monitor.ModelMonitorVersion method)</a>
+      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.DocstoreUtils.PAGES_ZIP_METADATA">PAGES_ZIP_METADATA (abacusai.api_client_utils.DocstoreUtils attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/model_monitor_version/index.html#abacusai.model_monitor_version.ModelMonitorVersion.refresh">(abacusai.model_monitor_version.ModelMonitorVersion method)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PaidPlanRequired">PaidPlanRequired</a>
 </li>
-        <li><a href="autoapi/abacusai/model_version/index.html#abacusai.model_version.ModelVersion.refresh">(abacusai.model_version.ModelVersion method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.LLMName.PALM">PALM (abacusai.api_class.enums.LLMName attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.LLMName.PALM">(abacusai.api_class.LLMName attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/monitor_alert/index.html#abacusai.monitor_alert.MonitorAlert.refresh">(abacusai.monitor_alert.MonitorAlert method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.LLMName.PALM">(abacusai.LLMName attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/monitor_alert/index.html#abacusai.monitor_alert.MonitorAlertVersion.refresh">(abacusai.monitor_alert.MonitorAlertVersion method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.LLMName.PALM_TEXT">PALM_TEXT (abacusai.api_class.enums.LLMName attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.LLMName.PALM_TEXT">(abacusai.api_class.LLMName attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/monitor_alert_version/index.html#abacusai.monitor_alert_version.MonitorAlertVersion.refresh">(abacusai.monitor_alert_version.MonitorAlertVersion method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.LLMName.PALM_TEXT">(abacusai.LLMName attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/organization_group/index.html#abacusai.organization_group.OrganizationGroup.refresh">(abacusai.organization_group.OrganizationGroup method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FileFormat.PARQUET">PARQUET (abacusai.api_class.enums.FileFormat attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FileFormat.PARQUET">(abacusai.api_class.FileFormat attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.refresh">(abacusai.organization_search_result.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.FileFormat.PARQUET">(abacusai.FileFormat attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroupVersion.refresh">(abacusai.organization_search_result.FeatureGroupVersion method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ParsingConfig">ParsingConfig (class in abacusai)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ParsingConfig">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.Pipeline.refresh">(abacusai.pipeline.Pipeline method)</a>
+        <li><a href="autoapi/abacusai/api_class/dataset/index.html#abacusai.api_class.dataset.ParsingConfig">(class in abacusai.api_class.dataset)</a>
 </li>
-        <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.PipelineStep.refresh">(abacusai.pipeline.PipelineStep method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/upload/index.html#abacusai.upload.Upload.part">part() (abacusai.upload.Upload method)</a>
 </li>
-        <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.PipelineVersion.refresh">(abacusai.pipeline.PipelineVersion method)</a>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.partial_dependence_analysis">partial_dependence_analysis (abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.partial_dependence_analysis">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/pipeline_step/index.html#abacusai.pipeline_step.PipelineStep.refresh">(abacusai.pipeline_step.PipelineStep method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.partial_dependence_analysis">(abacusai.RegressionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/pipeline_step_version/index.html#abacusai.pipeline_step_version.PipelineStepVersion.refresh">(abacusai.pipeline_step_version.PipelineStepVersion method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.PartialDependenceAnalysis">PartialDependenceAnalysis (class in abacusai)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PartialDependenceAnalysis">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/pipeline_version/index.html#abacusai.pipeline_version.PipelineStepVersion.refresh">(abacusai.pipeline_version.PipelineStepVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PartialDependenceAnalysis">(class in abacusai.api_class.enums)</a>
 </li>
-        <li><a href="autoapi/abacusai/pipeline_version/index.html#abacusai.pipeline_version.PipelineVersion.refresh">(abacusai.pipeline_version.PipelineVersion method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/refresh_policy/index.html#abacusai.refresh_policy.RefreshPolicy.pause">pause() (abacusai.refresh_policy.RefreshPolicy method)</a>
 </li>
-        <li><a href="autoapi/abacusai/prediction_operator/index.html#abacusai.prediction_operator.PredictionOperator.refresh">(abacusai.prediction_operator.PredictionOperator method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.pause_pipeline_refresh_schedule">pause_pipeline_refresh_schedule() (abacusai.ApiClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.pause_pipeline_refresh_schedule">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.refresh">(abacusai.project.Project method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.pause_refresh_policy">pause_refresh_policy() (abacusai.ApiClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.pause_refresh_policy">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.refresh">(abacusai.project_feature_group.FeatureGroup method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.Pipeline.pause_refresh_schedule">pause_refresh_schedule() (abacusai.pipeline.Pipeline method)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroupTemplate.refresh">(abacusai.project_feature_group.FeatureGroupTemplate method)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PaymentMethodRequired">PaymentMethodRequired</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroupVersion.refresh">(abacusai.project_feature_group.FeatureGroupVersion method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FileFormat.PDF">PDF (abacusai.api_class.enums.FileFormat attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FileFormat.PDF">(abacusai.api_class.FileFormat attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/realtime_monitor/index.html#abacusai.realtime_monitor.RealtimeMonitor.refresh">(abacusai.realtime_monitor.RealtimeMonitor method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.FileFormat.PDF">(abacusai.FileFormat attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/refresh_pipeline_run/index.html#abacusai.refresh_pipeline_run.RefreshPipelineRun.refresh">(abacusai.refresh_pipeline_run.RefreshPipelineRun method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingLossFunction.PEAKS_MEAN_ABSOLUTE_ERROR">PEAKS_MEAN_ABSOLUTE_ERROR (abacusai.api_class.enums.ForecastingLossFunction attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingLossFunction.PEAKS_MEAN_ABSOLUTE_ERROR">(abacusai.api_class.ForecastingLossFunction attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/refresh_pipeline_run/index.html#abacusai.refresh_pipeline_run.RefreshPolicy.refresh">(abacusai.refresh_pipeline_run.RefreshPolicy method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingLossFunction.PEAKS_MEAN_ABSOLUTE_ERROR">(abacusai.ForecastingLossFunction attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/refresh_policy/index.html#abacusai.refresh_policy.RefreshPolicy.refresh">(abacusai.refresh_policy.RefreshPolicy method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ConstraintConfig.penalty">penalty (abacusai.api_class.ConstraintConfig attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.ConstraintConfig.penalty">(abacusai.api_class.project.ConstraintConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/upload/index.html#abacusai.upload.Upload.refresh">(abacusai.upload.Upload method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ConstraintConfig.penalty">(abacusai.ConstraintConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/user/index.html#abacusai.user.OrganizationGroup.refresh">(abacusai.user.OrganizationGroup method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.SamplingMethodType.PERCENT_SAMPLING">PERCENT_SAMPLING (abacusai.api_class.enums.SamplingMethodType attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.SamplingMethodType.PERCENT_SAMPLING">(abacusai.api_class.SamplingMethodType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/webhook/index.html#abacusai.webhook.Webhook.refresh">(abacusai.webhook.Webhook method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.SamplingMethodType.PERCENT_SAMPLING">(abacusai.SamplingMethodType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.RefreshPipelineRun">RefreshPipelineRun (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.StdDevThresholdType.PERCENTILE">PERCENTILE (abacusai.api_class.enums.StdDevThresholdType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/refresh_pipeline_run/index.html#abacusai.refresh_pipeline_run.RefreshPipelineRun">(class in abacusai.refresh_pipeline_run)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.StdDevThresholdType.PERCENTILE">(abacusai.api_class.StdDevThresholdType attribute)</a>, <a href="autoapi/abacusai/api_class/index.html#id179">[1]</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.StdDevThresholdType.PERCENTILE">(abacusai.StdDevThresholdType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.RefreshPolicy">RefreshPolicy (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.PercentSamplingConfig">PercentSamplingConfig (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/refresh_pipeline_run/index.html#abacusai.refresh_pipeline_run.RefreshPolicy">(class in abacusai.refresh_pipeline_run)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PercentSamplingConfig">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/refresh_policy/index.html#abacusai.refresh_policy.RefreshPolicy">(class in abacusai.refresh_policy)</a>
+        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.PercentSamplingConfig">(class in abacusai.api_class.feature_group)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.RefreshSchedule">RefreshSchedule (class in abacusai.batch_prediction)</a>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.perform_feature_selection">perform_feature_selection (abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.RefreshSchedule">(class in abacusai.dataset)</a>
-</li>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.RefreshSchedule">(class in abacusai.deployment)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.perform_feature_selection">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/eda/index.html#abacusai.eda.RefreshSchedule">(class in abacusai.eda)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.perform_feature_selection">(abacusai.RegressionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.RefreshSchedule">(class in abacusai.feature_group)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PermissionDeniedError">PermissionDeniedError</a>
 </li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.RefreshSchedule">(class in abacusai.model)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PersonalizationObjective.PERSONALIZATION">PERSONALIZATION (abacusai.api_class.enums.PersonalizationObjective attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProblemType.PERSONALIZATION">(abacusai.api_class.enums.ProblemType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/model_monitor/index.html#abacusai.model_monitor.RefreshSchedule">(class in abacusai.model_monitor)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationObjective.PERSONALIZATION">(abacusai.api_class.PersonalizationObjective attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/prediction_operator/index.html#abacusai.prediction_operator.RefreshSchedule">(class in abacusai.prediction_operator)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProblemType.PERSONALIZATION">(abacusai.api_class.ProblemType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.RefreshSchedule">(class in abacusai.project_feature_group)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationObjective.PERSONALIZATION">(abacusai.PersonalizationObjective attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/refresh_schedule/index.html#abacusai.refresh_schedule.RefreshSchedule">(class in abacusai.refresh_schedule)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ProblemType.PERSONALIZATION">(abacusai.ProblemType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.RegressionAugmentationStrategy">RegressionAugmentationStrategy (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationBatchPredictionArgs">PersonalizationBatchPredictionArgs (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionAugmentationStrategy">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationBatchPredictionArgs">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionAugmentationStrategy">(class in abacusai.api_class.enums)</a>
+        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.PersonalizationBatchPredictionArgs">(class in abacusai.api_class.batch_prediction)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.RegressionLossFunction">RegressionLossFunction (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationObjective">PersonalizationObjective (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionLossFunction">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationObjective">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionLossFunction">(class in abacusai.api_class.enums)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PersonalizationObjective">(class in abacusai.api_class.enums)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.RegressionObjective">RegressionObjective (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig">PersonalizationTrainingConfig (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionObjective">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionObjective">(class in abacusai.api_class.enums)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig">(class in abacusai.api_class.model)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.RegressionPredictionArguments">RegressionPredictionArguments (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingMode">PersonalizationTrainingMode (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionPredictionArguments">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingMode">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.RegressionPredictionArguments">(class in abacusai.api_class.deployment)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PersonalizationTrainingMode">(class in abacusai.api_class.enums)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTargetTransform">RegressionTargetTransform (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.Pipeline">Pipeline (class in abacusai.pipeline)</a>
+</li>
+      <li><a href="autoapi/abacusai/api_class/python_functions/index.html#abacusai.api_class.python_functions.PythonFunctionArgument.pipeline_variable">pipeline_variable (abacusai.api_class.python_functions.PythonFunctionArgument attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTargetTransform">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionArgument.pipeline_variable">(abacusai.api_class.PythonFunctionArgument attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionTargetTransform">(class in abacusai.api_class.enums)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionArgument.pipeline_variable">(abacusai.PythonFunctionArgument attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTimeSplitMethod">RegressionTimeSplitMethod (class in abacusai)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTimeSplitMethod">(class in abacusai.api_class)</a>
+      <li><a href="autoapi/abacusai/pipeline_reference/index.html#abacusai.pipeline_reference.PipelineReference">PipelineReference (class in abacusai.pipeline_reference)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionTimeSplitMethod">(class in abacusai.api_class.enums)</a>
+      <li><a href="autoapi/abacusai/pipeline_step/index.html#abacusai.pipeline_step.PipelineStep">PipelineStep (class in abacusai.pipeline_step)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig">RegressionTrainingConfig (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/pipeline_step_version/index.html#abacusai.pipeline_step_version.PipelineStepVersion">PipelineStepVersion (class in abacusai.pipeline_step_version)</a>
+</li>
+      <li><a href="autoapi/abacusai/pipeline_step_version_logs/index.html#abacusai.pipeline_step_version_logs.PipelineStepVersionLogs">PipelineStepVersionLogs (class in abacusai.pipeline_step_version_logs)</a>
+</li>
+      <li><a href="autoapi/abacusai/pipeline_step_version_reference/index.html#abacusai.pipeline_step_version_reference.PipelineStepVersionReference">PipelineStepVersionReference (class in abacusai.pipeline_step_version_reference)</a>
+</li>
+      <li><a href="autoapi/abacusai/pipeline_version/index.html#abacusai.pipeline_version.PipelineVersion">PipelineVersion (class in abacusai.pipeline_version)</a>
+</li>
+      <li><a href="autoapi/abacusai/pipeline_version_logs/index.html#abacusai.pipeline_version_logs.PipelineVersionLogs">PipelineVersionLogs (class in abacusai.pipeline_version_logs)</a>
+</li>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionType.PLOTLY_FIG">PLOTLY_FIG (abacusai.api_class.enums.PythonFunctionType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionType.PLOTLY_FIG">(abacusai.api_class.PythonFunctionType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig">(class in abacusai.api_class.model)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionType.PLOTLY_FIG">(abacusai.PythonFunctionType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTreeHPOMode">RegressionTreeHPOMode (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FileFormat.PNG">PNG (abacusai.api_class.enums.FileFormat attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTreeHPOMode">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FileFormat.PNG">(abacusai.api_class.FileFormat attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionTreeHPOMode">(class in abacusai.api_class.enums)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.FileFormat.PNG">(abacusai.FileFormat attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTypeOfSplit">RegressionTypeOfSplit (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/point_in_time_feature/index.html#abacusai.point_in_time_feature.PointInTimeFeature">PointInTimeFeature (class in abacusai.point_in_time_feature)</a>
+</li>
+      <li><a href="autoapi/abacusai/point_in_time_feature_info/index.html#abacusai.point_in_time_feature_info.PointInTimeFeatureInfo">PointInTimeFeatureInfo (class in abacusai.point_in_time_feature_info)</a>
+</li>
+      <li><a href="autoapi/abacusai/point_in_time_group/index.html#abacusai.point_in_time_group.PointInTimeGroup">PointInTimeGroup (class in abacusai.point_in_time_group)</a>
+</li>
+      <li><a href="autoapi/abacusai/point_in_time_group_feature/index.html#abacusai.point_in_time_group_feature.PointInTimeGroupFeature">PointInTimeGroupFeature (class in abacusai.point_in_time_group_feature)</a>
+</li>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingLossFunction.POINTWISE_ACCURACY">POINTWISE_ACCURACY (abacusai.api_class.enums.ForecastingLossFunction attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTypeOfSplit">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingLossFunction.POINTWISE_ACCURACY">(abacusai.api_class.ForecastingLossFunction attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionTypeOfSplit">(class in abacusai.api_class.enums)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingLossFunction.POINTWISE_ACCURACY">(abacusai.ForecastingLossFunction attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.remove_annotation_label">remove_annotation_label() (abacusai.client.FeatureGroup method)</a>
+      <li><a href="autoapi/abacusai/api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass.pop">pop() (abacusai.api_class.abstract.ApiClass method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.remove_annotation_label">(abacusai.feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApiClass.pop">(abacusai.api_class.ApiClass method)</a>, <a href="autoapi/abacusai/api_class/index.html#id100">[1]</a>, <a href="autoapi/abacusai/api_class/index.html#id11">[2]</a>, <a href="autoapi/abacusai/api_class/index.html#id128">[3]</a>, <a href="autoapi/abacusai/api_class/index.html#id155">[4]</a>, <a href="autoapi/abacusai/api_class/index.html#id174">[5]</a>, <a href="autoapi/abacusai/api_class/index.html#id192">[6]</a>, <a href="autoapi/abacusai/api_class/index.html#id211">[7]</a>, <a href="autoapi/abacusai/api_class/index.html#id230">[8]</a>, <a href="autoapi/abacusai/api_class/index.html#id244">[9]</a>, <a href="autoapi/abacusai/api_class/index.html#id25">[10]</a>, <a href="autoapi/abacusai/api_class/index.html#id39">[11]</a>, <a href="autoapi/abacusai/api_class/index.html#id58">[12]</a>, <a href="autoapi/abacusai/api_class/index.html#id81">[13]</a>
 </li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.remove_annotation_label">(abacusai.organization_search_result.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.remove_annotation_label">(abacusai.project_feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ApiClass.pop">(abacusai.ApiClass method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.remove_app_user_group_from_external_application">remove_app_user_group_from_external_application() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FileFormat.PPT">PPT (abacusai.api_class.enums.FileFormat attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.remove_app_user_group_from_external_application">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FileFormat.PPT">(abacusai.api_class.FileFormat attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.FileFormat.PPT">(abacusai.FileFormat attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.remove_app_user_group_report_permission">remove_app_user_group_report_permission() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FileFormat.PPTX">PPTX (abacusai.api_class.enums.FileFormat attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.remove_app_user_group_report_permission">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FileFormat.PPTX">(abacusai.api_class.FileFormat attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.FileFormat.PPTX">(abacusai.FileFormat attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.remove_concatenation_config">remove_concatenation_config() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.NERObjective.PRECISION">PRECISION (abacusai.api_class.enums.NERObjective attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.remove_concatenation_config">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionObjective.PRECISION">(abacusai.api_class.enums.RegressionObjective attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.remove_concatenation_config">(abacusai.client.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NERObjective.PRECISION">(abacusai.api_class.NERObjective attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.remove_concatenation_config">(abacusai.feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionObjective.PRECISION">(abacusai.api_class.RegressionObjective attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.remove_concatenation_config">(abacusai.organization_search_result.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.NERObjective.PRECISION">(abacusai.NERObjective attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.remove_concatenation_config">(abacusai.project_feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionObjective.PRECISION">(abacusai.RegressionObjective attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.remove_deployment_feature_group_export_output">remove_deployment_feature_group_export_output() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.predict">predict() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.remove_deployment_feature_group_export_output">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.predict">(abacusai.client.ApiClient method)</a>
+</li>
+        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.predict">(abacusai.prediction_client.PredictionClient method)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.predict">(abacusai.PredictionClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.remove_feature_group_annotation_label">remove_feature_group_annotation_label() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.predict_churn">predict_churn() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.remove_feature_group_annotation_label">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.predict_churn">(abacusai.client.ApiClient method)</a>
+</li>
+        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.predict_churn">(abacusai.prediction_client.PredictionClient method)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.predict_churn">(abacusai.PredictionClient method)</a>
 </li>
       </ul></li>
-  </ul></td>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Deployment.remove_feature_group_export_output">remove_feature_group_export_output() (abacusai.client.Deployment method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.predict_class">predict_class() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.remove_feature_group_export_output">(abacusai.deployment.Deployment method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.predict_class">(abacusai.client.ApiClient method)</a>
+</li>
+        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.predict_class">(abacusai.prediction_client.PredictionClient method)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.predict_class">(abacusai.PredictionClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.remove_feature_group_from_project">remove_feature_group_from_project() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.predict_fraud">predict_fraud() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.remove_feature_group_from_project">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.predict_fraud">(abacusai.client.ApiClient method)</a>
+</li>
+        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.predict_fraud">(abacusai.prediction_client.PredictionClient method)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.predict_fraud">(abacusai.PredictionClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.remove_feature_group_tag">remove_feature_group_tag() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.predict_from_datasets">predict_from_datasets() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.remove_feature_group_tag">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.predict_from_datasets">(abacusai.client.ApiClient method)</a>
+</li>
+        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.predict_from_datasets">(abacusai.prediction_client.PredictionClient method)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.predict_from_datasets">(abacusai.PredictionClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.remove_feature_tag">remove_feature_tag() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.predict_language">predict_language() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.remove_feature_tag">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.remove_feature_tag">(abacusai.client.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.remove_feature_tag">(abacusai.feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.predict_language">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.remove_feature_tag">(abacusai.organization_search_result.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.predict_language">(abacusai.prediction_client.PredictionClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.remove_feature_tag">(abacusai.project_feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.predict_language">(abacusai.PredictionClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.remove_from_project">remove_from_project() (abacusai.client.FeatureGroup method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.predict_lead">predict_lead() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.remove_from_project">(abacusai.feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.predict_lead">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.remove_from_project">(abacusai.organization_search_result.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.predict_lead">(abacusai.prediction_client.PredictionClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.remove_from_project">(abacusai.project_feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.predict_lead">(abacusai.PredictionClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/dataset/index.html#abacusai.api_class.dataset.DocumentProcessingConfig.remove_header_footer">remove_header_footer (abacusai.api_class.dataset.DocumentProcessingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.predict_multiple">predict_multiple() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DocumentProcessingConfig.remove_header_footer">(abacusai.api_class.DocumentProcessingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DocumentProcessingConfig.remove_header_footer">(abacusai.client.DocumentProcessingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.predict_multiple">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.DocumentProcessingConfig.remove_header_footer">(abacusai.dataset.DocumentProcessingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.predict_multiple">(abacusai.prediction_client.PredictionClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.DocumentProcessingConfig.remove_header_footer">(abacusai.DocumentProcessingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.predict_multiple">(abacusai.PredictionClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.remove_organization_group_from_feature_group_modifiers">remove_organization_group_from_feature_group_modifiers() (abacusai.ApiClient method)</a>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.predict_raw">predict_raw() (abacusai.prediction_client.PredictionClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.remove_organization_group_from_feature_group_modifiers">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.predict_raw">(abacusai.PredictionClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.remove_organization_group_from_modifiers">remove_organization_group_from_modifiers() (abacusai.client.FeatureGroup method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.CumulativeForecastingTrainingConfig.predict_residuals">predict_residuals (abacusai.api_class.CumulativeForecastingTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.remove_organization_group_from_modifiers">(abacusai.feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.remove_organization_group_from_modifiers">(abacusai.organization_search_result.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.CumulativeForecastingTrainingConfig.predict_residuals">(abacusai.api_class.model.CumulativeForecastingTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.remove_organization_group_from_modifiers">(abacusai.project_feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.CumulativeForecastingTrainingConfig.predict_residuals">(abacusai.CumulativeForecastingTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.remove_organization_group_permission">remove_organization_group_permission() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.predict_takeover">predict_takeover() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.remove_organization_group_permission">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.predict_takeover">(abacusai.client.ApiClient method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.OrganizationGroup.remove_permission">remove_permission() (abacusai.client.OrganizationGroup method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/organization_group/index.html#abacusai.organization_group.OrganizationGroup.remove_permission">(abacusai.organization_group.OrganizationGroup method)</a>
+        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.predict_takeover">(abacusai.prediction_client.PredictionClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/user/index.html#abacusai.user.OrganizationGroup.remove_permission">(abacusai.user.OrganizationGroup method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.predict_takeover">(abacusai.PredictionClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.remove_project_tags">remove_project_tags() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.predict_target">predict_target() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.remove_project_tags">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.predict_target">(abacusai.client.ApiClient method)</a>
+</li>
+        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.predict_target">(abacusai.prediction_client.PredictionClient method)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.predict_target">(abacusai.PredictionClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.remove_tag">remove_tag() (abacusai.client.FeatureGroup method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.predict_with_binary_data">predict_with_binary_data() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.remove_tag">(abacusai.feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.predict_with_binary_data">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.remove_tag">(abacusai.organization_search_result.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.predict_with_binary_data">(abacusai.prediction_client.PredictionClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.remove_tag">(abacusai.project_feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.predict_with_binary_data">(abacusai.PredictionClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Project.remove_tags">remove_tags() (abacusai.client.Project method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.MonitorAlertType.PREDICTION_COUNT">PREDICTION_COUNT (abacusai.api_class.enums.MonitorAlertType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.remove_tags">(abacusai.project.Project method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MonitorAlertType.PREDICTION_COUNT">(abacusai.api_class.MonitorAlertType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.MonitorAlertType.PREDICTION_COUNT">(abacusai.MonitorAlertType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.OrganizationGroup.remove_user_from">remove_user_from() (abacusai.client.OrganizationGroup method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingDataSplitType.PREDICTION_LENGTH">PREDICTION_LENGTH (abacusai.api_class.enums.ForecastingDataSplitType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/organization_group/index.html#abacusai.organization_group.OrganizationGroup.remove_user_from">(abacusai.organization_group.OrganizationGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/user/index.html#abacusai.user.OrganizationGroup.remove_user_from">(abacusai.user.OrganizationGroup method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingDataSplitType.PREDICTION_LENGTH">(abacusai.api_class.ForecastingDataSplitType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.remove_user_from_feature_group_modifiers">remove_user_from_feature_group_modifiers() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.prediction_length">prediction_length (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.remove_user_from_feature_group_modifiers">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.prediction_length">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.remove_user_from_modifiers">remove_user_from_modifiers() (abacusai.client.FeatureGroup method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingDataSplitType.PREDICTION_LENGTH">PREDICTION_LENGTH (abacusai.ForecastingDataSplitType attribute)</a>
+</li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.prediction_length">prediction_length (abacusai.ForecastingTrainingConfig attribute)</a>
+</li>
+      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.DocstoreUtils.PREDICTION_PREFIX">PREDICTION_PREFIX (abacusai.api_client_utils.DocstoreUtils attribute)</a>
+</li>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.CumulativeForecastingPredictionArguments.prediction_start">prediction_start (abacusai.api_class.CumulativeForecastingPredictionArguments attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.remove_user_from_modifiers">(abacusai.feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.CumulativeForecastingPredictionArguments.prediction_start">(abacusai.api_class.deployment.CumulativeForecastingPredictionArguments attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.ForecastingPredictionArguments.prediction_start">(abacusai.api_class.deployment.ForecastingPredictionArguments attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingPredictionArguments.prediction_start">(abacusai.api_class.ForecastingPredictionArguments attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.remove_user_from_modifiers">(abacusai.organization_search_result.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.CumulativeForecastingPredictionArguments.prediction_start">(abacusai.CumulativeForecastingPredictionArguments attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.remove_user_from_modifiers">(abacusai.project_feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingPredictionArguments.prediction_start">(abacusai.ForecastingPredictionArguments attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.remove_user_from_organization">remove_user_from_organization() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.prediction_step_size">prediction_step_size (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.remove_user_from_organization">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.prediction_step_size">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.prediction_step_size">(abacusai.ForecastingTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.remove_user_from_organization_group">remove_user_from_organization_group() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.MonitorFilteringConfig.prediction_target_feature">prediction_target_feature (abacusai.api_class.monitor.MonitorFilteringConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.remove_user_from_organization_group">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MonitorFilteringConfig.prediction_target_feature">(abacusai.api_class.MonitorFilteringConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.MonitorFilteringConfig.prediction_target_feature">(abacusai.MonitorFilteringConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.remove_users_from_app_user_group">remove_users_from_app_user_group() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.PredictionArguments">PredictionArguments (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.remove_users_from_app_user_group">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PredictionArguments">(class in abacusai.api_class)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.PredictionArguments">(class in abacusai.api_class.deployment)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/dataset/index.html#abacusai.api_class.dataset.DocumentProcessingConfig.remove_watermarks">remove_watermarks (abacusai.api_class.dataset.DocumentProcessingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient">PredictionClient (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DocumentProcessingConfig.remove_watermarks">(abacusai.api_class.DocumentProcessingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DocumentProcessingConfig.remove_watermarks">(abacusai.client.DocumentProcessingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.DocumentProcessingConfig.remove_watermarks">(abacusai.dataset.DocumentProcessingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.DocumentProcessingConfig.remove_watermarks">(abacusai.DocumentProcessingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient">(class in abacusai.prediction_client)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/application_connector/index.html#abacusai.application_connector.ApplicationConnector.rename">rename() (abacusai.application_connector.ApplicationConnector method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.PredictionCountConditionConfig">PredictionCountConditionConfig (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/chat_session/index.html#abacusai.chat_session.ChatSession.rename">(abacusai.chat_session.ChatSession method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApplicationConnector.rename">(abacusai.client.ApplicationConnector method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ChatSession.rename">(abacusai.client.ChatSession method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DatabaseConnector.rename">(abacusai.client.DatabaseConnector method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Deployment.rename">(abacusai.client.Deployment method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DeploymentConversation.rename">(abacusai.client.DeploymentConversation method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DocumentRetriever.rename">(abacusai.client.DocumentRetriever method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Eda.rename">(abacusai.client.Eda method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Model.rename">(abacusai.client.Model method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelMonitor.rename">(abacusai.client.ModelMonitor method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Pipeline.rename">(abacusai.client.Pipeline method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PipelineStep.rename">(abacusai.client.PipelineStep method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Project.rename">(abacusai.client.Project method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.StreamingConnector.rename">(abacusai.client.StreamingConnector method)</a>
-</li>
-        <li><a href="autoapi/abacusai/database_connector/index.html#abacusai.database_connector.DatabaseConnector.rename">(abacusai.database_connector.DatabaseConnector method)</a>
-</li>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.rename">(abacusai.deployment.Deployment method)</a>
-</li>
-        <li><a href="autoapi/abacusai/deployment_conversation/index.html#abacusai.deployment_conversation.DeploymentConversation.rename">(abacusai.deployment_conversation.DeploymentConversation method)</a>
-</li>
-        <li><a href="autoapi/abacusai/document_retriever/index.html#abacusai.document_retriever.DocumentRetriever.rename">(abacusai.document_retriever.DocumentRetriever method)</a>
-</li>
-        <li><a href="autoapi/abacusai/eda/index.html#abacusai.eda.Eda.rename">(abacusai.eda.Eda method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.DatabaseConnector.rename">(abacusai.model.DatabaseConnector method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.Model.rename">(abacusai.model.Model method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PredictionCountConditionConfig">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/model_monitor/index.html#abacusai.model_monitor.ModelMonitor.rename">(abacusai.model_monitor.ModelMonitor method)</a>
+        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.PredictionCountConditionConfig">(class in abacusai.api_class.monitor_alert)</a>
 </li>
-        <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.Pipeline.rename">(abacusai.pipeline.Pipeline method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/prediction_dataset/index.html#abacusai.prediction_dataset.PredictionDataset">PredictionDataset (class in abacusai.prediction_dataset)</a>
 </li>
-        <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.PipelineStep.rename">(abacusai.pipeline.PipelineStep method)</a>
+      <li><a href="autoapi/abacusai/prediction_feature_group/index.html#abacusai.prediction_feature_group.PredictionFeatureGroup">PredictionFeatureGroup (class in abacusai.prediction_feature_group)</a>
 </li>
-        <li><a href="autoapi/abacusai/pipeline_step/index.html#abacusai.pipeline_step.PipelineStep.rename">(abacusai.pipeline_step.PipelineStep method)</a>
+      <li><a href="autoapi/abacusai/prediction_input/index.html#abacusai.prediction_input.PredictionInput">PredictionInput (class in abacusai.prediction_input)</a>
 </li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.rename">(abacusai.project.Project method)</a>
+      <li><a href="autoapi/abacusai/prediction_operator/index.html#abacusai.prediction_operator.PredictionOperator">PredictionOperator (class in abacusai.prediction_operator)</a>
 </li>
-        <li><a href="autoapi/abacusai/streaming_connector/index.html#abacusai.streaming_connector.StreamingConnector.rename">(abacusai.streaming_connector.StreamingConnector method)</a>
+      <li><a href="autoapi/abacusai/prediction_operator_version/index.html#abacusai.prediction_operator_version.PredictionOperatorVersion">PredictionOperatorVersion (class in abacusai.prediction_operator_version)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.rename_application_connector">rename_application_connector() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.ForecastingBatchPredictionArgs.predictions_start_date">predictions_start_date (abacusai.api_class.batch_prediction.ForecastingBatchPredictionArgs attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.rename_application_connector">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingBatchPredictionArgs.predictions_start_date">(abacusai.api_class.ForecastingBatchPredictionArgs attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.rename_chat_session">rename_chat_session() (abacusai.ApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.rename_chat_session">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingBatchPredictionArgs.predictions_start_date">(abacusai.ForecastingBatchPredictionArgs attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.rename_database_connector">rename_database_connector() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProblemType.PREDICTIVE_MODELING">PREDICTIVE_MODELING (abacusai.api_class.enums.ProblemType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.rename_database_connector">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProblemType.PREDICTIVE_MODELING">(abacusai.api_class.ProblemType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ProblemType.PREDICTIVE_MODELING">(abacusai.ProblemType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.rename_deployment">rename_deployment() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.PredictiveModelingBatchPredictionArgs">PredictiveModelingBatchPredictionArgs (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.rename_deployment">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PredictiveModelingBatchPredictionArgs">(class in abacusai.api_class)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.PredictiveModelingBatchPredictionArgs">(class in abacusai.api_class.batch_prediction)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.rename_deployment_conversation">rename_deployment_conversation() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.NERModelType.PRETRAINED_BERT">PRETRAINED_BERT (abacusai.api_class.enums.NERModelType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.rename_deployment_conversation">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NERModelType.PRETRAINED_BERT">(abacusai.api_class.NERModelType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.NERModelType.PRETRAINED_BERT">(abacusai.NERModelType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.rename_document_retriever">rename_document_retriever() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.pretrained_model_name">pretrained_model_name (abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.rename_document_retriever">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.pretrained_model_name">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.pretrained_model_name">(abacusai.RegressionTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.rename_eda">rename_eda() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProblemType.PRETRAINED_MODELS">PRETRAINED_MODELS (abacusai.api_class.enums.ProblemType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.rename_eda">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProblemType.PRETRAINED_MODELS">(abacusai.api_class.ProblemType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ProblemType.PRETRAINED_MODELS">(abacusai.ProblemType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.rename_model">rename_model() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.NERModelType.PRETRAINED_MULTILINGUAL">PRETRAINED_MULTILINGUAL (abacusai.api_class.enums.NERModelType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.rename_model">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NERModelType.PRETRAINED_MULTILINGUAL">(abacusai.api_class.NERModelType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.NERModelType.PRETRAINED_MULTILINGUAL">(abacusai.NERModelType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.rename_model_monitor">rename_model_monitor() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.NERModelType.PRETRAINED_ROBERTA_27">PRETRAINED_ROBERTA_27 (abacusai.api_class.enums.NERModelType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.rename_model_monitor">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NERModelType.PRETRAINED_ROBERTA_27">(abacusai.api_class.NERModelType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.NERModelType.PRETRAINED_ROBERTA_27">(abacusai.NERModelType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.rename_pipeline">rename_pipeline() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.NERModelType.PRETRAINED_ROBERTA_43">PRETRAINED_ROBERTA_43 (abacusai.api_class.enums.NERModelType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.rename_pipeline">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NERModelType.PRETRAINED_ROBERTA_43">(abacusai.api_class.NERModelType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.NERModelType.PRETRAINED_ROBERTA_43">(abacusai.NERModelType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.rename_pipeline_step">rename_pipeline_step() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.PretrainedModelsBatchPredictionArgs">PretrainedModelsBatchPredictionArgs (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.rename_pipeline_step">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PretrainedModelsBatchPredictionArgs">(class in abacusai.api_class)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.PretrainedModelsBatchPredictionArgs">(class in abacusai.api_class.batch_prediction)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.rename_project">rename_project() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.preview_feature_group_template_resolution">preview_feature_group_template_resolution() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.rename_project">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.preview_feature_group_template_resolution">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.rename_streaming_connector">rename_streaming_connector() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/feature_group_template/index.html#abacusai.feature_group_template.FeatureGroupTemplate.preview_resolution">preview_resolution() (abacusai.feature_group_template.FeatureGroupTemplate method)</a>
+</li>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.probability_quantiles">probability_quantiles (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.rename_streaming_connector">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.probability_quantiles">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.probability_quantiles">(abacusai.ForecastingTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.render_feature_groups_for_llm">render_feature_groups_for_llm() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.BatchPredictionArgs.problem_type">problem_type (abacusai.api_class.batch_prediction.BatchPredictionArgs attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.render_feature_groups_for_llm">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BatchPredictionArgs.problem_type">(abacusai.api_class.BatchPredictionArgs attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.RequestTimeoutError">RequestTimeoutError</a>
+        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.PredictionArguments.problem_type">(abacusai.api_class.deployment.PredictionArguments attribute)</a>
 </li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Eda.rerun">rerun() (abacusai.client.Eda method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.HoldoutAnalysis.rerun">(abacusai.client.HoldoutAnalysis method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.TrainingConfig.problem_type">(abacusai.api_class.model.TrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelMonitor.rerun">(abacusai.client.ModelMonitor method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PredictionArguments.problem_type">(abacusai.api_class.PredictionArguments attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/eda/index.html#abacusai.eda.Eda.rerun">(abacusai.eda.Eda method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TrainingConfig.problem_type">(abacusai.api_class.TrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/holdout_analysis/index.html#abacusai.holdout_analysis.HoldoutAnalysis.rerun">(abacusai.holdout_analysis.HoldoutAnalysis method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.BatchPredictionArgs.problem_type">(abacusai.BatchPredictionArgs attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/model_monitor/index.html#abacusai.model_monitor.ModelMonitor.rerun">(abacusai.model_monitor.ModelMonitor method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionArguments.problem_type">(abacusai.PredictionArguments attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.rerun_eda">rerun_eda() (abacusai.ApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.rerun_eda">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.TrainingConfig.problem_type">(abacusai.TrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.rerun_holdout_analysis">rerun_holdout_analysis() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ProblemType">ProblemType (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.rerun_holdout_analysis">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProblemType">(class in abacusai.api_class)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProblemType">(class in abacusai.api_class.enums)</a>
+</li>
+        <li><a href="autoapi/abacusai/problem_type/index.html#abacusai.problem_type.ProblemType">(class in abacusai.problem_type)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.rerun_model_monitor">rerun_model_monitor() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.StreamingHandler.process_streaming_data">process_streaming_data() (abacusai.api_client_utils.StreamingHandler class method)</a>
+</li>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PersonalizationTrainingMode.PRODUCTION">PRODUCTION (abacusai.api_class.enums.PersonalizationTrainingMode attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.rerun_model_monitor">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingMode.PRODUCTION">(abacusai.api_class.PersonalizationTrainingMode attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingMode.PRODUCTION">(abacusai.PersonalizationTrainingMode attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionAugmentationStrategy.RESAMPLE">RESAMPLE (abacusai.api_class.enums.RegressionAugmentationStrategy attribute)</a>
+      <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project">Project (class in abacusai.project)</a>
+</li>
+      <li><a href="autoapi/abacusai/project_config/index.html#abacusai.project_config.ProjectConfig">ProjectConfig (class in abacusai.project_config)</a>
+</li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ProjectConfigType">ProjectConfigType (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionAugmentationStrategy.RESAMPLE">(abacusai.api_class.RegressionAugmentationStrategy attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProjectConfigType">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionAugmentationStrategy.RESAMPLE">(abacusai.RegressionAugmentationStrategy attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProjectConfigType">(class in abacusai.api_class.enums)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PipelineVersion.reset">reset() (abacusai.client.PipelineVersion method)</a>
+      <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.ProjectFeatureGroup">ProjectFeatureGroup (class in abacusai.project_feature_group)</a>
+</li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ProjectFeatureGroupConfig">ProjectFeatureGroupConfig (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.PipelineVersion.reset">(abacusai.pipeline.PipelineVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProjectFeatureGroupConfig">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/pipeline_version/index.html#abacusai.pipeline_version.PipelineVersion.reset">(abacusai.pipeline_version.PipelineVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.ProjectFeatureGroupConfig">(class in abacusai.api_class.project)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.reset_feature_group_row_process_by_key">reset_feature_group_row_process_by_key() (abacusai.ApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.reset_feature_group_row_process_by_key">(abacusai.client.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/project_feature_group_schema/index.html#abacusai.project_feature_group_schema.ProjectFeatureGroupSchema">ProjectFeatureGroupSchema (class in abacusai.project_feature_group_schema)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Deployment.reset_feature_group_row_process_by_key">(abacusai.client.Deployment method)</a>
-</li>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.reset_feature_group_row_process_by_key">(abacusai.deployment.Deployment method)</a>
+      <li><a href="autoapi/abacusai/project_feature_group_schema_version/index.html#abacusai.project_feature_group_schema_version.ProjectFeatureGroupSchemaVersion">ProjectFeatureGroupSchemaVersion (class in abacusai.project_feature_group_schema_version)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.reset_pipeline_version">reset_pipeline_version() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ProjectFeatureGroupTypeMappingsConfig">ProjectFeatureGroupTypeMappingsConfig (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.reset_pipeline_version">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProjectFeatureGroupTypeMappingsConfig">(class in abacusai.api_class)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ResolvedFeatureGroupTemplate">ResolvedFeatureGroupTemplate (class in abacusai.client)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/resolved_feature_group_template/index.html#abacusai.resolved_feature_group_template.ResolvedFeatureGroupTemplate">(class in abacusai.resolved_feature_group_template)</a>
+        <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.ProjectFeatureGroupTypeMappingsConfig">(class in abacusai.api_class.project)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMTrainingConfig.response_instructions">response_instructions (abacusai.api_class.ChatLLMTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/project_validation/index.html#abacusai.project_validation.ProjectValidation">ProjectValidation (class in abacusai.project_validation)</a>
+</li>
+      <li><a href="autoapi/abacusai/api_class/ai_chat/index.html#abacusai.api_class.ai_chat.HotkeyPrompt.prompt">prompt (abacusai.api_class.ai_chat.HotkeyPrompt attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ChatLLMTrainingConfig.response_instructions">(abacusai.api_class.model.ChatLLMTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.HotkeyPrompt.prompt">(abacusai.api_class.HotkeyPrompt attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMTrainingConfig.response_instructions">(abacusai.ChatLLMTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.HotkeyPrompt.prompt">(abacusai.HotkeyPrompt attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DocumentRetriever.restart">restart() (abacusai.client.DocumentRetriever method)</a>
+      <li><a href="autoapi/abacusai/api_class/document_retriever/index.html#abacusai.api_class.document_retriever.VectorStoreConfig.prune_vectors">prune_vectors (abacusai.api_class.document_retriever.VectorStoreConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/document_retriever/index.html#abacusai.document_retriever.DocumentRetriever.restart">(abacusai.document_retriever.DocumentRetriever method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.VectorStoreConfig.prune_vectors">(abacusai.api_class.VectorStoreConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.VectorStoreConfig.prune_vectors">(abacusai.VectorStoreConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.restart_document_retriever">restart_document_retriever() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FeatureDriftType.PSI">PSI (abacusai.api_class.enums.FeatureDriftType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.restart_document_retriever">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FeatureDriftType.PSI">(abacusai.api_class.FeatureDriftType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.FeatureDriftType.PSI">(abacusai.FeatureDriftType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.MonitorFilteringConfig.restrict_feature_mappings">restrict_feature_mappings (abacusai.api_class.monitor.MonitorFilteringConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ConfluenceDatasetConfig.pull_attachments">pull_attachments (abacusai.api_class.ConfluenceDatasetConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MonitorFilteringConfig.restrict_feature_mappings">(abacusai.api_class.MonitorFilteringConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.ConfluenceDatasetConfig.pull_attachments">(abacusai.api_class.dataset_application_connector.ConfluenceDatasetConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.MonitorFilteringConfig.restrict_feature_mappings">(abacusai.MonitorFilteringConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ConfluenceDatasetConfig.pull_attachments">(abacusai.ConfluenceDatasetConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.RestrictFeatureMappings.restricted_feature_values">restricted_feature_values (abacusai.api_class.monitor.RestrictFeatureMappings attribute)</a>
+      <li><a href="autoapi/abacusai/python_function/index.html#abacusai.python_function.PythonFunction">PythonFunction (class in abacusai.python_function)</a>
+</li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionArgument">PythonFunctionArgument (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RestrictFeatureMappings.restricted_feature_values">(abacusai.api_class.RestrictFeatureMappings attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionArgument">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RestrictFeatureMappings.restricted_feature_values">(abacusai.RestrictFeatureMappings attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/python_functions/index.html#abacusai.api_class.python_functions.PythonFunctionArgument">(class in abacusai.api_class.python_functions)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.RestrictFeatureMappings">RestrictFeatureMappings (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionArgumentType">PythonFunctionArgumentType (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RestrictFeatureMappings">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionArgumentType">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.RestrictFeatureMappings">(class in abacusai.api_class.monitor)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionArgumentType">(class in abacusai.api_class.enums)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.RefreshPolicy.resume">resume() (abacusai.client.RefreshPolicy method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionOutputArgumentType">PythonFunctionOutputArgumentType (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/refresh_pipeline_run/index.html#abacusai.refresh_pipeline_run.RefreshPolicy.resume">(abacusai.refresh_pipeline_run.RefreshPolicy method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionOutputArgumentType">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/refresh_policy/index.html#abacusai.refresh_policy.RefreshPolicy.resume">(abacusai.refresh_policy.RefreshPolicy method)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionOutputArgumentType">(class in abacusai.api_class.enums)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.resume_pipeline_refresh_schedule">resume_pipeline_refresh_schedule() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionType">PythonFunctionType (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.resume_pipeline_refresh_schedule">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionType">(class in abacusai.api_class)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionType">(class in abacusai.api_class.enums)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.resume_refresh_policy">resume_refresh_policy() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/python_plot_function/index.html#abacusai.python_plot_function.PythonPlotFunction">PythonPlotFunction (class in abacusai.python_plot_function)</a>
+</li>
+  </ul></td>
+</tr></table>
+
+<h2 id="Q">Q</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingQuanitlesExtensionMethod.QUADRATIC">QUADRATIC (abacusai.api_class.enums.ForecastingQuanitlesExtensionMethod attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.resume_refresh_policy">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingQuanitlesExtensionMethod.QUADRATIC">(abacusai.api_class.ForecastingQuanitlesExtensionMethod attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingQuanitlesExtensionMethod.QUADRATIC">(abacusai.ForecastingQuanitlesExtensionMethod attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Pipeline.resume_refresh_schedule">resume_refresh_schedule() (abacusai.client.Pipeline method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionTargetTransform.QUANTILE">QUANTILE (abacusai.api_class.enums.RegressionTargetTransform attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.Pipeline.resume_refresh_schedule">(abacusai.pipeline.Pipeline method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTargetTransform.QUANTILE">(abacusai.api_class.RegressionTargetTransform attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTargetTransform.QUANTILE">(abacusai.RegressionTargetTransform attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Model.retrain">retrain() (abacusai.client.Model method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.quantiles_extension_method">quantiles_extension_method (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.Model.retrain">(abacusai.model.Model method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.quantiles_extension_method">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.quantiles_extension_method">(abacusai.ForecastingTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.retrain_model">retrain_model() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingFrequency.QUARTER_END">QUARTER_END (abacusai.api_class.enums.ForecastingFrequency attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.retrain_model">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingFrequency.QUARTER_END">(abacusai.api_class.ForecastingFrequency attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingFrequency.QUARTER_END">(abacusai.ForecastingFrequency attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMTrainingConfig.retrieval_columns">retrieval_columns (abacusai.api_class.ChatLLMTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingFrequency.QUARTER_START">QUARTER_START (abacusai.api_class.enums.ForecastingFrequency attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ChatLLMTrainingConfig.retrieval_columns">(abacusai.api_class.model.ChatLLMTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingFrequency.QUARTER_START">(abacusai.api_class.ForecastingFrequency attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMTrainingConfig.retrieval_columns">(abacusai.ChatLLMTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingFrequency.QUARTER_START">(abacusai.ForecastingFrequency attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.return_fractional_forecasts">return_fractional_forecasts (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="autoapi/abacusai/database_connector/index.html#abacusai.database_connector.DatabaseConnector.query">query() (abacusai.database_connector.DatabaseConnector method)</a>
+</li>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.query_column">query_column (abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.return_fractional_forecasts">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.query_column">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.return_fractional_forecasts">(abacusai.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.query_column">(abacusai.PersonalizationTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProjectConfigType.REVIEW_MODE">REVIEW_MODE (abacusai.api_class.enums.ProjectConfigType attribute)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.query_database_connector">query_database_connector() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProjectConfigType.REVIEW_MODE">(abacusai.api_class.ProjectConfigType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ProjectConfigType.REVIEW_MODE">(abacusai.ProjectConfigType attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.query_database_connector">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ReviewModeProjectFeatureGroupConfig">ReviewModeProjectFeatureGroupConfig (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.query_feature_group_code_generator">query_feature_group_code_generator() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ReviewModeProjectFeatureGroupConfig">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.ReviewModeProjectFeatureGroupConfig">(class in abacusai.api_class.project)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.query_feature_group_code_generator">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingObjective.RMSE">RMSE (abacusai.api_class.enums.ForecastingObjective attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMTrainingConfig.query_rewrite_instructions">query_rewrite_instructions (abacusai.api_class.ChatLLMTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionObjective.RMSE">(abacusai.api_class.enums.RegressionObjective attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingObjective.RMSE">(abacusai.api_class.ForecastingObjective attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionObjective.RMSE">(abacusai.api_class.RegressionObjective attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingObjective.RMSE">(abacusai.ForecastingObjective attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ChatLLMTrainingConfig.query_rewrite_instructions">(abacusai.api_class.model.ChatLLMTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionObjective.RMSE">(abacusai.RegressionObjective attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMTrainingConfig.query_rewrite_instructions">(abacusai.ChatLLMTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingLocalScaling.ROBUST">ROBUST (abacusai.api_class.enums.ForecastingLocalScaling attribute)</a>
+  </ul></td>
+</tr></table>
+
+<h2 id="R">R</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionObjective.R_SQUARED_COEFFICIENT_OF_DETERMINATION">R_SQUARED_COEFFICIENT_OF_DETERMINATION (abacusai.api_class.enums.RegressionObjective attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingLocalScaling.ROBUST">(abacusai.api_class.ForecastingLocalScaling attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionObjective.R_SQUARED_COEFFICIENT_OF_DETERMINATION">(abacusai.api_class.RegressionObjective attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingLocalScaling.ROBUST">(abacusai.ForecastingLocalScaling attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionObjective.R_SQUARED_COEFFICIENT_OF_DETERMINATION">(abacusai.RegressionObjective attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingLossFunction.ROOT_MEAN_SQUARE_ERROR">ROOT_MEAN_SQUARE_ERROR (abacusai.api_class.enums.ForecastingLossFunction attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionTypeOfSplit.RANDOM">RANDOM (abacusai.api_class.enums.RegressionTypeOfSplit attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingLossFunction.ROOT_MEAN_SQUARE_ERROR">(abacusai.api_class.ForecastingLossFunction attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTypeOfSplit.RANDOM">(abacusai.api_class.RegressionTypeOfSplit attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingLossFunction.ROOT_MEAN_SQUARE_ERROR">(abacusai.ForecastingLossFunction attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTypeOfSplit.RANDOM">(abacusai.RegressionTypeOfSplit attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionTypeOfSplit.ROW_INDICATOR_BASED">ROW_INDICATOR_BASED (abacusai.api_class.enums.RegressionTypeOfSplit attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DataIntegrityViolationType.RANGE_VIOLATIONS">RANGE_VIOLATIONS (abacusai.api_class.DataIntegrityViolationType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTypeOfSplit.ROW_INDICATOR_BASED">(abacusai.api_class.RegressionTypeOfSplit attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.DataIntegrityViolationType.RANGE_VIOLATIONS">(abacusai.api_class.enums.DataIntegrityViolationType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTypeOfSplit.ROW_INDICATOR_BASED">(abacusai.RegressionTypeOfSplit attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.DataIntegrityViolationType.RANGE_VIOLATIONS">(abacusai.DataIntegrityViolationType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.MonitorAlert.run">run() (abacusai.client.MonitorAlert method)</a>
+      <li><a href="autoapi/abacusai/range_violation/index.html#abacusai.range_violation.RangeViolation">RangeViolation (class in abacusai.range_violation)</a>
+</li>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ExperimentationMode.RAPID">RAPID (abacusai.api_class.enums.ExperimentationMode attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Pipeline.run">(abacusai.client.Pipeline method)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PartialDependenceAnalysis.RAPID">(abacusai.api_class.enums.PartialDependenceAnalysis attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.RefreshPolicy.run">(abacusai.client.RefreshPolicy method)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionTreeHPOMode.RAPID">(abacusai.api_class.enums.RegressionTreeHPOMode attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/monitor_alert/index.html#abacusai.monitor_alert.MonitorAlert.run">(abacusai.monitor_alert.MonitorAlert method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ExperimentationMode.RAPID">(abacusai.api_class.ExperimentationMode attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.Pipeline.run">(abacusai.pipeline.Pipeline method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PartialDependenceAnalysis.RAPID">(abacusai.api_class.PartialDependenceAnalysis attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/refresh_pipeline_run/index.html#abacusai.refresh_pipeline_run.RefreshPolicy.run">(abacusai.refresh_pipeline_run.RefreshPolicy method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTreeHPOMode.RAPID">(abacusai.api_class.RegressionTreeHPOMode attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/refresh_policy/index.html#abacusai.refresh_policy.RefreshPolicy.run">(abacusai.refresh_policy.RefreshPolicy method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ExperimentationMode.RAPID">(abacusai.ExperimentationMode attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PartialDependenceAnalysis.RAPID">(abacusai.PartialDependenceAnalysis attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTreeHPOMode.RAPID">(abacusai.RegressionTreeHPOMode attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.run_monitor_alert">run_monitor_alert() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FileFormat.RAR">RAR (abacusai.api_class.enums.FileFormat attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.run_monitor_alert">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FileFormat.RAR">(abacusai.api_class.FileFormat attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.FileFormat.RAR">(abacusai.FileFormat attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.run_pipeline">run_pipeline() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.rare_class_augmentation_threshold">rare_class_augmentation_threshold (abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.run_pipeline">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.rare_class_augmentation_threshold">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.rare_class_augmentation_threshold">(abacusai.RegressionTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.run_refresh_policy">run_refresh_policy() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient">ReadOnlyClient (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.run_refresh_policy">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient">(class in abacusai.client)</a>
 </li>
       </ul></li>
-  </ul></td>
-</tr></table>
-
-<h2 id="S">S</h2>
-<table style="width: 100%" class="indextable genindextable"><tr>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.NSamplingConfig.sample_count">sample_count (abacusai.api_class.feature_group.NSamplingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/realtime_monitor/index.html#abacusai.realtime_monitor.RealtimeMonitor">RealtimeMonitor (class in abacusai.realtime_monitor)</a>
+</li>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.rebalance_classes">rebalance_classes (abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NSamplingConfig.sample_count">(abacusai.api_class.NSamplingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.rebalance_classes">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.NSamplingConfig.sample_count">(abacusai.NSamplingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.rebalance_classes">(abacusai.RegressionTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.PercentSamplingConfig.sample_percent">sample_percent (abacusai.api_class.feature_group.PercentSamplingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.NERObjective.RECALL">RECALL (abacusai.api_class.enums.NERObjective attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PercentSamplingConfig.sample_percent">(abacusai.api_class.PercentSamplingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionObjective.RECALL">(abacusai.api_class.enums.RegressionObjective attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PercentSamplingConfig.sample_percent">(abacusai.PercentSamplingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NERObjective.RECALL">(abacusai.api_class.NERObjective attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionObjective.RECALL">(abacusai.api_class.RegressionObjective attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.NERObjective.RECALL">(abacusai.NERObjective attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionObjective.RECALL">(abacusai.RegressionObjective attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.sample_weight">sample_weight (abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.recent_days_for_training">recent_days_for_training (abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.sample_weight">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.recent_days_for_training">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.sample_weight">(abacusai.RegressionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.recent_days_for_training">(abacusai.PersonalizationTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.SamplingConfig.sampling_method">sampling_method (abacusai.api_class.feature_group.SamplingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.recurrent_layers">recurrent_layers (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.SamplingConfig.sampling_method">(abacusai.api_class.SamplingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.SamplingConfig.sampling_method">(abacusai.client.SamplingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.SamplingConfig.sampling_method">(abacusai.feature_group.SamplingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.recurrent_layers">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.SamplingConfig.sampling_method">(abacusai.SamplingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.recurrent_layers">(abacusai.ForecastingTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.sampling_unit_keys">sampling_unit_keys (abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.recurrent_units">recurrent_units (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.sampling_unit_keys">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.recurrent_units">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.sampling_unit_keys">(abacusai.RegressionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.recurrent_units">(abacusai.ForecastingTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.SamplingConfig">SamplingConfig (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/agent/index.html#abacusai.agent.Agent.refresh">refresh() (abacusai.agent.Agent method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.SamplingConfig">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/agent_version/index.html#abacusai.agent_version.AgentVersion.refresh">(abacusai.agent_version.AgentVersion method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.SamplingConfig">(class in abacusai.api_class.feature_group)</a>
+        <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPrediction.refresh">(abacusai.batch_prediction.BatchPrediction method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.SamplingConfig">(class in abacusai.client)</a>
+        <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.BatchPredictionVersion.refresh">(abacusai.batch_prediction_version.BatchPredictionVersion method)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.SamplingConfig">(class in abacusai.feature_group)</a>
+        <li><a href="autoapi/abacusai/custom_metric_version/index.html#abacusai.custom_metric_version.CustomMetricVersion.refresh">(abacusai.custom_metric_version.CustomMetricVersion method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.SamplingMethodType">SamplingMethodType (class in abacusai)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.SamplingMethodType">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.Dataset.refresh">(abacusai.dataset.Dataset method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.SamplingMethodType">(class in abacusai.api_class.enums)</a>
+        <li><a href="autoapi/abacusai/dataset_version/index.html#abacusai.dataset_version.DatasetVersion.refresh">(abacusai.dataset_version.DatasetVersion method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.NamedEntityExtractionTrainingConfig.save_predicted_pdf">save_predicted_pdf (abacusai.api_class.model.NamedEntityExtractionTrainingConfig attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NamedEntityExtractionTrainingConfig.save_predicted_pdf">(abacusai.api_class.NamedEntityExtractionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.refresh">(abacusai.deployment.Deployment method)</a>
+</li>
+        <li><a href="autoapi/abacusai/document_retriever/index.html#abacusai.document_retriever.DocumentRetriever.refresh">(abacusai.document_retriever.DocumentRetriever method)</a>
+</li>
+        <li><a href="autoapi/abacusai/document_retriever_version/index.html#abacusai.document_retriever_version.DocumentRetrieverVersion.refresh">(abacusai.document_retriever_version.DocumentRetrieverVersion method)</a>
+</li>
+        <li><a href="autoapi/abacusai/eda/index.html#abacusai.eda.Eda.refresh">(abacusai.eda.Eda method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.NamedEntityExtractionTrainingConfig.save_predicted_pdf">(abacusai.NamedEntityExtractionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/eda_version/index.html#abacusai.eda_version.EdaVersion.refresh">(abacusai.eda_version.EdaVersion method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/dataset/index.html#abacusai.api_class.dataset.OcrMode.SCANNED">SCANNED (abacusai.api_class.dataset.OcrMode attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.OcrMode.SCANNED">(abacusai.api_class.enums.OcrMode attribute)</a>
+        <li><a href="autoapi/abacusai/execute_feature_group_operation/index.html#abacusai.execute_feature_group_operation.ExecuteFeatureGroupOperation.refresh">(abacusai.execute_feature_group_operation.ExecuteFeatureGroupOperation method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.OcrMode.SCANNED">(abacusai.api_class.OcrMode attribute)</a>, <a href="autoapi/abacusai/api_class/index.html#id104">[1]</a>
+        <li><a href="autoapi/abacusai/external_application/index.html#abacusai.external_application.ExternalApplication.refresh">(abacusai.external_application.ExternalApplication method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.OcrMode.SCANNED">(abacusai.OcrMode attribute)</a>
+        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.refresh">(abacusai.feature_group.FeatureGroup method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Schema">Schema (class in abacusai.client)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/model_version_feature_group_schema/index.html#abacusai.model_version_feature_group_schema.Schema">(class in abacusai.model_version_feature_group_schema)</a>
+        <li><a href="autoapi/abacusai/feature_group_export/index.html#abacusai.feature_group_export.FeatureGroupExport.refresh">(abacusai.feature_group_export.FeatureGroupExport method)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group_schema/index.html#abacusai.project_feature_group_schema.Schema">(class in abacusai.project_feature_group_schema)</a>
+        <li><a href="autoapi/abacusai/feature_group_template/index.html#abacusai.feature_group_template.FeatureGroupTemplate.refresh">(abacusai.feature_group_template.FeatureGroupTemplate method)</a>
 </li>
-        <li><a href="autoapi/abacusai/schema/index.html#abacusai.schema.Schema">(class in abacusai.schema)</a>
+        <li><a href="autoapi/abacusai/feature_group_version/index.html#abacusai.feature_group_version.FeatureGroupVersion.refresh">(abacusai.feature_group_version.FeatureGroupVersion method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.PersonalizationBatchPredictionArgs.score_field">score_field (abacusai.api_class.batch_prediction.PersonalizationBatchPredictionArgs attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationBatchPredictionArgs.score_field">(abacusai.api_class.PersonalizationBatchPredictionArgs attribute)</a>
+        <li><a href="autoapi/abacusai/graph_dashboard/index.html#abacusai.graph_dashboard.GraphDashboard.refresh">(abacusai.graph_dashboard.GraphDashboard method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationBatchPredictionArgs.score_field">(abacusai.PersonalizationBatchPredictionArgs attribute)</a>
+        <li><a href="autoapi/abacusai/holdout_analysis/index.html#abacusai.holdout_analysis.HoldoutAnalysis.refresh">(abacusai.holdout_analysis.HoldoutAnalysis method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.score_image">score_image() (abacusai.ApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.score_image">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/holdout_analysis_version/index.html#abacusai.holdout_analysis_version.HoldoutAnalysisVersion.refresh">(abacusai.holdout_analysis_version.HoldoutAnalysisVersion method)</a>
 </li>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.score_image">(abacusai.prediction_client.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.Model.refresh">(abacusai.model.Model method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.score_image">(abacusai.PredictionClient method)</a>
+        <li><a href="autoapi/abacusai/model_artifacts_export/index.html#abacusai.model_artifacts_export.ModelArtifactsExport.refresh">(abacusai.model_artifacts_export.ModelArtifactsExport method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/document_retriever/index.html#abacusai.api_class.document_retriever.VectorStoreConfig.score_multiplier_column">score_multiplier_column (abacusai.api_class.document_retriever.VectorStoreConfig attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.VectorStoreConfig.score_multiplier_column">(abacusai.api_class.VectorStoreConfig attribute)</a>
+        <li><a href="autoapi/abacusai/model_monitor/index.html#abacusai.model_monitor.ModelMonitor.refresh">(abacusai.model_monitor.ModelMonitor method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.VectorStoreConfig.score_multiplier_column">(abacusai.client.VectorStoreConfig attribute)</a>
+        <li><a href="autoapi/abacusai/model_monitor_version/index.html#abacusai.model_monitor_version.ModelMonitorVersion.refresh">(abacusai.model_monitor_version.ModelMonitorVersion method)</a>
 </li>
-        <li><a href="autoapi/abacusai/document_retriever/index.html#abacusai.document_retriever.VectorStoreConfig.score_multiplier_column">(abacusai.document_retriever.VectorStoreConfig attribute)</a>
+        <li><a href="autoapi/abacusai/model_version/index.html#abacusai.model_version.ModelVersion.refresh">(abacusai.model_version.ModelVersion method)</a>
 </li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.VectorStoreConfig.score_multiplier_column">(abacusai.project.VectorStoreConfig attribute)</a>
+        <li><a href="autoapi/abacusai/monitor_alert/index.html#abacusai.monitor_alert.MonitorAlert.refresh">(abacusai.monitor_alert.MonitorAlert method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.VectorStoreConfig.score_multiplier_column">(abacusai.VectorStoreConfig attribute)</a>
+        <li><a href="autoapi/abacusai/monitor_alert_version/index.html#abacusai.monitor_alert_version.MonitorAlertVersion.refresh">(abacusai.monitor_alert_version.MonitorAlertVersion method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.NaturalLanguageSearchTrainingConfig.search_chunk_size">search_chunk_size (abacusai.api_class.model.NaturalLanguageSearchTrainingConfig attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NaturalLanguageSearchTrainingConfig.search_chunk_size">(abacusai.api_class.NaturalLanguageSearchTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/organization_group/index.html#abacusai.organization_group.OrganizationGroup.refresh">(abacusai.organization_group.OrganizationGroup method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.NaturalLanguageSearchTrainingConfig.search_chunk_size">(abacusai.NaturalLanguageSearchTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.Pipeline.refresh">(abacusai.pipeline.Pipeline method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.search_feature_groups">search_feature_groups() (abacusai.client.ReadOnlyClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.search_feature_groups">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/pipeline_step/index.html#abacusai.pipeline_step.PipelineStep.refresh">(abacusai.pipeline_step.PipelineStep method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMPredictionArguments.search_score_cutoff">search_score_cutoff (abacusai.api_class.ChatLLMPredictionArguments attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMTrainingConfig.search_score_cutoff">(abacusai.api_class.ChatLLMTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/pipeline_step_version/index.html#abacusai.pipeline_step_version.PipelineStepVersion.refresh">(abacusai.pipeline_step_version.PipelineStepVersion method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.ChatLLMPredictionArguments.search_score_cutoff">(abacusai.api_class.deployment.ChatLLMPredictionArguments attribute)</a>
+        <li><a href="autoapi/abacusai/pipeline_version/index.html#abacusai.pipeline_version.PipelineVersion.refresh">(abacusai.pipeline_version.PipelineVersion method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.NaturalLanguageSearchPredictionArguments.search_score_cutoff">(abacusai.api_class.deployment.NaturalLanguageSearchPredictionArguments attribute)</a>
+        <li><a href="autoapi/abacusai/prediction_operator/index.html#abacusai.prediction_operator.PredictionOperator.refresh">(abacusai.prediction_operator.PredictionOperator method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ChatLLMTrainingConfig.search_score_cutoff">(abacusai.api_class.model.ChatLLMTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.refresh">(abacusai.project.Project method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NaturalLanguageSearchPredictionArguments.search_score_cutoff">(abacusai.api_class.NaturalLanguageSearchPredictionArguments attribute)</a>
+        <li><a href="autoapi/abacusai/realtime_monitor/index.html#abacusai.realtime_monitor.RealtimeMonitor.refresh">(abacusai.realtime_monitor.RealtimeMonitor method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMPredictionArguments.search_score_cutoff">(abacusai.ChatLLMPredictionArguments attribute)</a>
+        <li><a href="autoapi/abacusai/refresh_pipeline_run/index.html#abacusai.refresh_pipeline_run.RefreshPipelineRun.refresh">(abacusai.refresh_pipeline_run.RefreshPipelineRun method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMTrainingConfig.search_score_cutoff">(abacusai.ChatLLMTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/refresh_policy/index.html#abacusai.refresh_policy.RefreshPolicy.refresh">(abacusai.refresh_policy.RefreshPolicy method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.NaturalLanguageSearchPredictionArguments.search_score_cutoff">(abacusai.NaturalLanguageSearchPredictionArguments attribute)</a>
+        <li><a href="autoapi/abacusai/upload/index.html#abacusai.upload.Upload.refresh">(abacusai.upload.Upload method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.search_web_for_llm">search_web_for_llm() (abacusai.ApiClient method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.search_web_for_llm">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/webhook/index.html#abacusai.webhook.Webhook.refresh">(abacusai.webhook.Webhook method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.StreamType.SECTION_OUTPUT">SECTION_OUTPUT (abacusai.api_client_utils.StreamType attribute)</a>
+      <li><a href="autoapi/abacusai/refresh_pipeline_run/index.html#abacusai.refresh_pipeline_run.RefreshPipelineRun">RefreshPipelineRun (class in abacusai.refresh_pipeline_run)</a>
+</li>
+      <li><a href="autoapi/abacusai/refresh_policy/index.html#abacusai.refresh_policy.RefreshPolicy">RefreshPolicy (class in abacusai.refresh_policy)</a>
+</li>
+      <li><a href="autoapi/abacusai/refresh_schedule/index.html#abacusai.refresh_schedule.RefreshSchedule">RefreshSchedule (class in abacusai.refresh_schedule)</a>
+</li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.RegressionAugmentationStrategy">RegressionAugmentationStrategy (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.StreamType.SECTION_OUTPUT">(abacusai.client.StreamType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionAugmentationStrategy">(class in abacusai.api_class)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionAugmentationStrategy">(class in abacusai.api_class.enums)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.send_email">send_email() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.RegressionLossFunction">RegressionLossFunction (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.send_email">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionLossFunction">(class in abacusai.api_class)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionLossFunction">(class in abacusai.api_class.enums)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/document_retriever/index.html#abacusai.api_class.document_retriever.VectorStoreTextEncoder.SENTENCE_BERT">SENTENCE_BERT (abacusai.api_class.document_retriever.VectorStoreTextEncoder attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.RegressionObjective">RegressionObjective (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.VectorStoreTextEncoder.SENTENCE_BERT">(abacusai.api_class.enums.VectorStoreTextEncoder attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.VectorStoreTextEncoder.SENTENCE_BERT">(abacusai.api_class.VectorStoreTextEncoder attribute)</a>, <a href="autoapi/abacusai/api_class/index.html#id99">[1]</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionObjective">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.VectorStoreTextEncoder.SENTENCE_BERT">(abacusai.VectorStoreTextEncoder attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionObjective">(class in abacusai.api_class.enums)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProblemType.SENTENCE_BOUNDARY_DETECTION">SENTENCE_BOUNDARY_DETECTION (abacusai.api_class.enums.ProblemType attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.RegressionPredictionArguments">RegressionPredictionArguments (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProblemType.SENTENCE_BOUNDARY_DETECTION">(abacusai.api_class.ProblemType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionPredictionArguments">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ProblemType.SENTENCE_BOUNDARY_DETECTION">(abacusai.ProblemType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.RegressionPredictionArguments">(class in abacusai.api_class.deployment)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.SentenceBoundaryDetectionBatchPredictionArgs">SentenceBoundaryDetectionBatchPredictionArgs (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTargetTransform">RegressionTargetTransform (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.SentenceBoundaryDetectionBatchPredictionArgs">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTargetTransform">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.SentenceBoundaryDetectionBatchPredictionArgs">(class in abacusai.api_class.batch_prediction)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionTargetTransform">(class in abacusai.api_class.enums)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.SentenceBoundaryDetectionTrainingConfig">SentenceBoundaryDetectionTrainingConfig (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTimeSplitMethod">RegressionTimeSplitMethod (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.SentenceBoundaryDetectionTrainingConfig">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTimeSplitMethod">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.SentenceBoundaryDetectionTrainingConfig">(class in abacusai.api_class.model)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionTimeSplitMethod">(class in abacusai.api_class.enums)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProblemType.SENTIMENT_DETECTION">SENTIMENT_DETECTION (abacusai.api_class.enums.ProblemType attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig">RegressionTrainingConfig (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProblemType.SENTIMENT_DETECTION">(abacusai.api_class.ProblemType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ProblemType.SENTIMENT_DETECTION">(abacusai.ProblemType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig">(class in abacusai.api_class.model)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.SentimentDetectionTrainingConfig.sentiment_type">sentiment_type (abacusai.api_class.model.SentimentDetectionTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTreeHPOMode">RegressionTreeHPOMode (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.SentimentDetectionTrainingConfig.sentiment_type">(abacusai.api_class.SentimentDetectionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTreeHPOMode">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.SentimentDetectionTrainingConfig.sentiment_type">(abacusai.SentimentDetectionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionTreeHPOMode">(class in abacusai.api_class.enums)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.SentimentDetectionTrainingConfig">SentimentDetectionTrainingConfig (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTypeOfSplit">RegressionTypeOfSplit (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.SentimentDetectionTrainingConfig">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTypeOfSplit">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.SentimentDetectionTrainingConfig">(class in abacusai.api_class.model)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionTypeOfSplit">(class in abacusai.api_class.enums)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.SentimentType">SentimentType (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.remove_annotation_label">remove_annotation_label() (abacusai.feature_group.FeatureGroup method)</a>
+</li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.remove_app_user_group_from_external_application">remove_app_user_group_from_external_application() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.SentimentType">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.SentimentType">(class in abacusai.api_class.enums)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.remove_app_user_group_from_external_application">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.sequential_training">sequential_training (abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.remove_app_user_group_report_permission">remove_app_user_group_report_permission() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.sequential_training">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.sequential_training">(abacusai.PersonalizationTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.remove_app_user_group_report_permission">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.CustomTrainedModelTrainingConfig.service_port">service_port (abacusai.api_class.CustomTrainedModelTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.remove_concatenation_config">remove_concatenation_config() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.CustomTrainedModelTrainingConfig.service_port">(abacusai.api_class.model.CustomTrainedModelTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.remove_concatenation_config">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.CustomTrainedModelTrainingConfig.service_port">(abacusai.CustomTrainedModelTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.remove_concatenation_config">(abacusai.feature_group.FeatureGroup method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.session_dedupe_mins">session_dedupe_mins (abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.remove_deployment_feature_group_export_output">remove_deployment_feature_group_export_output() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.session_dedupe_mins">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.session_dedupe_mins">(abacusai.PersonalizationTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.remove_deployment_feature_group_export_output">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.session_event_types">session_event_types (abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.remove_feature_group_annotation_label">remove_feature_group_annotation_label() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.session_event_types">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.session_event_types">(abacusai.PersonalizationTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.remove_feature_group_annotation_label">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/global_context/index.html#abacusai.global_context.set">set() (in module abacusai.global_context)</a>
+      <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.remove_feature_group_export_output">remove_feature_group_export_output() (abacusai.deployment.Deployment method)</a>
 </li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_agent_context_chat_history">set_agent_context_chat_history() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.remove_feature_group_from_project">remove_feature_group_from_project() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_agent_context_chat_history">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.remove_feature_group_from_project">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_agent_context_conversation_id">set_agent_context_conversation_id() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.remove_feature_group_tag">remove_feature_group_tag() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_agent_context_conversation_id">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.remove_feature_group_tag">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_agent_context_doc_ids">set_agent_context_doc_ids() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.remove_feature_tag">remove_feature_tag() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_agent_context_doc_ids">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.remove_feature_tag">(abacusai.client.ApiClient method)</a>
+</li>
+        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.remove_feature_tag">(abacusai.feature_group.FeatureGroup method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_agent_context_doc_infos">set_agent_context_doc_infos() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.remove_from_project">remove_from_project() (abacusai.feature_group.FeatureGroup method)</a>
+</li>
+      <li><a href="autoapi/abacusai/api_class/dataset/index.html#abacusai.api_class.dataset.DocumentProcessingConfig.remove_header_footer">remove_header_footer (abacusai.api_class.dataset.DocumentProcessingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_agent_context_doc_infos">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DocumentProcessingConfig.remove_header_footer">(abacusai.api_class.DocumentProcessingConfig attribute)</a>, <a href="autoapi/abacusai/api_class/index.html#id140">[1]</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.DocumentProcessingConfig.remove_header_footer">(abacusai.DocumentProcessingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_agent_context_external_session_id">set_agent_context_external_session_id() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.remove_organization_group_from_feature_group_modifiers">remove_organization_group_from_feature_group_modifiers() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_agent_context_external_session_id">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.remove_organization_group_from_feature_group_modifiers">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_annotation_status_feature">set_annotation_status_feature() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.remove_organization_group_from_modifiers">remove_organization_group_from_modifiers() (abacusai.feature_group.FeatureGroup method)</a>
+</li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.remove_organization_group_permission">remove_organization_group_permission() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_annotation_status_feature">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.remove_organization_group_permission">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.set_annotation_status_feature">(abacusai.client.FeatureGroup method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/organization_group/index.html#abacusai.organization_group.OrganizationGroup.remove_permission">remove_permission() (abacusai.organization_group.OrganizationGroup method)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.set_annotation_status_feature">(abacusai.feature_group.FeatureGroup method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.remove_project_tags">remove_project_tags() (abacusai.ApiClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.remove_project_tags">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.set_annotation_status_feature">(abacusai.organization_search_result.FeatureGroup method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.remove_tag">remove_tag() (abacusai.feature_group.FeatureGroup method)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.set_annotation_status_feature">(abacusai.project_feature_group.FeatureGroup method)</a>
+      <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.remove_tags">remove_tags() (abacusai.project.Project method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Deployment.set_auto">set_auto() (abacusai.client.Deployment method)</a>
+      <li><a href="autoapi/abacusai/organization_group/index.html#abacusai.organization_group.OrganizationGroup.remove_user_from">remove_user_from() (abacusai.organization_group.OrganizationGroup method)</a>
+</li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.remove_user_from_feature_group_modifiers">remove_user_from_feature_group_modifiers() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.set_auto">(abacusai.deployment.Deployment method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.remove_user_from_feature_group_modifiers">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_auto_deployment">set_auto_deployment() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.remove_user_from_modifiers">remove_user_from_modifiers() (abacusai.feature_group.FeatureGroup method)</a>
+</li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.remove_user_from_organization">remove_user_from_organization() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_auto_deployment">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.remove_user_from_organization">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_azure_blob_connection_string">set_azure_blob_connection_string() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.remove_user_from_organization_group">remove_user_from_organization_group() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_azure_blob_connection_string">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.remove_user_from_organization_group">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_batch_prediction_database_connector_output">set_batch_prediction_database_connector_output() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.remove_users_from_app_user_group">remove_users_from_app_user_group() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_batch_prediction_database_connector_output">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.remove_users_from_app_user_group">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_batch_prediction_dataset_remap">set_batch_prediction_dataset_remap() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/dataset/index.html#abacusai.api_class.dataset.DocumentProcessingConfig.remove_watermarks">remove_watermarks (abacusai.api_class.dataset.DocumentProcessingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_batch_prediction_dataset_remap">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DocumentProcessingConfig.remove_watermarks">(abacusai.api_class.DocumentProcessingConfig attribute)</a>, <a href="autoapi/abacusai/api_class/index.html#id141">[1]</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.DocumentProcessingConfig.remove_watermarks">(abacusai.DocumentProcessingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_batch_prediction_feature_group">set_batch_prediction_feature_group() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/application_connector/index.html#abacusai.application_connector.ApplicationConnector.rename">rename() (abacusai.application_connector.ApplicationConnector method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_batch_prediction_feature_group">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/chat_session/index.html#abacusai.chat_session.ChatSession.rename">(abacusai.chat_session.ChatSession method)</a>
+</li>
+        <li><a href="autoapi/abacusai/database_connector/index.html#abacusai.database_connector.DatabaseConnector.rename">(abacusai.database_connector.DatabaseConnector method)</a>
+</li>
+        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.rename">(abacusai.deployment.Deployment method)</a>
+</li>
+        <li><a href="autoapi/abacusai/deployment_conversation/index.html#abacusai.deployment_conversation.DeploymentConversation.rename">(abacusai.deployment_conversation.DeploymentConversation method)</a>
+</li>
+        <li><a href="autoapi/abacusai/document_retriever/index.html#abacusai.document_retriever.DocumentRetriever.rename">(abacusai.document_retriever.DocumentRetriever method)</a>
+</li>
+        <li><a href="autoapi/abacusai/eda/index.html#abacusai.eda.Eda.rename">(abacusai.eda.Eda method)</a>
+</li>
+        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.Model.rename">(abacusai.model.Model method)</a>
+</li>
+        <li><a href="autoapi/abacusai/model_monitor/index.html#abacusai.model_monitor.ModelMonitor.rename">(abacusai.model_monitor.ModelMonitor method)</a>
+</li>
+        <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.Pipeline.rename">(abacusai.pipeline.Pipeline method)</a>
+</li>
+        <li><a href="autoapi/abacusai/pipeline_step/index.html#abacusai.pipeline_step.PipelineStep.rename">(abacusai.pipeline_step.PipelineStep method)</a>
+</li>
+        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.rename">(abacusai.project.Project method)</a>
+</li>
+        <li><a href="autoapi/abacusai/streaming_connector/index.html#abacusai.streaming_connector.StreamingConnector.rename">(abacusai.streaming_connector.StreamingConnector method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_batch_prediction_feature_group_output">set_batch_prediction_feature_group_output() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.rename_application_connector">rename_application_connector() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_batch_prediction_feature_group_output">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.rename_application_connector">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_batch_prediction_file_connector_output">set_batch_prediction_file_connector_output() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.rename_chat_session">rename_chat_session() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_batch_prediction_file_connector_output">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.rename_chat_session">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_batch_prediction_output_to_console">set_batch_prediction_output_to_console() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.rename_database_connector">rename_database_connector() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_batch_prediction_output_to_console">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.rename_database_connector">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_cache_scope">set_cache_scope() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.rename_deployment">rename_deployment() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_cache_scope">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.rename_deployment">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Dataset.set_column_data_type">set_column_data_type() (abacusai.client.Dataset method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.rename_deployment_conversation">rename_deployment_conversation() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.Dataset.set_column_data_type">(abacusai.dataset.Dataset method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.rename_deployment_conversation">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Dataset.set_database_connector_config">set_database_connector_config() (abacusai.client.Dataset method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.rename_document_retriever">rename_document_retriever() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.Dataset.set_database_connector_config">(abacusai.dataset.Dataset method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.rename_document_retriever">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPrediction.set_database_connector_output">set_database_connector_output() (abacusai.batch_prediction.BatchPrediction method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.rename_eda">rename_eda() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BatchPrediction.set_database_connector_output">(abacusai.client.BatchPrediction method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.rename_eda">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_dataset_column_data_type">set_dataset_column_data_type() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.rename_model">rename_model() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_dataset_column_data_type">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.rename_model">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.set_dataset_database_connector_config">set_dataset_database_connector_config() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.rename_model_monitor">rename_model_monitor() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.set_dataset_database_connector_config">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.rename_model_monitor">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPrediction.set_dataset_remap">set_dataset_remap() (abacusai.batch_prediction.BatchPrediction method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.rename_pipeline">rename_pipeline() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BatchPrediction.set_dataset_remap">(abacusai.client.BatchPrediction method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.rename_pipeline">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.OrganizationGroup.set_default">set_default() (abacusai.client.OrganizationGroup method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.rename_pipeline_step">rename_pipeline_step() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/organization_group/index.html#abacusai.organization_group.OrganizationGroup.set_default">(abacusai.organization_group.OrganizationGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/user/index.html#abacusai.user.OrganizationGroup.set_default">(abacusai.user.OrganizationGroup method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.rename_pipeline_step">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Model.set_default_algorithm">set_default_algorithm() (abacusai.client.Model method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.rename_project">rename_project() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.Model.set_default_algorithm">(abacusai.model.Model method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.rename_project">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_default_model_algorithm">set_default_model_algorithm() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.rename_streaming_connector">rename_streaming_connector() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_default_model_algorithm">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.rename_streaming_connector">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_default_organization_group">set_default_organization_group() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.render_feature_groups_for_llm">render_feature_groups_for_llm() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_default_organization_group">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.render_feature_groups_for_llm">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_default_prediction_arguments">set_default_prediction_arguments() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.RequestTimeoutError">RequestTimeoutError</a>
+</li>
+      <li><a href="autoapi/abacusai/eda/index.html#abacusai.eda.Eda.rerun">rerun() (abacusai.eda.Eda method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_default_prediction_arguments">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Deployment.set_default_prediction_arguments">(abacusai.client.Deployment method)</a>
+        <li><a href="autoapi/abacusai/holdout_analysis/index.html#abacusai.holdout_analysis.HoldoutAnalysis.rerun">(abacusai.holdout_analysis.HoldoutAnalysis method)</a>
 </li>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.set_default_prediction_arguments">(abacusai.deployment.Deployment method)</a>
+        <li><a href="autoapi/abacusai/model_monitor/index.html#abacusai.model_monitor.ModelMonitor.rerun">(abacusai.model_monitor.ModelMonitor method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_deployment_conversation_feedback">set_deployment_conversation_feedback() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.rerun_eda">rerun_eda() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_deployment_conversation_feedback">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.rerun_eda">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_deployment_feature_group_export_database_connector_output">set_deployment_feature_group_export_database_connector_output() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.rerun_holdout_analysis">rerun_holdout_analysis() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_deployment_feature_group_export_database_connector_output">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.rerun_holdout_analysis">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_deployment_feature_group_export_file_connector_output">set_deployment_feature_group_export_file_connector_output() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.rerun_model_monitor">rerun_model_monitor() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_deployment_feature_group_export_file_connector_output">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.rerun_model_monitor">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_deployment_feature_group_version">set_deployment_feature_group_version() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionAugmentationStrategy.RESAMPLE">RESAMPLE (abacusai.api_class.enums.RegressionAugmentationStrategy attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_deployment_feature_group_version">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionAugmentationStrategy.RESAMPLE">(abacusai.api_class.RegressionAugmentationStrategy attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionAugmentationStrategy.RESAMPLE">(abacusai.RegressionAugmentationStrategy attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_deployment_model_version">set_deployment_model_version() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/pipeline_version/index.html#abacusai.pipeline_version.PipelineVersion.reset">reset() (abacusai.pipeline_version.PipelineVersion method)</a>
+</li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.reset_feature_group_row_process_by_key">reset_feature_group_row_process_by_key() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_deployment_model_version">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.reset_feature_group_row_process_by_key">(abacusai.client.ApiClient method)</a>
+</li>
+        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.reset_feature_group_row_process_by_key">(abacusai.deployment.Deployment method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_deployment_prediction_operator_version">set_deployment_prediction_operator_version() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.reset_pipeline_version">reset_pipeline_version() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_deployment_prediction_operator_version">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.reset_pipeline_version">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_feature_as_annotatable_feature">set_feature_as_annotatable_feature() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/resolved_feature_group_template/index.html#abacusai.resolved_feature_group_template.ResolvedFeatureGroupTemplate">ResolvedFeatureGroupTemplate (class in abacusai.resolved_feature_group_template)</a>
+</li>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMTrainingConfig.response_instructions">response_instructions (abacusai.api_class.ChatLLMTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_feature_as_annotatable_feature">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.set_feature_as_annotatable_feature">(abacusai.client.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.set_feature_as_annotatable_feature">(abacusai.feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.set_feature_as_annotatable_feature">(abacusai.organization_search_result.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ChatLLMTrainingConfig.response_instructions">(abacusai.api_class.model.ChatLLMTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.set_feature_as_annotatable_feature">(abacusai.project_feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMTrainingConfig.response_instructions">(abacusai.ChatLLMTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPrediction.set_feature_group">set_feature_group() (abacusai.batch_prediction.BatchPrediction method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BatchPrediction.set_feature_group">(abacusai.client.BatchPrediction method)</a>
+      <li><a href="autoapi/abacusai/document_retriever/index.html#abacusai.document_retriever.DocumentRetriever.restart">restart() (abacusai.document_retriever.DocumentRetriever method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Deployment.set_feature_group_export_database_connector_output">set_feature_group_export_database_connector_output() (abacusai.client.Deployment method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.restart_document_retriever">restart_document_retriever() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.set_feature_group_export_database_connector_output">(abacusai.deployment.Deployment method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.restart_document_retriever">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Deployment.set_feature_group_export_file_connector_output">set_feature_group_export_file_connector_output() (abacusai.client.Deployment method)</a>
+      <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.MonitorFilteringConfig.restrict_feature_mappings">restrict_feature_mappings (abacusai.api_class.monitor.MonitorFilteringConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.set_feature_group_export_file_connector_output">(abacusai.deployment.Deployment method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MonitorFilteringConfig.restrict_feature_mappings">(abacusai.api_class.MonitorFilteringConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.MonitorFilteringConfig.restrict_feature_mappings">(abacusai.MonitorFilteringConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_feature_group_indexing_config">set_feature_group_indexing_config() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.RestrictFeatureMappings.restricted_feature_values">restricted_feature_values (abacusai.api_class.monitor.RestrictFeatureMappings attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_feature_group_indexing_config">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RestrictFeatureMappings.restricted_feature_values">(abacusai.api_class.RestrictFeatureMappings attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RestrictFeatureMappings.restricted_feature_values">(abacusai.RestrictFeatureMappings attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_feature_group_merge_config">set_feature_group_merge_config() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.RestrictFeatureMappings">RestrictFeatureMappings (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_feature_group_merge_config">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RestrictFeatureMappings">(class in abacusai.api_class)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.RestrictFeatureMappings">(class in abacusai.api_class.monitor)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_feature_group_modifier_lock">set_feature_group_modifier_lock() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/refresh_policy/index.html#abacusai.refresh_policy.RefreshPolicy.resume">resume() (abacusai.refresh_policy.RefreshPolicy method)</a>
+</li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.resume_pipeline_refresh_schedule">resume_pipeline_refresh_schedule() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_feature_group_modifier_lock">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.resume_pipeline_refresh_schedule">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_feature_group_operator_config">set_feature_group_operator_config() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.resume_refresh_policy">resume_refresh_policy() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_feature_group_operator_config">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.resume_refresh_policy">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPrediction.set_feature_group_output">set_feature_group_output() (abacusai.batch_prediction.BatchPrediction method)</a>
+      <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.Pipeline.resume_refresh_schedule">resume_refresh_schedule() (abacusai.pipeline.Pipeline method)</a>
+</li>
+      <li><a href="autoapi/abacusai/model/index.html#abacusai.model.Model.retrain">retrain() (abacusai.model.Model method)</a>
+</li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.retrain_model">retrain_model() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BatchPrediction.set_feature_group_output">(abacusai.client.BatchPrediction method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.retrain_model">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_feature_group_sampling_config">set_feature_group_sampling_config() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMTrainingConfig.retrieval_columns">retrieval_columns (abacusai.api_class.ChatLLMTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_feature_group_sampling_config">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ChatLLMTrainingConfig.retrieval_columns">(abacusai.api_class.model.ChatLLMTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMTrainingConfig.retrieval_columns">(abacusai.ChatLLMTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_feature_group_schema">set_feature_group_schema() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.return_fractional_forecasts">return_fractional_forecasts (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_feature_group_schema">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.return_fractional_forecasts">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.return_fractional_forecasts">(abacusai.ForecastingTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_feature_group_type">set_feature_group_type() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/dataset/index.html#abacusai.api_class.dataset.DocumentProcessingConfig.return_links">return_links (abacusai.api_class.dataset.DocumentProcessingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_feature_group_type">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DocumentProcessingConfig.return_links">(abacusai.api_class.DocumentProcessingConfig attribute)</a>, <a href="autoapi/abacusai/api_class/index.html#id143">[1]</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.DocumentProcessingConfig.return_links">(abacusai.DocumentProcessingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Deployment.set_feature_group_version">set_feature_group_version() (abacusai.client.Deployment method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProjectConfigType.REVIEW_MODE">REVIEW_MODE (abacusai.api_class.enums.ProjectConfigType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.set_feature_group_version">(abacusai.deployment.Deployment method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProjectConfigType.REVIEW_MODE">(abacusai.api_class.ProjectConfigType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ProjectConfigType.REVIEW_MODE">(abacusai.ProjectConfigType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_feature_mapping">set_feature_mapping() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ReviewModeProjectFeatureGroupConfig">ReviewModeProjectFeatureGroupConfig (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_feature_mapping">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Project.set_feature_mapping">(abacusai.client.Project method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ReviewModeProjectFeatureGroupConfig">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.set_feature_mapping">(abacusai.project.Project method)</a>
+        <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.ReviewModeProjectFeatureGroupConfig">(class in abacusai.api_class.project)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_feature_type">set_feature_type() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingObjective.RMSE">RMSE (abacusai.api_class.enums.ForecastingObjective attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_feature_type">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionObjective.RMSE">(abacusai.api_class.enums.RegressionObjective attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.set_feature_type">(abacusai.client.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingObjective.RMSE">(abacusai.api_class.ForecastingObjective attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.set_feature_type">(abacusai.feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionObjective.RMSE">(abacusai.api_class.RegressionObjective attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.set_feature_type">(abacusai.organization_search_result.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingObjective.RMSE">(abacusai.ForecastingObjective attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.set_feature_type">(abacusai.project_feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionObjective.RMSE">(abacusai.RegressionObjective attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DeploymentConversation.set_feedback">set_feedback() (abacusai.client.DeploymentConversation method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingLocalScaling.ROBUST">ROBUST (abacusai.api_class.enums.ForecastingLocalScaling attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/deployment_conversation/index.html#abacusai.deployment_conversation.DeploymentConversation.set_feedback">(abacusai.deployment_conversation.DeploymentConversation method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingLocalScaling.ROBUST">(abacusai.api_class.ForecastingLocalScaling attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingLocalScaling.ROBUST">(abacusai.ForecastingLocalScaling attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPrediction.set_file_connector_output">set_file_connector_output() (abacusai.batch_prediction.BatchPrediction method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingLossFunction.ROOT_MEAN_SQUARE_ERROR">ROOT_MEAN_SQUARE_ERROR (abacusai.api_class.enums.ForecastingLossFunction attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BatchPrediction.set_file_connector_output">(abacusai.client.BatchPrediction method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingLossFunction.ROOT_MEAN_SQUARE_ERROR">(abacusai.api_class.ForecastingLossFunction attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingLossFunction.ROOT_MEAN_SQUARE_ERROR">(abacusai.ForecastingLossFunction attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.set_indexing_config">set_indexing_config() (abacusai.client.FeatureGroup method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionTypeOfSplit.ROW_INDICATOR_BASED">ROW_INDICATOR_BASED (abacusai.api_class.enums.RegressionTypeOfSplit attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.set_indexing_config">(abacusai.feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.set_indexing_config">(abacusai.organization_search_result.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTypeOfSplit.ROW_INDICATOR_BASED">(abacusai.api_class.RegressionTypeOfSplit attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.set_indexing_config">(abacusai.project_feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTypeOfSplit.ROW_INDICATOR_BASED">(abacusai.RegressionTypeOfSplit attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.set_merge_config">set_merge_config() (abacusai.client.FeatureGroup method)</a>
+      <li><a href="autoapi/abacusai/monitor_alert/index.html#abacusai.monitor_alert.MonitorAlert.run">run() (abacusai.monitor_alert.MonitorAlert method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.set_merge_config">(abacusai.feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.set_merge_config">(abacusai.organization_search_result.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.Pipeline.run">(abacusai.pipeline.Pipeline method)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.set_merge_config">(abacusai.project_feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/refresh_policy/index.html#abacusai.refresh_policy.RefreshPolicy.run">(abacusai.refresh_policy.RefreshPolicy method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_model_objective">set_model_objective() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.run_monitor_alert">run_monitor_alert() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_model_objective">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelVersion.set_model_objective">(abacusai.client.ModelVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.ModelVersion.set_model_objective">(abacusai.model.ModelVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model_version/index.html#abacusai.model_version.ModelVersion.set_model_objective">(abacusai.model_version.ModelVersion method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.run_monitor_alert">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_model_prediction_params">set_model_prediction_params() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.run_pipeline">run_pipeline() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_model_prediction_params">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.run_pipeline">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_model_training_config">set_model_training_config() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.run_refresh_policy">run_refresh_policy() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_model_training_config">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.run_refresh_policy">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
   </ul></td>
+</tr></table>
+
+<h2 id="S">S</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
   <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Deployment.set_model_version">set_model_version() (abacusai.client.Deployment method)</a>
+      <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.NSamplingConfig.sample_count">sample_count (abacusai.api_class.feature_group.NSamplingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.set_model_version">(abacusai.deployment.Deployment method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NSamplingConfig.sample_count">(abacusai.api_class.NSamplingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.NSamplingConfig.sample_count">(abacusai.NSamplingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.set_modifier_lock">set_modifier_lock() (abacusai.client.FeatureGroup method)</a>
+      <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.PercentSamplingConfig.sample_percent">sample_percent (abacusai.api_class.feature_group.PercentSamplingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.set_modifier_lock">(abacusai.feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.set_modifier_lock">(abacusai.organization_search_result.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PercentSamplingConfig.sample_percent">(abacusai.api_class.PercentSamplingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.set_modifier_lock">(abacusai.project_feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PercentSamplingConfig.sample_percent">(abacusai.PercentSamplingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_natural_language_explanation">set_natural_language_explanation() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.sample_weight">sample_weight (abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_natural_language_explanation">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.sample_weight">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.sample_weight">(abacusai.RegressionTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.set_operator_config">set_operator_config() (abacusai.client.FeatureGroup method)</a>
+      <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.SamplingConfig.sampling_method">sampling_method (abacusai.api_class.feature_group.SamplingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.set_operator_config">(abacusai.feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.set_operator_config">(abacusai.organization_search_result.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.SamplingConfig.sampling_method">(abacusai.api_class.SamplingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.set_operator_config">(abacusai.project_feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.SamplingConfig.sampling_method">(abacusai.SamplingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPrediction.set_output_to_console">set_output_to_console() (abacusai.batch_prediction.BatchPrediction method)</a>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.sampling_unit_keys">sampling_unit_keys (abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BatchPrediction.set_output_to_console">(abacusai.client.BatchPrediction method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.sampling_unit_keys">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.sampling_unit_keys">(abacusai.RegressionTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Deployment.set_prediction_operator_version">set_prediction_operator_version() (abacusai.client.Deployment method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.SamplingConfig">SamplingConfig (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.set_prediction_operator_version">(abacusai.deployment.Deployment method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.SamplingConfig">(class in abacusai.api_class)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.SamplingConfig">(class in abacusai.api_class.feature_group)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Model.set_prediction_params">set_prediction_params() (abacusai.client.Model method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.SamplingMethodType">SamplingMethodType (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.Model.set_prediction_params">(abacusai.model.Model method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.SamplingMethodType">(class in abacusai.api_class)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.SamplingMethodType">(class in abacusai.api_class.enums)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.set_project_config">set_project_config() (abacusai.client.FeatureGroup method)</a>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.NamedEntityExtractionTrainingConfig.save_predicted_pdf">save_predicted_pdf (abacusai.api_class.model.NamedEntityExtractionTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.set_project_config">(abacusai.feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.set_project_config">(abacusai.organization_search_result.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NamedEntityExtractionTrainingConfig.save_predicted_pdf">(abacusai.api_class.NamedEntityExtractionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.set_project_config">(abacusai.project_feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.NamedEntityExtractionTrainingConfig.save_predicted_pdf">(abacusai.NamedEntityExtractionTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_project_feature_group_config">set_project_feature_group_config() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.OcrMode.SCANNED">SCANNED (abacusai.api_class.enums.OcrMode attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_project_feature_group_config">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.OcrMode.SCANNED">(abacusai.api_class.OcrMode attribute)</a>, <a href="autoapi/abacusai/api_class/index.html#id112">[1]</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.OcrMode.SCANNED">(abacusai.OcrMode attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.set_sampling_config">set_sampling_config() (abacusai.client.FeatureGroup method)</a>
+      <li><a href="autoapi/abacusai/schema/index.html#abacusai.schema.Schema">Schema (class in abacusai.schema)</a>
+</li>
+      <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.PersonalizationBatchPredictionArgs.score_field">score_field (abacusai.api_class.batch_prediction.PersonalizationBatchPredictionArgs attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.set_sampling_config">(abacusai.feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.set_sampling_config">(abacusai.organization_search_result.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationBatchPredictionArgs.score_field">(abacusai.api_class.PersonalizationBatchPredictionArgs attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.set_sampling_config">(abacusai.project_feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationBatchPredictionArgs.score_field">(abacusai.PersonalizationBatchPredictionArgs attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.set_schema">set_schema() (abacusai.client.FeatureGroup method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.score_image">score_image() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.set_schema">(abacusai.feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.score_image">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.set_schema">(abacusai.organization_search_result.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.PredictionClient.score_image">(abacusai.prediction_client.PredictionClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.set_schema">(abacusai.project_feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionClient.score_image">(abacusai.PredictionClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_scoped_cache_value">set_scoped_cache_value() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/document_retriever/index.html#abacusai.api_class.document_retriever.VectorStoreConfig.score_multiplier_column">score_multiplier_column (abacusai.api_class.document_retriever.VectorStoreConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_scoped_cache_value">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.VectorStoreConfig.score_multiplier_column">(abacusai.api_class.VectorStoreConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.VectorStoreConfig.score_multiplier_column">(abacusai.VectorStoreConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_streaming_retention_policy">set_streaming_retention_policy() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.NaturalLanguageSearchTrainingConfig.search_chunk_size">search_chunk_size (abacusai.api_class.model.NaturalLanguageSearchTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_streaming_retention_policy">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Dataset.set_streaming_retention_policy">(abacusai.client.Dataset method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NaturalLanguageSearchTrainingConfig.search_chunk_size">(abacusai.api_class.NaturalLanguageSearchTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.Dataset.set_streaming_retention_policy">(abacusai.dataset.Dataset method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.NaturalLanguageSearchTrainingConfig.search_chunk_size">(abacusai.NaturalLanguageSearchTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Model.set_training_config">set_training_config() (abacusai.client.Model method)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.search_feature_groups">search_feature_groups() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.Model.set_training_config">(abacusai.model.Model method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.search_feature_groups">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.set_type">set_type() (abacusai.client.FeatureGroup method)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMPredictionArguments.search_score_cutoff">search_score_cutoff (abacusai.api_class.ChatLLMPredictionArguments attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.set_type">(abacusai.feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMTrainingConfig.search_score_cutoff">(abacusai.api_class.ChatLLMTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.ChatLLMPredictionArguments.search_score_cutoff">(abacusai.api_class.deployment.ChatLLMPredictionArguments attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.NaturalLanguageSearchPredictionArguments.search_score_cutoff">(abacusai.api_class.deployment.NaturalLanguageSearchPredictionArguments attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ChatLLMTrainingConfig.search_score_cutoff">(abacusai.api_class.model.ChatLLMTrainingConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NaturalLanguageSearchPredictionArguments.search_score_cutoff">(abacusai.api_class.NaturalLanguageSearchPredictionArguments attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMPredictionArguments.search_score_cutoff">(abacusai.ChatLLMPredictionArguments attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.set_type">(abacusai.organization_search_result.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMTrainingConfig.search_score_cutoff">(abacusai.ChatLLMTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.set_type">(abacusai.project_feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.NaturalLanguageSearchPredictionArguments.search_score_cutoff">(abacusai.NaturalLanguageSearchPredictionArguments attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.MonitorThresholdConfig.severely_drifting_threshold">severely_drifting_threshold (abacusai.api_class.monitor_alert.MonitorThresholdConfig attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.search_web_for_llm">search_web_for_llm() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MonitorThresholdConfig.severely_drifting_threshold">(abacusai.api_class.MonitorThresholdConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.MonitorThresholdConfig.severely_drifting_threshold">(abacusai.MonitorThresholdConfig attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.search_web_for_llm">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApplicationConnectorType.SHAREPOINT">SHAREPOINT (abacusai.api_class.ApplicationConnectorType attribute)</a>
+      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.StreamType.SECTION_OUTPUT">SECTION_OUTPUT (abacusai.api_client_utils.StreamType attribute)</a>
+</li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.send_email">send_email() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ApplicationConnectorType.SHAREPOINT">(abacusai.api_class.enums.ApplicationConnectorType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ApplicationConnectorType.SHAREPOINT">(abacusai.ApplicationConnectorType attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.send_email">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.SharepointDatasetConfig">SharepointDatasetConfig (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.VectorStoreTextEncoder.SENTENCE_BERT">SENTENCE_BERT (abacusai.api_class.enums.VectorStoreTextEncoder attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.SharepointDatasetConfig">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.VectorStoreTextEncoder.SENTENCE_BERT">(abacusai.api_class.VectorStoreTextEncoder attribute)</a>, <a href="autoapi/abacusai/api_class/index.html#id106">[1]</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.SharepointDatasetConfig">(class in abacusai.api_class.dataset_application_connector)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.VectorStoreTextEncoder.SENTENCE_BERT">(abacusai.VectorStoreTextEncoder attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/blob_input/index.html#abacusai.api_class.blob_input.BlobInput.size">size (abacusai.api_class.blob_input.BlobInput attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProblemType.SENTENCE_BOUNDARY_DETECTION">SENTENCE_BOUNDARY_DETECTION (abacusai.api_class.enums.ProblemType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BlobInput.size">(abacusai.api_class.BlobInput attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.BlobInput.size">(abacusai.BlobInput attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProblemType.SENTENCE_BOUNDARY_DETECTION">(abacusai.api_class.ProblemType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BlobInput.size">(abacusai.client.BlobInput attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ProblemType.SENTENCE_BOUNDARY_DETECTION">(abacusai.ProblemType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.CumulativeForecastingTrainingConfig.skip_input_transform">skip_input_transform (abacusai.api_class.CumulativeForecastingTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.SentenceBoundaryDetectionBatchPredictionArgs">SentenceBoundaryDetectionBatchPredictionArgs (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.CumulativeForecastingTrainingConfig.skip_input_transform">(abacusai.api_class.model.CumulativeForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.SentenceBoundaryDetectionBatchPredictionArgs">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.CumulativeForecastingTrainingConfig.skip_input_transform">(abacusai.CumulativeForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.SentenceBoundaryDetectionBatchPredictionArgs">(class in abacusai.api_class.batch_prediction)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.skip_missing">skip_missing (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.SentenceBoundaryDetectionTrainingConfig">SentenceBoundaryDetectionTrainingConfig (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.skip_missing">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.SentenceBoundaryDetectionTrainingConfig">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.skip_missing">(abacusai.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.SentenceBoundaryDetectionTrainingConfig">(class in abacusai.api_class.model)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.skip_pending_pipeline_version_steps">skip_pending_pipeline_version_steps() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProblemType.SENTIMENT_DETECTION">SENTIMENT_DETECTION (abacusai.api_class.enums.ProblemType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.skip_pending_pipeline_version_steps">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProblemType.SENTIMENT_DETECTION">(abacusai.api_class.ProblemType attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ProblemType.SENTIMENT_DETECTION">(abacusai.ProblemType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PipelineVersion.skip_pending_steps">skip_pending_steps() (abacusai.client.PipelineVersion method)</a>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.SentimentDetectionTrainingConfig.sentiment_type">sentiment_type (abacusai.api_class.model.SentimentDetectionTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.PipelineVersion.skip_pending_steps">(abacusai.pipeline.PipelineVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.SentimentDetectionTrainingConfig.sentiment_type">(abacusai.api_class.SentimentDetectionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/pipeline_version/index.html#abacusai.pipeline_version.PipelineVersion.skip_pending_steps">(abacusai.pipeline_version.PipelineVersion method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.SentimentDetectionTrainingConfig.sentiment_type">(abacusai.SentimentDetectionTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.CumulativeForecastingTrainingConfig.skip_target_transform">skip_target_transform (abacusai.api_class.CumulativeForecastingTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.SentimentDetectionTrainingConfig">SentimentDetectionTrainingConfig (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.CumulativeForecastingTrainingConfig.skip_target_transform">(abacusai.api_class.model.CumulativeForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.SentimentDetectionTrainingConfig">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.CumulativeForecastingTrainingConfig.skip_target_transform">(abacusai.CumulativeForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.SentimentDetectionTrainingConfig">(class in abacusai.api_class.model)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.skip_timeseries_weight_scaling">skip_timeseries_weight_scaling (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.SentimentType">SentimentType (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.skip_timeseries_weight_scaling">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.SentimentType">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.skip_timeseries_weight_scaling">(abacusai.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.SentimentType">(class in abacusai.api_class.enums)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApplicationConnectorType.SLACK">SLACK (abacusai.api_class.ApplicationConnectorType attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.sequential_training">sequential_training (abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ApplicationConnectorType.SLACK">(abacusai.api_class.enums.ApplicationConnectorType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.sequential_training">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ApplicationConnectorType.SLACK">(abacusai.ApplicationConnectorType attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.sequential_training">(abacusai.PersonalizationTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingLocalScaling.SLIDING_ZSCORE">SLIDING_ZSCORE (abacusai.api_class.enums.ForecastingLocalScaling attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.CustomTrainedModelTrainingConfig.service_port">service_port (abacusai.api_class.CustomTrainedModelTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingLocalScaling.SLIDING_ZSCORE">(abacusai.api_class.ForecastingLocalScaling attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.CustomTrainedModelTrainingConfig.service_port">(abacusai.api_class.model.CustomTrainedModelTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingLocalScaling.SLIDING_ZSCORE">(abacusai.ForecastingLocalScaling attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.CustomTrainedModelTrainingConfig.service_port">(abacusai.CustomTrainedModelTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.smooth_history">smooth_history (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.session_dedupe_mins">session_dedupe_mins (abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.smooth_history">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.session_dedupe_mins">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.smooth_history">(abacusai.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.session_dedupe_mins">(abacusai.PersonalizationTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionAugmentationStrategy.SMOTE">SMOTE (abacusai.api_class.enums.RegressionAugmentationStrategy attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.session_event_types">session_event_types (abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionAugmentationStrategy.SMOTE">(abacusai.api_class.RegressionAugmentationStrategy attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.session_event_types">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionAugmentationStrategy.SMOTE">(abacusai.RegressionAugmentationStrategy attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.session_event_types">(abacusai.PersonalizationTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/abstract/index.html#abacusai.api_class.abstract.snake_case">snake_case() (in module abacusai.api_class.abstract)</a>
+      <li><a href="autoapi/abacusai/global_context/index.html#abacusai.global_context.set">set() (in module abacusai.global_context)</a>
+</li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_agent_context_chat_history">set_agent_context_chat_history() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.snake_case">(in module abacusai.client)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_agent_context_chat_history">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.snapshot_streaming_data">snapshot_streaming_data() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_agent_context_conversation_id">set_agent_context_conversation_id() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.snapshot_streaming_data">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Dataset.snapshot_streaming_data">(abacusai.client.Dataset method)</a>
-</li>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.Dataset.snapshot_streaming_data">(abacusai.dataset.Dataset method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_agent_context_conversation_id">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.OptimizationTrainingConfig.solve_time_limit">solve_time_limit (abacusai.api_class.model.OptimizationTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_agent_context_doc_ids">set_agent_context_doc_ids() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.OptimizationTrainingConfig.solve_time_limit">(abacusai.api_class.OptimizationTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.OptimizationTrainingConfig.solve_time_limit">(abacusai.OptimizationTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_agent_context_doc_ids">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.OptimizationPredictionArguments.solve_time_limit_seconds">solve_time_limit_seconds (abacusai.api_class.deployment.OptimizationPredictionArguments attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_agent_context_doc_infos">set_agent_context_doc_infos() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.OptimizationPredictionArguments.solve_time_limit_seconds">(abacusai.api_class.OptimizationPredictionArguments attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.OptimizationPredictionArguments.solve_time_limit_seconds">(abacusai.OptimizationPredictionArguments attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_agent_context_doc_infos">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.sort_objective">sort_objective (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_agent_context_external_session_id">set_agent_context_external_session_id() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.sort_objective">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.sort_objective">(abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.sort_objective">(abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.sort_objective">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.sort_objective">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.sort_objective">(abacusai.ForecastingTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.sort_objective">(abacusai.PersonalizationTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.sort_objective">(abacusai.RegressionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_agent_context_external_session_id">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowGraphEdge.source">source (abacusai.api_class.ai_agents.WorkflowGraphEdge attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_annotation_status_feature">set_annotation_status_feature() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowGraphEdge.source">(abacusai.api_class.WorkflowGraphEdge attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_annotation_status_feature">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.WorkflowGraphEdge.source">(abacusai.WorkflowGraphEdge attribute)</a>
+        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.set_annotation_status_feature">(abacusai.feature_group.FeatureGroup method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ConfluenceDatasetConfig.space_key">space_key (abacusai.api_class.ConfluenceDatasetConfig attribute)</a>
+      <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.set_auto">set_auto() (abacusai.deployment.Deployment method)</a>
+</li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_auto_deployment">set_auto_deployment() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.ConfluenceDatasetConfig.space_key">(abacusai.api_class.dataset_application_connector.ConfluenceDatasetConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ConfluenceDatasetConfig.space_key">(abacusai.ConfluenceDatasetConfig attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_auto_deployment">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingObjective.SRMSE">SRMSE (abacusai.api_class.enums.ForecastingObjective attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_azure_blob_connection_string">set_azure_blob_connection_string() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingObjective.SRMSE">(abacusai.api_class.ForecastingObjective attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingObjective.SRMSE">(abacusai.ForecastingObjective attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_azure_blob_connection_string">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.sse_asynchronous_generator">sse_asynchronous_generator() (in module abacusai.client)</a>
-</li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingLossFunction.STABLE_STANDARDIZED_MEAN_ABSOLUTE_PERCENTAGE_ERROR">STABLE_STANDARDIZED_MEAN_ABSOLUTE_PERCENTAGE_ERROR (abacusai.api_class.enums.ForecastingLossFunction attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_batch_prediction_database_connector_output">set_batch_prediction_database_connector_output() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingLossFunction.STABLE_STANDARDIZED_MEAN_ABSOLUTE_PERCENTAGE_ERROR">(abacusai.api_class.ForecastingLossFunction attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingLossFunction.STABLE_STANDARDIZED_MEAN_ABSOLUTE_PERCENTAGE_ERROR">(abacusai.ForecastingLossFunction attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_batch_prediction_database_connector_output">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPrediction.start">start() (abacusai.batch_prediction.BatchPrediction method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_batch_prediction_dataset_remap">set_batch_prediction_dataset_remap() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BatchPrediction.start">(abacusai.client.BatchPrediction method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Deployment.start">(abacusai.client.Deployment method)</a>
-</li>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.start">(abacusai.deployment.Deployment method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_batch_prediction_dataset_remap">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.start_batch_prediction">start_batch_prediction() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_batch_prediction_feature_group">set_batch_prediction_feature_group() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.start_batch_prediction">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_batch_prediction_feature_group">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.ThemeAnalysisBatchPredictionArgs.start_date">start_date (abacusai.api_class.batch_prediction.ThemeAnalysisBatchPredictionArgs attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_batch_prediction_feature_group_output">set_batch_prediction_feature_group_output() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ThemeAnalysisBatchPredictionArgs.start_date">(abacusai.api_class.ThemeAnalysisBatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ThemeAnalysisBatchPredictionArgs.start_date">(abacusai.ThemeAnalysisBatchPredictionArgs attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_batch_prediction_feature_group_output">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.ForecastingBatchPredictionArgs.start_date_offset">start_date_offset (abacusai.api_class.batch_prediction.ForecastingBatchPredictionArgs attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_batch_prediction_file_connector_output">set_batch_prediction_file_connector_output() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingBatchPredictionArgs.start_date_offset">(abacusai.api_class.ForecastingBatchPredictionArgs attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingBatchPredictionArgs.start_date_offset">(abacusai.ForecastingBatchPredictionArgs attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_batch_prediction_file_connector_output">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.start_deployment">start_deployment() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_batch_prediction_output_to_console">set_batch_prediction_output_to_console() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.start_deployment">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_batch_prediction_output_to_console">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingMonitorConfig.start_time">start_time (abacusai.api_class.ForecastingMonitorConfig attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_cache_scope">set_cache_scope() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.ForecastingMonitorConfig.start_time">(abacusai.api_class.monitor.ForecastingMonitorConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.MonitorFilteringConfig.start_time">(abacusai.api_class.monitor.MonitorFilteringConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.RestrictFeatureMappings.start_time">(abacusai.api_class.monitor.RestrictFeatureMappings attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MonitorFilteringConfig.start_time">(abacusai.api_class.MonitorFilteringConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RestrictFeatureMappings.start_time">(abacusai.api_class.RestrictFeatureMappings attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ForecastingMonitorConfig.start_time">(abacusai.client.ForecastingMonitorConfig attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_cache_scope">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingMonitorConfig.start_time">(abacusai.ForecastingMonitorConfig attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.Dataset.set_column_data_type">set_column_data_type() (abacusai.dataset.Dataset method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.MonitorFilteringConfig.start_time">(abacusai.MonitorFilteringConfig attribute)</a>
+      <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.Dataset.set_database_connector_config">set_database_connector_config() (abacusai.dataset.Dataset method)</a>
 </li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.ForecastingMonitorConfig.start_time">(abacusai.project.ForecastingMonitorConfig attribute)</a>
+      <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPrediction.set_database_connector_output">set_database_connector_output() (abacusai.batch_prediction.BatchPrediction method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RestrictFeatureMappings.start_time">(abacusai.RestrictFeatureMappings attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_dataset_column_data_type">set_dataset_column_data_type() (abacusai.ApiClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_dataset_column_data_type">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.GoogleAnalyticsDatasetConfig.start_timestamp">start_timestamp (abacusai.api_class.dataset_application_connector.GoogleAnalyticsDatasetConfig attribute)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.set_dataset_database_connector_config">set_dataset_database_connector_config() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.TimeseriesAnomalyPredictionArguments.start_timestamp">(abacusai.api_class.deployment.TimeseriesAnomalyPredictionArguments attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.GoogleAnalyticsDatasetConfig.start_timestamp">(abacusai.api_class.GoogleAnalyticsDatasetConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.set_dataset_database_connector_config">(abacusai.ReadOnlyClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeseriesAnomalyPredictionArguments.start_timestamp">(abacusai.api_class.TimeseriesAnomalyPredictionArguments attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPrediction.set_dataset_remap">set_dataset_remap() (abacusai.batch_prediction.BatchPrediction method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.GoogleAnalyticsDatasetConfig.start_timestamp">(abacusai.GoogleAnalyticsDatasetConfig attribute)</a>
+      <li><a href="autoapi/abacusai/organization_group/index.html#abacusai.organization_group.OrganizationGroup.set_default">set_default() (abacusai.organization_group.OrganizationGroup method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.TimeseriesAnomalyPredictionArguments.start_timestamp">(abacusai.TimeseriesAnomalyPredictionArguments attribute)</a>
+      <li><a href="autoapi/abacusai/model/index.html#abacusai.model.Model.set_default_algorithm">set_default_algorithm() (abacusai.model.Model method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.StdDevThresholdType.STDDEV">STDDEV (abacusai.api_class.enums.StdDevThresholdType attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_default_model_algorithm">set_default_model_algorithm() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.StdDevThresholdType.STDDEV">(abacusai.api_class.monitor.StdDevThresholdType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.StdDevThresholdType.STDDEV">(abacusai.api_class.StdDevThresholdType attribute)</a>, <a href="autoapi/abacusai/api_class/index.html#id163">[1]</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.StdDevThresholdType.STDDEV">(abacusai.StdDevThresholdType attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_default_model_algorithm">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.StdDevThreshold">StdDevThreshold (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_default_organization_group">set_default_organization_group() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.StdDevThreshold">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.StdDevThreshold">(class in abacusai.api_class.monitor)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_default_organization_group">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.StdDevThresholdType">StdDevThresholdType (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_default_prediction_arguments">set_default_prediction_arguments() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.StdDevThresholdType">(class in abacusai.api_class)</a>, <a href="autoapi/abacusai/api_class/index.html#id160">[1]</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.StdDevThresholdType">(class in abacusai.api_class.enums)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_default_prediction_arguments">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.StdDevThresholdType">(class in abacusai.api_class.monitor)</a>
+        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.set_default_prediction_arguments">(abacusai.deployment.Deployment method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionType.STEP_FUNCTION">STEP_FUNCTION (abacusai.api_class.enums.PythonFunctionType attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_deployment_conversation_feedback">set_deployment_conversation_feedback() (abacusai.ApiClient method)</a>
 
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionType.STEP_FUNCTION">(abacusai.api_class.PythonFunctionType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PythonFunctionType.STEP_FUNCTION">(abacusai.client.PythonFunctionType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionType.STEP_FUNCTION">(abacusai.PythonFunctionType attribute)</a>
+      <ul>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_deployment_conversation_feedback">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Deployment.stop">stop() (abacusai.client.Deployment method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_deployment_feature_group_export_database_connector_output">set_deployment_feature_group_export_database_connector_output() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.stop">(abacusai.deployment.Deployment method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_deployment_feature_group_export_database_connector_output">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.stop_deployment">stop_deployment() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_deployment_feature_group_export_file_connector_output">set_deployment_feature_group_export_file_connector_output() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.stop_deployment">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_deployment_feature_group_export_file_connector_output">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionTypeOfSplit.STRATIFIED_RANDOM_SAMPLING">STRATIFIED_RANDOM_SAMPLING (abacusai.api_class.enums.RegressionTypeOfSplit attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_deployment_feature_group_version">set_deployment_feature_group_version() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTypeOfSplit.STRATIFIED_RANDOM_SAMPLING">(abacusai.api_class.RegressionTypeOfSplit attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTypeOfSplit.STRATIFIED_RANDOM_SAMPLING">(abacusai.RegressionTypeOfSplit attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_deployment_feature_group_version">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.stream_message">stream_message() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_deployment_model_version">set_deployment_model_version() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.stream_message">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_deployment_model_version">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.stream_section_output">stream_section_output() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_deployment_prediction_operator_version">set_deployment_prediction_operator_version() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.stream_section_output">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_deployment_prediction_operator_version">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ConnectorType.STREAMING">STREAMING (abacusai.api_class.ConnectorType attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_feature_as_annotatable_feature">set_feature_as_annotatable_feature() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ConnectorType.STREAMING">(abacusai.api_class.enums.ConnectorType attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_feature_as_annotatable_feature">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ConnectorType.STREAMING">(abacusai.ConnectorType attribute)</a>
+        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.set_feature_as_annotatable_feature">(abacusai.feature_group.FeatureGroup method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/connectors/index.html#abacusai.api_class.connectors.StreamingConnectorDatasetConfig.streaming_connector_type">streaming_connector_type (abacusai.api_class.connectors.StreamingConnectorDatasetConfig attribute)</a>
+      <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPrediction.set_feature_group">set_feature_group() (abacusai.batch_prediction.BatchPrediction method)</a>
 </li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.CustomTrainedModelTrainingConfig.streaming_embeddings">streaming_embeddings (abacusai.api_class.CustomTrainedModelTrainingConfig attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.CustomTrainedModelTrainingConfig.streaming_embeddings">(abacusai.api_class.model.CustomTrainedModelTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.set_feature_group_export_database_connector_output">set_feature_group_export_database_connector_output() (abacusai.deployment.Deployment method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.CustomTrainedModelTrainingConfig.streaming_embeddings">(abacusai.CustomTrainedModelTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.set_feature_group_export_file_connector_output">set_feature_group_export_file_connector_output() (abacusai.deployment.Deployment method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.streaming_evaluate_prompt">streaming_evaluate_prompt() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_feature_group_indexing_config">set_feature_group_indexing_config() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.streaming_evaluate_prompt">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_feature_group_indexing_config">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.StreamingAuthToken">StreamingAuthToken (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_feature_group_merge_config">set_feature_group_merge_config() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/streaming_auth_token/index.html#abacusai.streaming_auth_token.StreamingAuthToken">(class in abacusai.streaming_auth_token)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_feature_group_merge_config">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.StreamingClient">StreamingClient (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_feature_group_modifier_lock">set_feature_group_modifier_lock() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/streaming_client/index.html#abacusai.streaming_client.StreamingClient">(class in abacusai.streaming_client)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_feature_group_modifier_lock">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.StreamingConnector">StreamingConnector (class in abacusai.client)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_feature_group_operator_config">set_feature_group_operator_config() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/streaming_connector/index.html#abacusai.streaming_connector.StreamingConnector">(class in abacusai.streaming_connector)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_feature_group_operator_config">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/connectors/index.html#abacusai.api_class.connectors.StreamingConnectorDatasetConfig">StreamingConnectorDatasetConfig (class in abacusai.api_class.connectors)</a>
+      <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPrediction.set_feature_group_output">set_feature_group_output() (abacusai.batch_prediction.BatchPrediction method)</a>
 </li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.StreamingConnectorType">StreamingConnectorType (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_feature_group_sampling_config">set_feature_group_sampling_config() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.StreamingConnectorType">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.StreamingConnectorType">(class in abacusai.api_class.enums)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_feature_group_sampling_config">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.StreamingHandler">StreamingHandler (class in abacusai.api_client_utils)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_feature_group_schema">set_feature_group_schema() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.StreamingHandler">(class in abacusai.client)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_feature_group_schema">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/streaming_row_count/index.html#abacusai.streaming_row_count.StreamingRowCount">StreamingRowCount (class in abacusai.streaming_row_count)</a>
-</li>
-      <li><a href="autoapi/abacusai/streaming_sample_code/index.html#abacusai.streaming_sample_code.StreamingSampleCode">StreamingSampleCode (class in abacusai.streaming_sample_code)</a>
-</li>
-      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.StreamType">StreamType (class in abacusai.api_client_utils)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_feature_group_type">set_feature_group_type() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.StreamType">(class in abacusai.client)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_feature_group_type">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DataType.STRING">STRING (abacusai.api_class.DataType attribute)</a>
+      <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.set_feature_group_version">set_feature_group_version() (abacusai.deployment.Deployment method)</a>
+</li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_feature_mapping">set_feature_mapping() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.DataType.STRING">(abacusai.api_class.enums.DataType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FieldDescriptorType.STRING">(abacusai.api_class.enums.FieldDescriptorType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionArgumentType.STRING">(abacusai.api_class.enums.PythonFunctionArgumentType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionOutputArgumentType.STRING">(abacusai.api_class.enums.PythonFunctionOutputArgumentType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.WorkflowNodeOutputType.STRING">(abacusai.api_class.enums.WorkflowNodeOutputType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FieldDescriptorType.STRING">(abacusai.api_class.FieldDescriptorType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionArgumentType.STRING">(abacusai.api_class.PythonFunctionArgumentType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionOutputArgumentType.STRING">(abacusai.api_class.PythonFunctionOutputArgumentType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowNodeOutputType.STRING">(abacusai.api_class.WorkflowNodeOutputType attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_feature_mapping">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DataType.STRING">(abacusai.client.DataType attribute)</a>
+        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.set_feature_mapping">(abacusai.project.Project method)</a>
 </li>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.DataType.STRING">(abacusai.dataset.DataType attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_feature_type">set_feature_type() (abacusai.ApiClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_feature_type">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.DataType.STRING">(abacusai.DataType attribute)</a>
+        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.set_feature_type">(abacusai.feature_group.FeatureGroup method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.FieldDescriptorType.STRING">(abacusai.FieldDescriptorType attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/deployment_conversation/index.html#abacusai.deployment_conversation.DeploymentConversation.set_feedback">set_feedback() (abacusai.deployment_conversation.DeploymentConversation method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionArgumentType.STRING">(abacusai.PythonFunctionArgumentType attribute)</a>
+      <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPrediction.set_file_connector_output">set_file_connector_output() (abacusai.batch_prediction.BatchPrediction method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionOutputArgumentType.STRING">(abacusai.PythonFunctionOutputArgumentType attribute)</a>
+      <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.set_indexing_config">set_indexing_config() (abacusai.feature_group.FeatureGroup method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.WorkflowNodeOutputType.STRING">(abacusai.WorkflowNodeOutputType attribute)</a>
+      <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.set_merge_config">set_merge_config() (abacusai.feature_group.FeatureGroup method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DataType.STRUCT">STRUCT (abacusai.api_class.DataType attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_model_objective">set_model_objective() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.DataType.STRUCT">(abacusai.api_class.enums.DataType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DataType.STRUCT">(abacusai.client.DataType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.DataType.STRUCT">(abacusai.dataset.DataType attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_model_objective">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.DataType.STRUCT">(abacusai.DataType attribute)</a>
+        <li><a href="autoapi/abacusai/model_version/index.html#abacusai.model_version.ModelVersion.set_model_objective">(abacusai.model_version.ModelVersion method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.suggest_abacus_apis">suggest_abacus_apis() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_model_prediction_params">set_model_prediction_params() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.suggest_abacus_apis">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_model_prediction_params">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.suggest_feature_group_template_for_feature_group">suggest_feature_group_template_for_feature_group() (abacusai.client.ReadOnlyClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_model_training_config">set_model_training_config() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.suggest_feature_group_template_for_feature_group">(abacusai.ReadOnlyClient method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_model_training_config">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.suggest_template_for">suggest_template_for() (abacusai.client.FeatureGroup method)</a>
+      <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.set_model_version">set_model_version() (abacusai.deployment.Deployment method)</a>
+</li>
+      <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.set_modifier_lock">set_modifier_lock() (abacusai.feature_group.FeatureGroup method)</a>
+</li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_natural_language_explanation">set_natural_language_explanation() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.suggest_template_for">(abacusai.feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_natural_language_explanation">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.suggest_template_for">(abacusai.organization_search_result.FeatureGroup method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.set_operator_config">set_operator_config() (abacusai.feature_group.FeatureGroup method)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.suggest_template_for">(abacusai.project_feature_group.FeatureGroup method)</a>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPrediction.set_output_to_console">set_output_to_console() (abacusai.batch_prediction.BatchPrediction method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.symmetrize_quantiles">symmetrize_quantiles (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.symmetrize_quantiles">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.set_prediction_operator_version">set_prediction_operator_version() (abacusai.deployment.Deployment method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.symmetrize_quantiles">(abacusai.ForecastingTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/model/index.html#abacusai.model.Model.set_prediction_params">set_prediction_params() (abacusai.model.Model method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/python_function_validator/index.html#abacusai.python_function_validator._MonkeyPatch.syspath_prepend">syspath_prepend() (abacusai.python_function_validator._MonkeyPatch method)</a>
+      <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.set_project_config">set_project_config() (abacusai.feature_group.FeatureGroup method)</a>
 </li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMPredictionArguments.system_message">system_message (abacusai.api_class.ChatLLMPredictionArguments attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_project_feature_group_config">set_project_feature_group_config() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.ChatLLMPredictionArguments.system_message">(abacusai.api_class.deployment.ChatLLMPredictionArguments attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.NaturalLanguageSearchPredictionArguments.system_message">(abacusai.api_class.deployment.NaturalLanguageSearchPredictionArguments attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_project_feature_group_config">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NaturalLanguageSearchPredictionArguments.system_message">(abacusai.api_class.NaturalLanguageSearchPredictionArguments attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.set_sampling_config">set_sampling_config() (abacusai.feature_group.FeatureGroup method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMPredictionArguments.system_message">(abacusai.ChatLLMPredictionArguments attribute)</a>
+      <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.set_schema">set_schema() (abacusai.feature_group.FeatureGroup method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.NaturalLanguageSearchPredictionArguments.system_message">(abacusai.NaturalLanguageSearchPredictionArguments attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_scoped_cache_value">set_scoped_cache_value() (abacusai.ApiClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_scoped_cache_value">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-  </ul></td>
-</tr></table>
-
-<h2 id="T">T</h2>
-<table style="width: 100%" class="indextable genindextable"><tr>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FileFormat.TAR">TAR (abacusai.api_class.enums.FileFormat attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.set_streaming_retention_policy">set_streaming_retention_policy() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FileFormat.TAR">(abacusai.api_class.FileFormat attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.FileFormat.TAR">(abacusai.batch_prediction_version.FileFormat attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.set_streaming_retention_policy">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.FileFormat.TAR">(abacusai.FileFormat attribute)</a>
+        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.Dataset.set_streaming_retention_policy">(abacusai.dataset.Dataset method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowGraphEdge.target">target (abacusai.api_class.ai_agents.WorkflowGraphEdge attribute)</a>
+      <li><a href="autoapi/abacusai/model/index.html#abacusai.model.Model.set_training_config">set_training_config() (abacusai.model.Model method)</a>
+</li>
+      <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.set_type">set_type() (abacusai.feature_group.FeatureGroup method)</a>
+</li>
+      <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.MonitorThresholdConfig.severely_drifting_threshold">severely_drifting_threshold (abacusai.api_class.monitor_alert.MonitorThresholdConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowGraphEdge.target">(abacusai.api_class.WorkflowGraphEdge attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MonitorThresholdConfig.severely_drifting_threshold">(abacusai.api_class.MonitorThresholdConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.WorkflowGraphEdge.target">(abacusai.WorkflowGraphEdge attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.MonitorThresholdConfig.severely_drifting_threshold">(abacusai.MonitorThresholdConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.target_action_types">target_action_types (abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApplicationConnectorType.SHAREPOINT">SHAREPOINT (abacusai.api_class.ApplicationConnectorType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.target_action_types">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ApplicationConnectorType.SHAREPOINT">(abacusai.api_class.enums.ApplicationConnectorType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.target_action_types">(abacusai.PersonalizationTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ApplicationConnectorType.SHAREPOINT">(abacusai.ApplicationConnectorType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.target_action_weights">target_action_weights (abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.SharepointDatasetConfig">SharepointDatasetConfig (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.target_action_weights">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.SharepointDatasetConfig">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.target_action_weights">(abacusai.PersonalizationTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.SharepointDatasetConfig">(class in abacusai.api_class.dataset_application_connector)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.MonitorFilteringConfig.target_class">target_class (abacusai.api_class.monitor.MonitorFilteringConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.Blob.size">size (abacusai.api_class.Blob attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MonitorFilteringConfig.target_class">(abacusai.api_class.MonitorFilteringConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/blob_input/index.html#abacusai.api_class.blob_input.Blob.size">(abacusai.api_class.blob_input.Blob attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.MonitorFilteringConfig.target_class">(abacusai.MonitorFilteringConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.Blob.size">(abacusai.Blob attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingMonitorConfig.target_column">target_column (abacusai.api_class.ForecastingMonitorConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.CumulativeForecastingTrainingConfig.skip_input_transform">skip_input_transform (abacusai.api_class.CumulativeForecastingTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.ForecastingMonitorConfig.target_column">(abacusai.api_class.monitor.ForecastingMonitorConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.CumulativeForecastingTrainingConfig.skip_input_transform">(abacusai.api_class.model.CumulativeForecastingTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ForecastingMonitorConfig.target_column">(abacusai.client.ForecastingMonitorConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.CumulativeForecastingTrainingConfig.skip_input_transform">(abacusai.CumulativeForecastingTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingMonitorConfig.target_column">(abacusai.ForecastingMonitorConfig attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.skip_missing">skip_missing (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.skip_missing">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.ForecastingMonitorConfig.target_column">(abacusai.project.ForecastingMonitorConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.skip_missing">(abacusai.ForecastingTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.MonitorAlertType.TARGET_DRIFT">TARGET_DRIFT (abacusai.api_class.enums.MonitorAlertType attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.skip_pending_pipeline_version_steps">skip_pending_pipeline_version_steps() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MonitorAlertType.TARGET_DRIFT">(abacusai.api_class.MonitorAlertType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.MonitorAlertType.TARGET_DRIFT">(abacusai.MonitorAlertType attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.skip_pending_pipeline_version_steps">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.target_encode_categoricals">target_encode_categoricals (abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/pipeline_version/index.html#abacusai.pipeline_version.PipelineVersion.skip_pending_steps">skip_pending_steps() (abacusai.pipeline_version.PipelineVersion method)</a>
+</li>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.CumulativeForecastingTrainingConfig.skip_target_transform">skip_target_transform (abacusai.api_class.CumulativeForecastingTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.target_encode_categoricals">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.CumulativeForecastingTrainingConfig.skip_target_transform">(abacusai.api_class.model.CumulativeForecastingTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.target_encode_categoricals">(abacusai.RegressionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.CumulativeForecastingTrainingConfig.skip_target_transform">(abacusai.CumulativeForecastingTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.target_transform">target_transform (abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.skip_timeseries_weight_scaling">skip_timeseries_weight_scaling (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.target_transform">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.skip_timeseries_weight_scaling">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.target_transform">(abacusai.RegressionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.skip_timeseries_weight_scaling">(abacusai.ForecastingTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.TargetDriftConditionConfig">TargetDriftConditionConfig (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApplicationConnectorType.SLACK">SLACK (abacusai.api_class.ApplicationConnectorType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TargetDriftConditionConfig">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ApplicationConnectorType.SLACK">(abacusai.api_class.enums.ApplicationConnectorType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.TargetDriftConditionConfig">(class in abacusai.api_class.monitor_alert)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ApplicationConnectorType.SLACK">(abacusai.ApplicationConnectorType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApplicationConnectorType.TEAMS">TEAMS (abacusai.api_class.ApplicationConnectorType attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingLocalScaling.SLIDING_ZSCORE">SLIDING_ZSCORE (abacusai.api_class.enums.ForecastingLocalScaling attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ApplicationConnectorType.TEAMS">(abacusai.api_class.enums.ApplicationConnectorType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingLocalScaling.SLIDING_ZSCORE">(abacusai.api_class.ForecastingLocalScaling attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ApplicationConnectorType.TEAMS">(abacusai.ApplicationConnectorType attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingLocalScaling.SLIDING_ZSCORE">(abacusai.ForecastingLocalScaling attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMPredictionArguments.temperature">temperature (abacusai.api_class.ChatLLMPredictionArguments attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.CPUSize.SMALL">SMALL (abacusai.api_class.CPUSize attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMTrainingConfig.temperature">(abacusai.api_class.ChatLLMTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.CPUSize.SMALL">(abacusai.api_class.enums.CPUSize attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.ChatLLMPredictionArguments.temperature">(abacusai.api_class.deployment.ChatLLMPredictionArguments attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.MemorySize.SMALL">(abacusai.api_class.enums.MemorySize attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.NaturalLanguageSearchPredictionArguments.temperature">(abacusai.api_class.deployment.NaturalLanguageSearchPredictionArguments attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MemorySize.SMALL">(abacusai.api_class.MemorySize attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ChatLLMTrainingConfig.temperature">(abacusai.api_class.model.ChatLLMTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.CPUSize.SMALL">(abacusai.CPUSize attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NaturalLanguageSearchPredictionArguments.temperature">(abacusai.api_class.NaturalLanguageSearchPredictionArguments attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.MemorySize.SMALL">(abacusai.MemorySize attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMPredictionArguments.temperature">(abacusai.ChatLLMPredictionArguments attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.smooth_history">smooth_history (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.smooth_history">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMTrainingConfig.temperature">(abacusai.ChatLLMTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.smooth_history">(abacusai.ForecastingTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.NaturalLanguageSearchPredictionArguments.temperature">(abacusai.NaturalLanguageSearchPredictionArguments attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionAugmentationStrategy.SMOTE">SMOTE (abacusai.api_class.enums.RegressionAugmentationStrategy attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionAugmentationStrategy.SMOTE">(abacusai.api_class.RegressionAugmentationStrategy attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionAugmentationStrategy.SMOTE">(abacusai.RegressionAugmentationStrategy attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.test_by_item">test_by_item (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/abstract/index.html#abacusai.api_class.abstract.snake_case">snake_case() (in module abacusai.api_class.abstract)</a>
+</li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.snapshot_streaming_data">snapshot_streaming_data() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.test_by_item">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.snapshot_streaming_data">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.test_by_item">(abacusai.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.Dataset.snapshot_streaming_data">(abacusai.dataset.Dataset method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.test_last_items_length">test_last_items_length (abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.OptimizationTrainingConfig.solve_time_limit">solve_time_limit (abacusai.api_class.model.OptimizationTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.test_last_items_length">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.OptimizationTrainingConfig.solve_time_limit">(abacusai.api_class.OptimizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.test_last_items_length">(abacusai.PersonalizationTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.OptimizationTrainingConfig.solve_time_limit">(abacusai.OptimizationTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.test_on_user_split">test_on_user_split (abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.OptimizationPredictionArguments.solve_time_limit_seconds">solve_time_limit_seconds (abacusai.api_class.deployment.OptimizationPredictionArguments attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.test_on_user_split">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.OptimizationPredictionArguments.solve_time_limit_seconds">(abacusai.api_class.OptimizationPredictionArguments attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.test_on_user_split">(abacusai.PersonalizationTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.OptimizationPredictionArguments.solve_time_limit_seconds">(abacusai.OptimizationPredictionArguments attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.NamedEntityExtractionTrainingConfig.test_row_indicator">test_row_indicator (abacusai.api_class.model.NamedEntityExtractionTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.sort_objective">sort_objective (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.test_row_indicator">(abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.sort_objective">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.test_row_indicator">(abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.sort_objective">(abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NamedEntityExtractionTrainingConfig.test_row_indicator">(abacusai.api_class.NamedEntityExtractionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.sort_objective">(abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.test_row_indicator">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.sort_objective">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.test_row_indicator">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.sort_objective">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.NamedEntityExtractionTrainingConfig.test_row_indicator">(abacusai.NamedEntityExtractionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.sort_objective">(abacusai.ForecastingTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.test_row_indicator">(abacusai.PersonalizationTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.sort_objective">(abacusai.PersonalizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.test_row_indicator">(abacusai.RegressionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.sort_objective">(abacusai.RegressionTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.CumulativeForecastingTrainingConfig.test_split">test_split (abacusai.api_class.CumulativeForecastingTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowGraphEdge.source">source (abacusai.api_class.ai_agents.WorkflowGraphEdge attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DocumentClassificationTrainingConfig.test_split">(abacusai.api_class.DocumentClassificationTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DocumentSummarizationTrainingConfig.test_split">(abacusai.api_class.DocumentSummarizationTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DocumentVisualizationTrainingConfig.test_split">(abacusai.api_class.DocumentVisualizationTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.test_split">(abacusai.api_class.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowGraphEdge.source">(abacusai.api_class.WorkflowGraphEdge attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.CumulativeForecastingTrainingConfig.test_split">(abacusai.api_class.model.CumulativeForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.WorkflowGraphEdge.source">(abacusai.WorkflowGraphEdge attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.DocumentClassificationTrainingConfig.test_split">(abacusai.api_class.model.DocumentClassificationTrainingConfig attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ConfluenceDatasetConfig.space_key">space_key (abacusai.api_class.ConfluenceDatasetConfig attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.ConfluenceDatasetConfig.space_key">(abacusai.api_class.dataset_application_connector.ConfluenceDatasetConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.DocumentSummarizationTrainingConfig.test_split">(abacusai.api_class.model.DocumentSummarizationTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ConfluenceDatasetConfig.space_key">(abacusai.ConfluenceDatasetConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.DocumentVisualizationTrainingConfig.test_split">(abacusai.api_class.model.DocumentVisualizationTrainingConfig attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingObjective.SRMSE">SRMSE (abacusai.api_class.enums.ForecastingObjective attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingObjective.SRMSE">(abacusai.api_class.ForecastingObjective attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.test_split">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingObjective.SRMSE">(abacusai.ForecastingObjective attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.NamedEntityExtractionTrainingConfig.test_split">(abacusai.api_class.model.NamedEntityExtractionTrainingConfig attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.sse_asynchronous_generator">sse_asynchronous_generator() (in module abacusai.client)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.test_split">(abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingLossFunction.STABLE_STANDARDIZED_MEAN_ABSOLUTE_PERCENTAGE_ERROR">STABLE_STANDARDIZED_MEAN_ABSOLUTE_PERCENTAGE_ERROR (abacusai.api_class.enums.ForecastingLossFunction attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingLossFunction.STABLE_STANDARDIZED_MEAN_ABSOLUTE_PERCENTAGE_ERROR">(abacusai.api_class.ForecastingLossFunction attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.test_split">(abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingLossFunction.STABLE_STANDARDIZED_MEAN_ABSOLUTE_PERCENTAGE_ERROR">(abacusai.ForecastingLossFunction attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.SentenceBoundaryDetectionTrainingConfig.test_split">(abacusai.api_class.model.SentenceBoundaryDetectionTrainingConfig attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPrediction.start">start() (abacusai.batch_prediction.BatchPrediction method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.start">(abacusai.deployment.Deployment method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.SentimentDetectionTrainingConfig.test_split">(abacusai.api_class.model.SentimentDetectionTrainingConfig attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.start_batch_prediction">start_batch_prediction() (abacusai.ApiClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.start_batch_prediction">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.TimeseriesAnomalyTrainingConfig.test_split">(abacusai.api_class.model.TimeseriesAnomalyTrainingConfig attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.ThemeAnalysisBatchPredictionArgs.start_date">start_date (abacusai.api_class.batch_prediction.ThemeAnalysisBatchPredictionArgs attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ThemeAnalysisBatchPredictionArgs.start_date">(abacusai.api_class.ThemeAnalysisBatchPredictionArgs attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NamedEntityExtractionTrainingConfig.test_split">(abacusai.api_class.NamedEntityExtractionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ThemeAnalysisBatchPredictionArgs.start_date">(abacusai.ThemeAnalysisBatchPredictionArgs attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.test_split">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.ForecastingBatchPredictionArgs.start_date_offset">start_date_offset (abacusai.api_class.batch_prediction.ForecastingBatchPredictionArgs attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingBatchPredictionArgs.start_date_offset">(abacusai.api_class.ForecastingBatchPredictionArgs attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.test_split">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingBatchPredictionArgs.start_date_offset">(abacusai.ForecastingBatchPredictionArgs attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.SentenceBoundaryDetectionTrainingConfig.test_split">(abacusai.api_class.SentenceBoundaryDetectionTrainingConfig attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.start_deployment">start_deployment() (abacusai.ApiClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.start_deployment">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.SentimentDetectionTrainingConfig.test_split">(abacusai.api_class.SentimentDetectionTrainingConfig attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingMonitorConfig.start_time">start_time (abacusai.api_class.ForecastingMonitorConfig attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.ForecastingMonitorConfig.start_time">(abacusai.api_class.monitor.ForecastingMonitorConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeseriesAnomalyTrainingConfig.test_split">(abacusai.api_class.TimeseriesAnomalyTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.MonitorFilteringConfig.start_time">(abacusai.api_class.monitor.MonitorFilteringConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.CumulativeForecastingTrainingConfig.test_split">(abacusai.CumulativeForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.RestrictFeatureMappings.start_time">(abacusai.api_class.monitor.RestrictFeatureMappings attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.DocumentClassificationTrainingConfig.test_split">(abacusai.DocumentClassificationTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MonitorFilteringConfig.start_time">(abacusai.api_class.MonitorFilteringConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.DocumentSummarizationTrainingConfig.test_split">(abacusai.DocumentSummarizationTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RestrictFeatureMappings.start_time">(abacusai.api_class.RestrictFeatureMappings attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.DocumentVisualizationTrainingConfig.test_split">(abacusai.DocumentVisualizationTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingMonitorConfig.start_time">(abacusai.ForecastingMonitorConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.test_split">(abacusai.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.MonitorFilteringConfig.start_time">(abacusai.MonitorFilteringConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.NamedEntityExtractionTrainingConfig.test_split">(abacusai.NamedEntityExtractionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RestrictFeatureMappings.start_time">(abacusai.RestrictFeatureMappings attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.test_split">(abacusai.PersonalizationTrainingConfig attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/dataset_application_connector/index.html#abacusai.api_class.dataset_application_connector.GoogleAnalyticsDatasetConfig.start_timestamp">start_timestamp (abacusai.api_class.dataset_application_connector.GoogleAnalyticsDatasetConfig attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.TimeseriesAnomalyPredictionArguments.start_timestamp">(abacusai.api_class.deployment.TimeseriesAnomalyPredictionArguments attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.test_split">(abacusai.RegressionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.GoogleAnalyticsDatasetConfig.start_timestamp">(abacusai.api_class.GoogleAnalyticsDatasetConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.SentenceBoundaryDetectionTrainingConfig.test_split">(abacusai.SentenceBoundaryDetectionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeseriesAnomalyPredictionArguments.start_timestamp">(abacusai.api_class.TimeseriesAnomalyPredictionArguments attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.SentimentDetectionTrainingConfig.test_split">(abacusai.SentimentDetectionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.GoogleAnalyticsDatasetConfig.start_timestamp">(abacusai.GoogleAnalyticsDatasetConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.TimeseriesAnomalyTrainingConfig.test_split">(abacusai.TimeseriesAnomalyTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.TimeseriesAnomalyPredictionArguments.start_timestamp">(abacusai.TimeseriesAnomalyPredictionArguments attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.test_split_on_last_k_items">test_split_on_last_k_items (abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.StdDevThresholdType.STDDEV">STDDEV (abacusai.api_class.enums.StdDevThresholdType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.test_split_on_last_k_items">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.StdDevThresholdType.STDDEV">(abacusai.api_class.StdDevThresholdType attribute)</a>, <a href="autoapi/abacusai/api_class/index.html#id180">[1]</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.test_split_on_last_k_items">(abacusai.PersonalizationTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.StdDevThresholdType.STDDEV">(abacusai.StdDevThresholdType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionTimeSplitMethod.TEST_SPLIT_PERCENTAGE_BASED">TEST_SPLIT_PERCENTAGE_BASED (abacusai.api_class.enums.RegressionTimeSplitMethod attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.StdDevThreshold">StdDevThreshold (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTimeSplitMethod.TEST_SPLIT_PERCENTAGE_BASED">(abacusai.api_class.RegressionTimeSplitMethod attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.StdDevThreshold">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTimeSplitMethod.TEST_SPLIT_PERCENTAGE_BASED">(abacusai.RegressionTimeSplitMethod attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.StdDevThreshold">(class in abacusai.api_class.monitor)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.test_splitting_timestamp">test_splitting_timestamp (abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.StdDevThresholdType">StdDevThresholdType (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.test_splitting_timestamp">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.StdDevThresholdType">(class in abacusai.api_class)</a>, <a href="autoapi/abacusai/api_class/index.html#id177">[1]</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.test_splitting_timestamp">(abacusai.RegressionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.StdDevThresholdType">(class in abacusai.api_class.enums)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.test_start">test_start (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionType.STEP_FUNCTION">STEP_FUNCTION (abacusai.api_class.enums.PythonFunctionType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.test_start">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.TimeseriesAnomalyTrainingConfig.test_start">(abacusai.api_class.model.TimeseriesAnomalyTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeseriesAnomalyTrainingConfig.test_start">(abacusai.api_class.TimeseriesAnomalyTrainingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.test_start">(abacusai.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionType.STEP_FUNCTION">(abacusai.api_class.PythonFunctionType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.TimeseriesAnomalyTrainingConfig.test_start">(abacusai.TimeseriesAnomalyTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionType.STEP_FUNCTION">(abacusai.PythonFunctionType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionTimeSplitMethod.TEST_START_TIMESTAMP_BASED">TEST_START_TIMESTAMP_BASED (abacusai.api_class.enums.RegressionTimeSplitMethod attribute)</a>
+      <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.stop">stop() (abacusai.deployment.Deployment method)</a>
+</li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.stop_deployment">stop_deployment() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTimeSplitMethod.TEST_START_TIMESTAMP_BASED">(abacusai.api_class.RegressionTimeSplitMethod attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTimeSplitMethod.TEST_START_TIMESTAMP_BASED">(abacusai.RegressionTimeSplitMethod attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.stop_deployment">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.test_window_length_hours">test_window_length_hours (abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionTypeOfSplit.STRATIFIED_RANDOM_SAMPLING">STRATIFIED_RANDOM_SAMPLING (abacusai.api_class.enums.RegressionTypeOfSplit attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.test_window_length_hours">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTypeOfSplit.STRATIFIED_RANDOM_SAMPLING">(abacusai.api_class.RegressionTypeOfSplit attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.test_window_length_hours">(abacusai.PersonalizationTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTypeOfSplit.STRATIFIED_RANDOM_SAMPLING">(abacusai.RegressionTypeOfSplit attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/test_point_predictions/index.html#abacusai.test_point_predictions.TestPointPredictions">TestPointPredictions (class in abacusai.test_point_predictions)</a>
-</li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.NLPDocumentFormat.TEXT">TEXT (abacusai.api_class.enums.NLPDocumentFormat attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.stream_message">stream_message() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NLPDocumentFormat.TEXT">(abacusai.api_class.NLPDocumentFormat attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.NLPDocumentFormat.TEXT">(abacusai.NLPDocumentFormat attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.stream_message">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/document_retriever/index.html#abacusai.api_class.document_retriever.VectorStoreConfig.text_encoder">text_encoder (abacusai.api_class.document_retriever.VectorStoreConfig attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.stream_section_output">stream_section_output() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.VectorStoreConfig.text_encoder">(abacusai.api_class.VectorStoreConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.VectorStoreConfig.text_encoder">(abacusai.client.VectorStoreConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/document_retriever/index.html#abacusai.document_retriever.VectorStoreConfig.text_encoder">(abacusai.document_retriever.VectorStoreConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.VectorStoreConfig.text_encoder">(abacusai.project.VectorStoreConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.VectorStoreConfig.text_encoder">(abacusai.VectorStoreConfig attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.stream_section_output">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FileFormat.TFRECORD">TFRECORD (abacusai.api_class.enums.FileFormat attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ConnectorType.STREAMING">STREAMING (abacusai.api_class.ConnectorType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FileFormat.TFRECORD">(abacusai.api_class.FileFormat attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.FileFormat.TFRECORD">(abacusai.batch_prediction_version.FileFormat attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ConnectorType.STREAMING">(abacusai.api_class.enums.ConnectorType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.FileFormat.TFRECORD">(abacusai.FileFormat attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ConnectorType.STREAMING">(abacusai.ConnectorType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProblemType.THEME_ANALYSIS">THEME_ANALYSIS (abacusai.api_class.enums.ProblemType attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/connectors/index.html#abacusai.api_class.connectors.StreamingConnectorDatasetConfig.streaming_connector_type">streaming_connector_type (abacusai.api_class.connectors.StreamingConnectorDatasetConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProblemType.THEME_ANALYSIS">(abacusai.api_class.ProblemType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.StreamingConnectorDatasetConfig.streaming_connector_type">(abacusai.api_class.StreamingConnectorDatasetConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ProblemType.THEME_ANALYSIS">(abacusai.ProblemType attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.StreamingConnectorDatasetConfig.streaming_connector_type">(abacusai.StreamingConnectorDatasetConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ThemeAnalysisBatchPredictionArgs">ThemeAnalysisBatchPredictionArgs (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.CustomTrainedModelTrainingConfig.streaming_embeddings">streaming_embeddings (abacusai.api_class.CustomTrainedModelTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ThemeAnalysisBatchPredictionArgs">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.CustomTrainedModelTrainingConfig.streaming_embeddings">(abacusai.api_class.model.CustomTrainedModelTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.ThemeAnalysisBatchPredictionArgs">(class in abacusai.api_class.batch_prediction)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.CustomTrainedModelTrainingConfig.streaming_embeddings">(abacusai.CustomTrainedModelTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ThemeAnalysisTrainingConfig">ThemeAnalysisTrainingConfig (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.streaming_evaluate_prompt">streaming_evaluate_prompt() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ThemeAnalysisTrainingConfig">(class in abacusai.api_class)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ThemeAnalysisTrainingConfig">(class in abacusai.api_class.model)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.streaming_evaluate_prompt">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ExperimentationMode.THOROUGH">THOROUGH (abacusai.api_class.enums.ExperimentationMode attribute)</a>
+      <li><a href="autoapi/abacusai/streaming_auth_token/index.html#abacusai.streaming_auth_token.StreamingAuthToken">StreamingAuthToken (class in abacusai.streaming_auth_token)</a>
+</li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.StreamingClient">StreamingClient (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PartialDependenceAnalysis.THOROUGH">(abacusai.api_class.enums.PartialDependenceAnalysis attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionTreeHPOMode.THOROUGH">(abacusai.api_class.enums.RegressionTreeHPOMode attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ExperimentationMode.THOROUGH">(abacusai.api_class.ExperimentationMode attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PartialDependenceAnalysis.THOROUGH">(abacusai.api_class.PartialDependenceAnalysis attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTreeHPOMode.THOROUGH">(abacusai.api_class.RegressionTreeHPOMode attribute)</a>
+        <li><a href="autoapi/abacusai/streaming_client/index.html#abacusai.streaming_client.StreamingClient">(class in abacusai.streaming_client)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ExperimentationMode.THOROUGH">(abacusai.ExperimentationMode attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/streaming_connector/index.html#abacusai.streaming_connector.StreamingConnector">StreamingConnector (class in abacusai.streaming_connector)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PartialDependenceAnalysis.THOROUGH">(abacusai.PartialDependenceAnalysis attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.StreamingConnectorDatasetConfig">StreamingConnectorDatasetConfig (class in abacusai)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.StreamingConnectorDatasetConfig">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTreeHPOMode.THOROUGH">(abacusai.RegressionTreeHPOMode attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/connectors/index.html#abacusai.api_class.connectors.StreamingConnectorDatasetConfig">(class in abacusai.api_class.connectors)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.AccuracyBelowThresholdConditionConfig.threshold">threshold (abacusai.AccuracyBelowThresholdConditionConfig attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.StreamingConnectorType">StreamingConnectorType (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.AccuracyBelowThresholdConditionConfig.threshold">(abacusai.api_class.AccuracyBelowThresholdConditionConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.StreamingConnectorType">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BiasViolationConditionConfig.threshold">(abacusai.api_class.BiasViolationConditionConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.StreamingConnectorType">(class in abacusai.api_class.enums)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FeatureDriftConditionConfig.threshold">(abacusai.api_class.FeatureDriftConditionConfig attribute)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.StreamingHandler">StreamingHandler (class in abacusai.api_client_utils)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.HistoryLengthDriftConditionConfig.threshold">(abacusai.api_class.HistoryLengthDriftConditionConfig attribute)</a>
+      <li><a href="autoapi/abacusai/streaming_row_count/index.html#abacusai.streaming_row_count.StreamingRowCount">StreamingRowCount (class in abacusai.streaming_row_count)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.AccuracyBelowThresholdConditionConfig.threshold">(abacusai.api_class.monitor_alert.AccuracyBelowThresholdConditionConfig attribute)</a>
+      <li><a href="autoapi/abacusai/streaming_sample_code/index.html#abacusai.streaming_sample_code.StreamingSampleCode">StreamingSampleCode (class in abacusai.streaming_sample_code)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.BiasViolationConditionConfig.threshold">(abacusai.api_class.monitor_alert.BiasViolationConditionConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_client_utils/index.html#abacusai.api_client_utils.StreamType">StreamType (class in abacusai.api_client_utils)</a>
+</li>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DataType.STRING">STRING (abacusai.api_class.DataType attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.DataType.STRING">(abacusai.api_class.enums.DataType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.FeatureDriftConditionConfig.threshold">(abacusai.api_class.monitor_alert.FeatureDriftConditionConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FieldDescriptorType.STRING">(abacusai.api_class.enums.FieldDescriptorType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.HistoryLengthDriftConditionConfig.threshold">(abacusai.api_class.monitor_alert.HistoryLengthDriftConditionConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionArgumentType.STRING">(abacusai.api_class.enums.PythonFunctionArgumentType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.PredictionCountConditionConfig.threshold">(abacusai.api_class.monitor_alert.PredictionCountConditionConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PythonFunctionOutputArgumentType.STRING">(abacusai.api_class.enums.PythonFunctionOutputArgumentType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.TargetDriftConditionConfig.threshold">(abacusai.api_class.monitor_alert.TargetDriftConditionConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.WorkflowNodeOutputType.STRING">(abacusai.api_class.enums.WorkflowNodeOutputType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PredictionCountConditionConfig.threshold">(abacusai.api_class.PredictionCountConditionConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FieldDescriptorType.STRING">(abacusai.api_class.FieldDescriptorType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TargetDriftConditionConfig.threshold">(abacusai.api_class.TargetDriftConditionConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionArgumentType.STRING">(abacusai.api_class.PythonFunctionArgumentType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.BiasViolationConditionConfig.threshold">(abacusai.BiasViolationConditionConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionOutputArgumentType.STRING">(abacusai.api_class.PythonFunctionOutputArgumentType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.FeatureDriftConditionConfig.threshold">(abacusai.FeatureDriftConditionConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowNodeOutputType.STRING">(abacusai.api_class.WorkflowNodeOutputType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.HistoryLengthDriftConditionConfig.threshold">(abacusai.HistoryLengthDriftConditionConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.DataType.STRING">(abacusai.DataType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionCountConditionConfig.threshold">(abacusai.PredictionCountConditionConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.FieldDescriptorType.STRING">(abacusai.FieldDescriptorType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.TargetDriftConditionConfig.threshold">(abacusai.TargetDriftConditionConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionArgumentType.STRING">(abacusai.PythonFunctionArgumentType attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.TimeseriesAnomalyTrainingConfig.threshold_score">threshold_score (abacusai.api_class.model.TimeseriesAnomalyTrainingConfig attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeseriesAnomalyTrainingConfig.threshold_score">(abacusai.api_class.TimeseriesAnomalyTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionOutputArgumentType.STRING">(abacusai.PythonFunctionOutputArgumentType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.TimeseriesAnomalyTrainingConfig.threshold_score">(abacusai.TimeseriesAnomalyTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.WorkflowNodeOutputType.STRING">(abacusai.WorkflowNodeOutputType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.StdDevThreshold.threshold_type">threshold_type (abacusai.api_class.monitor.StdDevThreshold attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DataType.STRUCT">STRUCT (abacusai.api_class.DataType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.StdDevThreshold.threshold_type">(abacusai.api_class.StdDevThreshold attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.DataType.STRUCT">(abacusai.api_class.enums.DataType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.StdDevThreshold.threshold_type">(abacusai.StdDevThreshold attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.DataType.STRUCT">(abacusai.DataType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FileFormat.TIF">TIF (abacusai.api_class.enums.FileFormat attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.suggest_abacus_apis">suggest_abacus_apis() (abacusai.ApiClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FileFormat.TIF">(abacusai.api_class.FileFormat attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.FileFormat.TIF">(abacusai.batch_prediction_version.FileFormat attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.FileFormat.TIF">(abacusai.FileFormat attribute)</a>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.suggest_abacus_apis">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.MergeMode.TIME_WINDOW">TIME_WINDOW (abacusai.api_class.enums.MergeMode attribute)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.suggest_feature_group_template_for_feature_group">suggest_feature_group_template_for_feature_group() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MergeMode.TIME_WINDOW">(abacusai.api_class.MergeMode attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.MergeMode.TIME_WINDOW">(abacusai.MergeMode attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.suggest_feature_group_template_for_feature_group">(abacusai.ReadOnlyClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.TimeWindowMergeConfig.time_window_size_ms">time_window_size_ms (abacusai.api_class.feature_group.TimeWindowMergeConfig attribute)</a>
+      <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.suggest_template_for">suggest_template_for() (abacusai.feature_group.FeatureGroup method)</a>
+</li>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.symmetrize_quantiles">symmetrize_quantiles (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeWindowMergeConfig.time_window_size_ms">(abacusai.api_class.TimeWindowMergeConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.symmetrize_quantiles">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.TimeWindowMergeConfig.time_window_size_ms">(abacusai.TimeWindowMergeConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.symmetrize_quantiles">(abacusai.ForecastingTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.CustomAlgorithmTrainingConfig.timeout_minutes">timeout_minutes (abacusai.api_class.CustomAlgorithmTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/python_function_validator/index.html#abacusai.python_function_validator._MonkeyPatch.syspath_prepend">syspath_prepend() (abacusai.python_function_validator._MonkeyPatch method)</a>
+</li>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMPredictionArguments.system_message">system_message (abacusai.api_class.ChatLLMPredictionArguments attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.CustomAlgorithmTrainingConfig.timeout_minutes">(abacusai.api_class.model.CustomAlgorithmTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.ChatLLMPredictionArguments.system_message">(abacusai.api_class.deployment.ChatLLMPredictionArguments attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.CustomAlgorithmTrainingConfig.timeout_minutes">(abacusai.CustomAlgorithmTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.NaturalLanguageSearchPredictionArguments.system_message">(abacusai.api_class.deployment.NaturalLanguageSearchPredictionArguments attribute)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.TimeseriesAnomalyTrainingConfig.timeseries_frequency">timeseries_frequency (abacusai.api_class.model.TimeseriesAnomalyTrainingConfig attribute)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeseriesAnomalyTrainingConfig.timeseries_frequency">(abacusai.api_class.TimeseriesAnomalyTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NaturalLanguageSearchPredictionArguments.system_message">(abacusai.api_class.NaturalLanguageSearchPredictionArguments attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.TimeseriesAnomalyTrainingConfig.timeseries_frequency">(abacusai.TimeseriesAnomalyTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMPredictionArguments.system_message">(abacusai.ChatLLMPredictionArguments attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.NaturalLanguageSearchPredictionArguments.system_message">(abacusai.NaturalLanguageSearchPredictionArguments attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.timeseries_loss_weight_column">timeseries_loss_weight_column (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
+  </ul></td>
+</tr></table>
+
+<h2 id="T">T</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FileFormat.TAR">TAR (abacusai.api_class.enums.FileFormat attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.timeseries_loss_weight_column">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FileFormat.TAR">(abacusai.api_class.FileFormat attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.timeseries_loss_weight_column">(abacusai.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.FileFormat.TAR">(abacusai.FileFormat attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.timeseries_weight_column">timeseries_weight_column (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowGraphEdge.target">target (abacusai.api_class.ai_agents.WorkflowGraphEdge attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.timeseries_weight_column">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowGraphEdge.target">(abacusai.api_class.WorkflowGraphEdge attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.timeseries_weight_column">(abacusai.ForecastingTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.WorkflowGraphEdge.target">(abacusai.WorkflowGraphEdge attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.TimeseriesAnomalyDataSplitType">TimeseriesAnomalyDataSplitType (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.target_action_types">target_action_types (abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeseriesAnomalyDataSplitType">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.target_action_types">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.TimeseriesAnomalyDataSplitType">(class in abacusai.api_class.enums)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.target_action_types">(abacusai.PersonalizationTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.TimeseriesAnomalyPredictionArguments">TimeseriesAnomalyPredictionArguments (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.target_action_weights">target_action_weights (abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeseriesAnomalyPredictionArguments">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.target_action_weights">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.TimeseriesAnomalyPredictionArguments">(class in abacusai.api_class.deployment)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.target_action_weights">(abacusai.PersonalizationTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.TimeseriesAnomalyTrainingConfig">TimeseriesAnomalyTrainingConfig (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.MonitorFilteringConfig.target_class">target_class (abacusai.api_class.monitor.MonitorFilteringConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeseriesAnomalyTrainingConfig">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MonitorFilteringConfig.target_class">(abacusai.api_class.MonitorFilteringConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.TimeseriesAnomalyTrainingConfig">(class in abacusai.api_class.model)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.MonitorFilteringConfig.target_class">(abacusai.MonitorFilteringConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.TimeseriesAnomalyTypeOfAnomaly">TimeseriesAnomalyTypeOfAnomaly (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingMonitorConfig.target_column">target_column (abacusai.api_class.ForecastingMonitorConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeseriesAnomalyTypeOfAnomaly">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.ForecastingMonitorConfig.target_column">(abacusai.api_class.monitor.ForecastingMonitorConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.TimeseriesAnomalyTypeOfAnomaly">(class in abacusai.api_class.enums)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingMonitorConfig.target_column">(abacusai.ForecastingMonitorConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.TimeseriesAnomalyUseHeuristic">TimeseriesAnomalyUseHeuristic (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.MonitorAlertType.TARGET_DRIFT">TARGET_DRIFT (abacusai.api_class.enums.MonitorAlertType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeseriesAnomalyUseHeuristic">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MonitorAlertType.TARGET_DRIFT">(abacusai.api_class.MonitorAlertType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.TimeseriesAnomalyUseHeuristic">(class in abacusai.api_class.enums)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.MonitorAlertType.TARGET_DRIFT">(abacusai.MonitorAlertType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingDataSplitType.TIMESTAMP">TIMESTAMP (abacusai.api_class.enums.ForecastingDataSplitType attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.target_encode_categoricals">target_encode_categoricals (abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.TimeseriesAnomalyDataSplitType.TIMESTAMP">(abacusai.api_class.enums.TimeseriesAnomalyDataSplitType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingDataSplitType.TIMESTAMP">(abacusai.api_class.ForecastingDataSplitType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeseriesAnomalyDataSplitType.TIMESTAMP">(abacusai.api_class.TimeseriesAnomalyDataSplitType attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingDataSplitType.TIMESTAMP">(abacusai.ForecastingDataSplitType attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.target_encode_categoricals">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.TimeseriesAnomalyDataSplitType.TIMESTAMP">(abacusai.TimeseriesAnomalyDataSplitType attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.target_encode_categoricals">(abacusai.RegressionTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionTypeOfSplit.TIMESTAMP_BASED">TIMESTAMP_BASED (abacusai.api_class.enums.RegressionTypeOfSplit attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.target_transform">target_transform (abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTypeOfSplit.TIMESTAMP_BASED">(abacusai.api_class.RegressionTypeOfSplit attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.target_transform">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTypeOfSplit.TIMESTAMP_BASED">(abacusai.RegressionTypeOfSplit attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.target_transform">(abacusai.RegressionTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.timestamp_based_splitting_column">timestamp_based_splitting_column (abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.TargetDriftConditionConfig">TargetDriftConditionConfig (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.timestamp_based_splitting_column">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TargetDriftConditionConfig">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.timestamp_based_splitting_column">(abacusai.RegressionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.TargetDriftConditionConfig">(class in abacusai.api_class.monitor_alert)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.timestamp_based_splitting_method">timestamp_based_splitting_method (abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApplicationConnectorType.TEAMS">TEAMS (abacusai.api_class.ApplicationConnectorType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.timestamp_based_splitting_method">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ApplicationConnectorType.TEAMS">(abacusai.api_class.enums.ApplicationConnectorType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.timestamp_based_splitting_method">(abacusai.RegressionTrainingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ApplicationConnectorType.TEAMS">(abacusai.ApplicationConnectorType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/dataset/index.html#abacusai.api_class.dataset.IncrementalDatabaseConnectorConfig.timestamp_column">timestamp_column (abacusai.api_class.dataset.IncrementalDatabaseConnectorConfig attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMPredictionArguments.temperature">temperature (abacusai.api_class.ChatLLMPredictionArguments attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingMonitorConfig.timestamp_column">(abacusai.api_class.ForecastingMonitorConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ChatLLMTrainingConfig.temperature">(abacusai.api_class.ChatLLMTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.IncrementalDatabaseConnectorConfig.timestamp_column">(abacusai.api_class.IncrementalDatabaseConnectorConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.ChatLLMPredictionArguments.temperature">(abacusai.api_class.deployment.ChatLLMPredictionArguments attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.ForecastingMonitorConfig.timestamp_column">(abacusai.api_class.monitor.ForecastingMonitorConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.NaturalLanguageSearchPredictionArguments.temperature">(abacusai.api_class.deployment.NaturalLanguageSearchPredictionArguments attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ForecastingMonitorConfig.timestamp_column">(abacusai.client.ForecastingMonitorConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ChatLLMTrainingConfig.temperature">(abacusai.api_class.model.ChatLLMTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.IncrementalDatabaseConnectorConfig.timestamp_column">(abacusai.client.IncrementalDatabaseConnectorConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NaturalLanguageSearchPredictionArguments.temperature">(abacusai.api_class.NaturalLanguageSearchPredictionArguments attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingMonitorConfig.timestamp_column">(abacusai.ForecastingMonitorConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMPredictionArguments.temperature">(abacusai.ChatLLMPredictionArguments attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.IncrementalDatabaseConnectorConfig.timestamp_column">(abacusai.IncrementalDatabaseConnectorConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ChatLLMTrainingConfig.temperature">(abacusai.ChatLLMTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.ForecastingMonitorConfig.timestamp_column">(abacusai.project.ForecastingMonitorConfig attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.NaturalLanguageSearchPredictionArguments.temperature">(abacusai.NaturalLanguageSearchPredictionArguments attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.TimeWindowConfig">TimeWindowConfig (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.OcrMode.TESSERACT_FAST">TESSERACT_FAST (abacusai.api_class.enums.OcrMode attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeWindowConfig">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.OcrMode.TESSERACT_FAST">(abacusai.api_class.OcrMode attribute)</a>, <a href="autoapi/abacusai/api_class/index.html#id116">[1]</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.TimeWindowConfig">(class in abacusai.api_class.monitor)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.OcrMode.TESSERACT_FAST">(abacusai.OcrMode attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.TimeWindowMergeConfig">TimeWindowMergeConfig (class in abacusai)</a>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.test_by_item">test_by_item (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeWindowMergeConfig">(class in abacusai.api_class)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.test_by_item">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.TimeWindowMergeConfig">(class in abacusai.api_class.feature_group)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.test_by_item">(abacusai.ForecastingTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/api_class/ai_chat/index.html#abacusai.api_class.ai_chat.HotkeyPrompt.title">title (abacusai.api_class.ai_chat.HotkeyPrompt attribute)</a>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.test_last_items_length">test_last_items_length (abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.HotkeyPrompt.title">(abacusai.api_class.HotkeyPrompt attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.test_last_items_length">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.HotkeyPrompt.title">(abacusai.HotkeyPrompt attribute)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.test_last_items_length">(abacusai.PersonalizationTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/abacus_api/index.html#abacusai.abacus_api.AbacusApi.to_dict">to_dict() (abacusai.abacus_api.AbacusApi method)</a>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.test_on_user_split">test_on_user_split (abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/agent/index.html#abacusai.agent.Agent.to_dict">(abacusai.agent.Agent method)</a>
-</li>
-        <li><a href="autoapi/abacusai/agent/index.html#abacusai.agent.AgentVersion.to_dict">(abacusai.agent.AgentVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/agent/index.html#abacusai.agent.CodeSource.to_dict">(abacusai.agent.CodeSource method)</a>
-</li>
-        <li><a href="autoapi/abacusai/agent/index.html#abacusai.agent.WorkflowGraph.to_dict">(abacusai.agent.WorkflowGraph method)</a>
-</li>
-        <li><a href="autoapi/abacusai/agent_data_document_info/index.html#abacusai.agent_data_document_info.AgentDataDocumentInfo.to_dict">(abacusai.agent_data_document_info.AgentDataDocumentInfo method)</a>
-</li>
-        <li><a href="autoapi/abacusai/agent_data_execution_result/index.html#abacusai.agent_data_execution_result.AgentDataDocumentInfo.to_dict">(abacusai.agent_data_execution_result.AgentDataDocumentInfo method)</a>
-</li>
-        <li><a href="autoapi/abacusai/agent_data_execution_result/index.html#abacusai.agent_data_execution_result.AgentDataExecutionResult.to_dict">(abacusai.agent_data_execution_result.AgentDataExecutionResult method)</a>
-</li>
-        <li><a href="autoapi/abacusai/agent_version/index.html#abacusai.agent_version.AgentVersion.to_dict">(abacusai.agent_version.AgentVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/agent_version/index.html#abacusai.agent_version.CodeSource.to_dict">(abacusai.agent_version.CodeSource method)</a>
-</li>
-        <li><a href="autoapi/abacusai/agent_version/index.html#abacusai.agent_version.WorkflowGraph.to_dict">(abacusai.agent_version.WorkflowGraph method)</a>
-</li>
-        <li><a href="autoapi/abacusai/ai_building_task/index.html#abacusai.ai_building_task.AiBuildingTask.to_dict">(abacusai.ai_building_task.AiBuildingTask method)</a>
-</li>
-        <li><a href="autoapi/abacusai/algorithm/index.html#abacusai.algorithm.Algorithm.to_dict">(abacusai.algorithm.Algorithm method)</a>
-</li>
-        <li><a href="autoapi/abacusai/algorithm/index.html#abacusai.algorithm.CodeSource.to_dict">(abacusai.algorithm.CodeSource method)</a>
-</li>
-        <li><a href="autoapi/abacusai/annotation/index.html#abacusai.annotation.Annotation.to_dict">(abacusai.annotation.Annotation method)</a>
-</li>
-        <li><a href="autoapi/abacusai/annotation_config/index.html#abacusai.annotation_config.AnnotationConfig.to_dict">(abacusai.annotation_config.AnnotationConfig method)</a>
-</li>
-        <li><a href="autoapi/abacusai/annotation_document/index.html#abacusai.annotation_document.AnnotationDocument.to_dict">(abacusai.annotation_document.AnnotationDocument method)</a>
-</li>
-        <li><a href="autoapi/abacusai/annotation_entry/index.html#abacusai.annotation_entry.Annotation.to_dict">(abacusai.annotation_entry.Annotation method)</a>
-</li>
-        <li><a href="autoapi/abacusai/annotation_entry/index.html#abacusai.annotation_entry.AnnotationEntry.to_dict">(abacusai.annotation_entry.AnnotationEntry method)</a>
-</li>
-        <li><a href="autoapi/abacusai/annotations_status/index.html#abacusai.annotations_status.AnnotationConfig.to_dict">(abacusai.annotations_status.AnnotationConfig method)</a>
-</li>
-        <li><a href="autoapi/abacusai/annotations_status/index.html#abacusai.annotations_status.AnnotationsStatus.to_dict">(abacusai.annotations_status.AnnotationsStatus method)</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass.to_dict">(abacusai.api_class.abstract.ApiClass method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.test_on_user_split">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.ApiClass.to_dict">(abacusai.api_class.ai_agents.ApiClass method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.test_on_user_split">(abacusai.PersonalizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowGraph.to_dict">(abacusai.api_class.ai_agents.WorkflowGraph method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.NamedEntityExtractionTrainingConfig.test_row_indicator">test_row_indicator (abacusai.api_class.model.NamedEntityExtractionTrainingConfig attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.test_row_indicator">(abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowGraphNode.to_dict">(abacusai.api_class.ai_agents.WorkflowGraphNode method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.test_row_indicator">(abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowNodeInputMapping.to_dict">(abacusai.api_class.ai_agents.WorkflowNodeInputMapping method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NamedEntityExtractionTrainingConfig.test_row_indicator">(abacusai.api_class.NamedEntityExtractionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowNodeInputSchema.to_dict">(abacusai.api_class.ai_agents.WorkflowNodeInputSchema method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.test_row_indicator">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowNodeOutputMapping.to_dict">(abacusai.api_class.ai_agents.WorkflowNodeOutputMapping method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.test_row_indicator">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowNodeOutputSchema.to_dict">(abacusai.api_class.ai_agents.WorkflowNodeOutputSchema method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.NamedEntityExtractionTrainingConfig.test_row_indicator">(abacusai.NamedEntityExtractionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/ai_chat/index.html#abacusai.api_class.ai_chat.ApiClass.to_dict">(abacusai.api_class.ai_chat.ApiClass method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.test_row_indicator">(abacusai.PersonalizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApiClass.to_dict">(abacusai.api_class.ApiClass method)</a>, <a href="autoapi/abacusai/api_class/index.html#id12">[1]</a>, <a href="autoapi/abacusai/api_class/index.html#id120">[2]</a>, <a href="autoapi/abacusai/api_class/index.html#id139">[3]</a>, <a href="autoapi/abacusai/api_class/index.html#id158">[4]</a>, <a href="autoapi/abacusai/api_class/index.html#id176">[5]</a>, <a href="autoapi/abacusai/api_class/index.html#id195">[6]</a>, <a href="autoapi/abacusai/api_class/index.html#id214">[7]</a>, <a href="autoapi/abacusai/api_class/index.html#id228">[8]</a>, <a href="autoapi/abacusai/api_class/index.html#id26">[9]</a>, <a href="autoapi/abacusai/api_class/index.html#id40">[10]</a>, <a href="autoapi/abacusai/api_class/index.html#id54">[11]</a>, <a href="autoapi/abacusai/api_class/index.html#id75">[12]</a>, <a href="autoapi/abacusai/api_class/index.html#id94">[13]</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.test_row_indicator">(abacusai.RegressionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.ApiClass.to_dict">(abacusai.api_class.batch_prediction.ApiClass method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.CumulativeForecastingTrainingConfig.test_split">test_split (abacusai.api_class.CumulativeForecastingTrainingConfig attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DocumentClassificationTrainingConfig.test_split">(abacusai.api_class.DocumentClassificationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/blob_input/index.html#abacusai.api_class.blob_input.ApiClass.to_dict">(abacusai.api_class.blob_input.ApiClass method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DocumentSummarizationTrainingConfig.test_split">(abacusai.api_class.DocumentSummarizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DatabaseConnectorExportConfig.to_dict">(abacusai.api_class.DatabaseConnectorExportConfig method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DocumentVisualizationTrainingConfig.test_split">(abacusai.api_class.DocumentVisualizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/dataset/index.html#abacusai.api_class.dataset.ApiClass.to_dict">(abacusai.api_class.dataset.ApiClass method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.test_split">(abacusai.api_class.ForecastingTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.ApiClass.to_dict">(abacusai.api_class.deployment.ApiClass method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.CumulativeForecastingTrainingConfig.test_split">(abacusai.api_class.model.CumulativeForecastingTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/document_retriever/index.html#abacusai.api_class.document_retriever.ApiClass.to_dict">(abacusai.api_class.document_retriever.ApiClass method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.DocumentClassificationTrainingConfig.test_split">(abacusai.api_class.model.DocumentClassificationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.ApiClass.to_dict">(abacusai.api_class.feature_group.ApiClass method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.DocumentSummarizationTrainingConfig.test_split">(abacusai.api_class.model.DocumentSummarizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FileConnectorExportConfig.to_dict">(abacusai.api_class.FileConnectorExportConfig method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.DocumentVisualizationTrainingConfig.test_split">(abacusai.api_class.model.DocumentVisualizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingMonitorConfig.to_dict">(abacusai.api_class.ForecastingMonitorConfig method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.test_split">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ItemAttributesStdDevThreshold.to_dict">(abacusai.api_class.ItemAttributesStdDevThreshold method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.NamedEntityExtractionTrainingConfig.test_split">(abacusai.api_class.model.NamedEntityExtractionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ApiClass.to_dict">(abacusai.api_class.model.ApiClass method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.test_split">(abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.ApiClass.to_dict">(abacusai.api_class.monitor.ApiClass method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.test_split">(abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.ForecastingMonitorConfig.to_dict">(abacusai.api_class.monitor.ForecastingMonitorConfig method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.SentenceBoundaryDetectionTrainingConfig.test_split">(abacusai.api_class.model.SentenceBoundaryDetectionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.ItemAttributesStdDevThreshold.to_dict">(abacusai.api_class.monitor.ItemAttributesStdDevThreshold method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.SentimentDetectionTrainingConfig.test_split">(abacusai.api_class.model.SentimentDetectionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.MonitorFilteringConfig.to_dict">(abacusai.api_class.monitor.MonitorFilteringConfig method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.TimeseriesAnomalyTrainingConfig.test_split">(abacusai.api_class.model.TimeseriesAnomalyTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.RestrictFeatureMappings.to_dict">(abacusai.api_class.monitor.RestrictFeatureMappings method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NamedEntityExtractionTrainingConfig.test_split">(abacusai.api_class.NamedEntityExtractionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.StdDevThreshold.to_dict">(abacusai.api_class.monitor.StdDevThreshold method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.test_split">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.TimeWindowConfig.to_dict">(abacusai.api_class.monitor.TimeWindowConfig method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.test_split">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.ApiClass.to_dict">(abacusai.api_class.monitor_alert.ApiClass method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.SentenceBoundaryDetectionTrainingConfig.test_split">(abacusai.api_class.SentenceBoundaryDetectionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.MonitorThresholdConfig.to_dict">(abacusai.api_class.monitor_alert.MonitorThresholdConfig method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.SentimentDetectionTrainingConfig.test_split">(abacusai.api_class.SentimentDetectionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MonitorFilteringConfig.to_dict">(abacusai.api_class.MonitorFilteringConfig method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeseriesAnomalyTrainingConfig.test_split">(abacusai.api_class.TimeseriesAnomalyTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MonitorThresholdConfig.to_dict">(abacusai.api_class.MonitorThresholdConfig method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.CumulativeForecastingTrainingConfig.test_split">(abacusai.CumulativeForecastingTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.ApiClass.to_dict">(abacusai.api_class.project.ApiClass method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.DocumentClassificationTrainingConfig.test_split">(abacusai.DocumentClassificationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/python_functions/index.html#abacusai.api_class.python_functions.ApiClass.to_dict">(abacusai.api_class.python_functions.ApiClass method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.DocumentSummarizationTrainingConfig.test_split">(abacusai.DocumentSummarizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/refresh/index.html#abacusai.api_class.refresh.ApiClass.to_dict">(abacusai.api_class.refresh.ApiClass method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.DocumentVisualizationTrainingConfig.test_split">(abacusai.DocumentVisualizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/refresh/index.html#abacusai.api_class.refresh.DatabaseConnectorExportConfig.to_dict">(abacusai.api_class.refresh.DatabaseConnectorExportConfig method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.test_split">(abacusai.ForecastingTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/refresh/index.html#abacusai.api_class.refresh.FileConnectorExportConfig.to_dict">(abacusai.api_class.refresh.FileConnectorExportConfig method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.NamedEntityExtractionTrainingConfig.test_split">(abacusai.NamedEntityExtractionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RestrictFeatureMappings.to_dict">(abacusai.api_class.RestrictFeatureMappings method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.test_split">(abacusai.PersonalizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.StdDevThreshold.to_dict">(abacusai.api_class.StdDevThreshold method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.test_split">(abacusai.RegressionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeWindowConfig.to_dict">(abacusai.api_class.TimeWindowConfig method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.SentenceBoundaryDetectionTrainingConfig.test_split">(abacusai.SentenceBoundaryDetectionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowGraph.to_dict">(abacusai.api_class.WorkflowGraph method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.SentimentDetectionTrainingConfig.test_split">(abacusai.SentimentDetectionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowGraphNode.to_dict">(abacusai.api_class.WorkflowGraphNode method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.TimeseriesAnomalyTrainingConfig.test_split">(abacusai.TimeseriesAnomalyTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowNodeInputMapping.to_dict">(abacusai.api_class.WorkflowNodeInputMapping method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.test_split_on_last_k_items">test_split_on_last_k_items (abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.test_split_on_last_k_items">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowNodeInputSchema.to_dict">(abacusai.api_class.WorkflowNodeInputSchema method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.test_split_on_last_k_items">(abacusai.PersonalizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowNodeOutputMapping.to_dict">(abacusai.api_class.WorkflowNodeOutputMapping method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionTimeSplitMethod.TEST_SPLIT_PERCENTAGE_BASED">TEST_SPLIT_PERCENTAGE_BASED (abacusai.api_class.enums.RegressionTimeSplitMethod attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTimeSplitMethod.TEST_SPLIT_PERCENTAGE_BASED">(abacusai.api_class.RegressionTimeSplitMethod attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowNodeOutputSchema.to_dict">(abacusai.api_class.WorkflowNodeOutputSchema method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTimeSplitMethod.TEST_SPLIT_PERCENTAGE_BASED">(abacusai.RegressionTimeSplitMethod attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_endpoint/index.html#abacusai.api_endpoint.ApiEndpoint.to_dict">(abacusai.api_endpoint.ApiEndpoint method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.test_splitting_timestamp">test_splitting_timestamp (abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.test_splitting_timestamp">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/api_key/index.html#abacusai.api_key.ApiKey.to_dict">(abacusai.api_key.ApiKey method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.test_splitting_timestamp">(abacusai.RegressionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/index.html#abacusai.ApiClass.to_dict">(abacusai.ApiClass method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.test_start">test_start (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.test_start">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/app_user_group/index.html#abacusai.app_user_group.AppUserGroup.to_dict">(abacusai.app_user_group.AppUserGroup method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.TimeseriesAnomalyTrainingConfig.test_start">(abacusai.api_class.model.TimeseriesAnomalyTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/app_user_group/index.html#abacusai.app_user_group.User.to_dict">(abacusai.app_user_group.User method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeseriesAnomalyTrainingConfig.test_start">(abacusai.api_class.TimeseriesAnomalyTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/application_connector/index.html#abacusai.application_connector.ApplicationConnector.to_dict">(abacusai.application_connector.ApplicationConnector method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.test_start">(abacusai.ForecastingTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPrediction.to_dict">(abacusai.batch_prediction.BatchPrediction method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.TimeseriesAnomalyTrainingConfig.test_start">(abacusai.TimeseriesAnomalyTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPredictionVersion.to_dict">(abacusai.batch_prediction.BatchPredictionVersion method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionTimeSplitMethod.TEST_START_TIMESTAMP_BASED">TEST_START_TIMESTAMP_BASED (abacusai.api_class.enums.RegressionTimeSplitMethod attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTimeSplitMethod.TEST_START_TIMESTAMP_BASED">(abacusai.api_class.RegressionTimeSplitMethod attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.PredictionFeatureGroup.to_dict">(abacusai.batch_prediction.PredictionFeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTimeSplitMethod.TEST_START_TIMESTAMP_BASED">(abacusai.RegressionTimeSplitMethod attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.PredictionInput.to_dict">(abacusai.batch_prediction.PredictionInput method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.test_window_length_hours">test_window_length_hours (abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PersonalizationTrainingConfig.test_window_length_hours">(abacusai.api_class.PersonalizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.RefreshSchedule.to_dict">(abacusai.batch_prediction.RefreshSchedule method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.test_window_length_hours">(abacusai.PersonalizationTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.BatchPredictionVersion.to_dict">(abacusai.batch_prediction_version.BatchPredictionVersion method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/test_point_predictions/index.html#abacusai.test_point_predictions.TestPointPredictions">TestPointPredictions (class in abacusai.test_point_predictions)</a>
 </li>
-        <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.PredictionFeatureGroup.to_dict">(abacusai.batch_prediction_version.PredictionFeatureGroup method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.NLPDocumentFormat.TEXT">TEXT (abacusai.api_class.enums.NLPDocumentFormat attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.NLPDocumentFormat.TEXT">(abacusai.api_class.NLPDocumentFormat attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.PredictionInput.to_dict">(abacusai.batch_prediction_version.PredictionInput method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.NLPDocumentFormat.TEXT">(abacusai.NLPDocumentFormat attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/batch_prediction_version_logs/index.html#abacusai.batch_prediction_version_logs.BatchPredictionVersionLogs.to_dict">(abacusai.batch_prediction_version_logs.BatchPredictionVersionLogs method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/document_retriever/index.html#abacusai.api_class.document_retriever.VectorStoreConfig.text_encoder">text_encoder (abacusai.api_class.document_retriever.VectorStoreConfig attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.VectorStoreConfig.text_encoder">(abacusai.api_class.VectorStoreConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/categorical_range_violation/index.html#abacusai.categorical_range_violation.CategoricalRangeViolation.to_dict">(abacusai.categorical_range_violation.CategoricalRangeViolation method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.VectorStoreConfig.text_encoder">(abacusai.VectorStoreConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/chat_message/index.html#abacusai.chat_message.ChatMessage.to_dict">(abacusai.chat_message.ChatMessage method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FileFormat.TFRECORD">TFRECORD (abacusai.api_class.enums.FileFormat attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FileFormat.TFRECORD">(abacusai.api_class.FileFormat attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/chat_session/index.html#abacusai.chat_session.AiBuildingTask.to_dict">(abacusai.chat_session.AiBuildingTask method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.FileFormat.TFRECORD">(abacusai.FileFormat attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/chat_session/index.html#abacusai.chat_session.ChatMessage.to_dict">(abacusai.chat_session.ChatMessage method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ProblemType.THEME_ANALYSIS">THEME_ANALYSIS (abacusai.api_class.enums.ProblemType attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProblemType.THEME_ANALYSIS">(abacusai.api_class.ProblemType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/chat_session/index.html#abacusai.chat_session.ChatSession.to_dict">(abacusai.chat_session.ChatSession method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ProblemType.THEME_ANALYSIS">(abacusai.ProblemType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.AbacusApi.to_dict">(abacusai.client.AbacusApi method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ThemeAnalysisBatchPredictionArgs">ThemeAnalysisBatchPredictionArgs (class in abacusai)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ThemeAnalysisBatchPredictionArgs">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Agent.to_dict">(abacusai.client.Agent method)</a>
+        <li><a href="autoapi/abacusai/api_class/batch_prediction/index.html#abacusai.api_class.batch_prediction.ThemeAnalysisBatchPredictionArgs">(class in abacusai.api_class.batch_prediction)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.AgentDataExecutionResult.to_dict">(abacusai.client.AgentDataExecutionResult method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ThemeAnalysisTrainingConfig">ThemeAnalysisTrainingConfig (class in abacusai)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ThemeAnalysisTrainingConfig">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.AgentVersion.to_dict">(abacusai.client.AgentVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ThemeAnalysisTrainingConfig">(class in abacusai.api_class.model)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Algorithm.to_dict">(abacusai.client.Algorithm method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ExperimentationMode.THOROUGH">THOROUGH (abacusai.api_class.enums.ExperimentationMode attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.PartialDependenceAnalysis.THOROUGH">(abacusai.api_class.enums.PartialDependenceAnalysis attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.AnnotationConfig.to_dict">(abacusai.client.AnnotationConfig method)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionTreeHPOMode.THOROUGH">(abacusai.api_class.enums.RegressionTreeHPOMode attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.AnnotationDocument.to_dict">(abacusai.client.AnnotationDocument method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ExperimentationMode.THOROUGH">(abacusai.api_class.ExperimentationMode attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.AnnotationEntry.to_dict">(abacusai.client.AnnotationEntry method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PartialDependenceAnalysis.THOROUGH">(abacusai.api_class.PartialDependenceAnalysis attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.AnnotationsStatus.to_dict">(abacusai.client.AnnotationsStatus method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTreeHPOMode.THOROUGH">(abacusai.api_class.RegressionTreeHPOMode attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClass.to_dict">(abacusai.client.ApiClass method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ExperimentationMode.THOROUGH">(abacusai.ExperimentationMode attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiEndpoint.to_dict">(abacusai.client.ApiEndpoint method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PartialDependenceAnalysis.THOROUGH">(abacusai.PartialDependenceAnalysis attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiKey.to_dict">(abacusai.client.ApiKey method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTreeHPOMode.THOROUGH">(abacusai.RegressionTreeHPOMode attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApplicationConnector.to_dict">(abacusai.client.ApplicationConnector method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.AccuracyBelowThresholdConditionConfig.threshold">threshold (abacusai.AccuracyBelowThresholdConditionConfig attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.AccuracyBelowThresholdConditionConfig.threshold">(abacusai.api_class.AccuracyBelowThresholdConditionConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.AppUserGroup.to_dict">(abacusai.client.AppUserGroup method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BiasViolationConditionConfig.threshold">(abacusai.api_class.BiasViolationConditionConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BatchPrediction.to_dict">(abacusai.client.BatchPrediction method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FeatureDriftConditionConfig.threshold">(abacusai.api_class.FeatureDriftConditionConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BatchPredictionVersion.to_dict">(abacusai.client.BatchPredictionVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.HistoryLengthDriftConditionConfig.threshold">(abacusai.api_class.HistoryLengthDriftConditionConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BatchPredictionVersionLogs.to_dict">(abacusai.client.BatchPredictionVersionLogs method)</a>
+        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.AccuracyBelowThresholdConditionConfig.threshold">(abacusai.api_class.monitor_alert.AccuracyBelowThresholdConditionConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ChatMessage.to_dict">(abacusai.client.ChatMessage method)</a>
+        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.BiasViolationConditionConfig.threshold">(abacusai.api_class.monitor_alert.BiasViolationConditionConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ChatSession.to_dict">(abacusai.client.ChatSession method)</a>
+        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.FeatureDriftConditionConfig.threshold">(abacusai.api_class.monitor_alert.FeatureDriftConditionConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.CustomLossFunction.to_dict">(abacusai.client.CustomLossFunction method)</a>
+        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.HistoryLengthDriftConditionConfig.threshold">(abacusai.api_class.monitor_alert.HistoryLengthDriftConditionConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.CustomMetric.to_dict">(abacusai.client.CustomMetric method)</a>
+        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.PredictionCountConditionConfig.threshold">(abacusai.api_class.monitor_alert.PredictionCountConditionConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.CustomMetricVersion.to_dict">(abacusai.client.CustomMetricVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.TargetDriftConditionConfig.threshold">(abacusai.api_class.monitor_alert.TargetDriftConditionConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.CustomTrainFunctionInfo.to_dict">(abacusai.client.CustomTrainFunctionInfo method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PredictionCountConditionConfig.threshold">(abacusai.api_class.PredictionCountConditionConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DatabaseConnector.to_dict">(abacusai.client.DatabaseConnector method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TargetDriftConditionConfig.threshold">(abacusai.api_class.TargetDriftConditionConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DatabaseConnectorSchema.to_dict">(abacusai.client.DatabaseConnectorSchema method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.BiasViolationConditionConfig.threshold">(abacusai.BiasViolationConditionConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DataMetrics.to_dict">(abacusai.client.DataMetrics method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.FeatureDriftConditionConfig.threshold">(abacusai.FeatureDriftConditionConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DataPrepLogs.to_dict">(abacusai.client.DataPrepLogs method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.HistoryLengthDriftConditionConfig.threshold">(abacusai.HistoryLengthDriftConditionConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Dataset.to_dict">(abacusai.client.Dataset method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.PredictionCountConditionConfig.threshold">(abacusai.PredictionCountConditionConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DatasetColumn.to_dict">(abacusai.client.DatasetColumn method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.TargetDriftConditionConfig.threshold">(abacusai.TargetDriftConditionConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DatasetVersion.to_dict">(abacusai.client.DatasetVersion method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.TimeseriesAnomalyTrainingConfig.threshold_score">threshold_score (abacusai.api_class.model.TimeseriesAnomalyTrainingConfig attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeseriesAnomalyTrainingConfig.threshold_score">(abacusai.api_class.TimeseriesAnomalyTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DatasetVersionLogs.to_dict">(abacusai.client.DatasetVersionLogs method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.TimeseriesAnomalyTrainingConfig.threshold_score">(abacusai.TimeseriesAnomalyTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Deployment.to_dict">(abacusai.client.Deployment method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.StdDevThreshold.threshold_type">threshold_type (abacusai.api_class.monitor.StdDevThreshold attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.StdDevThreshold.threshold_type">(abacusai.api_class.StdDevThreshold attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DeploymentAuthToken.to_dict">(abacusai.client.DeploymentAuthToken method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.StdDevThreshold.threshold_type">(abacusai.StdDevThreshold attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DeploymentConversation.to_dict">(abacusai.client.DeploymentConversation method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FileFormat.TIF">TIF (abacusai.api_class.enums.FileFormat attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FileFormat.TIF">(abacusai.api_class.FileFormat attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DeploymentConversationExport.to_dict">(abacusai.client.DeploymentConversationExport method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.FileFormat.TIF">(abacusai.FileFormat attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DocumentData.to_dict">(abacusai.client.DocumentData method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.MergeMode.TIME_WINDOW">TIME_WINDOW (abacusai.api_class.enums.MergeMode attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MergeMode.TIME_WINDOW">(abacusai.api_class.MergeMode attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DocumentRetriever.to_dict">(abacusai.client.DocumentRetriever method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.MergeMode.TIME_WINDOW">(abacusai.MergeMode attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DocumentRetrieverLookupResult.to_dict">(abacusai.client.DocumentRetrieverLookupResult method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.TimeWindowMergeConfig.time_window_size_ms">time_window_size_ms (abacusai.api_class.feature_group.TimeWindowMergeConfig attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeWindowMergeConfig.time_window_size_ms">(abacusai.api_class.TimeWindowMergeConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DocumentRetrieverVersion.to_dict">(abacusai.client.DocumentRetrieverVersion method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.TimeWindowMergeConfig.time_window_size_ms">(abacusai.TimeWindowMergeConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DriftDistributions.to_dict">(abacusai.client.DriftDistributions method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.CustomAlgorithmTrainingConfig.timeout_minutes">timeout_minutes (abacusai.api_class.CustomAlgorithmTrainingConfig attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.CustomAlgorithmTrainingConfig.timeout_minutes">(abacusai.api_class.model.CustomAlgorithmTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Eda.to_dict">(abacusai.client.Eda method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.CustomAlgorithmTrainingConfig.timeout_minutes">(abacusai.CustomAlgorithmTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.EdaCollinearity.to_dict">(abacusai.client.EdaCollinearity method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.TimeseriesAnomalyTrainingConfig.timeseries_frequency">timeseries_frequency (abacusai.api_class.model.TimeseriesAnomalyTrainingConfig attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeseriesAnomalyTrainingConfig.timeseries_frequency">(abacusai.api_class.TimeseriesAnomalyTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.EdaDataConsistency.to_dict">(abacusai.client.EdaDataConsistency method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.TimeseriesAnomalyTrainingConfig.timeseries_frequency">(abacusai.TimeseriesAnomalyTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.EdaFeatureAssociation.to_dict">(abacusai.client.EdaFeatureAssociation method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.timeseries_loss_weight_column">timeseries_loss_weight_column (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.timeseries_loss_weight_column">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.EdaFeatureCollinearity.to_dict">(abacusai.client.EdaFeatureCollinearity method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.timeseries_loss_weight_column">(abacusai.ForecastingTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.EdaForecastingAnalysis.to_dict">(abacusai.client.EdaForecastingAnalysis method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingTrainingConfig.timeseries_weight_column">timeseries_weight_column (abacusai.api_class.ForecastingTrainingConfig attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.ForecastingTrainingConfig.timeseries_weight_column">(abacusai.api_class.model.ForecastingTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.EdaVersion.to_dict">(abacusai.client.EdaVersion method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingTrainingConfig.timeseries_weight_column">(abacusai.ForecastingTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ExecuteFeatureGroupOperation.to_dict">(abacusai.client.ExecuteFeatureGroupOperation method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.TimeseriesAnomalyDataSplitType">TimeseriesAnomalyDataSplitType (class in abacusai)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeseriesAnomalyDataSplitType">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ExternalApplication.to_dict">(abacusai.client.ExternalApplication method)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.TimeseriesAnomalyDataSplitType">(class in abacusai.api_class.enums)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ExternalInvite.to_dict">(abacusai.client.ExternalInvite method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.TimeseriesAnomalyPredictionArguments">TimeseriesAnomalyPredictionArguments (class in abacusai)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeseriesAnomalyPredictionArguments">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ExtractedFields.to_dict">(abacusai.client.ExtractedFields method)</a>
+        <li><a href="autoapi/abacusai/api_class/deployment/index.html#abacusai.api_class.deployment.TimeseriesAnomalyPredictionArguments">(class in abacusai.api_class.deployment)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Feature.to_dict">(abacusai.client.Feature method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.TimeseriesAnomalyTrainingConfig">TimeseriesAnomalyTrainingConfig (class in abacusai)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeseriesAnomalyTrainingConfig">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureDistribution.to_dict">(abacusai.client.FeatureDistribution method)</a>
+        <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.TimeseriesAnomalyTrainingConfig">(class in abacusai.api_class.model)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.to_dict">(abacusai.client.FeatureGroup method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.TimeseriesAnomalyTypeOfAnomaly">TimeseriesAnomalyTypeOfAnomaly (class in abacusai)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeseriesAnomalyTypeOfAnomaly">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroupExport.to_dict">(abacusai.client.FeatureGroupExport method)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.TimeseriesAnomalyTypeOfAnomaly">(class in abacusai.api_class.enums)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroupExportConfig.to_dict">(abacusai.client.FeatureGroupExportConfig method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.TimeseriesAnomalyUseHeuristic">TimeseriesAnomalyUseHeuristic (class in abacusai)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeseriesAnomalyUseHeuristic">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroupExportDownloadUrl.to_dict">(abacusai.client.FeatureGroupExportDownloadUrl method)</a>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.TimeseriesAnomalyUseHeuristic">(class in abacusai.api_class.enums)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroupRow.to_dict">(abacusai.client.FeatureGroupRow method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingDataSplitType.TIMESTAMP">TIMESTAMP (abacusai.api_class.enums.ForecastingDataSplitType attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.TimeseriesAnomalyDataSplitType.TIMESTAMP">(abacusai.api_class.enums.TimeseriesAnomalyDataSplitType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroupRowProcess.to_dict">(abacusai.client.FeatureGroupRowProcess method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingDataSplitType.TIMESTAMP">(abacusai.api_class.ForecastingDataSplitType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroupRowProcessLogs.to_dict">(abacusai.client.FeatureGroupRowProcessLogs method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeseriesAnomalyDataSplitType.TIMESTAMP">(abacusai.api_class.TimeseriesAnomalyDataSplitType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroupRowProcessSummary.to_dict">(abacusai.client.FeatureGroupRowProcessSummary method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingDataSplitType.TIMESTAMP">(abacusai.ForecastingDataSplitType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroupTemplate.to_dict">(abacusai.client.FeatureGroupTemplate method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.TimeseriesAnomalyDataSplitType.TIMESTAMP">(abacusai.TimeseriesAnomalyDataSplitType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroupVersion.to_dict">(abacusai.client.FeatureGroupVersion method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.RegressionTypeOfSplit.TIMESTAMP_BASED">TIMESTAMP_BASED (abacusai.api_class.enums.RegressionTypeOfSplit attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTypeOfSplit.TIMESTAMP_BASED">(abacusai.api_class.RegressionTypeOfSplit attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroupVersionLogs.to_dict">(abacusai.client.FeatureGroupVersionLogs method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTypeOfSplit.TIMESTAMP_BASED">(abacusai.RegressionTypeOfSplit attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureImportance.to_dict">(abacusai.client.FeatureImportance method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.timestamp_based_splitting_column">timestamp_based_splitting_column (abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.timestamp_based_splitting_column">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FileConnector.to_dict">(abacusai.client.FileConnector method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.timestamp_based_splitting_column">(abacusai.RegressionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FileConnectorInstructions.to_dict">(abacusai.client.FileConnectorInstructions method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.RegressionTrainingConfig.timestamp_based_splitting_method">timestamp_based_splitting_method (abacusai.api_class.model.RegressionTrainingConfig attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RegressionTrainingConfig.timestamp_based_splitting_method">(abacusai.api_class.RegressionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FileConnectorVerification.to_dict">(abacusai.client.FileConnectorVerification method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.RegressionTrainingConfig.timestamp_based_splitting_method">(abacusai.RegressionTrainingConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ForecastingMonitorConfig.to_dict">(abacusai.client.ForecastingMonitorConfig method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/dataset/index.html#abacusai.api_class.dataset.IncrementalDatabaseConnectorConfig.timestamp_column">timestamp_column (abacusai.api_class.dataset.IncrementalDatabaseConnectorConfig attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingMonitorConfig.timestamp_column">(abacusai.api_class.ForecastingMonitorConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FunctionLogs.to_dict">(abacusai.client.FunctionLogs method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.IncrementalDatabaseConnectorConfig.timestamp_column">(abacusai.api_class.IncrementalDatabaseConnectorConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.GeneratedPitFeatureConfigOption.to_dict">(abacusai.client.GeneratedPitFeatureConfigOption method)</a>
+        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.ForecastingMonitorConfig.timestamp_column">(abacusai.api_class.monitor.ForecastingMonitorConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.GraphDashboard.to_dict">(abacusai.client.GraphDashboard method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingMonitorConfig.timestamp_column">(abacusai.ForecastingMonitorConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.HoldoutAnalysis.to_dict">(abacusai.client.HoldoutAnalysis method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.IncrementalDatabaseConnectorConfig.timestamp_column">(abacusai.IncrementalDatabaseConnectorConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.HoldoutAnalysisVersion.to_dict">(abacusai.client.HoldoutAnalysisVersion method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.TimeWindowConfig">TimeWindowConfig (class in abacusai)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeWindowConfig">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.InferredFeatureMappings.to_dict">(abacusai.client.InferredFeatureMappings method)</a>
+        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.TimeWindowConfig">(class in abacusai.api_class.monitor)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.LlmApp.to_dict">(abacusai.client.LlmApp method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.TimeWindowMergeConfig">TimeWindowMergeConfig (class in abacusai)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeWindowMergeConfig">(class in abacusai.api_class)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.LlmExecutionResult.to_dict">(abacusai.client.LlmExecutionResult method)</a>
+        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.TimeWindowMergeConfig">(class in abacusai.api_class.feature_group)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.LlmGeneratedCode.to_dict">(abacusai.client.LlmGeneratedCode method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/ai_chat/index.html#abacusai.api_class.ai_chat.HotkeyPrompt.title">title (abacusai.api_class.ai_chat.HotkeyPrompt attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.HotkeyPrompt.title">(abacusai.api_class.HotkeyPrompt attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.LlmInput.to_dict">(abacusai.client.LlmInput method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.HotkeyPrompt.title">(abacusai.HotkeyPrompt attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.LlmResponse.to_dict">(abacusai.client.LlmResponse method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/abacus_api/index.html#abacusai.abacus_api.AbacusApi.to_dict">to_dict() (abacusai.abacus_api.AbacusApi method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/agent/index.html#abacusai.agent.Agent.to_dict">(abacusai.agent.Agent method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Model.to_dict">(abacusai.client.Model method)</a>
+        <li><a href="autoapi/abacusai/agent_data_document_info/index.html#abacusai.agent_data_document_info.AgentDataDocumentInfo.to_dict">(abacusai.agent_data_document_info.AgentDataDocumentInfo method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelArtifactsExport.to_dict">(abacusai.client.ModelArtifactsExport method)</a>
+        <li><a href="autoapi/abacusai/agent_data_execution_result/index.html#abacusai.agent_data_execution_result.AgentDataExecutionResult.to_dict">(abacusai.agent_data_execution_result.AgentDataExecutionResult method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelMetrics.to_dict">(abacusai.client.ModelMetrics method)</a>
+        <li><a href="autoapi/abacusai/agent_version/index.html#abacusai.agent_version.AgentVersion.to_dict">(abacusai.agent_version.AgentVersion method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelMonitor.to_dict">(abacusai.client.ModelMonitor method)</a>
+        <li><a href="autoapi/abacusai/ai_building_task/index.html#abacusai.ai_building_task.AiBuildingTask.to_dict">(abacusai.ai_building_task.AiBuildingTask method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelMonitorOrgSummary.to_dict">(abacusai.client.ModelMonitorOrgSummary method)</a>
+        <li><a href="autoapi/abacusai/algorithm/index.html#abacusai.algorithm.Algorithm.to_dict">(abacusai.algorithm.Algorithm method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelMonitorSummary.to_dict">(abacusai.client.ModelMonitorSummary method)</a>
+        <li><a href="autoapi/abacusai/annotation/index.html#abacusai.annotation.Annotation.to_dict">(abacusai.annotation.Annotation method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelMonitorSummaryFromOrg.to_dict">(abacusai.client.ModelMonitorSummaryFromOrg method)</a>
+        <li><a href="autoapi/abacusai/annotation_config/index.html#abacusai.annotation_config.AnnotationConfig.to_dict">(abacusai.annotation_config.AnnotationConfig method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelMonitorVersion.to_dict">(abacusai.client.ModelMonitorVersion method)</a>
+        <li><a href="autoapi/abacusai/annotation_document/index.html#abacusai.annotation_document.AnnotationDocument.to_dict">(abacusai.annotation_document.AnnotationDocument method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelMonitorVersionMetricData.to_dict">(abacusai.client.ModelMonitorVersionMetricData method)</a>
+        <li><a href="autoapi/abacusai/annotation_entry/index.html#abacusai.annotation_entry.AnnotationEntry.to_dict">(abacusai.annotation_entry.AnnotationEntry method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelTrainingTypeForDeployment.to_dict">(abacusai.client.ModelTrainingTypeForDeployment method)</a>
+        <li><a href="autoapi/abacusai/annotations_status/index.html#abacusai.annotations_status.AnnotationsStatus.to_dict">(abacusai.annotations_status.AnnotationsStatus method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelUpload.to_dict">(abacusai.client.ModelUpload method)</a>
+        <li><a href="autoapi/abacusai/api_class/abstract/index.html#abacusai.api_class.abstract.ApiClass.to_dict">(abacusai.api_class.abstract.ApiClass method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelVersion.to_dict">(abacusai.client.ModelVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowGraph.to_dict">(abacusai.api_class.ai_agents.WorkflowGraph method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelVersionFeatureGroupSchema.to_dict">(abacusai.client.ModelVersionFeatureGroupSchema method)</a>
+        <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowGraphNode.to_dict">(abacusai.api_class.ai_agents.WorkflowGraphNode method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModificationLockInfo.to_dict">(abacusai.client.ModificationLockInfo method)</a>
+        <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowNodeInputMapping.to_dict">(abacusai.api_class.ai_agents.WorkflowNodeInputMapping method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Module.to_dict">(abacusai.client.Module method)</a>
+        <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowNodeInputSchema.to_dict">(abacusai.api_class.ai_agents.WorkflowNodeInputSchema method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.MonitorAlert.to_dict">(abacusai.client.MonitorAlert method)</a>
+        <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowNodeOutputMapping.to_dict">(abacusai.api_class.ai_agents.WorkflowNodeOutputMapping method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.MonitorAlertVersion.to_dict">(abacusai.client.MonitorAlertVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowNodeOutputSchema.to_dict">(abacusai.api_class.ai_agents.WorkflowNodeOutputSchema method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.NaturalLanguageExplanation.to_dict">(abacusai.client.NaturalLanguageExplanation method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ApiClass.to_dict">(abacusai.api_class.ApiClass method)</a>, <a href="autoapi/abacusai/api_class/index.html#id101">[1]</a>, <a href="autoapi/abacusai/api_class/index.html#id12">[2]</a>, <a href="autoapi/abacusai/api_class/index.html#id129">[3]</a>, <a href="autoapi/abacusai/api_class/index.html#id156">[4]</a>, <a href="autoapi/abacusai/api_class/index.html#id175">[5]</a>, <a href="autoapi/abacusai/api_class/index.html#id193">[6]</a>, <a href="autoapi/abacusai/api_class/index.html#id212">[7]</a>, <a href="autoapi/abacusai/api_class/index.html#id231">[8]</a>, <a href="autoapi/abacusai/api_class/index.html#id245">[9]</a>, <a href="autoapi/abacusai/api_class/index.html#id26">[10]</a>, <a href="autoapi/abacusai/api_class/index.html#id40">[11]</a>, <a href="autoapi/abacusai/api_class/index.html#id59">[12]</a>, <a href="autoapi/abacusai/api_class/index.html#id82">[13]</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.OrganizationGroup.to_dict">(abacusai.client.OrganizationGroup method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DatabaseConnectorExportConfig.to_dict">(abacusai.api_class.DatabaseConnectorExportConfig method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.OrganizationSearchResult.to_dict">(abacusai.client.OrganizationSearchResult method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FileConnectorExportConfig.to_dict">(abacusai.api_class.FileConnectorExportConfig method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.OrganizationSecret.to_dict">(abacusai.client.OrganizationSecret method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ForecastingMonitorConfig.to_dict">(abacusai.api_class.ForecastingMonitorConfig method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PageData.to_dict">(abacusai.client.PageData method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ItemAttributesStdDevThreshold.to_dict">(abacusai.api_class.ItemAttributesStdDevThreshold method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Pipeline.to_dict">(abacusai.client.Pipeline method)</a>
+        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.ForecastingMonitorConfig.to_dict">(abacusai.api_class.monitor.ForecastingMonitorConfig method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PipelineStep.to_dict">(abacusai.client.PipelineStep method)</a>
+        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.ItemAttributesStdDevThreshold.to_dict">(abacusai.api_class.monitor.ItemAttributesStdDevThreshold method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PipelineStepVersion.to_dict">(abacusai.client.PipelineStepVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.MonitorFilteringConfig.to_dict">(abacusai.api_class.monitor.MonitorFilteringConfig method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PipelineStepVersionLogs.to_dict">(abacusai.client.PipelineStepVersionLogs method)</a>
+        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.RestrictFeatureMappings.to_dict">(abacusai.api_class.monitor.RestrictFeatureMappings method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PipelineVersion.to_dict">(abacusai.client.PipelineVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.StdDevThreshold.to_dict">(abacusai.api_class.monitor.StdDevThreshold method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PipelineVersionLogs.to_dict">(abacusai.client.PipelineVersionLogs method)</a>
+        <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.TimeWindowConfig.to_dict">(abacusai.api_class.monitor.TimeWindowConfig method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PredictionOperator.to_dict">(abacusai.client.PredictionOperator method)</a>
+        <li><a href="autoapi/abacusai/api_class/monitor_alert/index.html#abacusai.api_class.monitor_alert.MonitorThresholdConfig.to_dict">(abacusai.api_class.monitor_alert.MonitorThresholdConfig method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PredictionOperatorVersion.to_dict">(abacusai.client.PredictionOperatorVersion method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MonitorFilteringConfig.to_dict">(abacusai.api_class.MonitorFilteringConfig method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ProblemType.to_dict">(abacusai.client.ProblemType method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MonitorThresholdConfig.to_dict">(abacusai.api_class.MonitorThresholdConfig method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Project.to_dict">(abacusai.client.Project method)</a>
+        <li><a href="autoapi/abacusai/api_class/refresh/index.html#abacusai.api_class.refresh.DatabaseConnectorExportConfig.to_dict">(abacusai.api_class.refresh.DatabaseConnectorExportConfig method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ProjectConfig.to_dict">(abacusai.client.ProjectConfig method)</a>
+        <li><a href="autoapi/abacusai/api_class/refresh/index.html#abacusai.api_class.refresh.FileConnectorExportConfig.to_dict">(abacusai.api_class.refresh.FileConnectorExportConfig method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ProjectFeatureGroup.to_dict">(abacusai.client.ProjectFeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.RestrictFeatureMappings.to_dict">(abacusai.api_class.RestrictFeatureMappings method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ProjectValidation.to_dict">(abacusai.client.ProjectValidation method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.StdDevThreshold.to_dict">(abacusai.api_class.StdDevThreshold method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PythonFunction.to_dict">(abacusai.client.PythonFunction method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TimeWindowConfig.to_dict">(abacusai.api_class.TimeWindowConfig method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PythonPlotFunction.to_dict">(abacusai.client.PythonPlotFunction method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowGraph.to_dict">(abacusai.api_class.WorkflowGraph method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.RealtimeMonitor.to_dict">(abacusai.client.RealtimeMonitor method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowGraphNode.to_dict">(abacusai.api_class.WorkflowGraphNode method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.RefreshPipelineRun.to_dict">(abacusai.client.RefreshPipelineRun method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowNodeInputMapping.to_dict">(abacusai.api_class.WorkflowNodeInputMapping method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.RefreshPolicy.to_dict">(abacusai.client.RefreshPolicy method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowNodeInputSchema.to_dict">(abacusai.api_class.WorkflowNodeInputSchema method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ResolvedFeatureGroupTemplate.to_dict">(abacusai.client.ResolvedFeatureGroupTemplate method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowNodeOutputMapping.to_dict">(abacusai.api_class.WorkflowNodeOutputMapping method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Schema.to_dict">(abacusai.client.Schema method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowNodeOutputSchema.to_dict">(abacusai.api_class.WorkflowNodeOutputSchema method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.StreamingAuthToken.to_dict">(abacusai.client.StreamingAuthToken method)</a>
+        <li><a href="autoapi/abacusai/api_endpoint/index.html#abacusai.api_endpoint.ApiEndpoint.to_dict">(abacusai.api_endpoint.ApiEndpoint method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.StreamingConnector.to_dict">(abacusai.client.StreamingConnector method)</a>
+        <li><a href="autoapi/abacusai/api_key/index.html#abacusai.api_key.ApiKey.to_dict">(abacusai.api_key.ApiKey method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.TrainingConfigOptions.to_dict">(abacusai.client.TrainingConfigOptions method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.ApiClass.to_dict">(abacusai.ApiClass method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Upload.to_dict">(abacusai.client.Upload method)</a>
+        <li><a href="autoapi/abacusai/app_user_group/index.html#abacusai.app_user_group.AppUserGroup.to_dict">(abacusai.app_user_group.AppUserGroup method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.UploadPart.to_dict">(abacusai.client.UploadPart method)</a>
+        <li><a href="autoapi/abacusai/application_connector/index.html#abacusai.application_connector.ApplicationConnector.to_dict">(abacusai.application_connector.ApplicationConnector method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.UseCase.to_dict">(abacusai.client.UseCase method)</a>
+        <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPrediction.to_dict">(abacusai.batch_prediction.BatchPrediction method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.UseCaseRequirements.to_dict">(abacusai.client.UseCaseRequirements method)</a>
+        <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.BatchPredictionVersion.to_dict">(abacusai.batch_prediction_version.BatchPredictionVersion method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.User.to_dict">(abacusai.client.User method)</a>
+        <li><a href="autoapi/abacusai/batch_prediction_version_logs/index.html#abacusai.batch_prediction_version_logs.BatchPredictionVersionLogs.to_dict">(abacusai.batch_prediction_version_logs.BatchPredictionVersionLogs method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Webhook.to_dict">(abacusai.client.Webhook method)</a>
+        <li><a href="autoapi/abacusai/categorical_range_violation/index.html#abacusai.categorical_range_violation.CategoricalRangeViolation.to_dict">(abacusai.categorical_range_violation.CategoricalRangeViolation method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.WebSearchResponse.to_dict">(abacusai.client.WebSearchResponse method)</a>
+        <li><a href="autoapi/abacusai/chat_message/index.html#abacusai.chat_message.ChatMessage.to_dict">(abacusai.chat_message.ChatMessage method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.WorkflowGraph.to_dict">(abacusai.client.WorkflowGraph method)</a>
+        <li><a href="autoapi/abacusai/chat_session/index.html#abacusai.chat_session.ChatSession.to_dict">(abacusai.chat_session.ChatSession method)</a>
 </li>
         <li><a href="autoapi/abacusai/code_source/index.html#abacusai.code_source.CodeSource.to_dict">(abacusai.code_source.CodeSource method)</a>
 </li>
         <li><a href="autoapi/abacusai/concatenation_config/index.html#abacusai.concatenation_config.ConcatenationConfig.to_dict">(abacusai.concatenation_config.ConcatenationConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/cpu_gpu_memory_specs/index.html#abacusai.cpu_gpu_memory_specs.CpuGpuMemorySpecs.to_dict">(abacusai.cpu_gpu_memory_specs.CpuGpuMemorySpecs method)</a>
-</li>
-        <li><a href="autoapi/abacusai/custom_loss_function/index.html#abacusai.custom_loss_function.CodeSource.to_dict">(abacusai.custom_loss_function.CodeSource method)</a>
 </li>
         <li><a href="autoapi/abacusai/custom_loss_function/index.html#abacusai.custom_loss_function.CustomLossFunction.to_dict">(abacusai.custom_loss_function.CustomLossFunction method)</a>
 </li>
         <li><a href="autoapi/abacusai/custom_metric/index.html#abacusai.custom_metric.CustomMetric.to_dict">(abacusai.custom_metric.CustomMetric method)</a>
-</li>
-        <li><a href="autoapi/abacusai/custom_metric/index.html#abacusai.custom_metric.CustomMetricVersion.to_dict">(abacusai.custom_metric.CustomMetricVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/custom_metric_version/index.html#abacusai.custom_metric_version.CodeSource.to_dict">(abacusai.custom_metric_version.CodeSource method)</a>
 </li>
         <li><a href="autoapi/abacusai/custom_metric_version/index.html#abacusai.custom_metric_version.CustomMetricVersion.to_dict">(abacusai.custom_metric_version.CustomMetricVersion method)</a>
 </li>
@@ -21193,20 +15955,12 @@ <h2 id="T">T</h2>
         <li><a href="autoapi/abacusai/database_connector/index.html#abacusai.database_connector.DatabaseConnector.to_dict">(abacusai.database_connector.DatabaseConnector method)</a>
 </li>
         <li><a href="autoapi/abacusai/database_connector_column/index.html#abacusai.database_connector_column.DatabaseConnectorColumn.to_dict">(abacusai.database_connector_column.DatabaseConnectorColumn method)</a>
-</li>
-        <li><a href="autoapi/abacusai/database_connector_schema/index.html#abacusai.database_connector_schema.DatabaseConnectorColumn.to_dict">(abacusai.database_connector_schema.DatabaseConnectorColumn method)</a>
 </li>
         <li><a href="autoapi/abacusai/database_connector_schema/index.html#abacusai.database_connector_schema.DatabaseConnectorSchema.to_dict">(abacusai.database_connector_schema.DatabaseConnectorSchema method)</a>
 </li>
         <li><a href="autoapi/abacusai/index.html#abacusai.DatabaseConnectorExportConfig.to_dict">(abacusai.DatabaseConnectorExportConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.Dataset.to_dict">(abacusai.dataset.Dataset method)</a>
-</li>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.DatasetColumn.to_dict">(abacusai.dataset.DatasetColumn method)</a>
-</li>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.DatasetVersion.to_dict">(abacusai.dataset.DatasetVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.RefreshSchedule.to_dict">(abacusai.dataset.RefreshSchedule method)</a>
 </li>
         <li><a href="autoapi/abacusai/dataset_column/index.html#abacusai.dataset_column.DatasetColumn.to_dict">(abacusai.dataset_column.DatasetColumn method)</a>
 </li>
@@ -21215,16 +15969,10 @@ <h2 id="T">T</h2>
         <li><a href="autoapi/abacusai/dataset_version_logs/index.html#abacusai.dataset_version_logs.DatasetVersionLogs.to_dict">(abacusai.dataset_version_logs.DatasetVersionLogs method)</a>
 </li>
         <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.to_dict">(abacusai.deployment.Deployment method)</a>
-</li>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.FeatureGroupExportConfig.to_dict">(abacusai.deployment.FeatureGroupExportConfig method)</a>
-</li>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.RefreshSchedule.to_dict">(abacusai.deployment.RefreshSchedule method)</a>
 </li>
         <li><a href="autoapi/abacusai/deployment_auth_token/index.html#abacusai.deployment_auth_token.DeploymentAuthToken.to_dict">(abacusai.deployment_auth_token.DeploymentAuthToken method)</a>
 </li>
         <li><a href="autoapi/abacusai/deployment_conversation/index.html#abacusai.deployment_conversation.DeploymentConversation.to_dict">(abacusai.deployment_conversation.DeploymentConversation method)</a>
-</li>
-        <li><a href="autoapi/abacusai/deployment_conversation/index.html#abacusai.deployment_conversation.DeploymentConversationEvent.to_dict">(abacusai.deployment_conversation.DeploymentConversationEvent method)</a>
 </li>
         <li><a href="autoapi/abacusai/deployment_conversation_event/index.html#abacusai.deployment_conversation_event.DeploymentConversationEvent.to_dict">(abacusai.deployment_conversation_event.DeploymentConversationEvent method)</a>
 </li>
@@ -21233,38 +15981,22 @@ <h2 id="T">T</h2>
         <li><a href="autoapi/abacusai/document_data/index.html#abacusai.document_data.DocumentData.to_dict">(abacusai.document_data.DocumentData method)</a>
 </li>
         <li><a href="autoapi/abacusai/document_retriever/index.html#abacusai.document_retriever.DocumentRetriever.to_dict">(abacusai.document_retriever.DocumentRetriever method)</a>
-</li>
-        <li><a href="autoapi/abacusai/document_retriever/index.html#abacusai.document_retriever.DocumentRetrieverConfig.to_dict">(abacusai.document_retriever.DocumentRetrieverConfig method)</a>
-</li>
-        <li><a href="autoapi/abacusai/document_retriever/index.html#abacusai.document_retriever.DocumentRetrieverVersion.to_dict">(abacusai.document_retriever.DocumentRetrieverVersion method)</a>
 </li>
         <li><a href="autoapi/abacusai/document_retriever_config/index.html#abacusai.document_retriever_config.DocumentRetrieverConfig.to_dict">(abacusai.document_retriever_config.DocumentRetrieverConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/document_retriever_lookup_result/index.html#abacusai.document_retriever_lookup_result.DocumentRetrieverLookupResult.to_dict">(abacusai.document_retriever_lookup_result.DocumentRetrieverLookupResult method)</a>
-</li>
-        <li><a href="autoapi/abacusai/document_retriever_version/index.html#abacusai.document_retriever_version.DocumentRetrieverConfig.to_dict">(abacusai.document_retriever_version.DocumentRetrieverConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/document_retriever_version/index.html#abacusai.document_retriever_version.DocumentRetrieverVersion.to_dict">(abacusai.document_retriever_version.DocumentRetrieverVersion method)</a>
 </li>
         <li><a href="autoapi/abacusai/drift_distribution/index.html#abacusai.drift_distribution.DriftDistribution.to_dict">(abacusai.drift_distribution.DriftDistribution method)</a>
-</li>
-        <li><a href="autoapi/abacusai/drift_distribution/index.html#abacusai.drift_distribution.FeatureDistribution.to_dict">(abacusai.drift_distribution.FeatureDistribution method)</a>
-</li>
-        <li><a href="autoapi/abacusai/drift_distributions/index.html#abacusai.drift_distributions.DriftDistribution.to_dict">(abacusai.drift_distributions.DriftDistribution method)</a>
 </li>
         <li><a href="autoapi/abacusai/drift_distributions/index.html#abacusai.drift_distributions.DriftDistributions.to_dict">(abacusai.drift_distributions.DriftDistributions method)</a>
 </li>
         <li><a href="autoapi/abacusai/eda/index.html#abacusai.eda.Eda.to_dict">(abacusai.eda.Eda method)</a>
-</li>
-        <li><a href="autoapi/abacusai/eda/index.html#abacusai.eda.EdaVersion.to_dict">(abacusai.eda.EdaVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/eda/index.html#abacusai.eda.RefreshSchedule.to_dict">(abacusai.eda.RefreshSchedule method)</a>
 </li>
         <li><a href="autoapi/abacusai/eda_chart_description/index.html#abacusai.eda_chart_description.EdaChartDescription.to_dict">(abacusai.eda_chart_description.EdaChartDescription method)</a>
 </li>
         <li><a href="autoapi/abacusai/eda_collinearity/index.html#abacusai.eda_collinearity.EdaCollinearity.to_dict">(abacusai.eda_collinearity.EdaCollinearity method)</a>
-</li>
-        <li><a href="autoapi/abacusai/eda_data_consistency/index.html#abacusai.eda_data_consistency.DataConsistencyDuplication.to_dict">(abacusai.eda_data_consistency.DataConsistencyDuplication method)</a>
 </li>
         <li><a href="autoapi/abacusai/eda_data_consistency/index.html#abacusai.eda_data_consistency.EdaDataConsistency.to_dict">(abacusai.eda_data_consistency.EdaDataConsistency method)</a>
 </li>
@@ -21273,8 +16005,6 @@ <h2 id="T">T</h2>
         <li><a href="autoapi/abacusai/eda_feature_collinearity/index.html#abacusai.eda_feature_collinearity.EdaFeatureCollinearity.to_dict">(abacusai.eda_feature_collinearity.EdaFeatureCollinearity method)</a>
 </li>
         <li><a href="autoapi/abacusai/eda_forecasting_analysis/index.html#abacusai.eda_forecasting_analysis.EdaForecastingAnalysis.to_dict">(abacusai.eda_forecasting_analysis.EdaForecastingAnalysis method)</a>
-</li>
-        <li><a href="autoapi/abacusai/eda_forecasting_analysis/index.html#abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData.to_dict">(abacusai.eda_forecasting_analysis.ForecastingAnalysisGraphData method)</a>
 </li>
         <li><a href="autoapi/abacusai/eda_version/index.html#abacusai.eda_version.EdaVersion.to_dict">(abacusai.eda_version.EdaVersion method)</a>
 </li>
@@ -21289,50 +16019,18 @@ <h2 id="T">T</h2>
         <li><a href="autoapi/abacusai/extracted_fields/index.html#abacusai.extracted_fields.ExtractedFields.to_dict">(abacusai.extracted_fields.ExtractedFields method)</a>
 </li>
         <li><a href="autoapi/abacusai/feature/index.html#abacusai.feature.Feature.to_dict">(abacusai.feature.Feature method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature/index.html#abacusai.feature.NestedFeature.to_dict">(abacusai.feature.NestedFeature method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature/index.html#abacusai.feature.PointInTimeFeature.to_dict">(abacusai.feature.PointInTimeFeature method)</a>
 </li>
         <li><a href="autoapi/abacusai/feature_distribution/index.html#abacusai.feature_distribution.FeatureDistribution.to_dict">(abacusai.feature_distribution.FeatureDistribution method)</a>
 </li>
         <li><a href="autoapi/abacusai/feature_drift_record/index.html#abacusai.feature_drift_record.FeatureDriftRecord.to_dict">(abacusai.feature_drift_record.FeatureDriftRecord method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_drift_summary/index.html#abacusai.feature_drift_summary.CategoricalRangeViolation.to_dict">(abacusai.feature_drift_summary.CategoricalRangeViolation method)</a>
 </li>
         <li><a href="autoapi/abacusai/feature_drift_summary/index.html#abacusai.feature_drift_summary.FeatureDriftSummary.to_dict">(abacusai.feature_drift_summary.FeatureDriftSummary method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_drift_summary/index.html#abacusai.feature_drift_summary.NullViolation.to_dict">(abacusai.feature_drift_summary.NullViolation method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_drift_summary/index.html#abacusai.feature_drift_summary.RangeViolation.to_dict">(abacusai.feature_drift_summary.RangeViolation method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.AnnotationConfig.to_dict">(abacusai.feature_group.AnnotationConfig method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.CodeSource.to_dict">(abacusai.feature_group.CodeSource method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.ConcatenationConfig.to_dict">(abacusai.feature_group.ConcatenationConfig method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.Feature.to_dict">(abacusai.feature_group.Feature method)</a>
 </li>
         <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.to_dict">(abacusai.feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroupTemplate.to_dict">(abacusai.feature_group.FeatureGroupTemplate method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroupVersion.to_dict">(abacusai.feature_group.FeatureGroupVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.IndexingConfig.to_dict">(abacusai.feature_group.IndexingConfig method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.NaturalLanguageExplanation.to_dict">(abacusai.feature_group.NaturalLanguageExplanation method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.PointInTimeGroup.to_dict">(abacusai.feature_group.PointInTimeGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.RefreshSchedule.to_dict">(abacusai.feature_group.RefreshSchedule method)</a>
 </li>
         <li><a href="autoapi/abacusai/feature_group_document/index.html#abacusai.feature_group_document.FeatureGroupDocument.to_dict">(abacusai.feature_group_document.FeatureGroupDocument method)</a>
 </li>
         <li><a href="autoapi/abacusai/feature_group_export/index.html#abacusai.feature_group_export.FeatureGroupExport.to_dict">(abacusai.feature_group_export.FeatureGroupExport method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group_export/index.html#abacusai.feature_group_export.ProjectConfig.to_dict">(abacusai.feature_group_export.ProjectConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/feature_group_export_config/index.html#abacusai.feature_group_export_config.FeatureGroupExportConfig.to_dict">(abacusai.feature_group_export_config.FeatureGroupExportConfig method)</a>
 </li>
@@ -21353,18 +16051,8 @@ <h2 id="T">T</h2>
         <li><a href="autoapi/abacusai/feature_group_template/index.html#abacusai.feature_group_template.FeatureGroupTemplate.to_dict">(abacusai.feature_group_template.FeatureGroupTemplate method)</a>
 </li>
         <li><a href="autoapi/abacusai/feature_group_template_variable_options/index.html#abacusai.feature_group_template_variable_options.FeatureGroupTemplateVariableOptions.to_dict">(abacusai.feature_group_template_variable_options.FeatureGroupTemplateVariableOptions method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group_version/index.html#abacusai.feature_group_version.AnnotationConfig.to_dict">(abacusai.feature_group_version.AnnotationConfig method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group_version/index.html#abacusai.feature_group_version.CodeSource.to_dict">(abacusai.feature_group_version.CodeSource method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group_version/index.html#abacusai.feature_group_version.Feature.to_dict">(abacusai.feature_group_version.Feature method)</a>
 </li>
         <li><a href="autoapi/abacusai/feature_group_version/index.html#abacusai.feature_group_version.FeatureGroupVersion.to_dict">(abacusai.feature_group_version.FeatureGroupVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group_version/index.html#abacusai.feature_group_version.IndexingConfig.to_dict">(abacusai.feature_group_version.IndexingConfig method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group_version/index.html#abacusai.feature_group_version.PointInTimeGroup.to_dict">(abacusai.feature_group_version.PointInTimeGroup method)</a>
 </li>
         <li><a href="autoapi/abacusai/feature_group_version_logs/index.html#abacusai.feature_group_version_logs.FeatureGroupVersionLogs.to_dict">(abacusai.feature_group_version_logs.FeatureGroupVersionLogs method)</a>
 </li>
@@ -21385,28 +16073,16 @@ <h2 id="T">T</h2>
         <li><a href="autoapi/abacusai/index.html#abacusai.FileConnectorExportConfig.to_dict">(abacusai.FileConnectorExportConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/finetuned_pretrained_model/index.html#abacusai.finetuned_pretrained_model.FinetunedPretrainedModel.to_dict">(abacusai.finetuned_pretrained_model.FinetunedPretrainedModel method)</a>
-</li>
-        <li><a href="autoapi/abacusai/forecasting_analysis_graph_data/index.html#abacusai.forecasting_analysis_graph_data.EdaChartDescription.to_dict">(abacusai.forecasting_analysis_graph_data.EdaChartDescription method)</a>
 </li>
         <li><a href="autoapi/abacusai/forecasting_analysis_graph_data/index.html#abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData.to_dict">(abacusai.forecasting_analysis_graph_data.ForecastingAnalysisGraphData method)</a>
-</li>
-        <li><a href="autoapi/abacusai/forecasting_analysis_graph_data/index.html#abacusai.forecasting_analysis_graph_data.ItemStatistics.to_dict">(abacusai.forecasting_analysis_graph_data.ItemStatistics method)</a>
-</li>
-        <li><a href="autoapi/abacusai/forecasting_monitor_item_analysis/index.html#abacusai.forecasting_monitor_item_analysis.ForecastingAnalysisGraphData.to_dict">(abacusai.forecasting_monitor_item_analysis.ForecastingAnalysisGraphData method)</a>
 </li>
         <li><a href="autoapi/abacusai/forecasting_monitor_item_analysis/index.html#abacusai.forecasting_monitor_item_analysis.ForecastingMonitorItemAnalysis.to_dict">(abacusai.forecasting_monitor_item_analysis.ForecastingMonitorItemAnalysis method)</a>
-</li>
-        <li><a href="autoapi/abacusai/forecasting_monitor_summary/index.html#abacusai.forecasting_monitor_summary.FeatureDriftRecord.to_dict">(abacusai.forecasting_monitor_summary.FeatureDriftRecord method)</a>
-</li>
-        <li><a href="autoapi/abacusai/forecasting_monitor_summary/index.html#abacusai.forecasting_monitor_summary.ForecastingAnalysisGraphData.to_dict">(abacusai.forecasting_monitor_summary.ForecastingAnalysisGraphData method)</a>
 </li>
         <li><a href="autoapi/abacusai/forecasting_monitor_summary/index.html#abacusai.forecasting_monitor_summary.ForecastingMonitorSummary.to_dict">(abacusai.forecasting_monitor_summary.ForecastingMonitorSummary method)</a>
 </li>
         <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingMonitorConfig.to_dict">(abacusai.ForecastingMonitorConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/function_logs/index.html#abacusai.function_logs.FunctionLogs.to_dict">(abacusai.function_logs.FunctionLogs method)</a>
-</li>
-        <li><a href="autoapi/abacusai/function_logs/index.html#abacusai.function_logs.UserException.to_dict">(abacusai.function_logs.UserException method)</a>
 </li>
         <li><a href="autoapi/abacusai/generated_pit_feature_config_option/index.html#abacusai.generated_pit_feature_config_option.GeneratedPitFeatureConfigOption.to_dict">(abacusai.generated_pit_feature_config_option.GeneratedPitFeatureConfigOption method)</a>
 </li>
@@ -21419,12 +16095,8 @@ <h2 id="T">T</h2>
         <li><a href="autoapi/abacusai/hosted_model_token/index.html#abacusai.hosted_model_token.HostedModelToken.to_dict">(abacusai.hosted_model_token.HostedModelToken method)</a>
 </li>
         <li><a href="autoapi/abacusai/indexing_config/index.html#abacusai.indexing_config.IndexingConfig.to_dict">(abacusai.indexing_config.IndexingConfig method)</a>
-</li>
-        <li><a href="autoapi/abacusai/inferred_database_column_to_feature_mappings/index.html#abacusai.inferred_database_column_to_feature_mappings.DatabaseColumnFeatureMapping.to_dict">(abacusai.inferred_database_column_to_feature_mappings.DatabaseColumnFeatureMapping method)</a>
 </li>
         <li><a href="autoapi/abacusai/inferred_database_column_to_feature_mappings/index.html#abacusai.inferred_database_column_to_feature_mappings.InferredDatabaseColumnToFeatureMappings.to_dict">(abacusai.inferred_database_column_to_feature_mappings.InferredDatabaseColumnToFeatureMappings method)</a>
-</li>
-        <li><a href="autoapi/abacusai/inferred_feature_mappings/index.html#abacusai.inferred_feature_mappings.FeatureMapping.to_dict">(abacusai.inferred_feature_mappings.FeatureMapping method)</a>
 </li>
         <li><a href="autoapi/abacusai/inferred_feature_mappings/index.html#abacusai.inferred_feature_mappings.InferredFeatureMappings.to_dict">(abacusai.inferred_feature_mappings.InferredFeatureMappings method)</a>
 </li>
@@ -21437,10 +16109,6 @@ <h2 id="T">T</h2>
         <li><a href="autoapi/abacusai/llm_code_block/index.html#abacusai.llm_code_block.LlmCodeBlock.to_dict">(abacusai.llm_code_block.LlmCodeBlock method)</a>
 </li>
         <li><a href="autoapi/abacusai/llm_execution_preview/index.html#abacusai.llm_execution_preview.LlmExecutionPreview.to_dict">(abacusai.llm_execution_preview.LlmExecutionPreview method)</a>
-</li>
-        <li><a href="autoapi/abacusai/llm_execution_result/index.html#abacusai.llm_execution_result.ExecuteFeatureGroupOperation.to_dict">(abacusai.llm_execution_result.ExecuteFeatureGroupOperation method)</a>
-</li>
-        <li><a href="autoapi/abacusai/llm_execution_result/index.html#abacusai.llm_execution_result.LlmExecutionPreview.to_dict">(abacusai.llm_execution_result.LlmExecutionPreview method)</a>
 </li>
         <li><a href="autoapi/abacusai/llm_execution_result/index.html#abacusai.llm_execution_result.LlmExecutionResult.to_dict">(abacusai.llm_execution_result.LlmExecutionResult method)</a>
 </li>
@@ -21449,36 +16117,18 @@ <h2 id="T">T</h2>
         <li><a href="autoapi/abacusai/llm_input/index.html#abacusai.llm_input.LlmInput.to_dict">(abacusai.llm_input.LlmInput method)</a>
 </li>
         <li><a href="autoapi/abacusai/llm_parameters/index.html#abacusai.llm_parameters.LlmParameters.to_dict">(abacusai.llm_parameters.LlmParameters method)</a>
-</li>
-        <li><a href="autoapi/abacusai/llm_response/index.html#abacusai.llm_response.LlmCodeBlock.to_dict">(abacusai.llm_response.LlmCodeBlock method)</a>
 </li>
         <li><a href="autoapi/abacusai/llm_response/index.html#abacusai.llm_response.LlmResponse.to_dict">(abacusai.llm_response.LlmResponse method)</a>
-</li>
-        <li><a href="autoapi/abacusai/memory_options/index.html#abacusai.memory_options.CpuGpuMemorySpecs.to_dict">(abacusai.memory_options.CpuGpuMemorySpecs method)</a>
 </li>
         <li><a href="autoapi/abacusai/memory_options/index.html#abacusai.memory_options.MemoryOptions.to_dict">(abacusai.memory_options.MemoryOptions method)</a>
 </li>
         <li><a href="autoapi/abacusai/messaging_connector_response/index.html#abacusai.messaging_connector_response.MessagingConnectorResponse.to_dict">(abacusai.messaging_connector_response.MessagingConnectorResponse method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.CodeSource.to_dict">(abacusai.model.CodeSource method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.DatabaseConnector.to_dict">(abacusai.model.DatabaseConnector method)</a>
 </li>
         <li><a href="autoapi/abacusai/model/index.html#abacusai.model.Model.to_dict">(abacusai.model.Model method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.ModelLocation.to_dict">(abacusai.model.ModelLocation method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.ModelVersion.to_dict">(abacusai.model.ModelVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.RefreshSchedule.to_dict">(abacusai.model.RefreshSchedule method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.WorkflowGraph.to_dict">(abacusai.model.WorkflowGraph method)</a>
 </li>
         <li><a href="autoapi/abacusai/model_artifacts_export/index.html#abacusai.model_artifacts_export.ModelArtifactsExport.to_dict">(abacusai.model_artifacts_export.ModelArtifactsExport method)</a>
 </li>
         <li><a href="autoapi/abacusai/model_blueprint_export/index.html#abacusai.model_blueprint_export.ModelBlueprintExport.to_dict">(abacusai.model_blueprint_export.ModelBlueprintExport method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model_blueprint_export/index.html#abacusai.model_blueprint_export.ModelBlueprintStage.to_dict">(abacusai.model_blueprint_export.ModelBlueprintStage method)</a>
 </li>
         <li><a href="autoapi/abacusai/model_blueprint_stage/index.html#abacusai.model_blueprint_stage.ModelBlueprintStage.to_dict">(abacusai.model_blueprint_stage.ModelBlueprintStage method)</a>
 </li>
@@ -21487,10 +16137,6 @@ <h2 id="T">T</h2>
         <li><a href="autoapi/abacusai/model_metrics/index.html#abacusai.model_metrics.ModelMetrics.to_dict">(abacusai.model_metrics.ModelMetrics method)</a>
 </li>
         <li><a href="autoapi/abacusai/model_monitor/index.html#abacusai.model_monitor.ModelMonitor.to_dict">(abacusai.model_monitor.ModelMonitor method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model_monitor/index.html#abacusai.model_monitor.ModelMonitorVersion.to_dict">(abacusai.model_monitor.ModelMonitorVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model_monitor/index.html#abacusai.model_monitor.RefreshSchedule.to_dict">(abacusai.model_monitor.RefreshSchedule method)</a>
 </li>
         <li><a href="autoapi/abacusai/model_monitor_org_summary/index.html#abacusai.model_monitor_org_summary.ModelMonitorOrgSummary.to_dict">(abacusai.model_monitor_org_summary.ModelMonitorOrgSummary method)</a>
 </li>
@@ -21505,30 +16151,18 @@ <h2 id="T">T</h2>
         <li><a href="autoapi/abacusai/model_training_type_for_deployment/index.html#abacusai.model_training_type_for_deployment.ModelTrainingTypeForDeployment.to_dict">(abacusai.model_training_type_for_deployment.ModelTrainingTypeForDeployment method)</a>
 </li>
         <li><a href="autoapi/abacusai/model_upload/index.html#abacusai.model_upload.ModelUpload.to_dict">(abacusai.model_upload.ModelUpload method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model_version/index.html#abacusai.model_version.CodeSource.to_dict">(abacusai.model_version.CodeSource method)</a>
 </li>
         <li><a href="autoapi/abacusai/model_version/index.html#abacusai.model_version.ModelVersion.to_dict">(abacusai.model_version.ModelVersion method)</a>
 </li>
         <li><a href="autoapi/abacusai/model_version_feature_group_schema/index.html#abacusai.model_version_feature_group_schema.ModelVersionFeatureGroupSchema.to_dict">(abacusai.model_version_feature_group_schema.ModelVersionFeatureGroupSchema method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model_version_feature_group_schema/index.html#abacusai.model_version_feature_group_schema.Schema.to_dict">(abacusai.model_version_feature_group_schema.Schema method)</a>
 </li>
         <li><a href="autoapi/abacusai/modification_lock_info/index.html#abacusai.modification_lock_info.ModificationLockInfo.to_dict">(abacusai.modification_lock_info.ModificationLockInfo method)</a>
-</li>
-        <li><a href="autoapi/abacusai/module/index.html#abacusai.module.CodeSource.to_dict">(abacusai.module.CodeSource method)</a>
 </li>
         <li><a href="autoapi/abacusai/module/index.html#abacusai.module.Module.to_dict">(abacusai.module.Module method)</a>
 </li>
         <li><a href="autoapi/abacusai/monitor_alert/index.html#abacusai.monitor_alert.MonitorAlert.to_dict">(abacusai.monitor_alert.MonitorAlert method)</a>
-</li>
-        <li><a href="autoapi/abacusai/monitor_alert/index.html#abacusai.monitor_alert.MonitorAlertVersion.to_dict">(abacusai.monitor_alert.MonitorAlertVersion method)</a>
 </li>
         <li><a href="autoapi/abacusai/monitor_alert_version/index.html#abacusai.monitor_alert_version.MonitorAlertVersion.to_dict">(abacusai.monitor_alert_version.MonitorAlertVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/monitor_drift_and_distributions/index.html#abacusai.monitor_drift_and_distributions.EmbeddingFeatureDriftDistribution.to_dict">(abacusai.monitor_drift_and_distributions.EmbeddingFeatureDriftDistribution method)</a>
-</li>
-        <li><a href="autoapi/abacusai/monitor_drift_and_distributions/index.html#abacusai.monitor_drift_and_distributions.ForecastingMonitorSummary.to_dict">(abacusai.monitor_drift_and_distributions.ForecastingMonitorSummary method)</a>
 </li>
         <li><a href="autoapi/abacusai/monitor_drift_and_distributions/index.html#abacusai.monitor_drift_and_distributions.MonitorDriftAndDistributions.to_dict">(abacusai.monitor_drift_and_distributions.MonitorDriftAndDistributions method)</a>
 </li>
@@ -21541,60 +16175,32 @@ <h2 id="T">T</h2>
         <li><a href="autoapi/abacusai/nested_feature/index.html#abacusai.nested_feature.NestedFeature.to_dict">(abacusai.nested_feature.NestedFeature method)</a>
 </li>
         <li><a href="autoapi/abacusai/nested_feature_schema/index.html#abacusai.nested_feature_schema.NestedFeatureSchema.to_dict">(abacusai.nested_feature_schema.NestedFeatureSchema method)</a>
-</li>
-        <li><a href="autoapi/abacusai/nested_feature_schema/index.html#abacusai.nested_feature_schema.PointInTimeFeatureInfo.to_dict">(abacusai.nested_feature_schema.PointInTimeFeatureInfo method)</a>
 </li>
         <li><a href="autoapi/abacusai/null_violation/index.html#abacusai.null_violation.NullViolation.to_dict">(abacusai.null_violation.NullViolation method)</a>
 </li>
         <li><a href="autoapi/abacusai/organization_external_application_settings/index.html#abacusai.organization_external_application_settings.OrganizationExternalApplicationSettings.to_dict">(abacusai.organization_external_application_settings.OrganizationExternalApplicationSettings method)</a>
 </li>
         <li><a href="autoapi/abacusai/organization_group/index.html#abacusai.organization_group.OrganizationGroup.to_dict">(abacusai.organization_group.OrganizationGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.to_dict">(abacusai.organization_search_result.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroupVersion.to_dict">(abacusai.organization_search_result.FeatureGroupVersion method)</a>
 </li>
         <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.OrganizationSearchResult.to_dict">(abacusai.organization_search_result.OrganizationSearchResult method)</a>
 </li>
         <li><a href="autoapi/abacusai/organization_secret/index.html#abacusai.organization_secret.OrganizationSecret.to_dict">(abacusai.organization_secret.OrganizationSecret method)</a>
 </li>
         <li><a href="autoapi/abacusai/page_data/index.html#abacusai.page_data.PageData.to_dict">(abacusai.page_data.PageData method)</a>
-</li>
-        <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.CodeSource.to_dict">(abacusai.pipeline.CodeSource method)</a>
 </li>
         <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.Pipeline.to_dict">(abacusai.pipeline.Pipeline method)</a>
-</li>
-        <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.PipelineReference.to_dict">(abacusai.pipeline.PipelineReference method)</a>
-</li>
-        <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.PipelineStep.to_dict">(abacusai.pipeline.PipelineStep method)</a>
-</li>
-        <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.PipelineVersion.to_dict">(abacusai.pipeline.PipelineVersion method)</a>
 </li>
         <li><a href="autoapi/abacusai/pipeline_reference/index.html#abacusai.pipeline_reference.PipelineReference.to_dict">(abacusai.pipeline_reference.PipelineReference method)</a>
-</li>
-        <li><a href="autoapi/abacusai/pipeline_step/index.html#abacusai.pipeline_step.CodeSource.to_dict">(abacusai.pipeline_step.CodeSource method)</a>
 </li>
         <li><a href="autoapi/abacusai/pipeline_step/index.html#abacusai.pipeline_step.PipelineStep.to_dict">(abacusai.pipeline_step.PipelineStep method)</a>
-</li>
-        <li><a href="autoapi/abacusai/pipeline_step/index.html#abacusai.pipeline_step.PythonFunction.to_dict">(abacusai.pipeline_step.PythonFunction method)</a>
-</li>
-        <li><a href="autoapi/abacusai/pipeline_step_version/index.html#abacusai.pipeline_step_version.CodeSource.to_dict">(abacusai.pipeline_step_version.CodeSource method)</a>
 </li>
         <li><a href="autoapi/abacusai/pipeline_step_version/index.html#abacusai.pipeline_step_version.PipelineStepVersion.to_dict">(abacusai.pipeline_step_version.PipelineStepVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/pipeline_step_version/index.html#abacusai.pipeline_step_version.PipelineStepVersionReference.to_dict">(abacusai.pipeline_step_version.PipelineStepVersionReference method)</a>
 </li>
         <li><a href="autoapi/abacusai/pipeline_step_version_logs/index.html#abacusai.pipeline_step_version_logs.PipelineStepVersionLogs.to_dict">(abacusai.pipeline_step_version_logs.PipelineStepVersionLogs method)</a>
 </li>
         <li><a href="autoapi/abacusai/pipeline_step_version_reference/index.html#abacusai.pipeline_step_version_reference.PipelineStepVersionReference.to_dict">(abacusai.pipeline_step_version_reference.PipelineStepVersionReference method)</a>
-</li>
-        <li><a href="autoapi/abacusai/pipeline_version/index.html#abacusai.pipeline_version.CodeSource.to_dict">(abacusai.pipeline_version.CodeSource method)</a>
-</li>
-        <li><a href="autoapi/abacusai/pipeline_version/index.html#abacusai.pipeline_version.PipelineStepVersion.to_dict">(abacusai.pipeline_version.PipelineStepVersion method)</a>
 </li>
         <li><a href="autoapi/abacusai/pipeline_version/index.html#abacusai.pipeline_version.PipelineVersion.to_dict">(abacusai.pipeline_version.PipelineVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/pipeline_version_logs/index.html#abacusai.pipeline_version_logs.PipelineStepVersionLogs.to_dict">(abacusai.pipeline_version_logs.PipelineStepVersionLogs method)</a>
 </li>
         <li><a href="autoapi/abacusai/pipeline_version_logs/index.html#abacusai.pipeline_version_logs.PipelineVersionLogs.to_dict">(abacusai.pipeline_version_logs.PipelineVersionLogs method)</a>
 </li>
@@ -21603,90 +16209,34 @@ <h2 id="T">T</h2>
         <li><a href="autoapi/abacusai/point_in_time_feature_info/index.html#abacusai.point_in_time_feature_info.PointInTimeFeatureInfo.to_dict">(abacusai.point_in_time_feature_info.PointInTimeFeatureInfo method)</a>
 </li>
         <li><a href="autoapi/abacusai/point_in_time_group/index.html#abacusai.point_in_time_group.PointInTimeGroup.to_dict">(abacusai.point_in_time_group.PointInTimeGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/point_in_time_group/index.html#abacusai.point_in_time_group.PointInTimeGroupFeature.to_dict">(abacusai.point_in_time_group.PointInTimeGroupFeature method)</a>
 </li>
         <li><a href="autoapi/abacusai/point_in_time_group_feature/index.html#abacusai.point_in_time_group_feature.PointInTimeGroupFeature.to_dict">(abacusai.point_in_time_group_feature.PointInTimeGroupFeature method)</a>
-</li>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.AgentDataExecutionResult.to_dict">(abacusai.prediction_client.AgentDataExecutionResult method)</a>
-</li>
-        <li><a href="autoapi/abacusai/prediction_client/index.html#abacusai.prediction_client.DocumentRetrieverLookupResult.to_dict">(abacusai.prediction_client.DocumentRetrieverLookupResult method)</a>
 </li>
         <li><a href="autoapi/abacusai/prediction_dataset/index.html#abacusai.prediction_dataset.PredictionDataset.to_dict">(abacusai.prediction_dataset.PredictionDataset method)</a>
 </li>
         <li><a href="autoapi/abacusai/prediction_feature_group/index.html#abacusai.prediction_feature_group.PredictionFeatureGroup.to_dict">(abacusai.prediction_feature_group.PredictionFeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/prediction_input/index.html#abacusai.prediction_input.PredictionDataset.to_dict">(abacusai.prediction_input.PredictionDataset method)</a>
-</li>
-        <li><a href="autoapi/abacusai/prediction_input/index.html#abacusai.prediction_input.PredictionFeatureGroup.to_dict">(abacusai.prediction_input.PredictionFeatureGroup method)</a>
 </li>
         <li><a href="autoapi/abacusai/prediction_input/index.html#abacusai.prediction_input.PredictionInput.to_dict">(abacusai.prediction_input.PredictionInput method)</a>
-</li>
-        <li><a href="autoapi/abacusai/prediction_operator/index.html#abacusai.prediction_operator.CodeSource.to_dict">(abacusai.prediction_operator.CodeSource method)</a>
 </li>
         <li><a href="autoapi/abacusai/prediction_operator/index.html#abacusai.prediction_operator.PredictionOperator.to_dict">(abacusai.prediction_operator.PredictionOperator method)</a>
-</li>
-        <li><a href="autoapi/abacusai/prediction_operator/index.html#abacusai.prediction_operator.PredictionOperatorVersion.to_dict">(abacusai.prediction_operator.PredictionOperatorVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/prediction_operator/index.html#abacusai.prediction_operator.RefreshSchedule.to_dict">(abacusai.prediction_operator.RefreshSchedule method)</a>
-</li>
-        <li><a href="autoapi/abacusai/prediction_operator_version/index.html#abacusai.prediction_operator_version.CodeSource.to_dict">(abacusai.prediction_operator_version.CodeSource method)</a>
 </li>
         <li><a href="autoapi/abacusai/prediction_operator_version/index.html#abacusai.prediction_operator_version.PredictionOperatorVersion.to_dict">(abacusai.prediction_operator_version.PredictionOperatorVersion method)</a>
 </li>
         <li><a href="autoapi/abacusai/problem_type/index.html#abacusai.problem_type.ProblemType.to_dict">(abacusai.problem_type.ProblemType method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.ForecastingMonitorConfig.to_dict">(abacusai.project.ForecastingMonitorConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.to_dict">(abacusai.project.Project method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.WorkflowGraph.to_dict">(abacusai.project.WorkflowGraph method)</a>
 </li>
         <li><a href="autoapi/abacusai/project_config/index.html#abacusai.project_config.ProjectConfig.to_dict">(abacusai.project_config.ProjectConfig method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.AnnotationConfig.to_dict">(abacusai.project_feature_group.AnnotationConfig method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.CodeSource.to_dict">(abacusai.project_feature_group.CodeSource method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.ConcatenationConfig.to_dict">(abacusai.project_feature_group.ConcatenationConfig method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.Feature.to_dict">(abacusai.project_feature_group.Feature method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.to_dict">(abacusai.project_feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroupTemplate.to_dict">(abacusai.project_feature_group.FeatureGroupTemplate method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroupVersion.to_dict">(abacusai.project_feature_group.FeatureGroupVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.IndexingConfig.to_dict">(abacusai.project_feature_group.IndexingConfig method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.NaturalLanguageExplanation.to_dict">(abacusai.project_feature_group.NaturalLanguageExplanation method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.PointInTimeGroup.to_dict">(abacusai.project_feature_group.PointInTimeGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.ProjectConfig.to_dict">(abacusai.project_feature_group.ProjectConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.ProjectFeatureGroup.to_dict">(abacusai.project_feature_group.ProjectFeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.ProjectFeatureGroupSchema.to_dict">(abacusai.project_feature_group.ProjectFeatureGroupSchema method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.RefreshSchedule.to_dict">(abacusai.project_feature_group.RefreshSchedule method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group_schema/index.html#abacusai.project_feature_group_schema.ProjectConfig.to_dict">(abacusai.project_feature_group_schema.ProjectConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/project_feature_group_schema/index.html#abacusai.project_feature_group_schema.ProjectFeatureGroupSchema.to_dict">(abacusai.project_feature_group_schema.ProjectFeatureGroupSchema method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group_schema/index.html#abacusai.project_feature_group_schema.Schema.to_dict">(abacusai.project_feature_group_schema.Schema method)</a>
 </li>
         <li><a href="autoapi/abacusai/project_feature_group_schema_version/index.html#abacusai.project_feature_group_schema_version.ProjectFeatureGroupSchemaVersion.to_dict">(abacusai.project_feature_group_schema_version.ProjectFeatureGroupSchemaVersion method)</a>
 </li>
         <li><a href="autoapi/abacusai/project_validation/index.html#abacusai.project_validation.ProjectValidation.to_dict">(abacusai.project_validation.ProjectValidation method)</a>
-</li>
-        <li><a href="autoapi/abacusai/python_function/index.html#abacusai.python_function.CodeSource.to_dict">(abacusai.python_function.CodeSource method)</a>
 </li>
         <li><a href="autoapi/abacusai/python_function/index.html#abacusai.python_function.PythonFunction.to_dict">(abacusai.python_function.PythonFunction method)</a>
-</li>
-        <li><a href="autoapi/abacusai/python_plot_function/index.html#abacusai.python_plot_function.CodeSource.to_dict">(abacusai.python_plot_function.CodeSource method)</a>
 </li>
         <li><a href="autoapi/abacusai/python_plot_function/index.html#abacusai.python_plot_function.PythonPlotFunction.to_dict">(abacusai.python_plot_function.PythonPlotFunction method)</a>
 </li>
@@ -21695,10 +16245,6 @@ <h2 id="T">T</h2>
         <li><a href="autoapi/abacusai/realtime_monitor/index.html#abacusai.realtime_monitor.RealtimeMonitor.to_dict">(abacusai.realtime_monitor.RealtimeMonitor method)</a>
 </li>
         <li><a href="autoapi/abacusai/refresh_pipeline_run/index.html#abacusai.refresh_pipeline_run.RefreshPipelineRun.to_dict">(abacusai.refresh_pipeline_run.RefreshPipelineRun method)</a>
-</li>
-        <li><a href="autoapi/abacusai/refresh_pipeline_run/index.html#abacusai.refresh_pipeline_run.RefreshPolicy.to_dict">(abacusai.refresh_pipeline_run.RefreshPolicy method)</a>
-</li>
-        <li><a href="autoapi/abacusai/refresh_policy/index.html#abacusai.refresh_policy.FeatureGroupRefreshExportConfig.to_dict">(abacusai.refresh_policy.FeatureGroupRefreshExportConfig method)</a>
 </li>
         <li><a href="autoapi/abacusai/refresh_policy/index.html#abacusai.refresh_policy.RefreshPolicy.to_dict">(abacusai.refresh_policy.RefreshPolicy method)</a>
 </li>
@@ -21707,10 +16253,6 @@ <h2 id="T">T</h2>
         <li><a href="autoapi/abacusai/resolved_feature_group_template/index.html#abacusai.resolved_feature_group_template.ResolvedFeatureGroupTemplate.to_dict">(abacusai.resolved_feature_group_template.ResolvedFeatureGroupTemplate method)</a>
 </li>
         <li><a href="autoapi/abacusai/index.html#abacusai.RestrictFeatureMappings.to_dict">(abacusai.RestrictFeatureMappings method)</a>
-</li>
-        <li><a href="autoapi/abacusai/schema/index.html#abacusai.schema.NestedFeatureSchema.to_dict">(abacusai.schema.NestedFeatureSchema method)</a>
-</li>
-        <li><a href="autoapi/abacusai/schema/index.html#abacusai.schema.PointInTimeFeatureInfo.to_dict">(abacusai.schema.PointInTimeFeatureInfo method)</a>
 </li>
         <li><a href="autoapi/abacusai/schema/index.html#abacusai.schema.Schema.to_dict">(abacusai.schema.Schema method)</a>
 </li>
@@ -21737,16 +16279,12 @@ <h2 id="T">T</h2>
         <li><a href="autoapi/abacusai/use_case/index.html#abacusai.use_case.UseCase.to_dict">(abacusai.use_case.UseCase method)</a>
 </li>
         <li><a href="autoapi/abacusai/use_case_requirements/index.html#abacusai.use_case_requirements.UseCaseRequirements.to_dict">(abacusai.use_case_requirements.UseCaseRequirements method)</a>
-</li>
-        <li><a href="autoapi/abacusai/user/index.html#abacusai.user.OrganizationGroup.to_dict">(abacusai.user.OrganizationGroup method)</a>
 </li>
         <li><a href="autoapi/abacusai/user/index.html#abacusai.user.User.to_dict">(abacusai.user.User method)</a>
 </li>
         <li><a href="autoapi/abacusai/user_exception/index.html#abacusai.user_exception.UserException.to_dict">(abacusai.user_exception.UserException method)</a>
 </li>
         <li><a href="autoapi/abacusai/web_search_response/index.html#abacusai.web_search_response.WebSearchResponse.to_dict">(abacusai.web_search_response.WebSearchResponse method)</a>
-</li>
-        <li><a href="autoapi/abacusai/web_search_response/index.html#abacusai.web_search_response.WebSearchResult.to_dict">(abacusai.web_search_response.WebSearchResult method)</a>
 </li>
         <li><a href="autoapi/abacusai/web_search_result/index.html#abacusai.web_search_result.WebSearchResult.to_dict">(abacusai.web_search_result.WebSearchResult method)</a>
 </li>
@@ -21788,7 +16326,13 @@ <h2 id="T">T</h2>
       <li><a href="autoapi/abacusai/client/index.html#abacusai.client.TooManyRequestsError">TooManyRequestsError</a>
 </li>
       <li><a href="autoapi/abacusai/api_class/connectors/index.html#abacusai.api_class.connectors.KafkaDatasetConfig.topic">topic (abacusai.api_class.connectors.KafkaDatasetConfig attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.KafkaDatasetConfig.topic">(abacusai.api_class.KafkaDatasetConfig attribute)</a>
 </li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.KafkaDatasetConfig.topic">(abacusai.KafkaDatasetConfig attribute)</a>
+</li>
+      </ul></li>
       <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.BiasType.TOTAL">TOTAL (abacusai.api_class.BiasType attribute)</a>
 
       <ul>
@@ -21809,8 +16353,6 @@ <h2 id="T">T</h2>
 
       <ul>
         <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.train_model">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Project.train_model">(abacusai.client.Project method)</a>
 </li>
         <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.train_model">(abacusai.project.Project method)</a>
 </li>
@@ -21837,8 +16379,6 @@ <h2 id="T">T</h2>
         <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.DeployableAlgorithm.trained_model_types">(abacusai.api_class.model.DeployableAlgorithm attribute)</a>
 </li>
         <li><a href="autoapi/abacusai/index.html#abacusai.DeployableAlgorithm.trained_model_types">(abacusai.DeployableAlgorithm attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/model_version/index.html#abacusai.model_version.DeployableAlgorithm.trained_model_types">(abacusai.model_version.DeployableAlgorithm attribute)</a>
 </li>
       </ul></li>
       <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.PersonalizationTrainingConfig.training_mode">training_mode (abacusai.api_class.model.PersonalizationTrainingConfig attribute)</a>
@@ -21879,22 +16419,10 @@ <h2 id="T">T</h2>
         <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.TrainingConfig">(class in abacusai.api_class)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/model/index.html#abacusai.api_class.model.TrainingConfig">(class in abacusai.api_class.model)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.TrainingConfig">(class in abacusai.client)</a>
-</li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.TrainingConfig">(class in abacusai.model)</a>
-</li>
-        <li><a href="autoapi/abacusai/model_version/index.html#abacusai.model_version.TrainingConfig">(class in abacusai.model_version)</a>
-</li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.TrainingConfig">(class in abacusai.project)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.TrainingConfigOptions">TrainingConfigOptions (class in abacusai.client)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/training_config_options/index.html#abacusai.training_config_options.TrainingConfigOptions">(class in abacusai.training_config_options)</a>
+      <li><a href="autoapi/abacusai/training_config_options/index.html#abacusai.training_config_options.TrainingConfigOptions">TrainingConfigOptions (class in abacusai.training_config_options)</a>
 </li>
-      </ul></li>
       <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.transcribe_audio">transcribe_audio() (abacusai.ApiClient method)</a>
 
       <ul>
@@ -21945,8 +16473,6 @@ <h2 id="T">T</h2>
 
       <ul>
         <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FileFormat.TSV">(abacusai.api_class.FileFormat attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.FileFormat.TSV">(abacusai.batch_prediction_version.FileFormat attribute)</a>
 </li>
         <li><a href="autoapi/abacusai/index.html#abacusai.FileFormat.TSV">(abacusai.FileFormat attribute)</a>
 </li>
@@ -21963,8 +16489,6 @@ <h2 id="T">T</h2>
 
       <ul>
         <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FileFormat.TXT">(abacusai.api_class.FileFormat attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.FileFormat.TXT">(abacusai.batch_prediction_version.FileFormat attribute)</a>
 </li>
         <li><a href="autoapi/abacusai/index.html#abacusai.FileFormat.TXT">(abacusai.FileFormat attribute)</a>
 </li>
@@ -21977,14 +16501,8 @@ <h2 id="T">T</h2>
         <li><a href="autoapi/abacusai/api_class/project/index.html#abacusai.api_class.project.ProjectFeatureGroupConfig.type">(abacusai.api_class.project.ProjectFeatureGroupConfig attribute)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ProjectFeatureGroupConfig.type">(abacusai.api_class.ProjectFeatureGroupConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ProjectFeatureGroupConfig.type">(abacusai.client.ProjectFeatureGroupConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.ProjectFeatureGroupConfig.type">(abacusai.feature_group.ProjectFeatureGroupConfig attribute)</a>
 </li>
         <li><a href="autoapi/abacusai/index.html#abacusai.FieldDescriptor.type">(abacusai.FieldDescriptor attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_config/index.html#abacusai.project_config.ProjectFeatureGroupConfig.type">(abacusai.project_config.ProjectFeatureGroupConfig attribute)</a>
 </li>
         <li><a href="autoapi/abacusai/index.html#abacusai.ProjectFeatureGroupConfig.type">(abacusai.ProjectFeatureGroupConfig attribute)</a>
 </li>
@@ -22041,92 +16559,60 @@ <h2 id="U">U</h2>
       </ul></li>
       <li><a href="autoapi/abacusai/python_function_validator/index.html#abacusai.python_function_validator._MonkeyPatch.undo">undo() (abacusai.python_function_validator._MonkeyPatch method)</a>
 </li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.unset_feature_as_annotatable_feature">unset_feature_as_annotatable_feature() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.OperatorType.UNPIVOT">UNPIVOT (abacusai.api_class.enums.OperatorType attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.unset_feature_as_annotatable_feature">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.unset_feature_as_annotatable_feature">(abacusai.client.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.unset_feature_as_annotatable_feature">(abacusai.feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.unset_feature_as_annotatable_feature">(abacusai.organization_search_result.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.OperatorType.UNPIVOT">(abacusai.api_class.OperatorType attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.unset_feature_as_annotatable_feature">(abacusai.project_feature_group.FeatureGroup method)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.OperatorType.UNPIVOT">(abacusai.OperatorType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.unset_pipeline_refresh_schedule">unset_pipeline_refresh_schedule() (abacusai.ApiClient method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.UnpivotConfig">UnpivotConfig (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.unset_pipeline_refresh_schedule">(abacusai.client.ApiClient method)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.UnpivotConfig">(class in abacusai.api_class)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Pipeline.unset_refresh_schedule">unset_refresh_schedule() (abacusai.client.Pipeline method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.Pipeline.unset_refresh_schedule">(abacusai.pipeline.Pipeline method)</a>
+        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.UnpivotConfig">(class in abacusai.api_class.feature_group)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPrediction.update">update() (abacusai.batch_prediction.BatchPrediction method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BatchPrediction.update">(abacusai.client.BatchPrediction method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Deployment.update">(abacusai.client.Deployment method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ExternalApplication.update">(abacusai.client.ExternalApplication method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.update">(abacusai.client.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroupTemplate.update">(abacusai.client.FeatureGroupTemplate method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.GraphDashboard.update">(abacusai.client.GraphDashboard method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.MonitorAlert.update">(abacusai.client.MonitorAlert method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Pipeline.update">(abacusai.client.Pipeline method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PipelineStep.update">(abacusai.client.PipelineStep method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PredictionOperator.update">(abacusai.client.PredictionOperator method)</a>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.unset_feature_as_annotatable_feature">unset_feature_as_annotatable_feature() (abacusai.ApiClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.unset_feature_as_annotatable_feature">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.RealtimeMonitor.update">(abacusai.client.RealtimeMonitor method)</a>
+        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.unset_feature_as_annotatable_feature">(abacusai.feature_group.FeatureGroup method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.RefreshPolicy.update">(abacusai.client.RefreshPolicy method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.unset_pipeline_refresh_schedule">unset_pipeline_refresh_schedule() (abacusai.ApiClient method)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.unset_pipeline_refresh_schedule">(abacusai.client.ApiClient method)</a>
 </li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Webhook.update">(abacusai.client.Webhook method)</a>
+      </ul></li>
+      <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.Pipeline.unset_refresh_schedule">unset_refresh_schedule() (abacusai.pipeline.Pipeline method)</a>
 </li>
+      <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPrediction.update">update() (abacusai.batch_prediction.BatchPrediction method)</a>
+
+      <ul>
         <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.update">(abacusai.deployment.Deployment method)</a>
 </li>
         <li><a href="autoapi/abacusai/external_application/index.html#abacusai.external_application.ExternalApplication.update">(abacusai.external_application.ExternalApplication method)</a>
 </li>
         <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.update">(abacusai.feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroupTemplate.update">(abacusai.feature_group.FeatureGroupTemplate method)</a>
 </li>
         <li><a href="autoapi/abacusai/feature_group_template/index.html#abacusai.feature_group_template.FeatureGroupTemplate.update">(abacusai.feature_group_template.FeatureGroupTemplate method)</a>
 </li>
         <li><a href="autoapi/abacusai/graph_dashboard/index.html#abacusai.graph_dashboard.GraphDashboard.update">(abacusai.graph_dashboard.GraphDashboard method)</a>
 </li>
         <li><a href="autoapi/abacusai/monitor_alert/index.html#abacusai.monitor_alert.MonitorAlert.update">(abacusai.monitor_alert.MonitorAlert method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.update">(abacusai.organization_search_result.FeatureGroup method)</a>
 </li>
         <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.Pipeline.update">(abacusai.pipeline.Pipeline method)</a>
-</li>
-        <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.PipelineStep.update">(abacusai.pipeline.PipelineStep method)</a>
 </li>
         <li><a href="autoapi/abacusai/pipeline_step/index.html#abacusai.pipeline_step.PipelineStep.update">(abacusai.pipeline_step.PipelineStep method)</a>
 </li>
         <li><a href="autoapi/abacusai/prediction_operator/index.html#abacusai.prediction_operator.PredictionOperator.update">(abacusai.prediction_operator.PredictionOperator method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.update">(abacusai.project_feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroupTemplate.update">(abacusai.project_feature_group.FeatureGroupTemplate method)</a>
 </li>
         <li><a href="autoapi/abacusai/realtime_monitor/index.html#abacusai.realtime_monitor.RealtimeMonitor.update">(abacusai.realtime_monitor.RealtimeMonitor method)</a>
-</li>
-        <li><a href="autoapi/abacusai/refresh_pipeline_run/index.html#abacusai.refresh_pipeline_run.RefreshPolicy.update">(abacusai.refresh_pipeline_run.RefreshPolicy method)</a>
 </li>
         <li><a href="autoapi/abacusai/refresh_policy/index.html#abacusai.refresh_policy.RefreshPolicy.update">(abacusai.refresh_policy.RefreshPolicy method)</a>
 </li>
@@ -22137,8 +16623,6 @@ <h2 id="U">U</h2>
 
       <ul>
         <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.update_agent">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Model.update_agent">(abacusai.client.Model method)</a>
 </li>
         <li><a href="autoapi/abacusai/model/index.html#abacusai.model.Model.update_agent">(abacusai.model.Model method)</a>
 </li>
@@ -22165,14 +16649,8 @@ <h2 id="U">U</h2>
 
       <ul>
         <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.update_annotation_status">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.update_annotation_status">(abacusai.client.FeatureGroup method)</a>
 </li>
         <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.update_annotation_status">(abacusai.feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.update_annotation_status">(abacusai.organization_search_result.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.update_annotation_status">(abacusai.project_feature_group.FeatureGroup method)</a>
 </li>
       </ul></li>
       <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.update_batch_prediction">update_batch_prediction() (abacusai.ApiClient method)</a>
@@ -22205,16 +16683,8 @@ <h2 id="U">U</h2>
         <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.update_custom_metric_from_function">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.update_dataset_feature_expression">update_dataset_feature_expression() (abacusai.client.FeatureGroup method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.update_dataset_feature_expression">(abacusai.feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.update_dataset_feature_expression">(abacusai.organization_search_result.FeatureGroup method)</a>
+      <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.update_dataset_feature_expression">update_dataset_feature_expression() (abacusai.feature_group.FeatureGroup method)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.update_dataset_feature_expression">(abacusai.project_feature_group.FeatureGroup method)</a>
-</li>
-      </ul></li>
       <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.update_dataset_feature_group_feature_expression">update_dataset_feature_group_feature_expression() (abacusai.ApiClient method)</a>
 
       <ul>
@@ -22237,14 +16707,8 @@ <h2 id="U">U</h2>
 
       <ul>
         <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.update_feature">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.update_feature">(abacusai.client.FeatureGroup method)</a>
 </li>
         <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.update_feature">(abacusai.feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.update_feature">(abacusai.organization_search_result.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.update_feature">(abacusai.project_feature_group.FeatureGroup method)</a>
 </li>
       </ul></li>
       <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.update_feature_group">update_feature_group() (abacusai.ApiClient method)</a>
@@ -22335,14 +16799,8 @@ <h2 id="U">U</h2>
 
       <ul>
         <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.update_nested_feature">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.update_nested_feature">(abacusai.client.FeatureGroup method)</a>
 </li>
         <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.update_nested_feature">(abacusai.feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.update_nested_feature">(abacusai.organization_search_result.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.update_nested_feature">(abacusai.project_feature_group.FeatureGroup method)</a>
 </li>
       </ul></li>
       <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.update_organization_secret">update_organization_secret() (abacusai.ApiClient method)</a>
@@ -22357,14 +16815,14 @@ <h2 id="U">U</h2>
         <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.update_pipeline">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.update_pipeline_step">update_pipeline_step() (abacusai.ApiClient method)</a>
 
       <ul>
         <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.update_pipeline_step">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-  </ul></td>
-  <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.update_pipeline_step_from_function">update_pipeline_step_from_function() (abacusai.ApiClient method)</a>
 
       <ul>
@@ -22375,42 +16833,24 @@ <h2 id="U">U</h2>
 
       <ul>
         <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.update_point_in_time_feature">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.update_point_in_time_feature">(abacusai.client.FeatureGroup method)</a>
 </li>
         <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.update_point_in_time_feature">(abacusai.feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.update_point_in_time_feature">(abacusai.organization_search_result.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.update_point_in_time_feature">(abacusai.project_feature_group.FeatureGroup method)</a>
 </li>
       </ul></li>
       <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.update_point_in_time_group">update_point_in_time_group() (abacusai.ApiClient method)</a>
 
       <ul>
         <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.update_point_in_time_group">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.update_point_in_time_group">(abacusai.client.FeatureGroup method)</a>
 </li>
         <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.update_point_in_time_group">(abacusai.feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.update_point_in_time_group">(abacusai.organization_search_result.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.update_point_in_time_group">(abacusai.project_feature_group.FeatureGroup method)</a>
 </li>
       </ul></li>
       <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.update_point_in_time_group_feature">update_point_in_time_group_feature() (abacusai.ApiClient method)</a>
 
       <ul>
         <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.update_point_in_time_group_feature">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.update_point_in_time_group_feature">(abacusai.client.FeatureGroup method)</a>
 </li>
         <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.update_point_in_time_group_feature">(abacusai.feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.update_point_in_time_group_feature">(abacusai.organization_search_result.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.update_point_in_time_group_feature">(abacusai.project_feature_group.FeatureGroup method)</a>
 </li>
       </ul></li>
       <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.update_prediction_operator">update_prediction_operator() (abacusai.ApiClient method)</a>
@@ -22425,48 +16865,26 @@ <h2 id="U">U</h2>
         <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.update_prediction_operator_from_functions">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Model.update_python">update_python() (abacusai.client.Model method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.Model.update_python">(abacusai.model.Model method)</a>
+      <li><a href="autoapi/abacusai/model/index.html#abacusai.model.Model.update_python">update_python() (abacusai.model.Model method)</a>
 </li>
-      </ul></li>
       <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.update_python_function">update_python_function() (abacusai.ApiClient method)</a>
 
       <ul>
         <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.update_python_function">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.update_python_function">(abacusai.client.FeatureGroup method)</a>
 </li>
         <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.update_python_function">(abacusai.feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.update_python_function">(abacusai.organization_search_result.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.update_python_function">(abacusai.project_feature_group.FeatureGroup method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.update_python_function_bindings">update_python_function_bindings() (abacusai.client.FeatureGroup method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.update_python_function_bindings">(abacusai.feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.update_python_function_bindings">(abacusai.organization_search_result.FeatureGroup method)</a>
+      <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.update_python_function_bindings">update_python_function_bindings() (abacusai.feature_group.FeatureGroup method)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.update_python_function_bindings">(abacusai.project_feature_group.FeatureGroup method)</a>
-</li>
-      </ul></li>
       <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.update_python_function_code">update_python_function_code() (abacusai.ApiClient method)</a>
 
       <ul>
         <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.update_python_function_code">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Model.update_python_git">update_python_git() (abacusai.client.Model method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.Model.update_python_git">(abacusai.model.Model method)</a>
+      <li><a href="autoapi/abacusai/model/index.html#abacusai.model.Model.update_python_git">update_python_git() (abacusai.model.Model method)</a>
 </li>
-      </ul></li>
       <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.update_python_model">update_python_model() (abacusai.ApiClient method)</a>
 
       <ul>
@@ -22485,12 +16903,8 @@ <h2 id="U">U</h2>
         <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.update_python_model_zip">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Model.update_python_zip">update_python_zip() (abacusai.client.Model method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.Model.update_python_zip">(abacusai.model.Model method)</a>
+      <li><a href="autoapi/abacusai/model/index.html#abacusai.model.Model.update_python_zip">update_python_zip() (abacusai.model.Model method)</a>
 </li>
-      </ul></li>
       <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.update_realtime_monitor">update_realtime_monitor() (abacusai.ApiClient method)</a>
 
       <ul>
@@ -22503,60 +16917,30 @@ <h2 id="U">U</h2>
         <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.update_refresh_policy">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.update_sql_definition">update_sql_definition() (abacusai.client.FeatureGroup method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.update_sql_definition">(abacusai.feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.update_sql_definition">(abacusai.organization_search_result.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.update_sql_definition">(abacusai.project_feature_group.FeatureGroup method)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.update_template_bindings">update_template_bindings() (abacusai.client.FeatureGroup method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.update_template_bindings">(abacusai.feature_group.FeatureGroup method)</a>
+      <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.update_sql_definition">update_sql_definition() (abacusai.feature_group.FeatureGroup method)</a>
 </li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.update_template_bindings">(abacusai.organization_search_result.FeatureGroup method)</a>
+      <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.update_template_bindings">update_template_bindings() (abacusai.feature_group.FeatureGroup method)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.update_template_bindings">(abacusai.project_feature_group.FeatureGroup method)</a>
-</li>
-      </ul></li>
       <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.update_webhook">update_webhook() (abacusai.ApiClient method)</a>
 
       <ul>
         <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.update_webhook">(abacusai.client.ApiClient method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Upload">Upload (class in abacusai.client)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/upload/index.html#abacusai.upload.Upload">(class in abacusai.upload)</a>
+      <li><a href="autoapi/abacusai/upload/index.html#abacusai.upload.Upload">Upload (class in abacusai.upload)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Upload.upload_file">upload_file() (abacusai.client.Upload method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/upload/index.html#abacusai.upload.Upload.upload_file">(abacusai.upload.Upload method)</a>
+      <li><a href="autoapi/abacusai/upload/index.html#abacusai.upload.Upload.upload_file">upload_file() (abacusai.upload.Upload method)</a>
 </li>
-      </ul></li>
       <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.upload_part">upload_part() (abacusai.ApiClient method)</a>
 
       <ul>
         <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.upload_part">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Upload.upload_part">(abacusai.client.Upload method)</a>
 </li>
         <li><a href="autoapi/abacusai/upload/index.html#abacusai.upload.Upload.upload_part">(abacusai.upload.Upload method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.UploadPart">UploadPart (class in abacusai.client)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/upload_part/index.html#abacusai.upload_part.UploadPart">(class in abacusai.upload_part)</a>
+      <li><a href="autoapi/abacusai/upload_part/index.html#abacusai.upload_part.UploadPart">UploadPart (class in abacusai.upload_part)</a>
 </li>
-      </ul></li>
       <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.ItemAttributesStdDevThreshold.upper_bound">upper_bound (abacusai.api_class.ItemAttributesStdDevThreshold attribute)</a>
 
       <ul>
@@ -22571,14 +16955,8 @@ <h2 id="U">U</h2>
 
       <ul>
         <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApiClient.upsert_data">(abacusai.client.ApiClient method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.upsert_data">(abacusai.client.FeatureGroup method)</a>
 </li>
         <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.upsert_data">(abacusai.feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.upsert_data">(abacusai.organization_search_result.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.upsert_data">(abacusai.project_feature_group.FeatureGroup method)</a>
 </li>
       </ul></li>
       <li><a href="autoapi/abacusai/index.html#abacusai.ApiClient.upsert_item_embeddings">upsert_item_embeddings() (abacusai.ApiClient method)</a>
@@ -22628,11 +17006,7 @@ <h2 id="U">U</h2>
       <li><a href="autoapi/abacusai/api_class/dataset/index.html#abacusai.api_class.dataset.DocumentProcessingConfig.use_full_ocr">use_full_ocr (abacusai.api_class.dataset.DocumentProcessingConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DocumentProcessingConfig.use_full_ocr">(abacusai.api_class.DocumentProcessingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DocumentProcessingConfig.use_full_ocr">(abacusai.client.DocumentProcessingConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.DocumentProcessingConfig.use_full_ocr">(abacusai.dataset.DocumentProcessingConfig attribute)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.DocumentProcessingConfig.use_full_ocr">(abacusai.api_class.DocumentProcessingConfig attribute)</a>, <a href="autoapi/abacusai/api_class/index.html#id139">[1]</a>
 </li>
         <li><a href="autoapi/abacusai/index.html#abacusai.DocumentProcessingConfig.use_full_ocr">(abacusai.DocumentProcessingConfig attribute)</a>
 </li>
@@ -22685,24 +17059,18 @@ <h2 id="U">U</h2>
         <li><a href="autoapi/abacusai/index.html#abacusai.PersonalizationTrainingConfig.use_user_id_feature">(abacusai.PersonalizationTrainingConfig attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.UseCase">UseCase (class in abacusai.client)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/use_case/index.html#abacusai.use_case.UseCase">(class in abacusai.use_case)</a>
+      <li><a href="autoapi/abacusai/use_case/index.html#abacusai.use_case.UseCase">UseCase (class in abacusai.use_case)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.UseCaseRequirements">UseCaseRequirements (class in abacusai.client)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/use_case_requirements/index.html#abacusai.use_case_requirements.UseCaseRequirements">(class in abacusai.use_case_requirements)</a>
+      <li><a href="autoapi/abacusai/use_case_requirements/index.html#abacusai.use_case_requirements.UseCaseRequirements">UseCaseRequirements (class in abacusai.use_case_requirements)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/app_user_group/index.html#abacusai.app_user_group.User">User (class in abacusai.app_user_group)</a>
+      <li><a href="autoapi/abacusai/user/index.html#abacusai.user.User">User (class in abacusai.user)</a>
+</li>
+      <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.CrawlerTransformConfig.user_agent">user_agent (abacusai.api_class.CrawlerTransformConfig attribute)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.User">(class in abacusai.client)</a>
+        <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.CrawlerTransformConfig.user_agent">(abacusai.api_class.feature_group.CrawlerTransformConfig attribute)</a>
 </li>
-        <li><a href="autoapi/abacusai/user/index.html#abacusai.user.User">(class in abacusai.user)</a>
+        <li><a href="autoapi/abacusai/index.html#abacusai.CrawlerTransformConfig.user_agent">(abacusai.CrawlerTransformConfig attribute)</a>
 </li>
       </ul></li>
       <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.WorkflowNodeInputType.USER_INPUT">USER_INPUT (abacusai.api_class.enums.WorkflowNodeInputType attribute)</a>
@@ -22713,12 +17081,8 @@ <h2 id="U">U</h2>
         <li><a href="autoapi/abacusai/index.html#abacusai.WorkflowNodeInputType.USER_INPUT">(abacusai.WorkflowNodeInputType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/function_logs/index.html#abacusai.function_logs.UserException">UserException (class in abacusai.function_logs)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/user_exception/index.html#abacusai.user_exception.UserException">(class in abacusai.user_exception)</a>
+      <li><a href="autoapi/abacusai/user_exception/index.html#abacusai.user_exception.UserException">UserException (class in abacusai.user_exception)</a>
 </li>
-      </ul></li>
   </ul></td>
 </tr></table>
 
@@ -22733,22 +17097,12 @@ <h2 id="V">V</h2>
         <li><a href="autoapi/abacusai/index.html#abacusai.SentimentType.VALENCE">(abacusai.SentimentType attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Project.validate">validate() (abacusai.client.Project method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.validate">(abacusai.project.Project method)</a>
+      <li><a href="autoapi/abacusai/project/index.html#abacusai.project.Project.validate">validate() (abacusai.project.Project method)</a>
 </li>
-      </ul></li>
       <li><a href="autoapi/abacusai/python_function_validator/index.html#abacusai.python_function_validator.validate_function_locally">validate_function_locally() (in module abacusai.python_function_validator)</a>
 </li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PythonFunction.validate_locally">validate_locally() (abacusai.client.PythonFunction method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/pipeline_step/index.html#abacusai.pipeline_step.PythonFunction.validate_locally">(abacusai.pipeline_step.PythonFunction method)</a>
-</li>
-        <li><a href="autoapi/abacusai/python_function/index.html#abacusai.python_function.PythonFunction.validate_locally">(abacusai.python_function.PythonFunction method)</a>
+      <li><a href="autoapi/abacusai/python_function/index.html#abacusai.python_function.PythonFunction.validate_locally">validate_locally() (abacusai.python_function.PythonFunction method)</a>
 </li>
-      </ul></li>
       <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.validate_project">validate_project() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
@@ -22763,14 +17117,18 @@ <h2 id="V">V</h2>
         <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.PythonFunctionArgument.value">(abacusai.api_class.PythonFunctionArgument attribute)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.StdDevThreshold.value">(abacusai.api_class.StdDevThreshold attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.PythonFunctionArgument.value">(abacusai.pipeline.PythonFunctionArgument attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/pipeline_version/index.html#abacusai.pipeline_version.PythonFunctionArgument.value">(abacusai.pipeline_version.PythonFunctionArgument attribute)</a>
 </li>
         <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionArgument.value">(abacusai.PythonFunctionArgument attribute)</a>
 </li>
         <li><a href="autoapi/abacusai/index.html#abacusai.StdDevThreshold.value">(abacusai.StdDevThreshold attribute)</a>
+</li>
+      </ul></li>
+      <li><a href="autoapi/abacusai/api_class/feature_group/index.html#abacusai.api_class.feature_group.UnpivotConfig.value_column">value_column (abacusai.api_class.feature_group.UnpivotConfig attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.UnpivotConfig.value_column">(abacusai.api_class.UnpivotConfig attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.UnpivotConfig.value_column">(abacusai.UnpivotConfig attribute)</a>
 </li>
       </ul></li>
       <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowNodeInputMapping.variable_source">variable_source (abacusai.api_class.ai_agents.WorkflowNodeInputMapping attribute)</a>
@@ -22799,10 +17157,6 @@ <h2 id="V">V</h2>
         <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowNodeOutputMapping.variable_type">(abacusai.api_class.WorkflowNodeOutputMapping attribute)</a>
 </li>
         <li><a href="autoapi/abacusai/index.html#abacusai.OutputVariableMapping.variable_type">(abacusai.OutputVariableMapping attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.PythonFunctionArgument.variable_type">(abacusai.pipeline.PythonFunctionArgument attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/pipeline_version/index.html#abacusai.pipeline_version.PythonFunctionArgument.variable_type">(abacusai.pipeline_version.PythonFunctionArgument attribute)</a>
 </li>
         <li><a href="autoapi/abacusai/index.html#abacusai.PythonFunctionArgument.variable_type">(abacusai.PythonFunctionArgument attribute)</a>
 </li>
@@ -22819,20 +17173,12 @@ <h2 id="V">V</h2>
         <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.VectorStoreConfig">(class in abacusai.api_class)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/document_retriever/index.html#abacusai.api_class.document_retriever.VectorStoreConfig">(class in abacusai.api_class.document_retriever)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.VectorStoreConfig">(class in abacusai.client)</a>
-</li>
-        <li><a href="autoapi/abacusai/document_retriever/index.html#abacusai.document_retriever.VectorStoreConfig">(class in abacusai.document_retriever)</a>
-</li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.VectorStoreConfig">(class in abacusai.project)</a>
 </li>
       </ul></li>
       <li><a href="autoapi/abacusai/index.html#abacusai.VectorStoreTextEncoder">VectorStoreTextEncoder (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.VectorStoreTextEncoder">(class in abacusai.api_class)</a>, <a href="autoapi/abacusai/api_class/index.html#id96">[1]</a>
-</li>
-        <li><a href="autoapi/abacusai/api_class/document_retriever/index.html#abacusai.api_class.document_retriever.VectorStoreTextEncoder">(class in abacusai.api_class.document_retriever)</a>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.VectorStoreTextEncoder">(class in abacusai.api_class)</a>, <a href="autoapi/abacusai/api_class/index.html#id103">[1]</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.VectorStoreTextEncoder">(class in abacusai.api_class.enums)</a>
 </li>
@@ -22840,29 +17186,15 @@ <h2 id="V">V</h2>
       <li><a href="autoapi/abacusai/application_connector/index.html#abacusai.application_connector.ApplicationConnector.verify">verify() (abacusai.application_connector.ApplicationConnector method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ApplicationConnector.verify">(abacusai.client.ApplicationConnector method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DatabaseConnector.verify">(abacusai.client.DatabaseConnector method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.StreamingConnector.verify">(abacusai.client.StreamingConnector method)</a>
-</li>
         <li><a href="autoapi/abacusai/database_connector/index.html#abacusai.database_connector.DatabaseConnector.verify">(abacusai.database_connector.DatabaseConnector method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.DatabaseConnector.verify">(abacusai.model.DatabaseConnector method)</a>
 </li>
         <li><a href="autoapi/abacusai/streaming_connector/index.html#abacusai.streaming_connector.StreamingConnector.verify">(abacusai.streaming_connector.StreamingConnector method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.verify_and_describe_annotation">verify_and_describe_annotation() (abacusai.client.FeatureGroup method)</a>
+      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.verify_and_describe_annotation">verify_and_describe_annotation() (abacusai.client.ReadOnlyClient method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ReadOnlyClient.verify_and_describe_annotation">(abacusai.client.ReadOnlyClient method)</a>
-</li>
         <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.verify_and_describe_annotation">(abacusai.feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.verify_and_describe_annotation">(abacusai.organization_search_result.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.verify_and_describe_annotation">(abacusai.project_feature_group.FeatureGroup method)</a>
 </li>
         <li><a href="autoapi/abacusai/index.html#abacusai.ReadOnlyClient.verify_and_describe_annotation">(abacusai.ReadOnlyClient method)</a>
 </li>
@@ -22899,289 +17231,113 @@ <h2 id="V">V</h2>
 <h2 id="W">W</h2>
 <table style="width: 100%" class="indextable genindextable"><tr>
   <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.RefreshPipelineRun.wait_for_complete">wait_for_complete() (abacusai.client.RefreshPipelineRun method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/refresh_pipeline_run/index.html#abacusai.refresh_pipeline_run.RefreshPipelineRun.wait_for_complete">(abacusai.refresh_pipeline_run.RefreshPipelineRun method)</a>
+      <li><a href="autoapi/abacusai/refresh_pipeline_run/index.html#abacusai.refresh_pipeline_run.RefreshPipelineRun.wait_for_complete">wait_for_complete() (abacusai.refresh_pipeline_run.RefreshPipelineRun method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.wait_for_dataset">wait_for_dataset() (abacusai.client.FeatureGroup method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.wait_for_dataset">(abacusai.feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.wait_for_dataset">(abacusai.organization_search_result.FeatureGroup method)</a>
+      <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.wait_for_dataset">wait_for_dataset() (abacusai.feature_group.FeatureGroup method)</a>
 </li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.wait_for_dataset">(abacusai.project_feature_group.FeatureGroup method)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Deployment.wait_for_deployment">wait_for_deployment() (abacusai.client.Deployment method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.wait_for_deployment">(abacusai.deployment.Deployment method)</a>
+      <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.wait_for_deployment">wait_for_deployment() (abacusai.deployment.Deployment method)</a>
 </li>
-      </ul></li>
       <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPrediction.wait_for_drift_monitor">wait_for_drift_monitor() (abacusai.batch_prediction.BatchPrediction method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPredictionVersion.wait_for_drift_monitor">(abacusai.batch_prediction.BatchPredictionVersion method)</a>
-</li>
         <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.BatchPredictionVersion.wait_for_drift_monitor">(abacusai.batch_prediction_version.BatchPredictionVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BatchPrediction.wait_for_drift_monitor">(abacusai.client.BatchPrediction method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BatchPredictionVersion.wait_for_drift_monitor">(abacusai.client.BatchPredictionVersion method)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.EdaVersion.wait_for_eda">wait_for_eda() (abacusai.client.EdaVersion method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/eda/index.html#abacusai.eda.EdaVersion.wait_for_eda">(abacusai.eda.EdaVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/eda_version/index.html#abacusai.eda_version.EdaVersion.wait_for_eda">(abacusai.eda_version.EdaVersion method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Model.wait_for_evaluation">wait_for_evaluation() (abacusai.client.Model method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.Model.wait_for_evaluation">(abacusai.model.Model method)</a>
+      <li><a href="autoapi/abacusai/eda_version/index.html#abacusai.eda_version.EdaVersion.wait_for_eda">wait_for_eda() (abacusai.eda_version.EdaVersion method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ExecuteFeatureGroupOperation.wait_for_execution">wait_for_execution() (abacusai.client.ExecuteFeatureGroupOperation method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/execute_feature_group_operation/index.html#abacusai.execute_feature_group_operation.ExecuteFeatureGroupOperation.wait_for_execution">(abacusai.execute_feature_group_operation.ExecuteFeatureGroupOperation method)</a>
+      <li><a href="autoapi/abacusai/model/index.html#abacusai.model.Model.wait_for_evaluation">wait_for_evaluation() (abacusai.model.Model method)</a>
 </li>
-        <li><a href="autoapi/abacusai/llm_execution_result/index.html#abacusai.llm_execution_result.ExecuteFeatureGroupOperation.wait_for_execution">(abacusai.llm_execution_result.ExecuteFeatureGroupOperation method)</a>
+      <li><a href="autoapi/abacusai/execute_feature_group_operation/index.html#abacusai.execute_feature_group_operation.ExecuteFeatureGroupOperation.wait_for_execution">wait_for_execution() (abacusai.execute_feature_group_operation.ExecuteFeatureGroupOperation method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroupExport.wait_for_export">wait_for_export() (abacusai.client.FeatureGroupExport method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/feature_group_export/index.html#abacusai.feature_group_export.FeatureGroupExport.wait_for_export">(abacusai.feature_group_export.FeatureGroupExport method)</a>
+      <li><a href="autoapi/abacusai/feature_group_export/index.html#abacusai.feature_group_export.FeatureGroupExport.wait_for_export">wait_for_export() (abacusai.feature_group_export.FeatureGroupExport method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Model.wait_for_full_automl">wait_for_full_automl() (abacusai.client.Model method)</a>
+      <li><a href="autoapi/abacusai/model/index.html#abacusai.model.Model.wait_for_full_automl">wait_for_full_automl() (abacusai.model.Model method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelVersion.wait_for_full_automl">(abacusai.client.ModelVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.Model.wait_for_full_automl">(abacusai.model.Model method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.ModelVersion.wait_for_full_automl">(abacusai.model.ModelVersion method)</a>
-</li>
         <li><a href="autoapi/abacusai/model_version/index.html#abacusai.model_version.ModelVersion.wait_for_full_automl">(abacusai.model_version.ModelVersion method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Dataset.wait_for_import">wait_for_import() (abacusai.client.Dataset method)</a>
+      <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.Dataset.wait_for_import">wait_for_import() (abacusai.dataset.Dataset method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DatasetVersion.wait_for_import">(abacusai.client.DatasetVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.Dataset.wait_for_import">(abacusai.dataset.Dataset method)</a>
-</li>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.DatasetVersion.wait_for_import">(abacusai.dataset.DatasetVersion method)</a>
-</li>
         <li><a href="autoapi/abacusai/dataset_version/index.html#abacusai.dataset_version.DatasetVersion.wait_for_import">(abacusai.dataset_version.DatasetVersion method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Dataset.wait_for_inspection">wait_for_inspection() (abacusai.client.Dataset method)</a>
+      <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.Dataset.wait_for_inspection">wait_for_inspection() (abacusai.dataset.Dataset method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DatasetVersion.wait_for_inspection">(abacusai.client.DatasetVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.Dataset.wait_for_inspection">(abacusai.dataset.Dataset method)</a>
-</li>
-        <li><a href="autoapi/abacusai/dataset/index.html#abacusai.dataset.DatasetVersion.wait_for_inspection">(abacusai.dataset.DatasetVersion method)</a>
-</li>
         <li><a href="autoapi/abacusai/dataset_version/index.html#abacusai.dataset_version.DatasetVersion.wait_for_inspection">(abacusai.dataset_version.DatasetVersion method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Upload.wait_for_join">wait_for_join() (abacusai.client.Upload method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/upload/index.html#abacusai.upload.Upload.wait_for_join">(abacusai.upload.Upload method)</a>
+      <li><a href="autoapi/abacusai/upload/index.html#abacusai.upload.Upload.wait_for_join">wait_for_join() (abacusai.upload.Upload method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.wait_for_materialization">wait_for_materialization() (abacusai.client.FeatureGroup method)</a>
+      <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.wait_for_materialization">wait_for_materialization() (abacusai.feature_group.FeatureGroup method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroupVersion.wait_for_materialization">(abacusai.client.FeatureGroupVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.wait_for_materialization">(abacusai.feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroupVersion.wait_for_materialization">(abacusai.feature_group.FeatureGroupVersion method)</a>
-</li>
         <li><a href="autoapi/abacusai/feature_group_version/index.html#abacusai.feature_group_version.FeatureGroupVersion.wait_for_materialization">(abacusai.feature_group_version.FeatureGroupVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.wait_for_materialization">(abacusai.organization_search_result.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroupVersion.wait_for_materialization">(abacusai.organization_search_result.FeatureGroupVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.wait_for_materialization">(abacusai.project_feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroupVersion.wait_for_materialization">(abacusai.project_feature_group.FeatureGroupVersion method)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelMonitorVersion.wait_for_monitor">wait_for_monitor() (abacusai.client.ModelMonitorVersion method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/model_monitor/index.html#abacusai.model_monitor.ModelMonitorVersion.wait_for_monitor">(abacusai.model_monitor.ModelMonitorVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model_monitor_version/index.html#abacusai.model_monitor_version.ModelMonitorVersion.wait_for_monitor">(abacusai.model_monitor_version.ModelMonitorVersion method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.MonitorAlertVersion.wait_for_monitor_alert">wait_for_monitor_alert() (abacusai.client.MonitorAlertVersion method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/monitor_alert/index.html#abacusai.monitor_alert.MonitorAlertVersion.wait_for_monitor_alert">(abacusai.monitor_alert.MonitorAlertVersion method)</a>
+      <li><a href="autoapi/abacusai/model_monitor_version/index.html#abacusai.model_monitor_version.ModelMonitorVersion.wait_for_monitor">wait_for_monitor() (abacusai.model_monitor_version.ModelMonitorVersion method)</a>
 </li>
-        <li><a href="autoapi/abacusai/monitor_alert_version/index.html#abacusai.monitor_alert_version.MonitorAlertVersion.wait_for_monitor_alert">(abacusai.monitor_alert_version.MonitorAlertVersion method)</a>
+      <li><a href="autoapi/abacusai/monitor_alert_version/index.html#abacusai.monitor_alert_version.MonitorAlertVersion.wait_for_monitor_alert">wait_for_monitor_alert() (abacusai.monitor_alert_version.MonitorAlertVersion method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Deployment.wait_for_pending_deployment_update">wait_for_pending_deployment_update() (abacusai.client.Deployment method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.wait_for_pending_deployment_update">(abacusai.deployment.Deployment method)</a>
+      <li><a href="autoapi/abacusai/deployment/index.html#abacusai.deployment.Deployment.wait_for_pending_deployment_update">wait_for_pending_deployment_update() (abacusai.deployment.Deployment method)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Pipeline.wait_for_pipeline">wait_for_pipeline() (abacusai.client.Pipeline method)</a>
+      <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.Pipeline.wait_for_pipeline">wait_for_pipeline() (abacusai.pipeline.Pipeline method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.PipelineVersion.wait_for_pipeline">(abacusai.client.PipelineVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.Pipeline.wait_for_pipeline">(abacusai.pipeline.Pipeline method)</a>
-</li>
-        <li><a href="autoapi/abacusai/pipeline/index.html#abacusai.pipeline.PipelineVersion.wait_for_pipeline">(abacusai.pipeline.PipelineVersion method)</a>
-</li>
         <li><a href="autoapi/abacusai/pipeline_version/index.html#abacusai.pipeline_version.PipelineVersion.wait_for_pipeline">(abacusai.pipeline_version.PipelineVersion method)</a>
 </li>
       </ul></li>
       <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPrediction.wait_for_predictions">wait_for_predictions() (abacusai.batch_prediction.BatchPrediction method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/batch_prediction/index.html#abacusai.batch_prediction.BatchPredictionVersion.wait_for_predictions">(abacusai.batch_prediction.BatchPredictionVersion method)</a>
-</li>
         <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.BatchPredictionVersion.wait_for_predictions">(abacusai.batch_prediction_version.BatchPredictionVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BatchPrediction.wait_for_predictions">(abacusai.client.BatchPrediction method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.BatchPredictionVersion.wait_for_predictions">(abacusai.client.BatchPredictionVersion method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroupRowProcess.wait_for_process">wait_for_process() (abacusai.client.FeatureGroupRowProcess method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/feature_group_row_process/index.html#abacusai.feature_group_row_process.FeatureGroupRowProcess.wait_for_process">(abacusai.feature_group_row_process.FeatureGroupRowProcess method)</a>
+      <li><a href="autoapi/abacusai/feature_group_row_process/index.html#abacusai.feature_group_row_process.FeatureGroupRowProcess.wait_for_process">wait_for_process() (abacusai.feature_group_row_process.FeatureGroupRowProcess method)</a>
 </li>
-      </ul></li>
       <li><a href="autoapi/abacusai/agent/index.html#abacusai.agent.Agent.wait_for_publish">wait_for_publish() (abacusai.agent.Agent method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/agent/index.html#abacusai.agent.AgentVersion.wait_for_publish">(abacusai.agent.AgentVersion method)</a>
-</li>
         <li><a href="autoapi/abacusai/agent_version/index.html#abacusai.agent_version.AgentVersion.wait_for_publish">(abacusai.agent_version.AgentVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Agent.wait_for_publish">(abacusai.client.Agent method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.AgentVersion.wait_for_publish">(abacusai.client.AgentVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Model.wait_for_publish">(abacusai.client.Model method)</a>
 </li>
         <li><a href="autoapi/abacusai/model/index.html#abacusai.model.Model.wait_for_publish">(abacusai.model.Model method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DocumentRetrieverVersion.wait_for_results">wait_for_results() (abacusai.client.DocumentRetrieverVersion method)</a>
+      <li><a href="autoapi/abacusai/document_retriever_version/index.html#abacusai.document_retriever_version.DocumentRetrieverVersion.wait_for_results">wait_for_results() (abacusai.document_retriever_version.DocumentRetrieverVersion method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ExecuteFeatureGroupOperation.wait_for_results">(abacusai.client.ExecuteFeatureGroupOperation method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroupExport.wait_for_results">(abacusai.client.FeatureGroupExport method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroupVersion.wait_for_results">(abacusai.client.FeatureGroupVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.HoldoutAnalysisVersion.wait_for_results">(abacusai.client.HoldoutAnalysisVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelArtifactsExport.wait_for_results">(abacusai.client.ModelArtifactsExport method)</a>
-</li>
-        <li><a href="autoapi/abacusai/document_retriever/index.html#abacusai.document_retriever.DocumentRetrieverVersion.wait_for_results">(abacusai.document_retriever.DocumentRetrieverVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/document_retriever_version/index.html#abacusai.document_retriever_version.DocumentRetrieverVersion.wait_for_results">(abacusai.document_retriever_version.DocumentRetrieverVersion method)</a>
-</li>
         <li><a href="autoapi/abacusai/execute_feature_group_operation/index.html#abacusai.execute_feature_group_operation.ExecuteFeatureGroupOperation.wait_for_results">(abacusai.execute_feature_group_operation.ExecuteFeatureGroupOperation method)</a>
-</li>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroupVersion.wait_for_results">(abacusai.feature_group.FeatureGroupVersion method)</a>
 </li>
         <li><a href="autoapi/abacusai/feature_group_export/index.html#abacusai.feature_group_export.FeatureGroupExport.wait_for_results">(abacusai.feature_group_export.FeatureGroupExport method)</a>
 </li>
         <li><a href="autoapi/abacusai/feature_group_version/index.html#abacusai.feature_group_version.FeatureGroupVersion.wait_for_results">(abacusai.feature_group_version.FeatureGroupVersion method)</a>
 </li>
         <li><a href="autoapi/abacusai/holdout_analysis_version/index.html#abacusai.holdout_analysis_version.HoldoutAnalysisVersion.wait_for_results">(abacusai.holdout_analysis_version.HoldoutAnalysisVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/llm_execution_result/index.html#abacusai.llm_execution_result.ExecuteFeatureGroupOperation.wait_for_results">(abacusai.llm_execution_result.ExecuteFeatureGroupOperation method)</a>
 </li>
         <li><a href="autoapi/abacusai/model_artifacts_export/index.html#abacusai.model_artifacts_export.ModelArtifactsExport.wait_for_results">(abacusai.model_artifacts_export.ModelArtifactsExport method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroupVersion.wait_for_results">(abacusai.organization_search_result.FeatureGroupVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroupVersion.wait_for_results">(abacusai.project_feature_group.FeatureGroupVersion method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.wait_for_streaming_ready">wait_for_streaming_ready() (abacusai.client.FeatureGroup method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.wait_for_streaming_ready">(abacusai.feature_group.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.wait_for_streaming_ready">(abacusai.organization_search_result.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.wait_for_streaming_ready">(abacusai.project_feature_group.FeatureGroup method)</a>
+      <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.wait_for_streaming_ready">wait_for_streaming_ready() (abacusai.feature_group.FeatureGroup method)</a>
 </li>
-      </ul></li>
-  </ul></td>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Model.wait_for_training">wait_for_training() (abacusai.client.Model method)</a>
+      <li><a href="autoapi/abacusai/model/index.html#abacusai.model.Model.wait_for_training">wait_for_training() (abacusai.model.Model method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ModelVersion.wait_for_training">(abacusai.client.ModelVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.Model.wait_for_training">(abacusai.model.Model method)</a>
-</li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.ModelVersion.wait_for_training">(abacusai.model.ModelVersion method)</a>
-</li>
         <li><a href="autoapi/abacusai/model_version/index.html#abacusai.model_version.ModelVersion.wait_for_training">(abacusai.model_version.ModelVersion method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.FeatureGroup.wait_for_upload">wait_for_upload() (abacusai.client.FeatureGroup method)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.wait_for_upload">(abacusai.feature_group.FeatureGroup method)</a>
+      <li><a href="autoapi/abacusai/feature_group/index.html#abacusai.feature_group.FeatureGroup.wait_for_upload">wait_for_upload() (abacusai.feature_group.FeatureGroup method)</a>
 </li>
-        <li><a href="autoapi/abacusai/organization_search_result/index.html#abacusai.organization_search_result.FeatureGroup.wait_for_upload">(abacusai.organization_search_result.FeatureGroup method)</a>
-</li>
-        <li><a href="autoapi/abacusai/project_feature_group/index.html#abacusai.project_feature_group.FeatureGroup.wait_for_upload">(abacusai.project_feature_group.FeatureGroup method)</a>
-</li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DocumentRetriever.wait_until_deployment_ready">wait_until_deployment_ready() (abacusai.client.DocumentRetriever method)</a>
+      <li><a href="autoapi/abacusai/document_retriever/index.html#abacusai.document_retriever.DocumentRetriever.wait_until_deployment_ready">wait_until_deployment_ready() (abacusai.document_retriever.DocumentRetriever method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DocumentRetrieverVersion.wait_until_deployment_ready">(abacusai.client.DocumentRetrieverVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/document_retriever/index.html#abacusai.document_retriever.DocumentRetriever.wait_until_deployment_ready">(abacusai.document_retriever.DocumentRetriever method)</a>
-</li>
-        <li><a href="autoapi/abacusai/document_retriever/index.html#abacusai.document_retriever.DocumentRetrieverVersion.wait_until_deployment_ready">(abacusai.document_retriever.DocumentRetrieverVersion method)</a>
-</li>
         <li><a href="autoapi/abacusai/document_retriever_version/index.html#abacusai.document_retriever_version.DocumentRetrieverVersion.wait_until_deployment_ready">(abacusai.document_retriever_version.DocumentRetrieverVersion method)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DocumentRetriever.wait_until_ready">wait_until_ready() (abacusai.client.DocumentRetriever method)</a>
+      <li><a href="autoapi/abacusai/document_retriever/index.html#abacusai.document_retriever.DocumentRetriever.wait_until_ready">wait_until_ready() (abacusai.document_retriever.DocumentRetriever method)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.DocumentRetrieverVersion.wait_until_ready">(abacusai.client.DocumentRetrieverVersion method)</a>
-</li>
-        <li><a href="autoapi/abacusai/document_retriever/index.html#abacusai.document_retriever.DocumentRetriever.wait_until_ready">(abacusai.document_retriever.DocumentRetriever method)</a>
-</li>
-        <li><a href="autoapi/abacusai/document_retriever/index.html#abacusai.document_retriever.DocumentRetrieverVersion.wait_until_ready">(abacusai.document_retriever.DocumentRetrieverVersion method)</a>
-</li>
         <li><a href="autoapi/abacusai/document_retriever_version/index.html#abacusai.document_retriever_version.DocumentRetrieverVersion.wait_until_ready">(abacusai.document_retriever_version.DocumentRetrieverVersion method)</a>
 </li>
       </ul></li>
@@ -23199,24 +17355,12 @@ <h2 id="W">W</h2>
         <li><a href="autoapi/abacusai/index.html#abacusai.RegressionObjective.WAPE">(abacusai.RegressionObjective attribute)</a>
 </li>
       </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.Webhook">Webhook (class in abacusai.client)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/webhook/index.html#abacusai.webhook.Webhook">(class in abacusai.webhook)</a>
+      <li><a href="autoapi/abacusai/webhook/index.html#abacusai.webhook.Webhook">Webhook (class in abacusai.webhook)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/client/index.html#abacusai.client.WebSearchResponse">WebSearchResponse (class in abacusai.client)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/web_search_response/index.html#abacusai.web_search_response.WebSearchResponse">(class in abacusai.web_search_response)</a>
+      <li><a href="autoapi/abacusai/web_search_response/index.html#abacusai.web_search_response.WebSearchResponse">WebSearchResponse (class in abacusai.web_search_response)</a>
 </li>
-      </ul></li>
-      <li><a href="autoapi/abacusai/web_search_response/index.html#abacusai.web_search_response.WebSearchResult">WebSearchResult (class in abacusai.web_search_response)</a>
-
-      <ul>
-        <li><a href="autoapi/abacusai/web_search_result/index.html#abacusai.web_search_result.WebSearchResult">(class in abacusai.web_search_result)</a>
+      <li><a href="autoapi/abacusai/web_search_result/index.html#abacusai.web_search_result.WebSearchResult">WebSearchResult (class in abacusai.web_search_result)</a>
 </li>
-      </ul></li>
       <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingFrequency.WEEKLY_MONDAY_START">WEEKLY_MONDAY_START (abacusai.api_class.enums.ForecastingFrequency attribute)</a>
 
       <ul>
@@ -23225,6 +17369,8 @@ <h2 id="W">W</h2>
         <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingFrequency.WEEKLY_MONDAY_START">(abacusai.ForecastingFrequency attribute)</a>
 </li>
       </ul></li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.ForecastingFrequency.WEEKLY_SATURDAY_START">WEEKLY_SATURDAY_START (abacusai.api_class.enums.ForecastingFrequency attribute)</a>
 
       <ul>
@@ -23255,12 +17401,8 @@ <h2 id="W">W</h2>
 
       <ul>
         <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.ForecastingMonitorConfig.window_config">(abacusai.api_class.monitor.ForecastingMonitorConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.ForecastingMonitorConfig.window_config">(abacusai.client.ForecastingMonitorConfig attribute)</a>
 </li>
         <li><a href="autoapi/abacusai/index.html#abacusai.ForecastingMonitorConfig.window_config">(abacusai.ForecastingMonitorConfig attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.ForecastingMonitorConfig.window_config">(abacusai.project.ForecastingMonitorConfig attribute)</a>
 </li>
       </ul></li>
       <li><a href="autoapi/abacusai/api_class/monitor/index.html#abacusai.api_class.monitor.TimeWindowConfig.window_duration">window_duration (abacusai.api_class.monitor.TimeWindowConfig attribute)</a>
@@ -23290,19 +17432,9 @@ <h2 id="W">W</h2>
       <li><a href="autoapi/abacusai/index.html#abacusai.WorkflowGraph">WorkflowGraph (class in abacusai)</a>
 
       <ul>
-        <li><a href="autoapi/abacusai/agent/index.html#abacusai.agent.WorkflowGraph">(class in abacusai.agent)</a>
-</li>
-        <li><a href="autoapi/abacusai/agent_version/index.html#abacusai.agent_version.WorkflowGraph">(class in abacusai.agent_version)</a>
-</li>
         <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.WorkflowGraph">(class in abacusai.api_class)</a>
 </li>
         <li><a href="autoapi/abacusai/api_class/ai_agents/index.html#abacusai.api_class.ai_agents.WorkflowGraph">(class in abacusai.api_class.ai_agents)</a>
-</li>
-        <li><a href="autoapi/abacusai/client/index.html#abacusai.client.WorkflowGraph">(class in abacusai.client)</a>
-</li>
-        <li><a href="autoapi/abacusai/model/index.html#abacusai.model.WorkflowGraph">(class in abacusai.model)</a>
-</li>
-        <li><a href="autoapi/abacusai/project/index.html#abacusai.project.WorkflowGraph">(class in abacusai.project)</a>
 </li>
       </ul></li>
       <li><a href="autoapi/abacusai/index.html#abacusai.WorkflowGraphEdge">WorkflowGraphEdge (class in abacusai)</a>
@@ -23382,13 +17514,21 @@ <h2 id="W">W</h2>
 
 <h2 id="X">X</h2>
 <table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.MemorySize.XLARGE">XLARGE (abacusai.api_class.enums.MemorySize attribute)</a>
+
+      <ul>
+        <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.MemorySize.XLARGE">(abacusai.api_class.MemorySize attribute)</a>
+</li>
+        <li><a href="autoapi/abacusai/index.html#abacusai.MemorySize.XLARGE">(abacusai.MemorySize attribute)</a>
+</li>
+      </ul></li>
+  </ul></td>
   <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="autoapi/abacusai/api_class/enums/index.html#abacusai.api_class.enums.FileFormat.XLS">XLS (abacusai.api_class.enums.FileFormat attribute)</a>
 
       <ul>
         <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FileFormat.XLS">(abacusai.api_class.FileFormat attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.FileFormat.XLS">(abacusai.batch_prediction_version.FileFormat attribute)</a>
 </li>
         <li><a href="autoapi/abacusai/index.html#abacusai.FileFormat.XLS">(abacusai.FileFormat attribute)</a>
 </li>
@@ -23477,8 +17617,6 @@ <h2 id="Z">Z</h2>
 
       <ul>
         <li><a href="autoapi/abacusai/api_class/index.html#abacusai.api_class.FileFormat.ZIP">(abacusai.api_class.FileFormat attribute)</a>
-</li>
-        <li><a href="autoapi/abacusai/batch_prediction_version/index.html#abacusai.batch_prediction_version.FileFormat.ZIP">(abacusai.batch_prediction_version.FileFormat attribute)</a>
 </li>
         <li><a href="autoapi/abacusai/index.html#abacusai.FileFormat.ZIP">(abacusai.FileFormat attribute)</a>
 </li>
diff --git a/docs/index.html b/docs/index.html
index e9a350f98..20a2f56ef 100644
--- a/docs/index.html
+++ b/docs/index.html
@@ -45,7 +45,7 @@
 </div>
         </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
               <ul>
-<li class="toctree-l1"><a class="reference internal" href="autoapi/abacusai/index.html">abacusai</a></li>
+<li class="toctree-l1"><a class="reference internal" href="autoapi/abacusai/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
 </ul>
 
         </div>
@@ -76,7 +76,7 @@
 <h1>Abacus.AI API Client PyDocs<a class="headerlink" href="#abacus-ai-api-client-pydocs" title="Link to this heading"></a></h1>
 <div class="toctree-wrapper compound">
 <ul>
-<li class="toctree-l1"><a class="reference internal" href="autoapi/abacusai/index.html">abacusai</a></li>
+<li class="toctree-l1"><a class="reference internal" href="autoapi/abacusai/index.html"><code class="xref py py-mod docutils literal notranslate"><span class="pre">abacusai</span></code></a></li>
 </ul>
 </div>
 </section>
diff --git a/docs/objects.inv b/docs/objects.inv
index 8954f439aca3c44c27aa103754c8ed7982240634..6ebbcaa2d906db3a7da758241b0c5447709246d0 100644
GIT binary patch
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class=\"pre\">abacusai.annotations_status</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.api_class.abstract</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.api_class.ai_agents</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.api_class.ai_chat</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.api_class.batch_prediction</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.api_class.blob_input</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.api_class.connectors</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.api_class.dataset</span></code>", "<code class=\"xref py py-mod docutils literal 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docutils literal notranslate\"><span class=\"pre\">abacusai.application_connector</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.batch_prediction</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.batch_prediction_version</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.batch_prediction_version_logs</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.categorical_range_violation</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.chat_message</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.chat_session</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.client</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.code_source</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.concatenation_config</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.cpu_gpu_memory_specs</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.cryptography</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.custom_loss_function</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.custom_metric</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.custom_metric_version</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.custom_train_function_info</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.data_consistency_duplication</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.data_metrics</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.data_prep_logs</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.data_quality_results</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.data_upload_result</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.database_column_feature_mapping</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.database_connector</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.database_connector_column</span></code>", 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class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.deployment_conversation_event</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.deployment_conversation_export</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.document_data</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.document_retriever</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.document_retriever_config</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.document_retriever_lookup_result</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.document_retriever_version</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.drift_distribution</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.drift_distributions</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.eda</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.eda_chart_description</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.eda_collinearity</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.eda_data_consistency</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.eda_feature_association</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.eda_feature_collinearity</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.eda_forecasting_analysis</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.eda_version</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.embedding_feature_drift_distribution</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.execute_feature_group_operation</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.external_application</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.external_invite</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.extracted_fields</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.feature</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.feature_distribution</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.feature_drift_record</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.feature_drift_summary</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.feature_group</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.feature_group_document</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.feature_group_export</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.feature_group_export_config</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.feature_group_export_download_url</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.feature_group_lineage</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.feature_group_refresh_export_config</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.feature_group_row</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.feature_group_row_process</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.feature_group_row_process_logs</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.feature_group_row_process_summary</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.feature_group_template</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.feature_group_template_variable_options</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.feature_group_version</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.feature_group_version_logs</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.feature_importance</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.feature_mapping</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.feature_performance_analysis</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.feature_record</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.file_connector</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.file_connector_instructions</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.file_connector_verification</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.finetuned_pretrained_model</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.forecasting_analysis_graph_data</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.forecasting_monitor_item_analysis</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.forecasting_monitor_summary</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.function_logs</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.generated_pit_feature_config_option</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.global_context</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.graph_dashboard</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.holdout_analysis</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.holdout_analysis_version</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.hosted_model_token</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.indexing_config</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.inferred_database_column_to_feature_mappings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.inferred_feature_mappings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.item_statistics</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.llm_app</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.llm_code_block</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.llm_execution_preview</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.llm_execution_result</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.llm_generated_code</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.llm_input</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.llm_parameters</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.llm_response</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.memory_options</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.messaging_connector_response</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.model</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.model_artifacts_export</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.model_blueprint_export</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.model_blueprint_stage</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.model_location</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.model_metrics</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.model_monitor</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.model_monitor_org_summary</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.model_monitor_summary</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.model_monitor_summary_from_org</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.model_monitor_version</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.model_monitor_version_metric_data</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.model_training_type_for_deployment</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.model_upload</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.model_version</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.model_version_feature_group_schema</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.modification_lock_info</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.module</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.monitor_alert</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.monitor_alert_version</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.monitor_drift_and_distributions</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.natural_language_explanation</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.nested_feature</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.nested_feature_schema</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.null_violation</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.organization_external_application_settings</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.organization_group</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.organization_search_result</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.organization_secret</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.page_data</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.pipeline</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.pipeline_reference</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.pipeline_step</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.pipeline_step_version</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.pipeline_step_version_logs</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.pipeline_step_version_reference</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.pipeline_version</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.pipeline_version_logs</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.point_in_time_feature</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.point_in_time_feature_info</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.point_in_time_group</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.point_in_time_group_feature</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.prediction_client</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.prediction_dataset</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.prediction_feature_group</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.prediction_input</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.prediction_operator</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.prediction_operator_version</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.problem_type</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.project</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.project_config</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.project_feature_group</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.project_feature_group_schema</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.project_feature_group_schema_version</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.project_validation</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.python_function</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span class=\"pre\">abacusai.python_function_validator</span></code>", "<code class=\"xref py py-mod docutils literal notranslate\"><span 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"point_in_time_feature_info": 180, "point_in_time_group": 181, "point_in_time_group_featur": 182, "prediction_cli": 183, "prediction_dataset": 184, "prediction_feature_group": 185, "prediction_input": 186, "prediction_oper": 187, "prediction_operator_vers": 188, "problem_typ": 189, "project": [28, 190], "project_config": 191, "project_feature_group": 192, "project_feature_group_schema": 193, "project_feature_group_schema_vers": 194, "project_valid": 195, "pydoc": 223, "python_funct": [29, 196], "python_function_valid": 197, "python_plot_funct": 198, "range_viol": 199, "realtime_monitor": 200, "refresh": 30, "refresh_pipeline_run": 201, "refresh_polici": 202, "refresh_schedul": 203, "resolved_feature_group_templ": 204, "return_class": 205, "schema": 206, "streaming_auth_token": 207, "streaming_cli": 208, "streaming_connector": 209, "streaming_row_count": 210, "streaming_sample_cod": 211, "submodul": [24, 126], "subpackag": 126, "test_point_predict": 212, "training_config_opt": 213, "upload": 214, "upload_part": 215, "use_cas": 216, "use_case_requir": 217, "user": 218, "user_except": 219, "web_search_respons": 220, "web_search_result": 221, "webhook": 222}})
\ No newline at end of file
diff --git a/setup.py b/setup.py
index 40ac5479e..11d1e15a2 100644
--- a/setup.py
+++ b/setup.py
@@ -1,7 +1,7 @@
 from setuptools import find_packages, setup
 
 
-__version__ = '1.3.2'
+__version__ = '1.3.3'
 
 
 setup(name='abacusai',